diff --git a/CMakeLists.txt b/CMakeLists.txt index 87047a5..9dbd6d9 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -5,6 +5,7 @@ option(ENABLE_ADDRSAN "Enable the address sanitizer" OFF) option(ENABLE_UBSAN "Enable the ub sanitizer" OFF) option(ENABLE_TSAN "Enable the thread data race sanitizer" OFF) option(PART_B "Build for part B version of the assignment" ON) +option(SOURCE_RELATIVE "Use the cmake source directory as a base" ON) set(CMAKE_CXX_STANDARD 17) set(CMAKE_C_STANDARD 11) @@ -16,6 +17,10 @@ add_compile_definitions(USEVFORK POSIX_MT RANDOMSEEDTIME) if (PART_B) add_compile_definitions(PART_B) endif () +if (SOURCE_RELATIVE) + add_compile_definitions(SOURCE_DIR=\"${CMAKE_SOURCE_DIR}\") + add_compile_definitions(BUILD_DIR=\"${CMAKE_BINARY_DIR}\") +endif () message("${CMAKE_C_FLAGS}") find_package(Threads) diff --git a/PartA/crossover_100_mutation_100_elitism_0/.~lock.aggregated_runs.tsv# b/PartA/crossover_100_mutation_100_elitism_0/.~lock.aggregated_runs.tsv# new file mode 100644 index 0000000..1d119ac --- /dev/null +++ b/PartA/crossover_100_mutation_100_elitism_0/.~lock.aggregated_runs.tsv# @@ -0,0 +1 @@ +,brett,laforge,15.02.2024 20:22,file:///home/brett/.config/libreoffice/4; \ No newline at end of file diff --git a/PartA/crossover_100_mutation_100_elitism_0/.~lock.crossover_100_mutation_100_elitism_0.tsv# b/PartA/crossover_100_mutation_100_elitism_0/.~lock.crossover_100_mutation_100_elitism_0.tsv# new file mode 100644 index 0000000..b306c28 --- /dev/null +++ b/PartA/crossover_100_mutation_100_elitism_0/.~lock.crossover_100_mutation_100_elitism_0.tsv# @@ -0,0 +1 @@ +,brett,laforge,15.02.2024 22:10,file:///home/brett/.config/libreoffice/4; \ No newline at end of file diff --git a/PartA/crossover_100_mutation_100_elitism_0/aggregated.tsv b/PartA/crossover_100_mutation_100_elitism_0/aggregated.tsv index 2b61d00..e7938a1 100644 --- a/PartA/crossover_100_mutation_100_elitism_0/aggregated.tsv +++ b/PartA/crossover_100_mutation_100_elitism_0/aggregated.tsv @@ -1,5 +1,5 @@ -Generation limit Mean: 41 -Generation limit Mode: 50 (6) +Runs Generation Count Mean: 41 +Runs Generation Count Mode: 50 occurred (6) time(s) GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN 0 0 0 0.00011 0 13.1397 3.6747 18 4 19 4 0 0.00011 0 13.1397 3.6747 18 4 19 4 1 0 0 0.00011 0 13.3235 4.1582 17 4 14 5 0 0.00011 0 13.2316 3.9166 17 3 19 4 diff --git a/PartA/crossover_100_mutation_100_elitism_0/crossover_100_mutation_100_elitism_0.tsv b/PartA/crossover_100_mutation_100_elitism_0/crossover_100_mutation_100_elitism_0.tsv new file mode 100644 index 0000000..54560c1 --- /dev/null +++ b/PartA/crossover_100_mutation_100_elitism_0/crossover_100_mutation_100_elitism_0.tsv @@ -0,0 +1,476 @@ +GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN +=AVERAGE(a54, a55, a56, a57, a58, a59, a60, a61, a62, a63) =AVERAGE(b54, b55, b56, b57, b58, b59, b60, b61, b62, b63) =AVERAGE(c54, c55, c56, c57, c58, c59, c60, c61, c62, c63) =AVERAGE(d54, d55, d56, d57, d58, d59, d60, d61, d62, d63) =AVERAGE(e54, e55, e56, e57, e58, e59, e60, e61, e62, e63) =AVERAGE(f54, f55, f56, f57, f58, f59, f60, f61, f62, f63) =AVERAGE(g54, g55, g56, g57, g58, g59, g60, g61, g62, g63) =AVERAGE(h54, h55, h56, h57, h58, h59, h60, h61, h62, h63) =AVERAGE(i54, i55, i56, i57, i58, i59, i60, i61, i62, i63) =AVERAGE(j54, j55, j56, j57, j58, j59, j60, j61, j62, j63) =AVERAGE(k54, k55, k56, k57, k58, k59, k60, k61, k62, k63) =AVERAGE(l54, l55, l56, l57, l58, l59, l60, l61, l62, l63) =AVERAGE(m54, m55, m56, m57, m58, m59, m60, m61, m62, m63) =AVERAGE(n54, n55, n56, n57, n58, n59, n60, n61, n62, n63) =AVERAGE(o54, o55, o56, o57, o58, o59, o60, o61, o62, o63) =AVERAGE(p54, p55, p56, p57, p58, p59, p60, p61, p62, p63) =AVERAGE(q54, q55, q56, q57, q58, q59, q60, q61, q62, q63) =AVERAGE(r54, r55, r56, r57, r58, r59, r60, r61, r62, r63) =AVERAGE(s54, s55, s56, s57, s58, s59, s60, s61, s62, s63) =AVERAGE(t54, t55, t56, t57, t58, t59, t60, t61, t62, t63) =STDEV.P(a54, a55, a56, a57, a58, a59, a60, a61, a62, a63) =STDEV.P(b54, b55, b56, b57, b58, b59, b60, b61, b62, b63) =STDEV.P(c54, c55, c56, c57, c58, c59, c60, c61, c62, c63) =STDEV.P(d54, d55, d56, d57, d58, d59, d60, d61, d62, d63) =STDEV.P(e54, e55, e56, e57, e58, e59, e60, e61, e62, e63) =STDEV.P(f54, f55, f56, f57, f58, f59, f60, f61, f62, f63) =STDEV.P(g54, g55, g56, g57, g58, g59, g60, g61, g62, g63) =STDEV.P(h54, h55, h56, h57, h58, h59, h60, h61, h62, h63) =STDEV.P(i54, i55, i56, i57, i58, i59, i60, i61, i62, i63) =STDEV.P(j54, j55, j56, j57, j58, j59, j60, j61, j62, j63) =STDEV.P(k54, k55, k56, k57, k58, k59, k60, k61, k62, k63) =STDEV.P(l54, l55, l56, l57, l58, l59, l60, l61, l62, l63) =STDEV.P(m54, m55, m56, m57, m58, m59, m60, m61, m62, m63) =STDEV.P(n54, n55, n56, n57, n58, n59, n60, n61, n62, n63) =STDEV.P(o54, o55, o56, o57, o58, o59, o60, o61, o62, o63) =STDEV.P(p54, p55, p56, p57, p58, p59, p60, p61, p62, p63) =STDEV.P(q54, q55, q56, q57, q58, q59, q60, q61, q62, q63) =STDEV.P(r54, r55, r56, r57, r58, r59, r60, r61, r62, r63) =STDEV.P(s54, s55, s56, s57, s58, s59, s60, s61, s62, s63) =STDEV.P(t54, t55, t56, t57, t58, t59, t60, t61, t62, t63) =STDEV.P(a2, a3, a4, a5, a6, a7, a8, a9, a10, a11, a12, a13, a14, a15, a16, a17, a18, a19, a20, a21, a22, a23, a24, a25, a26, a27, a28, a29, a30, a31, a32, a33, a34, a35, a36, a37, a38, a39, a40, a41, a42, a43, a44, a45, a46, a47, a48, a49, a50, a51, a52) =STDEV.P(b2, b3, b4, b5, b6, b7, b8, b9, b10, b11, b12, b13, b14, b15, b16, b17, b18, b19, b20, b21, b22, b23, b24, b25, b26, b27, b28, b29, b30, b31, b32, b33, b34, b35, b36, b37, b38, b39, b40, b41, b42, b43, b44, b45, b46, b47, b48, b49, b50, b51, b52) =STDEV.P(c2, c3, c4, c5, c6, c7, c8, c9, c10, c11, c12, c13, c14, c15, c16, c17, c18, c19, c20, c21, c22, c23, c24, c25, c26, c27, c28, c29, c30, c31, c32, c33, c34, c35, c36, c37, c38, c39, c40, c41, c42, c43, c44, c45, c46, c47, c48, c49, c50, c51, c52) =STDEV.P(d2, d3, d4, d5, d6, d7, d8, d9, d10, d11, d12, d13, d14, d15, d16, d17, d18, d19, d20, d21, d22, d23, d24, d25, d26, d27, d28, d29, d30, d31, d32, d33, d34, d35, d36, d37, d38, d39, d40, d41, d42, d43, d44, d45, d46, d47, d48, d49, d50, d51, d52) =STDEV.P(e2, e3, e4, e5, e6, e7, e8, e9, e10, e11, e12, e13, e14, e15, e16, e17, e18, e19, e20, e21, e22, e23, e24, e25, e26, e27, e28, e29, e30, e31, e32, e33, e34, e35, e36, e37, e38, e39, e40, e41, e42, e43, e44, e45, e46, e47, e48, e49, e50, e51, e52) =STDEV.P(f2, f3, f4, f5, f6, f7, f8, f9, f10, f11, f12, f13, f14, f15, f16, f17, f18, f19, f20, f21, f22, f23, f24, f25, f26, f27, f28, f29, f30, f31, f32, f33, f34, f35, f36, f37, f38, f39, f40, f41, f42, f43, f44, f45, f46, f47, f48, f49, f50, f51, f52) =STDEV.P(g2, g3, g4, g5, g6, g7, g8, g9, g10, g11, g12, g13, g14, g15, g16, g17, g18, g19, g20, g21, g22, g23, g24, g25, g26, g27, g28, g29, g30, g31, g32, g33, g34, g35, g36, g37, g38, g39, g40, g41, g42, g43, g44, g45, g46, g47, g48, g49, g50, g51, g52) =STDEV.P(h2, h3, h4, h5, h6, h7, h8, h9, h10, h11, h12, h13, h14, h15, h16, h17, h18, h19, h20, h21, h22, h23, h24, h25, h26, h27, h28, h29, h30, h31, h32, h33, h34, h35, h36, h37, h38, h39, h40, h41, h42, h43, h44, h45, h46, h47, h48, h49, h50, h51, h52) =STDEV.P(i2, i3, i4, i5, i6, i7, i8, i9, i10, i11, i12, i13, i14, i15, i16, i17, i18, i19, i20, i21, i22, i23, i24, i25, i26, i27, i28, i29, i30, i31, i32, i33, i34, i35, i36, i37, i38, i39, i40, i41, i42, i43, i44, i45, i46, i47, i48, i49, i50, i51, i52) =STDEV.P(j2, j3, j4, j5, j6, j7, j8, j9, j10, j11, j12, j13, j14, j15, j16, j17, j18, j19, j20, j21, j22, j23, j24, j25, j26, j27, j28, j29, j30, j31, j32, j33, j34, j35, j36, j37, j38, j39, j40, j41, j42, j43, j44, j45, j46, j47, j48, j49, j50, j51, j52) =STDEV.P(k2, k3, k4, k5, k6, k7, k8, k9, k10, k11, k12, k13, k14, k15, k16, k17, k18, k19, k20, k21, k22, k23, k24, k25, k26, k27, k28, k29, k30, k31, k32, k33, k34, k35, k36, k37, k38, k39, k40, k41, k42, k43, k44, k45, k46, k47, k48, k49, k50, k51, k52) =STDEV.P(l2, l3, l4, l5, l6, l7, l8, l9, l10, l11, l12, l13, l14, l15, l16, l17, l18, l19, l20, l21, l22, l23, l24, l25, l26, l27, l28, l29, l30, l31, l32, l33, l34, l35, l36, l37, l38, l39, l40, l41, l42, l43, l44, l45, l46, l47, l48, l49, l50, l51, l52) =STDEV.P(m2, m3, m4, m5, m6, m7, m8, m9, m10, m11, m12, m13, m14, m15, m16, m17, m18, m19, m20, m21, m22, m23, m24, m25, m26, m27, m28, m29, m30, m31, m32, m33, m34, m35, m36, m37, m38, m39, m40, m41, m42, m43, m44, m45, m46, m47, m48, m49, m50, m51, m52) =STDEV.P(n2, n3, n4, n5, n6, n7, n8, n9, n10, n11, n12, n13, n14, n15, n16, n17, n18, n19, n20, n21, n22, n23, n24, n25, n26, n27, n28, n29, n30, n31, n32, n33, n34, n35, n36, n37, n38, n39, n40, n41, n42, n43, n44, n45, n46, n47, n48, n49, n50, n51, n52) =STDEV.P(o2, o3, o4, o5, o6, o7, o8, o9, o10, o11, o12, o13, o14, o15, o16, o17, o18, o19, o20, o21, o22, o23, o24, o25, o26, o27, o28, o29, o30, o31, o32, o33, o34, o35, o36, o37, o38, o39, o40, o41, o42, o43, o44, o45, o46, o47, o48, o49, o50, o51, o52) =STDEV.P(p2, p3, p4, p5, p6, p7, p8, p9, p10, p11, p12, p13, p14, p15, p16, p17, p18, p19, p20, p21, p22, p23, p24, p25, p26, p27, p28, p29, p30, p31, p32, p33, p34, p35, p36, p37, p38, p39, p40, p41, p42, p43, p44, p45, p46, p47, p48, p49, p50, p51, p52) =STDEV.P(q2, q3, q4, q5, q6, q7, q8, q9, q10, q11, q12, q13, q14, q15, q16, q17, q18, q19, q20, q21, q22, q23, q24, q25, q26, q27, q28, q29, q30, q31, q32, q33, q34, q35, q36, q37, q38, q39, q40, q41, q42, q43, q44, q45, q46, q47, q48, q49, q50, q51, q52) =STDEV.P(r2, r3, r4, r5, r6, r7, r8, r9, r10, r11, r12, r13, r14, r15, r16, r17, r18, r19, r20, r21, r22, r23, r24, r25, r26, r27, r28, r29, r30, r31, r32, r33, r34, r35, r36, r37, r38, r39, r40, r41, r42, r43, r44, r45, r46, r47, r48, r49, r50, r51, r52) =STDEV.P(s2, s3, s4, s5, s6, s7, s8, s9, s10, s11, s12, s13, s14, s15, s16, s17, s18, s19, s20, s21, s22, s23, s24, s25, s26, s27, s28, s29, s30, s31, s32, s33, s34, s35, s36, s37, s38, s39, s40, s41, s42, s43, s44, s45, s46, s47, s48, s49, s50, s51, s52) =STDEV.P(t2, t3, t4, t5, t6, t7, t8, t9, t10, t11, t12, t13, t14, t15, t16, t17, t18, t19, t20, t21, t22, t23, t24, t25, t26, t27, t28, t29, t30, t31, t32, t33, t34, t35, t36, t37, t38, t39, t40, t41, t42, t43, t44, t45, t46, t47, t48, t49, t50, t51, t52) +=AVERAGE(a64, a65, a66, a67, a68, a69, a70, a71, a72, a73) =AVERAGE(b64, b65, b66, b67, b68, b69, b70, b71, b72, b73) =AVERAGE(c64, c65, c66, c67, c68, c69, c70, c71, c72, c73) =AVERAGE(d64, d65, d66, d67, d68, d69, d70, d71, d72, d73) =AVERAGE(e64, e65, e66, e67, e68, e69, e70, e71, e72, e73) =AVERAGE(f64, f65, f66, f67, f68, f69, f70, f71, f72, f73) =AVERAGE(g64, g65, g66, g67, g68, g69, g70, g71, g72, g73) =AVERAGE(h64, h65, h66, h67, h68, h69, h70, h71, h72, h73) =AVERAGE(i64, i65, i66, i67, i68, i69, i70, i71, i72, i73) =AVERAGE(j64, j65, j66, j67, j68, j69, j70, j71, j72, j73) =AVERAGE(k64, k65, k66, k67, k68, k69, k70, k71, k72, k73) =AVERAGE(l64, l65, l66, l67, l68, l69, l70, l71, l72, l73) =AVERAGE(m64, m65, m66, m67, m68, m69, m70, m71, m72, m73) =AVERAGE(n64, n65, n66, n67, n68, n69, n70, n71, n72, n73) =AVERAGE(o64, o65, o66, o67, o68, o69, o70, o71, o72, o73) =AVERAGE(p64, p65, p66, p67, p68, p69, p70, p71, p72, p73) =AVERAGE(q64, q65, q66, q67, q68, q69, q70, q71, q72, q73) =AVERAGE(r64, r65, r66, r67, r68, r69, r70, r71, r72, r73) =AVERAGE(s64, s65, s66, s67, s68, s69, s70, s71, s72, s73) =AVERAGE(t64, t65, t66, t67, t68, t69, t70, t71, t72, t73) =STDEV.P(a64, a65, a66, a67, a68, a69, a70, a71, a72, a73) =STDEV.P(b64, b65, b66, b67, b68, b69, b70, b71, b72, b73) =STDEV.P(c64, c65, c66, c67, c68, c69, c70, c71, c72, c73) =STDEV.P(d64, d65, d66, d67, d68, d69, d70, d71, d72, d73) =STDEV.P(e64, e65, e66, e67, e68, e69, e70, e71, e72, e73) =STDEV.P(f64, f65, f66, f67, f68, f69, f70, f71, f72, f73) =STDEV.P(g64, g65, g66, g67, g68, g69, g70, g71, g72, g73) =STDEV.P(h64, h65, h66, h67, h68, h69, h70, h71, h72, h73) =STDEV.P(i64, i65, i66, i67, i68, i69, i70, i71, i72, i73) =STDEV.P(j64, j65, j66, j67, j68, j69, j70, j71, j72, j73) =STDEV.P(k64, k65, k66, k67, k68, k69, k70, k71, k72, k73) =STDEV.P(l64, l65, l66, l67, l68, l69, l70, l71, l72, l73) =STDEV.P(m64, m65, m66, m67, m68, m69, m70, m71, m72, m73) =STDEV.P(n64, n65, n66, n67, n68, n69, n70, n71, n72, n73) =STDEV.P(o64, o65, o66, o67, o68, o69, o70, o71, o72, o73) =STDEV.P(p64, p65, p66, p67, p68, p69, p70, p71, p72, p73) =STDEV.P(q64, q65, q66, q67, q68, q69, q70, q71, q72, q73) =STDEV.P(r64, r65, r66, r67, r68, r69, r70, r71, r72, r73) =STDEV.P(s64, s65, s66, s67, s68, s69, s70, s71, s72, s73) =STDEV.P(t64, t65, t66, t67, t68, t69, t70, t71, t72, t73) +=AVERAGE(a74, a75, a76, a77, a78, a79, a80, a81, a82, a83) =AVERAGE(b74, b75, b76, b77, b78, b79, b80, b81, b82, b83) =AVERAGE(c74, c75, c76, c77, c78, c79, c80, c81, c82, c83) =AVERAGE(d74, d75, d76, d77, d78, d79, d80, d81, d82, d83) =AVERAGE(e74, e75, e76, e77, e78, e79, e80, e81, e82, e83) =AVERAGE(f74, f75, f76, f77, f78, f79, f80, f81, f82, f83) =AVERAGE(g74, g75, g76, g77, g78, g79, g80, g81, g82, g83) =AVERAGE(h74, h75, h76, h77, h78, h79, h80, h81, h82, h83) =AVERAGE(i74, i75, i76, i77, i78, i79, i80, i81, i82, i83) =AVERAGE(j74, j75, j76, j77, j78, j79, j80, j81, j82, j83) =AVERAGE(k74, k75, k76, k77, k78, k79, k80, k81, k82, k83) =AVERAGE(l74, l75, l76, l77, l78, l79, l80, l81, l82, l83) =AVERAGE(m74, m75, m76, m77, m78, m79, m80, m81, m82, m83) =AVERAGE(n74, n75, n76, n77, n78, n79, n80, n81, n82, n83) =AVERAGE(o74, o75, o76, o77, o78, o79, o80, o81, o82, o83) =AVERAGE(p74, p75, p76, p77, p78, p79, p80, p81, p82, p83) =AVERAGE(q74, q75, q76, q77, q78, q79, q80, q81, q82, q83) =AVERAGE(r74, r75, r76, r77, r78, r79, r80, r81, r82, r83) =AVERAGE(s74, s75, s76, s77, s78, s79, s80, s81, s82, s83) =AVERAGE(t74, t75, t76, t77, t78, t79, t80, t81, t82, t83) =STDEV.P(a74, a75, a76, a77, a78, a79, a80, a81, a82, a83) =STDEV.P(b74, b75, b76, b77, b78, b79, b80, b81, b82, b83) =STDEV.P(c74, c75, c76, c77, c78, c79, c80, c81, c82, c83) =STDEV.P(d74, d75, d76, d77, d78, d79, d80, d81, d82, d83) =STDEV.P(e74, e75, e76, e77, e78, e79, e80, e81, e82, e83) =STDEV.P(f74, f75, f76, f77, f78, f79, f80, f81, f82, f83) =STDEV.P(g74, g75, g76, g77, g78, g79, g80, g81, g82, g83) =STDEV.P(h74, h75, h76, h77, h78, h79, h80, h81, h82, h83) =STDEV.P(i74, i75, i76, i77, i78, i79, i80, i81, i82, i83) =STDEV.P(j74, j75, j76, j77, j78, j79, j80, j81, j82, j83) =STDEV.P(k74, k75, k76, k77, k78, k79, k80, k81, k82, k83) =STDEV.P(l74, l75, l76, l77, l78, l79, l80, l81, l82, l83) =STDEV.P(m74, m75, m76, m77, m78, m79, m80, m81, m82, m83) =STDEV.P(n74, n75, n76, n77, n78, n79, n80, n81, n82, n83) =STDEV.P(o74, o75, o76, o77, o78, o79, o80, o81, o82, o83) =STDEV.P(p74, p75, p76, p77, p78, p79, p80, p81, p82, p83) =STDEV.P(q74, q75, q76, q77, q78, q79, q80, q81, q82, q83) =STDEV.P(r74, r75, r76, r77, r78, r79, r80, r81, r82, r83) =STDEV.P(s74, s75, s76, s77, s78, s79, s80, s81, s82, s83) =STDEV.P(t74, t75, t76, t77, t78, t79, t80, t81, t82, t83) +=AVERAGE(a84, a85, a86, a87, a88, a89, a90, a91, a92, a93) =AVERAGE(b84, b85, b86, b87, b88, b89, b90, b91, b92, b93) =AVERAGE(c84, c85, c86, c87, c88, c89, c90, c91, c92, c93) =AVERAGE(d84, d85, d86, d87, d88, d89, d90, d91, d92, d93) =AVERAGE(e84, e85, e86, e87, e88, e89, e90, e91, e92, e93) =AVERAGE(f84, f85, f86, f87, f88, f89, f90, f91, f92, f93) =AVERAGE(g84, g85, g86, g87, g88, g89, g90, g91, g92, g93) =AVERAGE(h84, h85, h86, h87, h88, h89, h90, h91, h92, h93) =AVERAGE(i84, i85, i86, i87, i88, i89, i90, i91, i92, i93) =AVERAGE(j84, j85, j86, j87, j88, j89, j90, j91, j92, j93) =AVERAGE(k84, k85, k86, k87, k88, k89, k90, k91, k92, k93) =AVERAGE(l84, l85, l86, l87, l88, l89, l90, l91, l92, l93) =AVERAGE(m84, m85, m86, m87, m88, m89, m90, m91, m92, m93) =AVERAGE(n84, n85, n86, n87, n88, n89, n90, n91, n92, n93) =AVERAGE(o84, o85, o86, o87, o88, o89, o90, o91, o92, o93) =AVERAGE(p84, p85, p86, p87, p88, p89, p90, p91, p92, p93) =AVERAGE(q84, q85, q86, q87, q88, q89, q90, q91, q92, q93) =AVERAGE(r84, r85, r86, r87, r88, r89, r90, r91, r92, r93) =AVERAGE(s84, s85, s86, s87, s88, s89, s90, s91, s92, s93) =AVERAGE(t84, t85, t86, t87, t88, t89, t90, t91, t92, t93) =STDEV.P(a84, a85, a86, a87, a88, a89, a90, a91, a92, a93) =STDEV.P(b84, b85, b86, b87, b88, b89, b90, b91, b92, b93) =STDEV.P(c84, c85, c86, c87, c88, c89, c90, c91, c92, c93) =STDEV.P(d84, d85, d86, d87, d88, d89, d90, d91, d92, d93) =STDEV.P(e84, e85, e86, e87, e88, e89, e90, e91, e92, e93) =STDEV.P(f84, f85, f86, f87, f88, f89, f90, f91, f92, f93) =STDEV.P(g84, g85, g86, g87, g88, g89, g90, g91, g92, g93) =STDEV.P(h84, h85, h86, h87, h88, h89, h90, h91, h92, h93) =STDEV.P(i84, i85, i86, i87, i88, i89, i90, i91, i92, i93) =STDEV.P(j84, j85, j86, j87, j88, j89, j90, j91, j92, j93) =STDEV.P(k84, k85, k86, k87, k88, k89, k90, k91, k92, k93) =STDEV.P(l84, l85, l86, l87, l88, l89, l90, l91, l92, l93) =STDEV.P(m84, m85, m86, m87, m88, m89, m90, m91, m92, m93) =STDEV.P(n84, n85, n86, n87, n88, n89, n90, n91, n92, n93) =STDEV.P(o84, o85, o86, o87, o88, o89, o90, o91, o92, o93) =STDEV.P(p84, p85, p86, p87, p88, p89, p90, p91, p92, p93) =STDEV.P(q84, q85, q86, q87, q88, q89, q90, q91, q92, q93) =STDEV.P(r84, r85, r86, r87, r88, r89, r90, r91, r92, r93) =STDEV.P(s84, s85, s86, s87, s88, s89, s90, s91, s92, s93) =STDEV.P(t84, t85, t86, t87, t88, t89, t90, t91, t92, t93) +=AVERAGE(a94, a95, a96, a97, a98, a99, a100, a101, a102, a103) =AVERAGE(b94, b95, b96, b97, b98, b99, b100, b101, b102, b103) =AVERAGE(c94, c95, c96, c97, c98, c99, c100, c101, c102, c103) =AVERAGE(d94, d95, d96, d97, d98, d99, d100, d101, d102, d103) =AVERAGE(e94, e95, e96, e97, e98, e99, e100, e101, e102, e103) =AVERAGE(f94, f95, f96, f97, f98, f99, f100, f101, f102, f103) =AVERAGE(g94, g95, g96, g97, g98, g99, g100, g101, g102, g103) =AVERAGE(h94, h95, h96, h97, h98, h99, h100, h101, h102, h103) =AVERAGE(i94, i95, i96, i97, i98, i99, i100, i101, i102, i103) =AVERAGE(j94, j95, j96, j97, j98, j99, j100, j101, j102, j103) =AVERAGE(k94, k95, k96, k97, k98, k99, k100, k101, k102, k103) =AVERAGE(l94, l95, l96, l97, l98, l99, l100, l101, l102, l103) =AVERAGE(m94, m95, m96, m97, m98, m99, m100, m101, m102, m103) =AVERAGE(n94, n95, n96, n97, n98, n99, n100, n101, n102, n103) =AVERAGE(o94, o95, o96, o97, o98, o99, o100, o101, o102, o103) =AVERAGE(p94, p95, p96, p97, p98, p99, p100, p101, p102, p103) =AVERAGE(q94, q95, q96, q97, q98, q99, q100, q101, q102, q103) =AVERAGE(r94, r95, r96, r97, r98, r99, r100, r101, r102, r103) =AVERAGE(s94, s95, s96, s97, s98, s99, s100, s101, s102, s103) =AVERAGE(t94, t95, t96, t97, t98, t99, t100, t101, t102, t103) =STDEV.P(a94, a95, a96, a97, a98, a99, a100, a101, a102, a103) =STDEV.P(b94, b95, b96, b97, b98, b99, b100, b101, b102, b103) =STDEV.P(c94, c95, c96, c97, c98, c99, c100, c101, c102, c103) =STDEV.P(d94, d95, d96, d97, d98, d99, d100, d101, d102, d103) =STDEV.P(e94, e95, e96, e97, e98, e99, e100, e101, e102, e103) =STDEV.P(f94, f95, f96, f97, f98, f99, f100, f101, f102, f103) =STDEV.P(g94, g95, g96, g97, g98, g99, g100, g101, g102, g103) =STDEV.P(h94, h95, h96, h97, h98, h99, h100, h101, h102, h103) =STDEV.P(i94, i95, i96, i97, i98, i99, i100, i101, i102, i103) =STDEV.P(j94, j95, j96, j97, j98, j99, j100, j101, j102, j103) =STDEV.P(k94, k95, k96, k97, k98, k99, k100, k101, k102, k103) =STDEV.P(l94, l95, l96, l97, l98, l99, l100, l101, l102, l103) =STDEV.P(m94, m95, m96, m97, m98, m99, m100, m101, m102, m103) =STDEV.P(n94, n95, n96, n97, n98, n99, n100, n101, n102, n103) =STDEV.P(o94, o95, o96, o97, o98, o99, o100, o101, o102, o103) =STDEV.P(p94, p95, p96, p97, p98, p99, p100, p101, p102, p103) =STDEV.P(q94, q95, q96, q97, q98, q99, q100, q101, q102, q103) =STDEV.P(r94, r95, r96, r97, r98, r99, r100, r101, r102, r103) =STDEV.P(s94, s95, s96, s97, s98, s99, s100, s101, s102, s103) =STDEV.P(t94, t95, t96, t97, t98, t99, t100, t101, t102, t103) +=AVERAGE(a104, a105, a106, a107, a108, a109, a110, a111, a112, a113) =AVERAGE(b104, b105, b106, b107, b108, b109, b110, b111, b112, b113) =AVERAGE(c104, c105, c106, c107, c108, c109, c110, c111, c112, c113) =AVERAGE(d104, d105, d106, d107, d108, d109, d110, d111, d112, d113) =AVERAGE(e104, e105, e106, e107, e108, e109, e110, e111, e112, e113) =AVERAGE(f104, f105, f106, f107, f108, f109, f110, f111, f112, f113) =AVERAGE(g104, g105, g106, g107, g108, g109, g110, g111, g112, g113) =AVERAGE(h104, h105, h106, h107, h108, h109, h110, h111, h112, h113) =AVERAGE(i104, i105, i106, i107, i108, i109, i110, i111, i112, i113) =AVERAGE(j104, j105, j106, j107, j108, j109, j110, j111, j112, j113) =AVERAGE(k104, k105, k106, k107, k108, k109, k110, k111, k112, k113) =AVERAGE(l104, l105, l106, l107, l108, l109, l110, l111, l112, l113) =AVERAGE(m104, m105, m106, m107, m108, m109, m110, m111, m112, m113) =AVERAGE(n104, n105, n106, n107, n108, n109, n110, n111, n112, n113) =AVERAGE(o104, o105, o106, o107, o108, o109, o110, o111, o112, o113) =AVERAGE(p104, p105, p106, p107, p108, p109, p110, p111, p112, p113) =AVERAGE(q104, q105, q106, q107, q108, q109, q110, q111, q112, q113) =AVERAGE(r104, r105, r106, r107, r108, r109, r110, r111, r112, r113) =AVERAGE(s104, s105, s106, s107, s108, s109, s110, s111, s112, s113) =AVERAGE(t104, t105, t106, t107, t108, t109, t110, t111, t112, t113) =STDEV.P(a104, a105, a106, a107, a108, a109, a110, a111, a112, a113) =STDEV.P(b104, b105, b106, b107, b108, b109, b110, b111, b112, b113) =STDEV.P(c104, c105, c106, c107, c108, c109, c110, c111, c112, c113) =STDEV.P(d104, d105, d106, d107, d108, d109, d110, d111, d112, d113) =STDEV.P(e104, e105, e106, e107, e108, e109, e110, e111, e112, e113) =STDEV.P(f104, f105, f106, f107, f108, f109, f110, f111, f112, f113) =STDEV.P(g104, g105, g106, g107, g108, g109, g110, g111, g112, g113) =STDEV.P(h104, h105, h106, h107, h108, h109, h110, h111, h112, h113) =STDEV.P(i104, i105, i106, i107, i108, i109, i110, i111, i112, i113) =STDEV.P(j104, j105, j106, j107, j108, j109, j110, j111, j112, j113) =STDEV.P(k104, k105, k106, k107, k108, k109, k110, k111, k112, k113) =STDEV.P(l104, l105, l106, l107, l108, l109, l110, l111, l112, l113) =STDEV.P(m104, m105, m106, m107, m108, m109, m110, m111, m112, m113) =STDEV.P(n104, n105, n106, n107, n108, n109, n110, n111, n112, n113) =STDEV.P(o104, o105, o106, o107, o108, o109, o110, o111, o112, o113) =STDEV.P(p104, p105, p106, p107, p108, p109, p110, p111, p112, p113) =STDEV.P(q104, q105, q106, q107, q108, q109, q110, q111, q112, q113) =STDEV.P(r104, r105, r106, r107, r108, r109, r110, r111, r112, r113) =STDEV.P(s104, s105, s106, s107, s108, s109, s110, s111, s112, s113) =STDEV.P(t104, t105, t106, t107, t108, t109, t110, t111, t112, t113) +=AVERAGE(a114, a115, a116, a117, a118, a119, a120, a121, a122, a123) =AVERAGE(b114, b115, b116, b117, b118, b119, b120, b121, b122, b123) =AVERAGE(c114, c115, c116, c117, c118, c119, c120, c121, c122, c123) =AVERAGE(d114, d115, d116, d117, d118, d119, d120, d121, d122, d123) =AVERAGE(e114, e115, e116, e117, e118, e119, e120, e121, e122, e123) =AVERAGE(f114, f115, f116, f117, f118, f119, f120, f121, f122, f123) =AVERAGE(g114, g115, g116, g117, g118, g119, g120, g121, g122, g123) =AVERAGE(h114, h115, h116, h117, h118, h119, h120, h121, h122, h123) =AVERAGE(i114, i115, i116, i117, i118, i119, i120, i121, i122, i123) =AVERAGE(j114, j115, j116, j117, j118, j119, j120, j121, j122, j123) =AVERAGE(k114, k115, k116, k117, k118, k119, k120, k121, k122, k123) =AVERAGE(l114, l115, l116, l117, l118, l119, l120, l121, l122, l123) =AVERAGE(m114, m115, m116, m117, m118, m119, m120, m121, m122, m123) =AVERAGE(n114, n115, n116, n117, n118, n119, n120, n121, n122, n123) =AVERAGE(o114, o115, o116, o117, o118, o119, o120, o121, o122, o123) =AVERAGE(p114, p115, p116, p117, p118, p119, p120, p121, p122, p123) =AVERAGE(q114, q115, q116, q117, q118, q119, q120, q121, q122, q123) =AVERAGE(r114, r115, r116, r117, r118, r119, r120, r121, r122, r123) =AVERAGE(s114, s115, s116, s117, s118, s119, s120, s121, s122, s123) =AVERAGE(t114, t115, t116, t117, t118, t119, t120, t121, t122, t123) =STDEV.P(a114, a115, a116, a117, a118, a119, a120, a121, a122, a123) =STDEV.P(b114, b115, b116, b117, b118, b119, b120, b121, b122, b123) =STDEV.P(c114, c115, c116, c117, c118, c119, c120, c121, c122, c123) =STDEV.P(d114, d115, d116, d117, d118, d119, d120, d121, d122, d123) =STDEV.P(e114, e115, e116, e117, e118, e119, e120, e121, e122, e123) =STDEV.P(f114, f115, f116, f117, f118, f119, f120, f121, f122, f123) =STDEV.P(g114, g115, g116, g117, g118, g119, g120, g121, g122, g123) =STDEV.P(h114, h115, h116, h117, h118, h119, h120, h121, h122, h123) =STDEV.P(i114, i115, i116, i117, i118, i119, i120, i121, i122, i123) =STDEV.P(j114, j115, j116, j117, j118, j119, j120, j121, j122, j123) =STDEV.P(k114, k115, k116, k117, k118, k119, k120, k121, k122, k123) =STDEV.P(l114, l115, l116, l117, l118, l119, l120, l121, l122, l123) =STDEV.P(m114, m115, m116, m117, m118, m119, m120, m121, m122, m123) =STDEV.P(n114, n115, n116, n117, n118, n119, n120, n121, n122, n123) =STDEV.P(o114, o115, o116, o117, o118, o119, o120, o121, o122, o123) =STDEV.P(p114, p115, p116, p117, p118, p119, p120, p121, p122, p123) =STDEV.P(q114, q115, q116, q117, q118, q119, q120, q121, q122, q123) =STDEV.P(r114, r115, r116, r117, r118, r119, r120, r121, r122, r123) =STDEV.P(s114, s115, s116, s117, s118, s119, s120, s121, s122, s123) =STDEV.P(t114, t115, t116, t117, t118, t119, t120, t121, t122, t123) +=AVERAGE(a124, a125, a126, a127, a128, a129, a130, a131, a132, a133) =AVERAGE(b124, b125, b126, b127, b128, b129, b130, b131, b132, b133) =AVERAGE(c124, c125, c126, c127, c128, c129, c130, c131, c132, c133) =AVERAGE(d124, d125, d126, d127, d128, d129, d130, d131, d132, d133) =AVERAGE(e124, e125, e126, e127, e128, e129, e130, e131, e132, e133) =AVERAGE(f124, f125, f126, f127, f128, f129, f130, f131, f132, f133) =AVERAGE(g124, g125, g126, g127, g128, g129, g130, g131, g132, g133) =AVERAGE(h124, h125, h126, h127, h128, h129, h130, h131, h132, h133) =AVERAGE(i124, i125, i126, i127, i128, i129, i130, i131, i132, i133) =AVERAGE(j124, j125, j126, j127, j128, j129, j130, j131, j132, j133) =AVERAGE(k124, k125, k126, k127, k128, k129, k130, k131, k132, k133) =AVERAGE(l124, l125, l126, l127, l128, l129, l130, l131, l132, l133) =AVERAGE(m124, m125, m126, m127, m128, m129, m130, m131, m132, m133) =AVERAGE(n124, n125, n126, n127, n128, n129, n130, n131, n132, n133) =AVERAGE(o124, o125, o126, o127, o128, o129, o130, o131, o132, o133) =AVERAGE(p124, p125, p126, p127, p128, p129, p130, p131, p132, p133) =AVERAGE(q124, q125, q126, q127, q128, q129, q130, q131, q132, q133) =AVERAGE(r124, r125, r126, r127, r128, r129, r130, r131, r132, r133) =AVERAGE(s124, s125, s126, s127, s128, s129, s130, s131, s132, s133) =AVERAGE(t124, t125, t126, t127, t128, t129, t130, t131, t132, t133) =STDEV.P(a124, a125, a126, a127, a128, a129, a130, a131, a132, a133) =STDEV.P(b124, b125, b126, b127, b128, b129, b130, b131, b132, b133) =STDEV.P(c124, c125, c126, c127, c128, c129, c130, c131, c132, c133) =STDEV.P(d124, d125, d126, d127, d128, d129, d130, d131, d132, d133) =STDEV.P(e124, e125, e126, e127, e128, e129, e130, e131, e132, e133) =STDEV.P(f124, f125, f126, f127, f128, f129, f130, f131, f132, f133) =STDEV.P(g124, g125, g126, g127, g128, g129, g130, g131, g132, g133) =STDEV.P(h124, h125, h126, h127, h128, h129, h130, h131, h132, h133) =STDEV.P(i124, i125, i126, i127, i128, i129, i130, i131, i132, i133) =STDEV.P(j124, j125, j126, j127, j128, j129, j130, j131, j132, j133) =STDEV.P(k124, k125, k126, k127, k128, k129, k130, k131, k132, k133) =STDEV.P(l124, l125, l126, l127, l128, l129, l130, l131, l132, l133) =STDEV.P(m124, m125, m126, m127, m128, m129, m130, m131, m132, m133) =STDEV.P(n124, n125, n126, n127, n128, n129, n130, n131, n132, n133) =STDEV.P(o124, o125, o126, o127, o128, o129, o130, o131, o132, o133) =STDEV.P(p124, p125, p126, p127, p128, p129, p130, p131, p132, p133) =STDEV.P(q124, q125, q126, q127, q128, q129, q130, q131, q132, q133) =STDEV.P(r124, r125, r126, r127, r128, r129, r130, r131, r132, r133) =STDEV.P(s124, s125, s126, s127, s128, s129, s130, s131, s132, s133) =STDEV.P(t124, t125, t126, t127, t128, t129, t130, t131, t132, t133) +=AVERAGE(a134, a135, a136, a137, a138, a139, a140, a141, a142, a143) =AVERAGE(b134, b135, b136, b137, b138, b139, b140, b141, b142, b143) =AVERAGE(c134, c135, c136, c137, c138, c139, c140, c141, c142, c143) =AVERAGE(d134, d135, d136, d137, d138, d139, d140, d141, d142, d143) =AVERAGE(e134, e135, e136, e137, e138, e139, e140, e141, e142, e143) =AVERAGE(f134, f135, f136, f137, f138, f139, f140, f141, f142, f143) =AVERAGE(g134, g135, g136, g137, g138, g139, g140, g141, g142, g143) =AVERAGE(h134, h135, h136, h137, h138, h139, h140, h141, h142, h143) =AVERAGE(i134, i135, i136, i137, i138, i139, i140, i141, i142, i143) =AVERAGE(j134, j135, j136, j137, j138, j139, j140, j141, j142, j143) =AVERAGE(k134, k135, k136, k137, k138, k139, k140, k141, k142, k143) =AVERAGE(l134, l135, l136, l137, l138, l139, l140, l141, l142, l143) =AVERAGE(m134, m135, m136, m137, m138, m139, m140, m141, m142, m143) =AVERAGE(n134, n135, n136, n137, n138, n139, n140, n141, n142, n143) =AVERAGE(o134, o135, o136, o137, o138, o139, o140, o141, o142, o143) =AVERAGE(p134, p135, p136, p137, p138, p139, p140, p141, p142, p143) =AVERAGE(q134, q135, q136, q137, q138, q139, q140, q141, q142, q143) =AVERAGE(r134, r135, r136, r137, r138, r139, r140, r141, r142, r143) =AVERAGE(s134, s135, s136, s137, s138, s139, s140, s141, s142, s143) =AVERAGE(t134, t135, t136, t137, t138, t139, t140, t141, t142, t143) =STDEV.P(a134, a135, a136, a137, a138, a139, a140, a141, a142, a143) =STDEV.P(b134, b135, b136, b137, b138, b139, b140, b141, b142, b143) =STDEV.P(c134, c135, c136, c137, c138, c139, c140, c141, c142, c143) =STDEV.P(d134, d135, d136, d137, d138, d139, d140, d141, d142, d143) =STDEV.P(e134, e135, e136, e137, e138, e139, e140, e141, e142, e143) =STDEV.P(f134, f135, f136, f137, f138, f139, f140, f141, f142, f143) =STDEV.P(g134, g135, g136, g137, g138, g139, g140, g141, g142, g143) =STDEV.P(h134, h135, h136, h137, h138, h139, h140, h141, h142, h143) =STDEV.P(i134, i135, i136, i137, i138, i139, i140, i141, i142, i143) =STDEV.P(j134, j135, j136, j137, j138, j139, j140, j141, j142, j143) =STDEV.P(k134, k135, k136, k137, k138, k139, k140, k141, k142, k143) =STDEV.P(l134, l135, l136, l137, l138, l139, l140, l141, l142, l143) =STDEV.P(m134, m135, m136, m137, m138, m139, m140, m141, m142, m143) =STDEV.P(n134, n135, n136, n137, n138, n139, n140, n141, n142, n143) =STDEV.P(o134, o135, o136, o137, o138, o139, o140, o141, o142, o143) =STDEV.P(p134, p135, p136, p137, p138, p139, p140, p141, p142, p143) =STDEV.P(q134, q135, q136, q137, q138, q139, q140, q141, q142, q143) =STDEV.P(r134, r135, r136, r137, r138, r139, r140, r141, r142, r143) =STDEV.P(s134, s135, s136, s137, s138, s139, s140, s141, s142, s143) =STDEV.P(t134, t135, t136, t137, t138, t139, t140, t141, t142, t143) +=AVERAGE(a144, a145, a146, a147, a148, a149, a150, a151, a152, a153) =AVERAGE(b144, b145, b146, b147, b148, b149, b150, b151, b152, b153) =AVERAGE(c144, c145, c146, c147, c148, c149, c150, c151, c152, c153) =AVERAGE(d144, d145, d146, d147, d148, d149, d150, d151, d152, d153) =AVERAGE(e144, e145, e146, e147, e148, e149, e150, e151, e152, e153) =AVERAGE(f144, f145, f146, f147, f148, f149, f150, f151, f152, f153) =AVERAGE(g144, g145, g146, g147, g148, g149, g150, g151, g152, g153) =AVERAGE(h144, h145, h146, h147, h148, h149, h150, h151, h152, h153) =AVERAGE(i144, i145, i146, i147, i148, i149, i150, i151, i152, i153) =AVERAGE(j144, j145, j146, j147, j148, j149, j150, j151, j152, j153) =AVERAGE(k144, k145, k146, k147, k148, k149, k150, k151, k152, k153) =AVERAGE(l144, l145, l146, l147, l148, l149, l150, l151, l152, l153) =AVERAGE(m144, m145, m146, m147, m148, m149, m150, m151, m152, m153) =AVERAGE(n144, n145, n146, n147, n148, n149, n150, n151, n152, n153) =AVERAGE(o144, o145, o146, o147, o148, o149, o150, o151, o152, o153) =AVERAGE(p144, p145, p146, p147, p148, p149, p150, p151, p152, p153) =AVERAGE(q144, q145, q146, q147, q148, q149, q150, q151, q152, q153) =AVERAGE(r144, r145, r146, r147, r148, r149, r150, r151, r152, r153) =AVERAGE(s144, s145, s146, s147, s148, s149, s150, s151, s152, s153) =AVERAGE(t144, t145, t146, t147, t148, t149, t150, t151, t152, t153) =STDEV.P(a144, a145, a146, a147, a148, a149, a150, a151, a152, a153) =STDEV.P(b144, b145, b146, b147, b148, b149, b150, b151, b152, b153) =STDEV.P(c144, c145, c146, c147, c148, c149, c150, c151, c152, c153) =STDEV.P(d144, d145, d146, d147, d148, d149, d150, d151, d152, d153) =STDEV.P(e144, e145, e146, e147, e148, e149, e150, e151, e152, e153) =STDEV.P(f144, f145, f146, f147, f148, f149, f150, f151, f152, f153) =STDEV.P(g144, g145, g146, g147, g148, g149, g150, g151, g152, g153) =STDEV.P(h144, h145, h146, h147, h148, h149, h150, h151, h152, h153) =STDEV.P(i144, i145, i146, i147, i148, i149, i150, i151, i152, i153) =STDEV.P(j144, j145, j146, j147, j148, j149, j150, j151, j152, j153) =STDEV.P(k144, k145, k146, k147, k148, k149, k150, k151, k152, k153) =STDEV.P(l144, l145, l146, l147, l148, l149, l150, l151, l152, l153) =STDEV.P(m144, m145, m146, m147, m148, m149, m150, m151, m152, m153) =STDEV.P(n144, n145, n146, n147, n148, n149, n150, n151, n152, n153) =STDEV.P(o144, o145, o146, o147, o148, o149, o150, o151, o152, o153) =STDEV.P(p144, p145, p146, p147, p148, p149, p150, p151, p152, p153) =STDEV.P(q144, q145, q146, q147, q148, q149, q150, q151, q152, q153) =STDEV.P(r144, r145, r146, r147, r148, r149, r150, r151, r152, r153) =STDEV.P(s144, s145, s146, s147, s148, s149, s150, s151, s152, s153) =STDEV.P(t144, t145, t146, t147, t148, t149, t150, t151, t152, t153) +=AVERAGE(a154, a155, a156, a157, a158, a159, a160, a161, a162, a163) =AVERAGE(b154, b155, b156, b157, b158, b159, b160, b161, b162, b163) =AVERAGE(c154, c155, c156, c157, c158, c159, c160, c161, c162, c163) =AVERAGE(d154, d155, d156, d157, d158, d159, d160, d161, d162, d163) =AVERAGE(e154, e155, e156, e157, e158, e159, e160, e161, e162, e163) =AVERAGE(f154, f155, f156, f157, f158, f159, f160, f161, f162, f163) =AVERAGE(g154, g155, g156, g157, g158, g159, g160, g161, g162, g163) =AVERAGE(h154, h155, h156, h157, h158, h159, h160, h161, h162, h163) =AVERAGE(i154, i155, i156, i157, i158, i159, i160, i161, i162, i163) =AVERAGE(j154, j155, j156, j157, j158, j159, j160, j161, j162, j163) =AVERAGE(k154, k155, k156, k157, k158, k159, k160, k161, k162, k163) =AVERAGE(l154, l155, l156, l157, l158, l159, l160, l161, l162, l163) =AVERAGE(m154, m155, m156, m157, m158, m159, m160, m161, m162, m163) =AVERAGE(n154, n155, n156, n157, n158, n159, n160, n161, n162, n163) =AVERAGE(o154, o155, o156, o157, o158, o159, o160, o161, o162, o163) =AVERAGE(p154, p155, p156, p157, p158, p159, p160, p161, p162, p163) =AVERAGE(q154, q155, q156, q157, q158, q159, q160, q161, q162, q163) =AVERAGE(r154, r155, r156, r157, r158, r159, r160, r161, r162, r163) =AVERAGE(s154, s155, s156, s157, s158, s159, s160, s161, s162, s163) =AVERAGE(t154, t155, t156, t157, t158, t159, t160, t161, t162, t163) =STDEV.P(a154, a155, a156, a157, a158, a159, a160, a161, a162, a163) =STDEV.P(b154, b155, b156, b157, b158, b159, b160, b161, b162, b163) =STDEV.P(c154, c155, c156, c157, c158, c159, c160, c161, c162, c163) =STDEV.P(d154, d155, d156, d157, d158, d159, d160, d161, d162, d163) =STDEV.P(e154, e155, e156, e157, e158, e159, e160, e161, e162, e163) =STDEV.P(f154, f155, f156, f157, f158, f159, f160, f161, f162, f163) =STDEV.P(g154, g155, g156, g157, g158, g159, g160, g161, g162, g163) =STDEV.P(h154, h155, h156, h157, h158, h159, h160, h161, h162, h163) =STDEV.P(i154, i155, i156, i157, i158, i159, i160, i161, i162, i163) =STDEV.P(j154, j155, j156, j157, j158, j159, j160, j161, j162, j163) =STDEV.P(k154, k155, k156, k157, k158, k159, k160, k161, k162, k163) =STDEV.P(l154, l155, l156, l157, l158, l159, l160, l161, l162, l163) =STDEV.P(m154, m155, m156, m157, m158, m159, m160, m161, m162, m163) =STDEV.P(n154, n155, n156, n157, n158, n159, n160, n161, n162, n163) =STDEV.P(o154, o155, o156, o157, o158, o159, o160, o161, o162, o163) =STDEV.P(p154, p155, p156, p157, p158, p159, p160, p161, p162, p163) =STDEV.P(q154, q155, q156, q157, q158, q159, q160, q161, q162, q163) =STDEV.P(r154, r155, r156, r157, r158, r159, r160, r161, r162, r163) =STDEV.P(s154, s155, s156, s157, s158, s159, s160, s161, s162, s163) =STDEV.P(t154, t155, t156, t157, t158, t159, t160, t161, t162, t163) +=AVERAGE(a164, a165, a166, a167, a168, a169, a170, a171, a172, a173) =AVERAGE(b164, b165, b166, b167, b168, b169, b170, b171, b172, b173) =AVERAGE(c164, c165, c166, c167, c168, c169, c170, c171, c172, c173) =AVERAGE(d164, d165, d166, d167, d168, d169, d170, d171, d172, d173) =AVERAGE(e164, e165, e166, e167, e168, e169, e170, e171, e172, e173) =AVERAGE(f164, f165, f166, f167, f168, f169, f170, f171, f172, f173) =AVERAGE(g164, g165, g166, g167, g168, g169, g170, g171, g172, g173) =AVERAGE(h164, h165, h166, h167, h168, h169, h170, h171, h172, h173) =AVERAGE(i164, i165, i166, i167, i168, i169, i170, i171, i172, i173) =AVERAGE(j164, j165, j166, j167, j168, j169, j170, j171, j172, j173) =AVERAGE(k164, k165, k166, k167, k168, k169, k170, k171, k172, k173) =AVERAGE(l164, l165, l166, l167, l168, l169, l170, l171, l172, l173) =AVERAGE(m164, m165, m166, m167, m168, m169, m170, m171, m172, m173) =AVERAGE(n164, n165, n166, n167, n168, n169, n170, n171, n172, n173) =AVERAGE(o164, o165, o166, o167, o168, o169, o170, o171, o172, o173) =AVERAGE(p164, p165, p166, p167, p168, p169, p170, p171, p172, p173) =AVERAGE(q164, q165, q166, q167, q168, q169, q170, q171, q172, q173) =AVERAGE(r164, r165, r166, r167, r168, r169, r170, r171, r172, r173) =AVERAGE(s164, s165, s166, s167, s168, s169, s170, s171, s172, s173) =AVERAGE(t164, t165, t166, t167, t168, t169, t170, t171, t172, t173) =STDEV.P(a164, a165, a166, a167, a168, a169, a170, a171, a172, a173) =STDEV.P(b164, b165, b166, b167, b168, b169, b170, b171, b172, b173) =STDEV.P(c164, c165, c166, c167, c168, c169, c170, c171, c172, c173) =STDEV.P(d164, d165, d166, d167, d168, d169, d170, d171, d172, d173) =STDEV.P(e164, e165, e166, e167, e168, e169, e170, e171, e172, e173) =STDEV.P(f164, f165, f166, f167, f168, f169, f170, f171, f172, f173) =STDEV.P(g164, g165, g166, g167, g168, g169, g170, g171, g172, g173) =STDEV.P(h164, h165, h166, h167, h168, h169, h170, h171, h172, h173) =STDEV.P(i164, i165, i166, i167, i168, i169, i170, i171, i172, i173) =STDEV.P(j164, j165, j166, j167, j168, j169, j170, j171, j172, j173) =STDEV.P(k164, k165, k166, k167, k168, k169, k170, k171, k172, k173) =STDEV.P(l164, l165, l166, l167, l168, l169, l170, l171, l172, l173) =STDEV.P(m164, m165, m166, m167, m168, m169, m170, m171, m172, m173) =STDEV.P(n164, n165, n166, n167, n168, n169, n170, n171, n172, n173) =STDEV.P(o164, o165, o166, o167, o168, o169, o170, o171, o172, o173) =STDEV.P(p164, p165, p166, p167, p168, p169, p170, p171, p172, p173) =STDEV.P(q164, q165, q166, q167, q168, q169, q170, q171, q172, q173) =STDEV.P(r164, r165, r166, r167, r168, r169, r170, r171, r172, r173) =STDEV.P(s164, s165, s166, s167, s168, s169, s170, s171, s172, s173) =STDEV.P(t164, t165, t166, t167, t168, t169, t170, t171, t172, t173) +=AVERAGE(a174, a175, a176, a177, a178, a179, a180, a181, a182, a183) =AVERAGE(b174, b175, b176, b177, b178, b179, b180, b181, b182, b183) =AVERAGE(c174, c175, c176, c177, c178, c179, c180, c181, c182, c183) =AVERAGE(d174, d175, d176, d177, d178, d179, d180, d181, d182, d183) =AVERAGE(e174, e175, e176, e177, e178, e179, e180, e181, e182, e183) =AVERAGE(f174, f175, f176, f177, f178, f179, f180, f181, f182, f183) =AVERAGE(g174, g175, g176, g177, g178, g179, g180, g181, g182, g183) =AVERAGE(h174, h175, h176, h177, h178, h179, h180, h181, h182, h183) =AVERAGE(i174, i175, i176, i177, i178, i179, i180, i181, i182, i183) =AVERAGE(j174, j175, j176, j177, j178, j179, j180, j181, j182, j183) =AVERAGE(k174, k175, k176, k177, k178, k179, k180, k181, k182, k183) =AVERAGE(l174, l175, l176, l177, l178, l179, l180, l181, l182, l183) =AVERAGE(m174, m175, m176, m177, m178, m179, m180, m181, m182, m183) =AVERAGE(n174, n175, n176, n177, n178, n179, n180, n181, n182, n183) =AVERAGE(o174, o175, o176, o177, o178, o179, o180, o181, o182, o183) =AVERAGE(p174, p175, p176, p177, p178, p179, p180, p181, p182, p183) =AVERAGE(q174, q175, q176, q177, q178, q179, q180, q181, q182, q183) =AVERAGE(r174, r175, r176, r177, r178, r179, r180, r181, r182, r183) =AVERAGE(s174, s175, s176, s177, s178, s179, s180, s181, s182, s183) =AVERAGE(t174, t175, t176, t177, t178, t179, t180, t181, t182, t183) =STDEV.P(a174, a175, a176, a177, a178, a179, a180, a181, a182, a183) =STDEV.P(b174, b175, b176, b177, b178, b179, b180, b181, b182, b183) =STDEV.P(c174, c175, c176, c177, c178, c179, c180, c181, c182, c183) =STDEV.P(d174, d175, d176, d177, d178, d179, d180, d181, d182, d183) =STDEV.P(e174, e175, e176, e177, e178, e179, e180, e181, e182, e183) =STDEV.P(f174, f175, f176, f177, f178, f179, f180, f181, f182, f183) =STDEV.P(g174, g175, g176, g177, g178, g179, g180, g181, g182, g183) =STDEV.P(h174, h175, h176, h177, h178, h179, h180, h181, h182, h183) =STDEV.P(i174, i175, i176, i177, i178, i179, i180, i181, i182, i183) =STDEV.P(j174, j175, j176, j177, j178, j179, j180, j181, j182, j183) =STDEV.P(k174, k175, k176, k177, k178, k179, k180, k181, k182, k183) =STDEV.P(l174, l175, l176, l177, l178, l179, l180, l181, l182, l183) =STDEV.P(m174, m175, m176, m177, m178, m179, m180, m181, m182, m183) =STDEV.P(n174, n175, n176, n177, n178, n179, n180, n181, n182, n183) =STDEV.P(o174, o175, o176, o177, o178, o179, o180, o181, o182, o183) =STDEV.P(p174, p175, p176, p177, p178, p179, p180, p181, p182, p183) =STDEV.P(q174, q175, q176, q177, q178, q179, q180, q181, q182, q183) =STDEV.P(r174, r175, r176, r177, r178, r179, r180, r181, r182, r183) =STDEV.P(s174, s175, s176, s177, s178, s179, s180, s181, s182, s183) =STDEV.P(t174, t175, t176, t177, t178, t179, t180, t181, t182, t183) +=AVERAGE(a184, a185, a186, a187, a188, a189, a190, a191, a192, a193) =AVERAGE(b184, b185, b186, b187, b188, b189, b190, b191, b192, b193) =AVERAGE(c184, c185, c186, c187, c188, c189, c190, c191, c192, c193) =AVERAGE(d184, d185, d186, d187, d188, d189, d190, d191, d192, d193) =AVERAGE(e184, e185, e186, e187, e188, e189, e190, e191, e192, e193) =AVERAGE(f184, f185, f186, f187, f188, f189, f190, f191, f192, f193) =AVERAGE(g184, g185, g186, g187, g188, g189, g190, g191, g192, g193) =AVERAGE(h184, h185, h186, h187, h188, h189, h190, h191, h192, h193) =AVERAGE(i184, i185, i186, i187, i188, i189, i190, i191, i192, i193) =AVERAGE(j184, j185, j186, j187, j188, j189, j190, j191, j192, j193) =AVERAGE(k184, k185, k186, k187, k188, k189, k190, k191, k192, k193) =AVERAGE(l184, l185, l186, l187, l188, l189, l190, l191, l192, l193) =AVERAGE(m184, m185, m186, m187, m188, m189, m190, m191, m192, m193) =AVERAGE(n184, n185, n186, n187, n188, n189, n190, n191, n192, n193) =AVERAGE(o184, o185, o186, o187, o188, o189, o190, o191, o192, o193) =AVERAGE(p184, p185, p186, p187, p188, p189, p190, p191, p192, p193) =AVERAGE(q184, q185, q186, q187, q188, q189, q190, q191, q192, q193) =AVERAGE(r184, r185, r186, r187, r188, r189, r190, r191, r192, r193) =AVERAGE(s184, s185, s186, s187, s188, s189, s190, s191, s192, s193) =AVERAGE(t184, t185, t186, t187, t188, t189, t190, t191, t192, t193) =STDEV.P(a184, a185, a186, a187, a188, a189, a190, a191, a192, a193) =STDEV.P(b184, b185, b186, b187, b188, b189, b190, b191, b192, b193) =STDEV.P(c184, c185, c186, c187, c188, c189, c190, c191, c192, c193) =STDEV.P(d184, d185, d186, d187, d188, d189, d190, d191, d192, d193) =STDEV.P(e184, e185, e186, e187, e188, e189, e190, e191, e192, e193) =STDEV.P(f184, f185, f186, f187, f188, f189, f190, f191, f192, f193) =STDEV.P(g184, g185, g186, g187, g188, g189, g190, g191, g192, g193) =STDEV.P(h184, h185, h186, h187, h188, h189, h190, h191, h192, h193) =STDEV.P(i184, i185, i186, i187, i188, i189, i190, i191, i192, i193) =STDEV.P(j184, j185, j186, j187, j188, j189, j190, j191, j192, j193) =STDEV.P(k184, k185, k186, k187, k188, k189, k190, k191, k192, k193) =STDEV.P(l184, l185, l186, l187, l188, l189, l190, l191, l192, l193) =STDEV.P(m184, m185, m186, m187, m188, m189, m190, m191, m192, m193) =STDEV.P(n184, n185, n186, n187, n188, n189, n190, n191, n192, n193) =STDEV.P(o184, o185, o186, o187, o188, o189, o190, o191, o192, o193) =STDEV.P(p184, p185, p186, p187, p188, p189, p190, p191, p192, p193) =STDEV.P(q184, q185, q186, q187, q188, q189, q190, q191, q192, q193) =STDEV.P(r184, r185, r186, r187, r188, r189, r190, r191, r192, r193) =STDEV.P(s184, s185, s186, s187, s188, s189, s190, s191, s192, s193) =STDEV.P(t184, t185, t186, t187, t188, t189, t190, t191, t192, t193) +=AVERAGE(a194, a195, a196, a197, a198, a199, a200, a201, a202, a203) =AVERAGE(b194, b195, b196, b197, b198, b199, b200, b201, b202, b203) =AVERAGE(c194, c195, c196, c197, c198, c199, c200, c201, c202, c203) =AVERAGE(d194, d195, d196, d197, d198, d199, d200, d201, d202, d203) =AVERAGE(e194, e195, e196, e197, e198, e199, e200, e201, e202, e203) =AVERAGE(f194, f195, f196, f197, f198, f199, f200, f201, f202, f203) =AVERAGE(g194, g195, g196, g197, g198, g199, g200, g201, g202, g203) =AVERAGE(h194, h195, h196, h197, h198, h199, h200, h201, h202, h203) =AVERAGE(i194, i195, i196, i197, i198, i199, i200, i201, i202, i203) =AVERAGE(j194, j195, j196, j197, j198, j199, j200, j201, j202, j203) =AVERAGE(k194, k195, k196, k197, k198, k199, k200, k201, k202, k203) =AVERAGE(l194, l195, l196, l197, l198, l199, l200, l201, l202, l203) =AVERAGE(m194, m195, m196, m197, m198, m199, m200, m201, m202, m203) =AVERAGE(n194, n195, n196, n197, n198, n199, n200, n201, n202, n203) =AVERAGE(o194, o195, o196, o197, o198, o199, o200, o201, o202, o203) =AVERAGE(p194, p195, p196, p197, p198, p199, p200, p201, p202, p203) =AVERAGE(q194, q195, q196, q197, q198, q199, q200, q201, q202, q203) =AVERAGE(r194, r195, r196, r197, r198, r199, r200, r201, r202, r203) =AVERAGE(s194, s195, s196, s197, s198, s199, s200, s201, s202, s203) =AVERAGE(t194, t195, t196, t197, t198, t199, t200, t201, t202, t203) =STDEV.P(a194, a195, a196, a197, a198, a199, a200, a201, a202, a203) =STDEV.P(b194, b195, b196, b197, b198, b199, b200, b201, b202, b203) =STDEV.P(c194, c195, c196, c197, c198, c199, c200, c201, c202, c203) =STDEV.P(d194, d195, d196, d197, d198, d199, d200, d201, d202, d203) =STDEV.P(e194, e195, e196, e197, e198, e199, e200, e201, e202, e203) =STDEV.P(f194, f195, f196, f197, f198, f199, f200, f201, f202, f203) =STDEV.P(g194, g195, g196, g197, g198, g199, g200, g201, g202, g203) =STDEV.P(h194, h195, h196, h197, h198, h199, h200, h201, h202, h203) =STDEV.P(i194, i195, i196, i197, i198, i199, i200, i201, i202, i203) =STDEV.P(j194, j195, j196, j197, j198, j199, j200, j201, j202, j203) =STDEV.P(k194, k195, k196, k197, k198, k199, k200, k201, k202, k203) =STDEV.P(l194, l195, l196, l197, l198, l199, l200, l201, l202, l203) =STDEV.P(m194, m195, m196, m197, m198, m199, m200, m201, m202, m203) =STDEV.P(n194, n195, n196, n197, n198, n199, n200, n201, n202, n203) =STDEV.P(o194, o195, o196, o197, o198, o199, o200, o201, o202, o203) =STDEV.P(p194, p195, p196, p197, p198, p199, p200, p201, p202, p203) =STDEV.P(q194, q195, q196, q197, q198, q199, q200, q201, q202, q203) =STDEV.P(r194, r195, r196, r197, r198, r199, r200, r201, r202, r203) =STDEV.P(s194, s195, s196, s197, s198, s199, s200, s201, s202, s203) =STDEV.P(t194, t195, t196, t197, t198, t199, t200, t201, t202, t203) +=AVERAGE(a204, a205, a206, a207, a208, a209, a210, a211, a212, a213) =AVERAGE(b204, b205, b206, b207, b208, b209, b210, b211, b212, b213) =AVERAGE(c204, c205, c206, c207, c208, c209, c210, c211, c212, c213) =AVERAGE(d204, d205, d206, d207, d208, d209, d210, d211, d212, d213) =AVERAGE(e204, e205, e206, e207, e208, e209, e210, e211, e212, e213) =AVERAGE(f204, f205, f206, f207, f208, f209, f210, f211, f212, f213) =AVERAGE(g204, g205, g206, g207, g208, g209, g210, g211, g212, g213) =AVERAGE(h204, h205, h206, h207, h208, h209, h210, h211, h212, h213) =AVERAGE(i204, i205, i206, i207, i208, i209, i210, i211, i212, i213) =AVERAGE(j204, j205, j206, j207, j208, j209, j210, j211, j212, j213) =AVERAGE(k204, k205, k206, k207, k208, k209, k210, k211, k212, k213) =AVERAGE(l204, l205, l206, l207, l208, l209, l210, l211, l212, l213) =AVERAGE(m204, m205, m206, m207, m208, m209, m210, m211, m212, m213) =AVERAGE(n204, n205, n206, n207, n208, n209, n210, n211, n212, n213) =AVERAGE(o204, o205, o206, o207, o208, o209, o210, o211, o212, o213) =AVERAGE(p204, p205, p206, p207, p208, p209, p210, p211, p212, p213) =AVERAGE(q204, q205, q206, q207, q208, q209, q210, q211, q212, q213) =AVERAGE(r204, r205, r206, r207, r208, r209, r210, r211, r212, r213) =AVERAGE(s204, s205, s206, s207, s208, s209, s210, s211, s212, s213) =AVERAGE(t204, t205, t206, t207, t208, t209, t210, t211, t212, t213) =STDEV.P(a204, a205, a206, a207, a208, a209, a210, a211, a212, a213) =STDEV.P(b204, b205, b206, b207, b208, b209, b210, b211, b212, b213) =STDEV.P(c204, c205, c206, c207, c208, c209, c210, c211, c212, c213) =STDEV.P(d204, d205, d206, d207, d208, d209, d210, d211, d212, d213) =STDEV.P(e204, e205, e206, e207, e208, e209, e210, e211, e212, e213) =STDEV.P(f204, f205, f206, f207, f208, f209, f210, f211, f212, f213) =STDEV.P(g204, g205, g206, g207, g208, g209, g210, g211, g212, g213) =STDEV.P(h204, h205, h206, h207, h208, h209, h210, h211, h212, h213) =STDEV.P(i204, i205, i206, i207, i208, i209, i210, i211, i212, i213) =STDEV.P(j204, j205, j206, j207, j208, j209, j210, j211, j212, j213) =STDEV.P(k204, k205, k206, k207, k208, k209, k210, k211, k212, k213) =STDEV.P(l204, l205, l206, l207, l208, l209, l210, l211, l212, l213) =STDEV.P(m204, m205, m206, m207, m208, m209, m210, m211, m212, m213) =STDEV.P(n204, n205, n206, n207, n208, n209, n210, n211, n212, n213) =STDEV.P(o204, o205, o206, o207, o208, o209, o210, o211, o212, o213) =STDEV.P(p204, p205, p206, p207, p208, p209, p210, p211, p212, p213) =STDEV.P(q204, q205, q206, q207, q208, q209, q210, q211, q212, q213) =STDEV.P(r204, r205, r206, r207, r208, r209, r210, r211, r212, r213) =STDEV.P(s204, s205, s206, s207, s208, s209, s210, s211, s212, s213) =STDEV.P(t204, t205, t206, t207, t208, t209, t210, t211, t212, t213) +=AVERAGE(a214, a215, a216, a217, a218, a219, a220, a221, a222, a223) =AVERAGE(b214, b215, b216, b217, b218, b219, b220, b221, b222, b223) =AVERAGE(c214, c215, c216, c217, c218, c219, c220, c221, c222, c223) =AVERAGE(d214, d215, d216, d217, d218, d219, d220, d221, d222, d223) =AVERAGE(e214, e215, e216, e217, e218, e219, e220, e221, e222, e223) =AVERAGE(f214, f215, f216, f217, f218, f219, f220, f221, f222, f223) =AVERAGE(g214, g215, g216, g217, g218, g219, g220, g221, g222, g223) =AVERAGE(h214, h215, h216, h217, h218, h219, h220, h221, h222, h223) =AVERAGE(i214, i215, i216, i217, i218, i219, i220, i221, i222, i223) =AVERAGE(j214, j215, j216, j217, j218, j219, j220, j221, j222, j223) =AVERAGE(k214, k215, k216, k217, k218, k219, k220, k221, k222, k223) =AVERAGE(l214, l215, l216, l217, l218, l219, l220, l221, l222, l223) =AVERAGE(m214, m215, m216, m217, m218, m219, m220, m221, m222, m223) =AVERAGE(n214, n215, n216, n217, n218, n219, n220, n221, n222, n223) =AVERAGE(o214, o215, o216, o217, o218, o219, o220, o221, o222, o223) =AVERAGE(p214, p215, p216, p217, p218, p219, p220, p221, p222, p223) =AVERAGE(q214, q215, q216, q217, q218, q219, q220, q221, q222, q223) =AVERAGE(r214, r215, r216, r217, r218, r219, r220, r221, r222, r223) =AVERAGE(s214, s215, s216, s217, s218, s219, s220, s221, s222, s223) =AVERAGE(t214, t215, t216, t217, t218, t219, t220, t221, t222, t223) =STDEV.P(a214, a215, a216, a217, a218, a219, a220, a221, a222, a223) =STDEV.P(b214, b215, b216, b217, b218, b219, b220, b221, b222, b223) =STDEV.P(c214, c215, c216, c217, c218, c219, c220, c221, c222, c223) =STDEV.P(d214, d215, d216, d217, d218, d219, d220, d221, d222, d223) =STDEV.P(e214, e215, e216, e217, e218, e219, e220, e221, e222, e223) =STDEV.P(f214, f215, f216, f217, f218, f219, f220, f221, f222, f223) =STDEV.P(g214, g215, g216, g217, g218, g219, g220, g221, g222, g223) =STDEV.P(h214, h215, h216, h217, h218, h219, h220, h221, h222, h223) =STDEV.P(i214, i215, i216, i217, i218, i219, i220, i221, i222, i223) =STDEV.P(j214, j215, j216, j217, j218, j219, j220, j221, j222, j223) =STDEV.P(k214, k215, k216, k217, k218, k219, k220, k221, k222, k223) =STDEV.P(l214, l215, l216, l217, l218, l219, l220, l221, l222, l223) =STDEV.P(m214, m215, m216, m217, m218, m219, m220, m221, m222, m223) =STDEV.P(n214, n215, n216, n217, n218, n219, n220, n221, n222, n223) =STDEV.P(o214, o215, o216, o217, o218, o219, o220, o221, o222, o223) =STDEV.P(p214, p215, p216, p217, p218, p219, p220, p221, p222, p223) =STDEV.P(q214, q215, q216, q217, q218, q219, q220, q221, q222, q223) =STDEV.P(r214, r215, r216, r217, r218, r219, r220, r221, r222, r223) =STDEV.P(s214, s215, s216, s217, s218, s219, s220, s221, s222, s223) =STDEV.P(t214, t215, t216, t217, t218, t219, t220, t221, t222, t223) +=AVERAGE(a224, a225, a226, a227, a228, a229, a230, a231, a232, a233) =AVERAGE(b224, b225, b226, b227, b228, b229, b230, b231, b232, b233) =AVERAGE(c224, c225, c226, c227, c228, c229, c230, c231, c232, c233) =AVERAGE(d224, d225, d226, d227, d228, d229, d230, d231, d232, d233) =AVERAGE(e224, e225, e226, e227, e228, e229, e230, e231, e232, e233) =AVERAGE(f224, f225, f226, f227, f228, f229, f230, f231, f232, f233) =AVERAGE(g224, g225, g226, g227, g228, g229, g230, g231, g232, g233) =AVERAGE(h224, h225, h226, h227, h228, h229, h230, h231, h232, h233) =AVERAGE(i224, i225, i226, i227, i228, i229, i230, i231, i232, i233) =AVERAGE(j224, j225, j226, j227, j228, j229, j230, j231, j232, j233) =AVERAGE(k224, k225, k226, k227, k228, k229, k230, k231, k232, k233) =AVERAGE(l224, l225, l226, l227, l228, l229, l230, l231, l232, l233) =AVERAGE(m224, m225, m226, m227, m228, m229, m230, m231, m232, m233) =AVERAGE(n224, n225, n226, n227, n228, n229, n230, n231, n232, n233) =AVERAGE(o224, o225, o226, o227, o228, o229, o230, o231, o232, o233) =AVERAGE(p224, p225, p226, p227, p228, p229, p230, p231, p232, p233) =AVERAGE(q224, q225, q226, q227, q228, q229, q230, q231, q232, q233) =AVERAGE(r224, r225, r226, r227, r228, r229, r230, r231, r232, r233) =AVERAGE(s224, s225, s226, s227, s228, s229, s230, s231, s232, s233) =AVERAGE(t224, t225, t226, t227, t228, t229, t230, t231, t232, t233) =STDEV.P(a224, a225, a226, a227, a228, a229, a230, a231, a232, a233) =STDEV.P(b224, b225, b226, b227, b228, b229, b230, b231, b232, b233) =STDEV.P(c224, c225, c226, c227, c228, c229, c230, c231, c232, c233) =STDEV.P(d224, d225, d226, d227, d228, d229, d230, d231, d232, d233) =STDEV.P(e224, e225, e226, e227, e228, e229, e230, e231, e232, e233) =STDEV.P(f224, f225, f226, f227, f228, f229, f230, f231, f232, f233) =STDEV.P(g224, g225, g226, g227, g228, g229, g230, g231, g232, g233) =STDEV.P(h224, h225, h226, h227, h228, h229, h230, h231, h232, h233) =STDEV.P(i224, i225, i226, i227, i228, i229, i230, i231, i232, i233) =STDEV.P(j224, j225, j226, j227, j228, j229, j230, j231, j232, j233) =STDEV.P(k224, k225, k226, k227, k228, k229, k230, k231, k232, k233) =STDEV.P(l224, l225, l226, l227, l228, l229, l230, l231, l232, l233) =STDEV.P(m224, m225, m226, m227, m228, m229, m230, m231, m232, m233) =STDEV.P(n224, n225, n226, n227, n228, n229, n230, n231, n232, n233) =STDEV.P(o224, o225, o226, o227, o228, o229, o230, o231, o232, o233) =STDEV.P(p224, p225, p226, p227, p228, p229, p230, p231, p232, p233) =STDEV.P(q224, q225, q226, q227, q228, q229, q230, q231, q232, q233) =STDEV.P(r224, r225, r226, r227, r228, r229, r230, r231, r232, r233) =STDEV.P(s224, s225, s226, s227, s228, s229, s230, s231, s232, s233) =STDEV.P(t224, t225, t226, t227, t228, t229, t230, t231, t232, t233) +=AVERAGE(a234, a235, a236, a237, a238, a239, a240, a241, a242, a243) =AVERAGE(b234, b235, b236, b237, b238, b239, b240, b241, b242, b243) =AVERAGE(c234, c235, c236, c237, c238, c239, c240, c241, c242, c243) =AVERAGE(d234, d235, d236, d237, d238, d239, d240, d241, d242, d243) =AVERAGE(e234, e235, e236, e237, e238, e239, e240, e241, e242, e243) =AVERAGE(f234, f235, f236, f237, f238, f239, f240, f241, f242, f243) =AVERAGE(g234, g235, g236, g237, g238, g239, g240, g241, g242, g243) =AVERAGE(h234, h235, h236, h237, h238, h239, h240, h241, h242, h243) =AVERAGE(i234, i235, i236, i237, i238, i239, i240, i241, i242, i243) =AVERAGE(j234, j235, j236, j237, j238, j239, j240, j241, j242, j243) =AVERAGE(k234, k235, k236, k237, k238, k239, k240, k241, k242, k243) =AVERAGE(l234, l235, l236, l237, l238, l239, l240, l241, l242, l243) =AVERAGE(m234, m235, m236, m237, m238, m239, m240, m241, m242, m243) =AVERAGE(n234, n235, n236, n237, n238, n239, n240, n241, n242, n243) =AVERAGE(o234, o235, o236, o237, o238, o239, o240, o241, o242, o243) =AVERAGE(p234, p235, p236, p237, p238, p239, p240, p241, p242, p243) =AVERAGE(q234, q235, q236, q237, q238, q239, q240, q241, q242, q243) =AVERAGE(r234, r235, r236, r237, r238, r239, r240, r241, r242, r243) =AVERAGE(s234, s235, s236, s237, s238, s239, s240, s241, s242, s243) =AVERAGE(t234, t235, t236, t237, t238, t239, t240, t241, t242, t243) =STDEV.P(a234, a235, a236, a237, a238, a239, a240, a241, a242, a243) =STDEV.P(b234, b235, b236, b237, b238, b239, b240, b241, b242, b243) =STDEV.P(c234, c235, c236, c237, c238, c239, c240, c241, c242, c243) =STDEV.P(d234, d235, d236, d237, d238, d239, d240, d241, d242, d243) =STDEV.P(e234, e235, e236, e237, e238, e239, e240, e241, e242, e243) =STDEV.P(f234, f235, f236, f237, f238, f239, f240, f241, f242, f243) =STDEV.P(g234, g235, g236, g237, g238, g239, g240, g241, g242, g243) =STDEV.P(h234, h235, h236, h237, h238, h239, h240, h241, h242, h243) =STDEV.P(i234, i235, i236, i237, i238, i239, i240, i241, i242, i243) =STDEV.P(j234, j235, j236, j237, j238, j239, j240, j241, j242, j243) =STDEV.P(k234, k235, k236, k237, k238, k239, k240, k241, k242, k243) =STDEV.P(l234, l235, l236, l237, l238, l239, l240, l241, l242, l243) =STDEV.P(m234, m235, m236, m237, m238, m239, m240, m241, m242, m243) =STDEV.P(n234, n235, n236, n237, n238, n239, n240, n241, n242, n243) =STDEV.P(o234, o235, o236, o237, o238, o239, o240, o241, o242, o243) =STDEV.P(p234, p235, p236, p237, p238, p239, p240, p241, p242, p243) =STDEV.P(q234, q235, q236, q237, q238, q239, q240, q241, q242, q243) =STDEV.P(r234, r235, r236, r237, r238, r239, r240, r241, r242, r243) =STDEV.P(s234, s235, s236, s237, s238, s239, s240, s241, s242, s243) =STDEV.P(t234, t235, t236, t237, t238, t239, t240, t241, t242, t243) +=AVERAGE(a244, a245, a246, a247, a248, a249, a250, a251, a252, a253) =AVERAGE(b244, b245, b246, b247, b248, b249, b250, b251, b252, b253) =AVERAGE(c244, c245, c246, c247, c248, c249, c250, c251, c252, c253) =AVERAGE(d244, d245, d246, d247, d248, d249, d250, d251, d252, d253) =AVERAGE(e244, e245, e246, e247, e248, e249, e250, e251, e252, e253) =AVERAGE(f244, f245, f246, f247, f248, f249, f250, f251, f252, f253) =AVERAGE(g244, g245, g246, g247, g248, g249, g250, g251, g252, g253) =AVERAGE(h244, h245, h246, h247, h248, h249, h250, h251, h252, h253) =AVERAGE(i244, i245, i246, i247, i248, i249, i250, i251, i252, i253) =AVERAGE(j244, j245, j246, j247, j248, j249, j250, j251, j252, j253) =AVERAGE(k244, k245, k246, k247, k248, k249, k250, k251, k252, k253) =AVERAGE(l244, l245, l246, l247, l248, l249, l250, l251, l252, l253) =AVERAGE(m244, m245, m246, m247, m248, m249, m250, m251, m252, m253) =AVERAGE(n244, n245, n246, n247, n248, n249, n250, n251, n252, n253) =AVERAGE(o244, o245, o246, o247, o248, o249, o250, o251, o252, o253) =AVERAGE(p244, p245, p246, p247, p248, p249, p250, p251, p252, p253) =AVERAGE(q244, q245, q246, q247, q248, q249, q250, q251, q252, q253) =AVERAGE(r244, r245, r246, r247, r248, r249, r250, r251, r252, r253) =AVERAGE(s244, s245, s246, s247, s248, s249, s250, s251, s252, s253) =AVERAGE(t244, t245, t246, t247, t248, t249, t250, t251, t252, t253) =STDEV.P(a244, a245, a246, a247, a248, a249, a250, a251, a252, a253) =STDEV.P(b244, b245, b246, b247, b248, b249, b250, b251, b252, b253) =STDEV.P(c244, c245, c246, c247, c248, c249, c250, c251, c252, c253) =STDEV.P(d244, d245, d246, d247, d248, d249, d250, d251, d252, d253) =STDEV.P(e244, e245, e246, e247, e248, e249, e250, e251, e252, e253) =STDEV.P(f244, f245, f246, f247, f248, f249, f250, f251, f252, f253) =STDEV.P(g244, g245, g246, g247, g248, g249, g250, g251, g252, g253) =STDEV.P(h244, h245, h246, h247, h248, h249, h250, h251, h252, h253) =STDEV.P(i244, i245, i246, i247, i248, i249, i250, i251, i252, i253) =STDEV.P(j244, j245, j246, j247, j248, j249, j250, j251, j252, j253) =STDEV.P(k244, k245, k246, k247, k248, k249, k250, k251, k252, k253) =STDEV.P(l244, l245, l246, l247, l248, l249, l250, l251, l252, l253) =STDEV.P(m244, m245, m246, m247, m248, m249, m250, m251, m252, m253) =STDEV.P(n244, n245, n246, n247, n248, n249, n250, n251, n252, n253) =STDEV.P(o244, o245, o246, o247, o248, o249, o250, o251, o252, o253) =STDEV.P(p244, p245, p246, p247, p248, p249, p250, p251, p252, p253) =STDEV.P(q244, q245, q246, q247, q248, q249, q250, q251, q252, q253) =STDEV.P(r244, r245, r246, r247, r248, r249, r250, r251, r252, r253) =STDEV.P(s244, s245, s246, s247, s248, s249, s250, s251, s252, s253) =STDEV.P(t244, t245, t246, t247, t248, t249, t250, t251, t252, t253) +=AVERAGE(a254, a255, a256, a257, a258, a259, a260, a261, a262, a263) =AVERAGE(b254, b255, b256, b257, b258, b259, b260, b261, b262, b263) =AVERAGE(c254, c255, c256, c257, c258, c259, c260, c261, c262, c263) =AVERAGE(d254, d255, d256, d257, d258, d259, d260, d261, d262, d263) =AVERAGE(e254, e255, e256, e257, e258, e259, e260, e261, e262, e263) =AVERAGE(f254, f255, f256, f257, f258, f259, f260, f261, f262, f263) =AVERAGE(g254, g255, g256, g257, g258, g259, g260, g261, g262, g263) =AVERAGE(h254, h255, h256, h257, h258, h259, h260, h261, h262, h263) =AVERAGE(i254, i255, i256, i257, i258, i259, i260, i261, i262, i263) =AVERAGE(j254, j255, j256, j257, j258, j259, j260, j261, j262, j263) =AVERAGE(k254, k255, k256, k257, k258, k259, k260, k261, k262, k263) =AVERAGE(l254, l255, l256, l257, l258, l259, l260, l261, l262, l263) =AVERAGE(m254, m255, m256, m257, m258, m259, m260, m261, m262, m263) =AVERAGE(n254, n255, n256, n257, n258, n259, n260, n261, n262, n263) =AVERAGE(o254, o255, o256, o257, o258, o259, o260, o261, o262, o263) =AVERAGE(p254, p255, p256, p257, p258, p259, p260, p261, p262, p263) =AVERAGE(q254, q255, q256, q257, q258, q259, q260, q261, q262, q263) =AVERAGE(r254, r255, r256, r257, r258, r259, r260, r261, r262, r263) =AVERAGE(s254, s255, s256, s257, s258, s259, s260, s261, s262, s263) =AVERAGE(t254, t255, t256, t257, t258, t259, t260, t261, t262, t263) =STDEV.P(a254, a255, a256, a257, a258, a259, a260, a261, a262, a263) =STDEV.P(b254, b255, b256, b257, b258, b259, b260, b261, b262, b263) =STDEV.P(c254, c255, c256, c257, c258, c259, c260, c261, c262, c263) =STDEV.P(d254, d255, d256, d257, d258, d259, d260, d261, d262, d263) =STDEV.P(e254, e255, e256, e257, e258, e259, e260, e261, e262, e263) =STDEV.P(f254, f255, f256, f257, f258, f259, f260, f261, f262, f263) =STDEV.P(g254, g255, g256, g257, g258, g259, g260, g261, g262, g263) =STDEV.P(h254, h255, h256, h257, h258, h259, h260, h261, h262, h263) =STDEV.P(i254, i255, i256, i257, i258, i259, i260, i261, i262, i263) =STDEV.P(j254, j255, j256, j257, j258, j259, j260, j261, j262, j263) =STDEV.P(k254, k255, k256, k257, k258, k259, k260, k261, k262, k263) =STDEV.P(l254, l255, l256, l257, l258, l259, l260, l261, l262, l263) =STDEV.P(m254, m255, m256, m257, m258, m259, m260, m261, m262, m263) =STDEV.P(n254, n255, n256, n257, n258, n259, n260, n261, n262, n263) =STDEV.P(o254, o255, o256, o257, o258, o259, o260, o261, o262, o263) =STDEV.P(p254, p255, p256, p257, p258, p259, p260, p261, p262, p263) =STDEV.P(q254, q255, q256, q257, q258, q259, q260, q261, q262, q263) =STDEV.P(r254, r255, r256, r257, r258, r259, r260, r261, r262, r263) =STDEV.P(s254, s255, s256, s257, s258, s259, s260, s261, s262, s263) =STDEV.P(t254, t255, t256, t257, t258, t259, t260, t261, t262, t263) +=AVERAGE(a264, a265, a266, a267, a268, a269, a270, a271, a272) =AVERAGE(b264, b265, b266, b267, b268, b269, b270, b271, b272) =AVERAGE(c264, c265, c266, c267, c268, c269, c270, c271, c272) =AVERAGE(d264, d265, d266, d267, d268, d269, d270, d271, d272) =AVERAGE(e264, e265, e266, e267, e268, e269, e270, e271, e272) =AVERAGE(f264, f265, f266, f267, f268, f269, f270, f271, f272) =AVERAGE(g264, g265, g266, g267, g268, g269, g270, g271, g272) =AVERAGE(h264, h265, h266, h267, h268, h269, h270, h271, h272) =AVERAGE(i264, i265, i266, i267, i268, i269, i270, i271, i272) =AVERAGE(j264, j265, j266, j267, j268, j269, j270, j271, j272) =AVERAGE(k264, k265, k266, k267, k268, k269, k270, k271, k272) =AVERAGE(l264, l265, l266, l267, l268, l269, l270, l271, l272) =AVERAGE(m264, m265, m266, m267, m268, m269, m270, m271, m272) =AVERAGE(n264, n265, n266, n267, n268, n269, n270, n271, n272) =AVERAGE(o264, o265, o266, o267, o268, o269, o270, o271, o272) =AVERAGE(p264, p265, p266, p267, p268, p269, p270, p271, p272) =AVERAGE(q264, q265, q266, q267, q268, q269, q270, q271, q272) =AVERAGE(r264, r265, r266, r267, r268, r269, r270, r271, r272) =AVERAGE(s264, s265, s266, s267, s268, s269, s270, s271, s272) =AVERAGE(t264, t265, t266, t267, t268, t269, t270, t271, t272) =STDEV.P(a264, a265, a266, a267, a268, a269, a270, a271, a272) =STDEV.P(b264, b265, b266, b267, b268, b269, b270, b271, b272) =STDEV.P(c264, c265, c266, c267, c268, c269, c270, c271, c272) =STDEV.P(d264, d265, d266, d267, d268, d269, d270, d271, d272) =STDEV.P(e264, e265, e266, e267, e268, e269, e270, e271, e272) =STDEV.P(f264, f265, f266, f267, f268, f269, f270, f271, f272) =STDEV.P(g264, g265, g266, g267, g268, g269, g270, g271, g272) =STDEV.P(h264, h265, h266, h267, h268, h269, h270, h271, h272) =STDEV.P(i264, i265, i266, i267, i268, i269, i270, i271, i272) =STDEV.P(j264, j265, j266, j267, j268, j269, j270, j271, j272) =STDEV.P(k264, k265, k266, k267, k268, k269, k270, k271, k272) =STDEV.P(l264, l265, l266, l267, l268, l269, l270, l271, l272) =STDEV.P(m264, m265, m266, m267, m268, m269, m270, m271, m272) =STDEV.P(n264, n265, n266, n267, n268, n269, n270, n271, n272) =STDEV.P(o264, o265, o266, o267, o268, o269, o270, o271, o272) =STDEV.P(p264, p265, p266, p267, p268, p269, p270, p271, p272) =STDEV.P(q264, q265, q266, q267, q268, q269, q270, q271, q272) =STDEV.P(r264, r265, r266, r267, r268, r269, r270, r271, r272) =STDEV.P(s264, s265, s266, s267, s268, s269, s270, s271, s272) =STDEV.P(t264, t265, t266, t267, t268, t269, t270, t271, t272) +=AVERAGE(a273, a274, a275, a276, a277, a278, a279, a280) =AVERAGE(b273, b274, b275, b276, b277, b278, b279, b280) =AVERAGE(c273, c274, c275, c276, c277, c278, c279, c280) =AVERAGE(d273, d274, d275, d276, d277, d278, d279, d280) =AVERAGE(e273, e274, e275, e276, e277, e278, e279, e280) =AVERAGE(f273, f274, f275, f276, f277, f278, f279, f280) =AVERAGE(g273, g274, g275, g276, g277, g278, g279, g280) =AVERAGE(h273, h274, h275, h276, h277, h278, h279, h280) =AVERAGE(i273, i274, i275, i276, i277, i278, i279, i280) =AVERAGE(j273, j274, j275, j276, j277, j278, j279, j280) =AVERAGE(k273, k274, k275, k276, k277, k278, k279, k280) =AVERAGE(l273, l274, l275, l276, l277, l278, l279, l280) =AVERAGE(m273, m274, m275, m276, m277, m278, m279, m280) =AVERAGE(n273, n274, n275, n276, n277, n278, n279, n280) =AVERAGE(o273, o274, o275, o276, o277, o278, o279, o280) =AVERAGE(p273, p274, p275, p276, p277, p278, p279, p280) =AVERAGE(q273, q274, q275, q276, q277, q278, q279, q280) =AVERAGE(r273, r274, r275, r276, r277, r278, r279, r280) =AVERAGE(s273, s274, s275, s276, s277, s278, s279, s280) =AVERAGE(t273, t274, t275, t276, t277, t278, t279, t280) =STDEV.P(a273, a274, a275, a276, a277, a278, a279, a280) =STDEV.P(b273, b274, b275, b276, b277, b278, b279, b280) =STDEV.P(c273, c274, c275, c276, c277, c278, c279, c280) =STDEV.P(d273, d274, d275, d276, d277, d278, d279, d280) =STDEV.P(e273, e274, e275, e276, e277, e278, e279, e280) =STDEV.P(f273, f274, f275, f276, f277, f278, f279, f280) =STDEV.P(g273, g274, g275, g276, g277, g278, g279, g280) =STDEV.P(h273, h274, h275, h276, h277, h278, h279, h280) =STDEV.P(i273, i274, i275, i276, i277, i278, i279, i280) =STDEV.P(j273, j274, j275, j276, j277, j278, j279, j280) =STDEV.P(k273, k274, k275, k276, k277, k278, k279, k280) =STDEV.P(l273, l274, l275, l276, l277, l278, l279, l280) =STDEV.P(m273, m274, m275, m276, m277, m278, m279, m280) =STDEV.P(n273, n274, n275, n276, n277, n278, n279, n280) =STDEV.P(o273, o274, o275, o276, o277, o278, o279, o280) =STDEV.P(p273, p274, p275, p276, p277, p278, p279, p280) =STDEV.P(q273, q274, q275, q276, q277, q278, q279, q280) =STDEV.P(r273, r274, r275, r276, r277, r278, r279, r280) =STDEV.P(s273, s274, s275, s276, s277, s278, s279, s280) =STDEV.P(t273, t274, t275, t276, t277, t278, t279, t280) +=AVERAGE(a281, a282, a283, a284, a285, a286, a287, a288) =AVERAGE(b281, b282, b283, b284, b285, b286, b287, b288) =AVERAGE(c281, c282, c283, c284, c285, c286, c287, c288) =AVERAGE(d281, d282, d283, d284, d285, d286, d287, d288) =AVERAGE(e281, e282, e283, e284, e285, e286, e287, e288) =AVERAGE(f281, f282, f283, f284, f285, f286, f287, f288) =AVERAGE(g281, g282, g283, g284, g285, g286, g287, g288) =AVERAGE(h281, h282, h283, h284, h285, h286, h287, h288) =AVERAGE(i281, i282, i283, i284, i285, i286, i287, i288) =AVERAGE(j281, j282, j283, j284, j285, j286, j287, j288) =AVERAGE(k281, k282, k283, k284, k285, k286, k287, k288) =AVERAGE(l281, l282, l283, l284, l285, l286, l287, l288) =AVERAGE(m281, m282, m283, m284, m285, m286, m287, m288) =AVERAGE(n281, n282, n283, n284, n285, n286, n287, n288) =AVERAGE(o281, o282, o283, o284, o285, o286, o287, o288) =AVERAGE(p281, p282, p283, p284, p285, p286, p287, p288) =AVERAGE(q281, q282, q283, q284, q285, q286, q287, q288) =AVERAGE(r281, r282, r283, r284, r285, r286, r287, r288) =AVERAGE(s281, s282, s283, s284, s285, s286, s287, s288) =AVERAGE(t281, t282, t283, t284, t285, t286, t287, t288) =STDEV.P(a281, a282, a283, a284, a285, a286, a287, a288) =STDEV.P(b281, b282, b283, b284, b285, b286, b287, b288) =STDEV.P(c281, c282, c283, c284, c285, c286, c287, c288) =STDEV.P(d281, d282, d283, d284, d285, d286, d287, d288) =STDEV.P(e281, e282, e283, e284, e285, e286, e287, e288) =STDEV.P(f281, f282, f283, f284, f285, f286, f287, f288) =STDEV.P(g281, g282, g283, g284, g285, g286, g287, g288) =STDEV.P(h281, h282, h283, h284, h285, h286, h287, h288) =STDEV.P(i281, i282, i283, i284, i285, i286, i287, i288) =STDEV.P(j281, j282, j283, j284, j285, j286, j287, j288) =STDEV.P(k281, k282, k283, k284, k285, k286, k287, k288) =STDEV.P(l281, l282, l283, l284, l285, l286, l287, l288) =STDEV.P(m281, m282, m283, m284, m285, m286, m287, m288) =STDEV.P(n281, n282, n283, n284, n285, n286, n287, n288) =STDEV.P(o281, o282, o283, o284, o285, o286, o287, o288) =STDEV.P(p281, p282, p283, p284, p285, p286, p287, p288) =STDEV.P(q281, q282, q283, q284, q285, q286, q287, q288) =STDEV.P(r281, r282, r283, r284, r285, r286, r287, r288) =STDEV.P(s281, s282, s283, s284, s285, s286, s287, s288) =STDEV.P(t281, t282, t283, t284, t285, t286, t287, t288) +=AVERAGE(a289, a290, a291, a292, a293, a294, a295, a296) =AVERAGE(b289, b290, b291, b292, b293, b294, b295, b296) =AVERAGE(c289, c290, c291, c292, c293, c294, c295, c296) =AVERAGE(d289, d290, d291, d292, d293, d294, d295, d296) =AVERAGE(e289, e290, e291, e292, e293, e294, e295, e296) =AVERAGE(f289, f290, f291, f292, f293, f294, f295, f296) =AVERAGE(g289, g290, g291, g292, g293, g294, g295, g296) =AVERAGE(h289, h290, h291, h292, h293, h294, h295, h296) =AVERAGE(i289, i290, i291, i292, i293, i294, i295, i296) =AVERAGE(j289, j290, j291, j292, j293, j294, j295, j296) =AVERAGE(k289, k290, k291, k292, k293, k294, k295, k296) =AVERAGE(l289, l290, l291, l292, l293, l294, l295, l296) =AVERAGE(m289, m290, m291, m292, m293, m294, m295, m296) =AVERAGE(n289, n290, n291, n292, n293, n294, n295, n296) =AVERAGE(o289, o290, o291, o292, o293, o294, o295, o296) =AVERAGE(p289, p290, p291, p292, p293, p294, p295, p296) =AVERAGE(q289, q290, q291, q292, q293, q294, q295, q296) =AVERAGE(r289, r290, r291, r292, r293, r294, r295, r296) =AVERAGE(s289, s290, s291, s292, s293, s294, s295, s296) =AVERAGE(t289, t290, t291, t292, t293, t294, t295, t296) =STDEV.P(a289, a290, a291, a292, a293, a294, a295, a296) =STDEV.P(b289, b290, b291, b292, b293, b294, b295, b296) =STDEV.P(c289, c290, c291, c292, c293, c294, c295, c296) =STDEV.P(d289, d290, d291, d292, d293, d294, d295, d296) =STDEV.P(e289, e290, e291, e292, e293, e294, e295, e296) =STDEV.P(f289, f290, f291, f292, f293, f294, f295, f296) =STDEV.P(g289, g290, g291, g292, g293, g294, g295, g296) =STDEV.P(h289, h290, h291, h292, h293, h294, h295, h296) =STDEV.P(i289, i290, i291, i292, i293, i294, i295, i296) =STDEV.P(j289, j290, j291, j292, j293, j294, j295, j296) =STDEV.P(k289, k290, k291, k292, k293, k294, k295, k296) =STDEV.P(l289, l290, l291, l292, l293, l294, l295, l296) =STDEV.P(m289, m290, m291, m292, m293, m294, m295, m296) =STDEV.P(n289, n290, n291, n292, n293, n294, n295, n296) =STDEV.P(o289, o290, o291, o292, o293, o294, o295, o296) =STDEV.P(p289, p290, p291, p292, p293, p294, p295, p296) =STDEV.P(q289, q290, q291, q292, q293, q294, q295, q296) =STDEV.P(r289, r290, r291, r292, r293, r294, r295, r296) =STDEV.P(s289, s290, s291, s292, s293, s294, s295, s296) =STDEV.P(t289, t290, t291, t292, t293, t294, t295, t296) +=AVERAGE(a297, a298, a299, a300, a301, a302, a303, a304) =AVERAGE(b297, b298, b299, b300, b301, b302, b303, b304) =AVERAGE(c297, c298, c299, c300, c301, c302, c303, c304) =AVERAGE(d297, d298, d299, d300, d301, d302, d303, d304) =AVERAGE(e297, e298, e299, e300, e301, e302, e303, e304) =AVERAGE(f297, f298, f299, f300, f301, f302, f303, f304) =AVERAGE(g297, g298, g299, g300, g301, g302, g303, g304) =AVERAGE(h297, h298, h299, h300, h301, h302, h303, h304) =AVERAGE(i297, i298, i299, i300, i301, i302, i303, i304) =AVERAGE(j297, j298, j299, j300, j301, j302, j303, j304) =AVERAGE(k297, k298, k299, k300, k301, k302, k303, k304) =AVERAGE(l297, l298, l299, l300, l301, l302, l303, l304) =AVERAGE(m297, m298, m299, m300, m301, m302, m303, m304) =AVERAGE(n297, n298, n299, n300, n301, n302, n303, n304) =AVERAGE(o297, o298, o299, o300, o301, o302, o303, o304) =AVERAGE(p297, p298, p299, p300, p301, p302, p303, p304) =AVERAGE(q297, q298, q299, q300, q301, q302, q303, q304) =AVERAGE(r297, r298, r299, r300, r301, r302, r303, r304) =AVERAGE(s297, s298, s299, s300, s301, s302, s303, s304) =AVERAGE(t297, t298, t299, t300, t301, t302, t303, t304) =STDEV.P(a297, a298, a299, a300, a301, a302, a303, a304) =STDEV.P(b297, b298, b299, b300, b301, b302, b303, b304) =STDEV.P(c297, c298, c299, c300, c301, c302, c303, c304) =STDEV.P(d297, d298, d299, d300, d301, d302, d303, d304) =STDEV.P(e297, e298, e299, e300, e301, e302, e303, e304) =STDEV.P(f297, f298, f299, f300, f301, f302, f303, f304) =STDEV.P(g297, g298, g299, g300, g301, g302, g303, g304) =STDEV.P(h297, h298, h299, h300, h301, h302, h303, h304) =STDEV.P(i297, i298, i299, i300, i301, i302, i303, i304) =STDEV.P(j297, j298, j299, j300, j301, j302, j303, j304) =STDEV.P(k297, k298, k299, k300, k301, k302, k303, k304) =STDEV.P(l297, l298, l299, l300, l301, l302, l303, l304) =STDEV.P(m297, m298, m299, m300, m301, m302, m303, m304) =STDEV.P(n297, n298, n299, n300, n301, n302, n303, n304) =STDEV.P(o297, o298, o299, o300, o301, o302, o303, o304) =STDEV.P(p297, p298, p299, p300, p301, p302, p303, p304) =STDEV.P(q297, q298, q299, q300, q301, q302, q303, q304) =STDEV.P(r297, r298, r299, r300, r301, r302, r303, r304) =STDEV.P(s297, s298, s299, s300, s301, s302, s303, s304) =STDEV.P(t297, t298, t299, t300, t301, t302, t303, t304) +=AVERAGE(a305, a306, a307, a308, a309, a310, a311, a312) =AVERAGE(b305, b306, b307, b308, b309, b310, b311, b312) =AVERAGE(c305, c306, c307, c308, c309, c310, c311, c312) =AVERAGE(d305, d306, d307, d308, d309, d310, d311, d312) =AVERAGE(e305, e306, e307, e308, e309, e310, e311, e312) =AVERAGE(f305, f306, f307, f308, f309, f310, f311, f312) =AVERAGE(g305, g306, g307, g308, g309, g310, g311, g312) =AVERAGE(h305, h306, h307, h308, h309, h310, h311, h312) =AVERAGE(i305, i306, i307, i308, i309, i310, i311, i312) =AVERAGE(j305, j306, j307, j308, j309, j310, j311, j312) =AVERAGE(k305, k306, k307, k308, k309, k310, k311, k312) =AVERAGE(l305, l306, l307, l308, l309, l310, l311, l312) =AVERAGE(m305, m306, m307, m308, m309, m310, m311, m312) =AVERAGE(n305, n306, n307, n308, n309, n310, n311, n312) =AVERAGE(o305, o306, o307, o308, o309, o310, o311, o312) =AVERAGE(p305, p306, p307, p308, p309, p310, p311, p312) =AVERAGE(q305, q306, q307, q308, q309, q310, q311, q312) =AVERAGE(r305, r306, r307, r308, r309, r310, r311, r312) =AVERAGE(s305, s306, s307, s308, s309, s310, s311, s312) =AVERAGE(t305, t306, t307, t308, t309, t310, t311, t312) =STDEV.P(a305, a306, a307, a308, a309, a310, a311, a312) =STDEV.P(b305, b306, b307, b308, b309, b310, b311, b312) =STDEV.P(c305, c306, c307, c308, c309, c310, c311, c312) =STDEV.P(d305, d306, d307, d308, d309, d310, d311, d312) =STDEV.P(e305, e306, e307, e308, e309, e310, e311, e312) =STDEV.P(f305, f306, f307, f308, f309, f310, f311, f312) =STDEV.P(g305, g306, g307, g308, g309, g310, g311, g312) =STDEV.P(h305, h306, h307, h308, h309, h310, h311, h312) =STDEV.P(i305, i306, i307, i308, i309, i310, i311, i312) =STDEV.P(j305, j306, j307, j308, j309, j310, j311, j312) =STDEV.P(k305, k306, k307, k308, k309, k310, k311, k312) =STDEV.P(l305, l306, l307, l308, l309, l310, l311, l312) =STDEV.P(m305, m306, m307, m308, m309, m310, m311, m312) =STDEV.P(n305, n306, n307, n308, n309, n310, n311, n312) =STDEV.P(o305, o306, o307, o308, o309, o310, o311, o312) =STDEV.P(p305, p306, p307, p308, p309, p310, p311, p312) =STDEV.P(q305, q306, q307, q308, q309, q310, q311, q312) =STDEV.P(r305, r306, r307, r308, r309, r310, r311, r312) =STDEV.P(s305, s306, s307, s308, s309, s310, s311, s312) =STDEV.P(t305, t306, t307, t308, t309, t310, t311, t312) +=AVERAGE(a313, a314, a315, a316, a317, a318, a319, a320) =AVERAGE(b313, b314, b315, b316, b317, b318, b319, b320) =AVERAGE(c313, c314, c315, c316, c317, c318, c319, c320) =AVERAGE(d313, d314, d315, d316, d317, d318, d319, d320) =AVERAGE(e313, e314, e315, e316, e317, e318, e319, e320) =AVERAGE(f313, f314, f315, f316, f317, f318, f319, f320) =AVERAGE(g313, g314, g315, g316, g317, g318, g319, g320) =AVERAGE(h313, h314, h315, h316, h317, h318, h319, h320) =AVERAGE(i313, i314, i315, i316, i317, i318, i319, i320) =AVERAGE(j313, j314, j315, j316, j317, j318, j319, j320) =AVERAGE(k313, k314, k315, k316, k317, k318, k319, k320) =AVERAGE(l313, l314, l315, l316, l317, l318, l319, l320) =AVERAGE(m313, m314, m315, m316, m317, m318, m319, m320) =AVERAGE(n313, n314, n315, n316, n317, n318, n319, n320) =AVERAGE(o313, o314, o315, o316, o317, o318, o319, o320) =AVERAGE(p313, p314, p315, p316, p317, p318, p319, p320) =AVERAGE(q313, q314, q315, q316, q317, q318, q319, q320) =AVERAGE(r313, r314, r315, r316, r317, r318, r319, r320) =AVERAGE(s313, s314, s315, s316, s317, s318, s319, s320) =AVERAGE(t313, t314, t315, t316, t317, t318, t319, t320) =STDEV.P(a313, a314, a315, a316, a317, a318, a319, a320) =STDEV.P(b313, b314, b315, b316, b317, b318, b319, b320) =STDEV.P(c313, c314, c315, c316, c317, c318, c319, c320) =STDEV.P(d313, d314, d315, d316, d317, d318, d319, d320) =STDEV.P(e313, e314, e315, e316, e317, e318, e319, e320) =STDEV.P(f313, f314, f315, f316, f317, f318, f319, f320) =STDEV.P(g313, g314, g315, g316, g317, g318, g319, g320) =STDEV.P(h313, h314, h315, h316, h317, h318, h319, h320) =STDEV.P(i313, i314, i315, i316, i317, i318, i319, i320) =STDEV.P(j313, j314, j315, j316, j317, j318, j319, j320) =STDEV.P(k313, k314, k315, k316, k317, k318, k319, k320) =STDEV.P(l313, l314, l315, l316, l317, l318, l319, l320) =STDEV.P(m313, m314, m315, m316, m317, m318, m319, m320) =STDEV.P(n313, n314, n315, n316, n317, n318, n319, n320) =STDEV.P(o313, o314, o315, o316, o317, o318, o319, o320) =STDEV.P(p313, p314, p315, p316, p317, p318, p319, p320) =STDEV.P(q313, q314, q315, q316, q317, q318, q319, q320) =STDEV.P(r313, r314, r315, r316, r317, r318, r319, r320) =STDEV.P(s313, s314, s315, s316, s317, s318, s319, s320) =STDEV.P(t313, t314, t315, t316, t317, t318, t319, t320) +=AVERAGE(a321, a322, a323, a324, a325, a326, a327) =AVERAGE(b321, b322, b323, b324, b325, b326, b327) =AVERAGE(c321, c322, c323, c324, c325, c326, c327) =AVERAGE(d321, d322, d323, d324, d325, d326, d327) =AVERAGE(e321, e322, e323, e324, e325, e326, e327) =AVERAGE(f321, f322, f323, f324, f325, f326, f327) =AVERAGE(g321, g322, g323, g324, g325, g326, g327) =AVERAGE(h321, h322, h323, h324, h325, h326, h327) =AVERAGE(i321, i322, i323, i324, i325, i326, i327) =AVERAGE(j321, j322, j323, j324, j325, j326, j327) =AVERAGE(k321, k322, k323, k324, k325, k326, k327) =AVERAGE(l321, l322, l323, l324, l325, l326, l327) =AVERAGE(m321, m322, m323, m324, m325, m326, m327) =AVERAGE(n321, n322, n323, n324, n325, n326, n327) =AVERAGE(o321, o322, o323, o324, o325, o326, o327) =AVERAGE(p321, p322, p323, p324, p325, p326, p327) =AVERAGE(q321, q322, q323, q324, q325, q326, q327) =AVERAGE(r321, r322, r323, r324, r325, r326, r327) =AVERAGE(s321, s322, s323, s324, s325, s326, s327) =AVERAGE(t321, t322, t323, t324, t325, t326, t327) =STDEV.P(a321, a322, a323, a324, a325, a326, a327) =STDEV.P(b321, b322, b323, b324, b325, b326, b327) =STDEV.P(c321, c322, c323, c324, c325, c326, c327) =STDEV.P(d321, d322, d323, d324, d325, d326, d327) =STDEV.P(e321, e322, e323, e324, e325, e326, e327) =STDEV.P(f321, f322, f323, f324, f325, f326, f327) =STDEV.P(g321, g322, g323, g324, g325, g326, g327) =STDEV.P(h321, h322, h323, h324, h325, h326, h327) =STDEV.P(i321, i322, i323, i324, i325, i326, i327) =STDEV.P(j321, j322, j323, j324, j325, j326, j327) =STDEV.P(k321, k322, k323, k324, k325, k326, k327) =STDEV.P(l321, l322, l323, l324, l325, l326, l327) =STDEV.P(m321, m322, m323, m324, m325, m326, m327) =STDEV.P(n321, n322, n323, n324, n325, n326, n327) =STDEV.P(o321, o322, o323, o324, o325, o326, o327) =STDEV.P(p321, p322, p323, p324, p325, p326, p327) =STDEV.P(q321, q322, q323, q324, q325, q326, q327) =STDEV.P(r321, r322, r323, r324, r325, r326, r327) =STDEV.P(s321, s322, s323, s324, s325, s326, s327) =STDEV.P(t321, t322, t323, t324, t325, t326, t327) +=AVERAGE(a328, a329, a330, a331, a332, a333, a334) =AVERAGE(b328, b329, b330, b331, b332, b333, b334) =AVERAGE(c328, c329, c330, c331, c332, c333, c334) =AVERAGE(d328, d329, d330, d331, d332, d333, d334) =AVERAGE(e328, e329, e330, e331, e332, e333, e334) =AVERAGE(f328, f329, f330, f331, f332, f333, f334) =AVERAGE(g328, g329, g330, g331, g332, g333, g334) =AVERAGE(h328, h329, h330, h331, h332, h333, h334) =AVERAGE(i328, i329, i330, i331, i332, i333, i334) =AVERAGE(j328, j329, j330, j331, j332, j333, j334) =AVERAGE(k328, k329, k330, k331, k332, k333, k334) =AVERAGE(l328, l329, l330, l331, l332, l333, l334) =AVERAGE(m328, m329, m330, m331, m332, m333, m334) =AVERAGE(n328, n329, n330, n331, n332, n333, n334) =AVERAGE(o328, o329, o330, o331, o332, o333, o334) =AVERAGE(p328, p329, p330, p331, p332, p333, p334) =AVERAGE(q328, q329, q330, q331, q332, q333, q334) =AVERAGE(r328, r329, r330, r331, r332, r333, r334) =AVERAGE(s328, s329, s330, s331, s332, s333, s334) =AVERAGE(t328, t329, t330, t331, t332, t333, t334) =STDEV.P(a328, a329, a330, a331, a332, a333, a334) =STDEV.P(b328, b329, b330, b331, b332, b333, b334) =STDEV.P(c328, c329, c330, c331, c332, c333, c334) =STDEV.P(d328, d329, d330, d331, d332, d333, d334) =STDEV.P(e328, e329, e330, e331, e332, e333, e334) =STDEV.P(f328, f329, f330, f331, f332, f333, f334) =STDEV.P(g328, g329, g330, g331, g332, g333, g334) =STDEV.P(h328, h329, h330, h331, h332, h333, h334) =STDEV.P(i328, i329, i330, i331, i332, i333, i334) =STDEV.P(j328, j329, j330, j331, j332, j333, j334) =STDEV.P(k328, k329, k330, k331, k332, k333, k334) =STDEV.P(l328, l329, l330, l331, l332, l333, l334) =STDEV.P(m328, m329, m330, m331, m332, m333, m334) =STDEV.P(n328, n329, n330, n331, n332, n333, n334) =STDEV.P(o328, o329, o330, o331, o332, o333, o334) =STDEV.P(p328, p329, p330, p331, p332, p333, p334) =STDEV.P(q328, q329, q330, q331, q332, q333, q334) =STDEV.P(r328, r329, r330, r331, r332, r333, r334) =STDEV.P(s328, s329, s330, s331, s332, s333, s334) =STDEV.P(t328, t329, t330, t331, t332, t333, t334) +=AVERAGE(a335, a336, a337, a338, a339, a340, a341) =AVERAGE(b335, b336, b337, b338, b339, b340, b341) =AVERAGE(c335, c336, c337, c338, c339, c340, c341) =AVERAGE(d335, d336, d337, d338, d339, d340, d341) =AVERAGE(e335, e336, e337, e338, e339, e340, e341) =AVERAGE(f335, f336, f337, f338, f339, f340, f341) =AVERAGE(g335, g336, g337, g338, g339, g340, g341) =AVERAGE(h335, h336, h337, h338, h339, h340, h341) =AVERAGE(i335, i336, i337, i338, i339, i340, i341) =AVERAGE(j335, j336, j337, j338, j339, j340, j341) =AVERAGE(k335, k336, k337, k338, k339, k340, k341) =AVERAGE(l335, l336, l337, l338, l339, l340, l341) =AVERAGE(m335, m336, m337, m338, m339, m340, m341) =AVERAGE(n335, n336, n337, n338, n339, n340, n341) =AVERAGE(o335, o336, o337, o338, o339, o340, o341) =AVERAGE(p335, p336, p337, p338, p339, p340, p341) =AVERAGE(q335, q336, q337, q338, q339, q340, q341) =AVERAGE(r335, r336, r337, r338, r339, r340, r341) =AVERAGE(s335, s336, s337, s338, s339, s340, s341) =AVERAGE(t335, t336, t337, t338, t339, t340, t341) =STDEV.P(a335, a336, a337, a338, a339, a340, a341) =STDEV.P(b335, b336, b337, b338, b339, b340, b341) =STDEV.P(c335, c336, c337, c338, c339, c340, c341) =STDEV.P(d335, d336, d337, d338, d339, d340, d341) =STDEV.P(e335, e336, e337, e338, e339, e340, e341) =STDEV.P(f335, f336, f337, f338, f339, f340, f341) =STDEV.P(g335, g336, g337, g338, g339, g340, g341) =STDEV.P(h335, h336, h337, h338, h339, h340, h341) =STDEV.P(i335, i336, i337, i338, i339, i340, i341) =STDEV.P(j335, j336, j337, j338, j339, j340, j341) =STDEV.P(k335, k336, k337, k338, k339, k340, k341) =STDEV.P(l335, l336, l337, l338, l339, l340, l341) =STDEV.P(m335, m336, m337, m338, m339, m340, m341) =STDEV.P(n335, n336, n337, n338, n339, n340, n341) =STDEV.P(o335, o336, o337, o338, o339, o340, o341) =STDEV.P(p335, p336, p337, p338, p339, p340, p341) =STDEV.P(q335, q336, q337, q338, q339, q340, q341) =STDEV.P(r335, r336, r337, r338, r339, r340, r341) =STDEV.P(s335, s336, s337, s338, s339, s340, s341) =STDEV.P(t335, t336, t337, t338, t339, t340, t341) +=AVERAGE(a342, a343, a344, a345, a346, a347, a348) =AVERAGE(b342, b343, b344, b345, b346, b347, b348) =AVERAGE(c342, c343, c344, c345, c346, c347, c348) =AVERAGE(d342, d343, d344, d345, d346, d347, d348) =AVERAGE(e342, e343, e344, e345, e346, e347, e348) =AVERAGE(f342, f343, f344, f345, f346, f347, f348) =AVERAGE(g342, g343, g344, g345, g346, g347, g348) =AVERAGE(h342, h343, h344, h345, h346, h347, h348) =AVERAGE(i342, i343, i344, i345, i346, i347, i348) =AVERAGE(j342, j343, j344, j345, j346, j347, j348) =AVERAGE(k342, k343, k344, k345, k346, k347, k348) =AVERAGE(l342, l343, l344, l345, l346, l347, l348) =AVERAGE(m342, m343, m344, m345, m346, m347, m348) =AVERAGE(n342, n343, n344, n345, n346, n347, n348) =AVERAGE(o342, o343, o344, o345, o346, o347, o348) =AVERAGE(p342, p343, p344, p345, p346, p347, p348) =AVERAGE(q342, q343, q344, q345, q346, q347, q348) =AVERAGE(r342, r343, r344, r345, r346, r347, r348) =AVERAGE(s342, s343, s344, s345, s346, s347, s348) =AVERAGE(t342, t343, t344, t345, t346, t347, t348) =STDEV.P(a342, a343, a344, a345, a346, a347, a348) =STDEV.P(b342, b343, b344, b345, b346, b347, b348) =STDEV.P(c342, c343, c344, c345, c346, c347, c348) =STDEV.P(d342, d343, d344, d345, d346, d347, d348) =STDEV.P(e342, e343, e344, e345, e346, e347, e348) =STDEV.P(f342, f343, f344, f345, f346, f347, f348) =STDEV.P(g342, g343, g344, g345, g346, g347, g348) =STDEV.P(h342, h343, h344, h345, h346, h347, h348) =STDEV.P(i342, i343, i344, i345, i346, i347, i348) =STDEV.P(j342, j343, j344, j345, j346, j347, j348) =STDEV.P(k342, k343, k344, k345, k346, k347, k348) =STDEV.P(l342, l343, l344, l345, l346, l347, l348) =STDEV.P(m342, m343, m344, m345, m346, m347, m348) =STDEV.P(n342, n343, n344, n345, n346, n347, n348) =STDEV.P(o342, o343, o344, o345, o346, o347, o348) =STDEV.P(p342, p343, p344, p345, p346, p347, p348) =STDEV.P(q342, q343, q344, q345, q346, q347, q348) =STDEV.P(r342, r343, r344, r345, r346, r347, r348) =STDEV.P(s342, s343, s344, s345, s346, s347, s348) =STDEV.P(t342, t343, t344, t345, t346, t347, t348) +=AVERAGE(a349, a350, a351, a352, a353, a354, a355) =AVERAGE(b349, b350, b351, b352, b353, b354, b355) =AVERAGE(c349, c350, c351, c352, c353, c354, c355) =AVERAGE(d349, d350, d351, d352, d353, d354, d355) =AVERAGE(e349, e350, e351, e352, e353, e354, e355) =AVERAGE(f349, f350, f351, f352, f353, f354, f355) =AVERAGE(g349, g350, g351, g352, g353, g354, g355) =AVERAGE(h349, h350, h351, h352, h353, h354, h355) =AVERAGE(i349, i350, i351, i352, i353, i354, i355) =AVERAGE(j349, j350, j351, j352, j353, j354, j355) =AVERAGE(k349, k350, k351, k352, k353, k354, k355) =AVERAGE(l349, l350, l351, l352, l353, l354, l355) =AVERAGE(m349, m350, m351, m352, m353, m354, m355) =AVERAGE(n349, n350, n351, n352, n353, n354, n355) =AVERAGE(o349, o350, o351, o352, o353, o354, o355) =AVERAGE(p349, p350, p351, p352, p353, p354, p355) =AVERAGE(q349, q350, q351, q352, q353, q354, q355) =AVERAGE(r349, r350, r351, r352, r353, r354, r355) =AVERAGE(s349, s350, s351, s352, s353, s354, s355) =AVERAGE(t349, t350, t351, t352, t353, t354, t355) =STDEV.P(a349, a350, a351, a352, a353, a354, a355) =STDEV.P(b349, b350, b351, b352, b353, b354, b355) =STDEV.P(c349, c350, c351, c352, c353, c354, c355) =STDEV.P(d349, d350, d351, d352, d353, d354, d355) =STDEV.P(e349, e350, e351, e352, e353, e354, e355) =STDEV.P(f349, f350, f351, f352, f353, f354, f355) =STDEV.P(g349, g350, g351, g352, g353, g354, g355) =STDEV.P(h349, h350, h351, h352, h353, h354, h355) =STDEV.P(i349, i350, i351, i352, i353, i354, i355) =STDEV.P(j349, j350, j351, j352, j353, j354, j355) =STDEV.P(k349, k350, k351, k352, k353, k354, k355) =STDEV.P(l349, l350, l351, l352, l353, l354, l355) =STDEV.P(m349, m350, m351, m352, m353, m354, m355) =STDEV.P(n349, n350, n351, n352, n353, n354, n355) =STDEV.P(o349, o350, o351, o352, o353, o354, o355) =STDEV.P(p349, p350, p351, p352, p353, p354, p355) =STDEV.P(q349, q350, q351, q352, q353, q354, q355) =STDEV.P(r349, r350, r351, r352, r353, r354, r355) =STDEV.P(s349, s350, s351, s352, s353, s354, s355) =STDEV.P(t349, t350, t351, t352, t353, t354, t355) +=AVERAGE(a356, a357, a358, a359, a360, a361, a362) =AVERAGE(b356, b357, b358, b359, b360, b361, b362) =AVERAGE(c356, c357, c358, c359, c360, c361, c362) =AVERAGE(d356, d357, d358, d359, d360, d361, d362) =AVERAGE(e356, e357, e358, e359, e360, e361, e362) =AVERAGE(f356, f357, f358, f359, f360, f361, f362) =AVERAGE(g356, g357, g358, g359, g360, g361, g362) =AVERAGE(h356, h357, h358, h359, h360, h361, h362) =AVERAGE(i356, i357, i358, i359, i360, i361, i362) =AVERAGE(j356, j357, j358, j359, j360, j361, j362) =AVERAGE(k356, k357, k358, k359, k360, k361, k362) =AVERAGE(l356, l357, l358, l359, l360, l361, l362) =AVERAGE(m356, m357, m358, m359, m360, m361, m362) =AVERAGE(n356, n357, n358, n359, n360, n361, n362) =AVERAGE(o356, o357, o358, o359, o360, o361, o362) =AVERAGE(p356, p357, p358, p359, p360, p361, p362) =AVERAGE(q356, q357, q358, q359, q360, q361, q362) =AVERAGE(r356, r357, r358, r359, r360, r361, r362) =AVERAGE(s356, s357, s358, s359, s360, s361, s362) =AVERAGE(t356, t357, t358, t359, t360, t361, t362) =STDEV.P(a356, a357, a358, a359, a360, a361, a362) =STDEV.P(b356, b357, b358, b359, b360, b361, b362) =STDEV.P(c356, c357, c358, c359, c360, c361, c362) =STDEV.P(d356, d357, d358, d359, d360, d361, d362) =STDEV.P(e356, e357, e358, e359, e360, e361, e362) =STDEV.P(f356, f357, f358, f359, f360, f361, f362) =STDEV.P(g356, g357, g358, g359, g360, g361, g362) =STDEV.P(h356, h357, h358, h359, h360, h361, h362) =STDEV.P(i356, i357, i358, i359, i360, i361, i362) =STDEV.P(j356, j357, j358, j359, j360, j361, j362) =STDEV.P(k356, k357, k358, k359, k360, k361, k362) =STDEV.P(l356, l357, l358, l359, l360, l361, l362) =STDEV.P(m356, m357, m358, m359, m360, m361, m362) =STDEV.P(n356, n357, n358, n359, n360, n361, n362) =STDEV.P(o356, o357, o358, o359, o360, o361, o362) =STDEV.P(p356, p357, p358, p359, p360, p361, p362) =STDEV.P(q356, q357, q358, q359, q360, q361, q362) =STDEV.P(r356, r357, r358, r359, r360, r361, r362) =STDEV.P(s356, s357, s358, s359, s360, s361, s362) =STDEV.P(t356, t357, t358, t359, t360, t361, t362) +=AVERAGE(a363, a364, a365, a366, a367, a368, a369) =AVERAGE(b363, b364, b365, b366, b367, b368, b369) =AVERAGE(c363, c364, c365, c366, c367, c368, c369) =AVERAGE(d363, d364, d365, d366, d367, d368, d369) =AVERAGE(e363, e364, e365, e366, e367, e368, e369) =AVERAGE(f363, f364, f365, f366, f367, f368, f369) =AVERAGE(g363, g364, g365, g366, g367, g368, g369) =AVERAGE(h363, h364, h365, h366, h367, h368, h369) =AVERAGE(i363, i364, i365, i366, i367, i368, i369) =AVERAGE(j363, j364, j365, j366, j367, j368, j369) =AVERAGE(k363, k364, k365, k366, k367, k368, k369) =AVERAGE(l363, l364, l365, l366, l367, l368, l369) =AVERAGE(m363, m364, m365, m366, m367, m368, m369) =AVERAGE(n363, n364, n365, n366, n367, n368, n369) =AVERAGE(o363, o364, o365, o366, o367, o368, o369) =AVERAGE(p363, p364, p365, p366, p367, p368, p369) =AVERAGE(q363, q364, q365, q366, q367, q368, q369) =AVERAGE(r363, r364, r365, r366, r367, r368, r369) =AVERAGE(s363, s364, s365, s366, s367, s368, s369) =AVERAGE(t363, t364, t365, t366, t367, t368, t369) =STDEV.P(a363, a364, a365, a366, a367, a368, a369) =STDEV.P(b363, b364, b365, b366, b367, b368, b369) =STDEV.P(c363, c364, c365, c366, c367, c368, c369) =STDEV.P(d363, d364, d365, d366, d367, d368, d369) =STDEV.P(e363, e364, e365, e366, e367, e368, e369) =STDEV.P(f363, f364, f365, f366, f367, f368, f369) =STDEV.P(g363, g364, g365, g366, g367, g368, g369) =STDEV.P(h363, h364, h365, h366, h367, h368, h369) =STDEV.P(i363, i364, i365, i366, i367, i368, i369) =STDEV.P(j363, j364, j365, j366, j367, j368, j369) =STDEV.P(k363, k364, k365, k366, k367, k368, k369) =STDEV.P(l363, l364, l365, l366, l367, l368, l369) =STDEV.P(m363, m364, m365, m366, m367, m368, m369) =STDEV.P(n363, n364, n365, n366, n367, n368, n369) =STDEV.P(o363, o364, o365, o366, o367, o368, o369) =STDEV.P(p363, p364, p365, p366, p367, p368, p369) =STDEV.P(q363, q364, q365, q366, q367, q368, q369) =STDEV.P(r363, r364, r365, r366, r367, r368, r369) =STDEV.P(s363, s364, s365, s366, s367, s368, s369) =STDEV.P(t363, t364, t365, t366, t367, t368, t369) +=AVERAGE(a370, a371, a372, a373, a374, a375, a376) =AVERAGE(b370, b371, b372, b373, b374, b375, b376) =AVERAGE(c370, c371, c372, c373, c374, c375, c376) =AVERAGE(d370, d371, d372, d373, d374, d375, d376) =AVERAGE(e370, e371, e372, e373, e374, e375, e376) =AVERAGE(f370, f371, f372, f373, f374, f375, f376) =AVERAGE(g370, g371, g372, g373, g374, g375, g376) =AVERAGE(h370, h371, h372, h373, h374, h375, h376) =AVERAGE(i370, i371, i372, i373, i374, i375, i376) =AVERAGE(j370, j371, j372, j373, j374, j375, j376) =AVERAGE(k370, k371, k372, k373, k374, k375, k376) =AVERAGE(l370, l371, l372, l373, l374, l375, l376) =AVERAGE(m370, m371, m372, m373, m374, m375, m376) =AVERAGE(n370, n371, n372, n373, n374, n375, n376) =AVERAGE(o370, o371, o372, o373, o374, o375, o376) =AVERAGE(p370, p371, p372, p373, p374, p375, p376) =AVERAGE(q370, q371, q372, q373, q374, q375, q376) =AVERAGE(r370, r371, r372, r373, r374, r375, r376) =AVERAGE(s370, s371, s372, s373, s374, s375, s376) =AVERAGE(t370, t371, t372, t373, t374, t375, t376) =STDEV.P(a370, a371, a372, a373, a374, a375, a376) =STDEV.P(b370, b371, b372, b373, b374, b375, b376) =STDEV.P(c370, c371, c372, c373, c374, c375, c376) =STDEV.P(d370, d371, d372, d373, d374, d375, d376) =STDEV.P(e370, e371, e372, e373, e374, e375, e376) =STDEV.P(f370, f371, f372, f373, f374, f375, f376) =STDEV.P(g370, g371, g372, g373, g374, g375, g376) =STDEV.P(h370, h371, h372, h373, h374, h375, h376) =STDEV.P(i370, i371, i372, i373, i374, i375, i376) =STDEV.P(j370, j371, j372, j373, j374, j375, j376) =STDEV.P(k370, k371, k372, k373, k374, k375, k376) =STDEV.P(l370, l371, l372, l373, l374, l375, l376) =STDEV.P(m370, m371, m372, m373, m374, m375, m376) =STDEV.P(n370, n371, n372, n373, n374, n375, n376) =STDEV.P(o370, o371, o372, o373, o374, o375, o376) =STDEV.P(p370, p371, p372, p373, p374, p375, p376) =STDEV.P(q370, q371, q372, q373, q374, q375, q376) =STDEV.P(r370, r371, r372, r373, r374, r375, r376) =STDEV.P(s370, s371, s372, s373, s374, s375, s376) =STDEV.P(t370, t371, t372, t373, t374, t375, t376) +=AVERAGE(a377, a378, a379, a380, a381, a382, a383) =AVERAGE(b377, b378, b379, b380, b381, b382, b383) =AVERAGE(c377, c378, c379, c380, c381, c382, c383) =AVERAGE(d377, d378, d379, d380, d381, d382, d383) =AVERAGE(e377, e378, e379, e380, e381, e382, e383) =AVERAGE(f377, f378, f379, f380, f381, f382, f383) =AVERAGE(g377, g378, g379, g380, g381, g382, g383) =AVERAGE(h377, h378, h379, h380, h381, h382, h383) =AVERAGE(i377, i378, i379, i380, i381, i382, i383) =AVERAGE(j377, j378, j379, j380, j381, j382, j383) =AVERAGE(k377, k378, k379, k380, k381, k382, k383) =AVERAGE(l377, l378, l379, l380, l381, l382, l383) =AVERAGE(m377, m378, m379, m380, m381, m382, m383) =AVERAGE(n377, n378, n379, n380, n381, n382, n383) =AVERAGE(o377, o378, o379, o380, o381, o382, o383) =AVERAGE(p377, p378, p379, p380, p381, p382, p383) =AVERAGE(q377, q378, q379, q380, q381, q382, q383) =AVERAGE(r377, r378, r379, r380, r381, r382, r383) =AVERAGE(s377, s378, s379, s380, s381, s382, s383) =AVERAGE(t377, t378, t379, t380, t381, t382, t383) =STDEV.P(a377, a378, a379, a380, a381, a382, a383) =STDEV.P(b377, b378, b379, b380, b381, b382, b383) =STDEV.P(c377, c378, c379, c380, c381, c382, c383) =STDEV.P(d377, d378, d379, d380, d381, d382, d383) =STDEV.P(e377, e378, e379, e380, e381, e382, e383) =STDEV.P(f377, f378, f379, f380, f381, f382, f383) =STDEV.P(g377, g378, g379, g380, g381, g382, g383) =STDEV.P(h377, h378, h379, h380, h381, h382, h383) =STDEV.P(i377, i378, i379, i380, i381, i382, i383) =STDEV.P(j377, j378, j379, j380, j381, j382, j383) =STDEV.P(k377, k378, k379, k380, k381, k382, k383) =STDEV.P(l377, l378, l379, l380, l381, l382, l383) =STDEV.P(m377, m378, m379, m380, m381, m382, m383) =STDEV.P(n377, n378, n379, n380, n381, n382, n383) =STDEV.P(o377, o378, o379, o380, o381, o382, o383) =STDEV.P(p377, p378, p379, p380, p381, p382, p383) =STDEV.P(q377, q378, q379, q380, q381, q382, q383) =STDEV.P(r377, r378, r379, r380, r381, r382, r383) =STDEV.P(s377, s378, s379, s380, s381, s382, s383) =STDEV.P(t377, t378, t379, t380, t381, t382, t383) +=AVERAGE(a384, a385, a386, a387, a388, a389, a390) =AVERAGE(b384, b385, b386, b387, b388, b389, b390) =AVERAGE(c384, c385, c386, c387, c388, c389, c390) =AVERAGE(d384, d385, d386, d387, d388, d389, d390) =AVERAGE(e384, e385, e386, e387, e388, e389, e390) =AVERAGE(f384, f385, f386, f387, f388, f389, f390) =AVERAGE(g384, g385, g386, g387, g388, g389, g390) =AVERAGE(h384, h385, h386, h387, h388, h389, h390) =AVERAGE(i384, i385, i386, i387, i388, i389, i390) =AVERAGE(j384, j385, j386, j387, j388, j389, j390) =AVERAGE(k384, k385, k386, k387, k388, k389, k390) =AVERAGE(l384, l385, l386, l387, l388, l389, l390) =AVERAGE(m384, m385, m386, m387, m388, m389, m390) =AVERAGE(n384, n385, n386, n387, n388, n389, n390) =AVERAGE(o384, o385, o386, o387, o388, o389, o390) =AVERAGE(p384, p385, p386, p387, p388, p389, p390) =AVERAGE(q384, q385, q386, q387, q388, q389, q390) =AVERAGE(r384, r385, r386, r387, r388, r389, r390) =AVERAGE(s384, s385, s386, s387, s388, s389, s390) =AVERAGE(t384, t385, t386, t387, t388, t389, t390) =STDEV.P(a384, a385, a386, a387, a388, a389, a390) =STDEV.P(b384, b385, b386, b387, b388, b389, b390) =STDEV.P(c384, c385, c386, c387, c388, c389, c390) =STDEV.P(d384, d385, d386, d387, d388, d389, d390) =STDEV.P(e384, e385, e386, e387, e388, e389, e390) =STDEV.P(f384, f385, f386, f387, f388, f389, f390) =STDEV.P(g384, g385, g386, g387, g388, g389, g390) =STDEV.P(h384, h385, h386, h387, h388, h389, h390) =STDEV.P(i384, i385, i386, i387, i388, i389, i390) =STDEV.P(j384, j385, j386, j387, j388, j389, j390) =STDEV.P(k384, k385, k386, k387, k388, k389, k390) =STDEV.P(l384, l385, l386, l387, l388, l389, l390) =STDEV.P(m384, m385, m386, m387, m388, m389, m390) =STDEV.P(n384, n385, n386, n387, n388, n389, n390) =STDEV.P(o384, o385, o386, o387, o388, o389, o390) =STDEV.P(p384, p385, p386, p387, p388, p389, p390) =STDEV.P(q384, q385, q386, q387, q388, q389, q390) =STDEV.P(r384, r385, r386, r387, r388, r389, r390) =STDEV.P(s384, s385, s386, s387, s388, s389, s390) =STDEV.P(t384, t385, t386, t387, t388, t389, t390) +=AVERAGE(a391, a392, a393, a394, a395, a396, a397) =AVERAGE(b391, b392, b393, b394, b395, b396, b397) =AVERAGE(c391, c392, c393, c394, c395, c396, c397) =AVERAGE(d391, d392, d393, d394, d395, d396, d397) =AVERAGE(e391, e392, e393, e394, e395, e396, e397) =AVERAGE(f391, f392, f393, f394, f395, f396, f397) =AVERAGE(g391, g392, g393, g394, g395, g396, g397) =AVERAGE(h391, h392, h393, h394, h395, h396, h397) =AVERAGE(i391, i392, i393, i394, i395, i396, i397) =AVERAGE(j391, j392, j393, j394, j395, j396, j397) =AVERAGE(k391, k392, k393, k394, k395, k396, k397) =AVERAGE(l391, l392, l393, l394, l395, l396, l397) =AVERAGE(m391, m392, m393, m394, m395, m396, m397) =AVERAGE(n391, n392, n393, n394, n395, n396, n397) =AVERAGE(o391, o392, o393, o394, o395, o396, o397) =AVERAGE(p391, p392, p393, p394, p395, p396, p397) =AVERAGE(q391, q392, q393, q394, q395, q396, q397) =AVERAGE(r391, r392, r393, r394, r395, r396, r397) =AVERAGE(s391, s392, s393, s394, s395, s396, s397) =AVERAGE(t391, t392, t393, t394, t395, t396, t397) =STDEV.P(a391, a392, a393, a394, a395, a396, a397) =STDEV.P(b391, b392, b393, b394, b395, b396, b397) =STDEV.P(c391, c392, c393, c394, c395, c396, c397) =STDEV.P(d391, d392, d393, d394, d395, d396, d397) =STDEV.P(e391, e392, e393, e394, e395, e396, e397) =STDEV.P(f391, f392, f393, f394, f395, f396, f397) =STDEV.P(g391, g392, g393, g394, g395, g396, g397) =STDEV.P(h391, h392, h393, h394, h395, h396, h397) =STDEV.P(i391, i392, i393, i394, i395, i396, i397) =STDEV.P(j391, j392, j393, j394, j395, j396, j397) =STDEV.P(k391, k392, k393, k394, k395, k396, k397) =STDEV.P(l391, l392, l393, l394, l395, l396, l397) =STDEV.P(m391, m392, m393, m394, m395, m396, m397) =STDEV.P(n391, n392, n393, n394, n395, n396, n397) =STDEV.P(o391, o392, o393, o394, o395, o396, o397) =STDEV.P(p391, p392, p393, p394, p395, p396, p397) =STDEV.P(q391, q392, q393, q394, q395, q396, q397) =STDEV.P(r391, r392, r393, r394, r395, r396, r397) =STDEV.P(s391, s392, s393, s394, s395, s396, s397) =STDEV.P(t391, t392, t393, t394, t395, t396, t397) +=AVERAGE(a398, a399, a400, a401, a402, a403, a404) =AVERAGE(b398, b399, b400, b401, b402, b403, b404) =AVERAGE(c398, c399, c400, c401, c402, c403, c404) =AVERAGE(d398, d399, d400, d401, d402, d403, d404) =AVERAGE(e398, e399, e400, e401, e402, e403, e404) =AVERAGE(f398, f399, f400, f401, f402, f403, f404) =AVERAGE(g398, g399, g400, g401, g402, g403, g404) =AVERAGE(h398, h399, h400, h401, h402, h403, h404) =AVERAGE(i398, i399, i400, i401, i402, i403, i404) =AVERAGE(j398, j399, j400, j401, j402, j403, j404) =AVERAGE(k398, k399, k400, k401, k402, k403, k404) =AVERAGE(l398, l399, l400, l401, l402, l403, l404) =AVERAGE(m398, m399, m400, m401, m402, m403, m404) =AVERAGE(n398, n399, n400, n401, n402, n403, n404) =AVERAGE(o398, o399, o400, o401, o402, o403, o404) =AVERAGE(p398, p399, p400, p401, p402, p403, p404) =AVERAGE(q398, q399, q400, q401, q402, q403, q404) =AVERAGE(r398, r399, r400, r401, r402, r403, r404) =AVERAGE(s398, s399, s400, s401, s402, s403, s404) =AVERAGE(t398, t399, t400, t401, t402, t403, t404) =STDEV.P(a398, a399, a400, a401, a402, a403, a404) =STDEV.P(b398, b399, b400, b401, b402, b403, b404) =STDEV.P(c398, c399, c400, c401, c402, c403, c404) =STDEV.P(d398, d399, d400, d401, d402, d403, d404) =STDEV.P(e398, e399, e400, e401, e402, e403, e404) =STDEV.P(f398, f399, f400, f401, f402, f403, f404) =STDEV.P(g398, g399, g400, g401, g402, g403, g404) =STDEV.P(h398, h399, h400, h401, h402, h403, h404) =STDEV.P(i398, i399, i400, i401, i402, i403, i404) =STDEV.P(j398, j399, j400, j401, j402, j403, j404) =STDEV.P(k398, k399, k400, k401, k402, k403, k404) =STDEV.P(l398, l399, l400, l401, l402, l403, l404) =STDEV.P(m398, m399, m400, m401, m402, m403, m404) =STDEV.P(n398, n399, n400, n401, n402, n403, n404) =STDEV.P(o398, o399, o400, o401, o402, o403, o404) =STDEV.P(p398, p399, p400, p401, p402, p403, p404) =STDEV.P(q398, q399, q400, q401, q402, q403, q404) =STDEV.P(r398, r399, r400, r401, r402, r403, r404) =STDEV.P(s398, s399, s400, s401, s402, s403, s404) =STDEV.P(t398, t399, t400, t401, t402, t403, t404) +=AVERAGE(a405, a406, a407, a408, a409, a410, a411) =AVERAGE(b405, b406, b407, b408, b409, b410, b411) =AVERAGE(c405, c406, c407, c408, c409, c410, c411) =AVERAGE(d405, d406, d407, d408, d409, d410, d411) =AVERAGE(e405, e406, e407, e408, e409, e410, e411) =AVERAGE(f405, f406, f407, f408, f409, f410, f411) =AVERAGE(g405, g406, g407, g408, g409, g410, g411) =AVERAGE(h405, h406, h407, h408, h409, h410, h411) =AVERAGE(i405, i406, i407, i408, i409, i410, i411) =AVERAGE(j405, j406, j407, j408, j409, j410, j411) =AVERAGE(k405, k406, k407, k408, k409, k410, k411) =AVERAGE(l405, l406, l407, l408, l409, l410, l411) =AVERAGE(m405, m406, m407, m408, m409, m410, m411) =AVERAGE(n405, n406, n407, n408, n409, n410, n411) =AVERAGE(o405, o406, o407, o408, o409, o410, o411) =AVERAGE(p405, p406, p407, p408, p409, p410, p411) =AVERAGE(q405, q406, q407, q408, q409, q410, q411) =AVERAGE(r405, r406, r407, r408, r409, r410, r411) =AVERAGE(s405, s406, s407, s408, s409, s410, s411) =AVERAGE(t405, t406, t407, t408, t409, t410, t411) =STDEV.P(a405, a406, a407, a408, a409, a410, a411) =STDEV.P(b405, b406, b407, b408, b409, b410, b411) =STDEV.P(c405, c406, c407, c408, c409, c410, c411) =STDEV.P(d405, d406, d407, d408, d409, d410, d411) =STDEV.P(e405, e406, e407, e408, e409, e410, e411) =STDEV.P(f405, f406, f407, f408, f409, f410, f411) =STDEV.P(g405, g406, g407, g408, g409, g410, g411) =STDEV.P(h405, h406, h407, h408, h409, h410, h411) =STDEV.P(i405, i406, i407, i408, i409, i410, i411) =STDEV.P(j405, j406, j407, j408, j409, j410, j411) =STDEV.P(k405, k406, k407, k408, k409, k410, k411) =STDEV.P(l405, l406, l407, l408, l409, l410, l411) =STDEV.P(m405, m406, m407, m408, m409, m410, m411) =STDEV.P(n405, n406, n407, n408, n409, n410, n411) =STDEV.P(o405, o406, o407, o408, o409, o410, o411) =STDEV.P(p405, p406, p407, p408, p409, p410, p411) =STDEV.P(q405, q406, q407, q408, q409, q410, q411) =STDEV.P(r405, r406, r407, r408, r409, r410, r411) =STDEV.P(s405, s406, s407, s408, s409, s410, s411) =STDEV.P(t405, t406, t407, t408, t409, t410, t411) +=AVERAGE(a412, a413, a414, a415, a416, a417, a418) =AVERAGE(b412, b413, b414, b415, b416, b417, b418) =AVERAGE(c412, c413, c414, c415, c416, c417, c418) =AVERAGE(d412, d413, d414, d415, d416, d417, d418) =AVERAGE(e412, e413, e414, e415, e416, e417, e418) =AVERAGE(f412, f413, f414, f415, f416, f417, f418) =AVERAGE(g412, g413, g414, g415, g416, g417, g418) =AVERAGE(h412, h413, h414, h415, h416, h417, h418) =AVERAGE(i412, i413, i414, i415, i416, i417, i418) =AVERAGE(j412, j413, j414, j415, j416, j417, j418) =AVERAGE(k412, k413, k414, k415, k416, k417, k418) =AVERAGE(l412, l413, l414, l415, l416, l417, l418) =AVERAGE(m412, m413, m414, m415, m416, m417, m418) =AVERAGE(n412, n413, n414, n415, n416, n417, n418) =AVERAGE(o412, o413, o414, o415, o416, o417, o418) =AVERAGE(p412, p413, p414, p415, p416, p417, p418) =AVERAGE(q412, q413, q414, q415, q416, q417, q418) =AVERAGE(r412, r413, r414, r415, r416, r417, r418) =AVERAGE(s412, s413, s414, s415, s416, s417, s418) =AVERAGE(t412, t413, t414, t415, t416, t417, t418) =STDEV.P(a412, a413, a414, a415, a416, a417, a418) =STDEV.P(b412, b413, b414, b415, b416, b417, b418) =STDEV.P(c412, c413, c414, c415, c416, c417, c418) =STDEV.P(d412, d413, d414, d415, d416, d417, d418) =STDEV.P(e412, e413, e414, e415, e416, e417, e418) =STDEV.P(f412, f413, f414, f415, f416, f417, f418) =STDEV.P(g412, g413, g414, g415, g416, g417, g418) =STDEV.P(h412, h413, h414, h415, h416, h417, h418) =STDEV.P(i412, i413, i414, i415, i416, i417, i418) =STDEV.P(j412, j413, j414, j415, j416, j417, j418) =STDEV.P(k412, k413, k414, k415, k416, k417, k418) =STDEV.P(l412, l413, l414, l415, l416, l417, l418) =STDEV.P(m412, m413, m414, m415, m416, m417, m418) =STDEV.P(n412, n413, n414, n415, n416, n417, n418) =STDEV.P(o412, o413, o414, o415, o416, o417, o418) =STDEV.P(p412, p413, p414, p415, p416, p417, p418) =STDEV.P(q412, q413, q414, q415, q416, q417, q418) =STDEV.P(r412, r413, r414, r415, r416, r417, r418) =STDEV.P(s412, s413, s414, s415, s416, s417, s418) =STDEV.P(t412, t413, t414, t415, t416, t417, t418) +=AVERAGE(a419, a420, a421, a422, a423, a424, a425) =AVERAGE(b419, b420, b421, b422, b423, b424, b425) =AVERAGE(c419, c420, c421, c422, c423, c424, c425) =AVERAGE(d419, d420, d421, d422, d423, d424, d425) =AVERAGE(e419, e420, e421, e422, e423, e424, e425) =AVERAGE(f419, f420, f421, f422, f423, f424, f425) =AVERAGE(g419, g420, g421, g422, g423, g424, g425) =AVERAGE(h419, h420, h421, h422, h423, h424, h425) =AVERAGE(i419, i420, i421, i422, i423, i424, i425) =AVERAGE(j419, j420, j421, j422, j423, j424, j425) =AVERAGE(k419, k420, k421, k422, k423, k424, k425) =AVERAGE(l419, l420, l421, l422, l423, l424, l425) =AVERAGE(m419, m420, m421, m422, m423, m424, m425) =AVERAGE(n419, n420, n421, n422, n423, n424, n425) =AVERAGE(o419, o420, o421, o422, o423, o424, o425) =AVERAGE(p419, p420, p421, p422, p423, p424, p425) =AVERAGE(q419, q420, q421, q422, q423, q424, q425) =AVERAGE(r419, r420, r421, r422, r423, r424, r425) =AVERAGE(s419, s420, s421, s422, s423, s424, s425) =AVERAGE(t419, t420, t421, t422, t423, t424, t425) =STDEV.P(a419, a420, a421, a422, a423, a424, a425) =STDEV.P(b419, b420, b421, b422, b423, b424, b425) =STDEV.P(c419, c420, c421, c422, c423, c424, c425) =STDEV.P(d419, d420, d421, d422, d423, d424, d425) =STDEV.P(e419, e420, e421, e422, e423, e424, e425) =STDEV.P(f419, f420, f421, f422, f423, f424, f425) =STDEV.P(g419, g420, g421, g422, g423, g424, g425) =STDEV.P(h419, h420, h421, h422, h423, h424, h425) =STDEV.P(i419, i420, i421, i422, i423, i424, i425) =STDEV.P(j419, j420, j421, j422, j423, j424, j425) =STDEV.P(k419, k420, k421, k422, k423, k424, k425) =STDEV.P(l419, l420, l421, l422, l423, l424, l425) =STDEV.P(m419, m420, m421, m422, m423, m424, m425) =STDEV.P(n419, n420, n421, n422, n423, n424, n425) =STDEV.P(o419, o420, o421, o422, o423, o424, o425) =STDEV.P(p419, p420, p421, p422, p423, p424, p425) =STDEV.P(q419, q420, q421, q422, q423, q424, q425) =STDEV.P(r419, r420, r421, r422, r423, r424, r425) =STDEV.P(s419, s420, s421, s422, s423, s424, s425) =STDEV.P(t419, t420, t421, t422, t423, t424, t425) +=AVERAGE(a426, a427, a428, a429, a430, a431, a432) =AVERAGE(b426, b427, b428, b429, b430, b431, b432) =AVERAGE(c426, c427, c428, c429, c430, c431, c432) =AVERAGE(d426, d427, d428, d429, d430, d431, d432) =AVERAGE(e426, e427, e428, e429, e430, e431, e432) =AVERAGE(f426, f427, f428, f429, f430, f431, f432) =AVERAGE(g426, g427, g428, g429, g430, g431, g432) =AVERAGE(h426, h427, h428, h429, h430, h431, h432) =AVERAGE(i426, i427, i428, i429, i430, i431, i432) =AVERAGE(j426, j427, j428, j429, j430, j431, j432) =AVERAGE(k426, k427, k428, k429, k430, k431, k432) =AVERAGE(l426, l427, l428, l429, l430, l431, l432) =AVERAGE(m426, m427, m428, m429, m430, m431, m432) =AVERAGE(n426, n427, n428, n429, n430, n431, n432) =AVERAGE(o426, o427, o428, o429, o430, o431, o432) =AVERAGE(p426, p427, p428, p429, p430, p431, p432) =AVERAGE(q426, q427, q428, q429, q430, q431, q432) =AVERAGE(r426, r427, r428, r429, r430, r431, r432) =AVERAGE(s426, s427, s428, s429, s430, s431, s432) =AVERAGE(t426, t427, t428, t429, t430, t431, t432) =STDEV.P(a426, a427, a428, a429, a430, a431, a432) =STDEV.P(b426, b427, b428, b429, b430, b431, b432) =STDEV.P(c426, c427, c428, c429, c430, c431, c432) =STDEV.P(d426, d427, d428, d429, d430, d431, d432) =STDEV.P(e426, e427, e428, e429, e430, e431, e432) =STDEV.P(f426, f427, f428, f429, f430, f431, f432) =STDEV.P(g426, g427, g428, g429, g430, g431, g432) =STDEV.P(h426, h427, h428, h429, h430, h431, h432) =STDEV.P(i426, i427, i428, i429, i430, i431, i432) =STDEV.P(j426, j427, j428, j429, j430, j431, j432) =STDEV.P(k426, k427, k428, k429, k430, k431, k432) =STDEV.P(l426, l427, l428, l429, l430, l431, l432) =STDEV.P(m426, m427, m428, m429, m430, m431, m432) =STDEV.P(n426, n427, n428, n429, n430, n431, n432) =STDEV.P(o426, o427, o428, o429, o430, o431, o432) =STDEV.P(p426, p427, p428, p429, p430, p431, p432) =STDEV.P(q426, q427, q428, q429, q430, q431, q432) =STDEV.P(r426, r427, r428, r429, r430, r431, r432) =STDEV.P(s426, s427, s428, s429, s430, s431, s432) =STDEV.P(t426, t427, t428, t429, t430, t431, t432) +=AVERAGE(a433, a434, a435, a436, a437, a438, a439) =AVERAGE(b433, b434, b435, b436, b437, b438, b439) =AVERAGE(c433, c434, c435, c436, c437, c438, c439) =AVERAGE(d433, d434, d435, d436, d437, d438, d439) =AVERAGE(e433, e434, e435, e436, e437, e438, e439) =AVERAGE(f433, f434, f435, f436, f437, f438, f439) =AVERAGE(g433, g434, g435, g436, g437, g438, g439) =AVERAGE(h433, h434, h435, h436, h437, h438, h439) =AVERAGE(i433, i434, i435, i436, i437, i438, i439) =AVERAGE(j433, j434, j435, j436, j437, j438, j439) =AVERAGE(k433, k434, k435, k436, k437, k438, k439) =AVERAGE(l433, l434, l435, l436, l437, l438, l439) =AVERAGE(m433, m434, m435, m436, m437, m438, m439) =AVERAGE(n433, n434, n435, n436, n437, n438, n439) =AVERAGE(o433, o434, o435, o436, o437, o438, o439) =AVERAGE(p433, p434, p435, p436, p437, p438, p439) =AVERAGE(q433, q434, q435, q436, q437, q438, q439) =AVERAGE(r433, r434, r435, r436, r437, r438, r439) =AVERAGE(s433, s434, s435, s436, s437, s438, s439) =AVERAGE(t433, t434, t435, t436, t437, t438, t439) =STDEV.P(a433, a434, a435, a436, a437, a438, a439) =STDEV.P(b433, b434, b435, b436, b437, b438, b439) =STDEV.P(c433, c434, c435, c436, c437, c438, c439) =STDEV.P(d433, d434, d435, d436, d437, d438, d439) =STDEV.P(e433, e434, e435, e436, e437, e438, e439) =STDEV.P(f433, f434, f435, f436, f437, f438, f439) =STDEV.P(g433, g434, g435, g436, g437, g438, g439) =STDEV.P(h433, h434, h435, h436, h437, h438, h439) =STDEV.P(i433, i434, i435, i436, i437, i438, i439) =STDEV.P(j433, j434, j435, j436, j437, j438, j439) =STDEV.P(k433, k434, k435, k436, k437, k438, k439) =STDEV.P(l433, l434, l435, l436, l437, l438, l439) =STDEV.P(m433, m434, m435, m436, m437, m438, m439) =STDEV.P(n433, n434, n435, n436, n437, n438, n439) =STDEV.P(o433, o434, o435, o436, o437, o438, o439) =STDEV.P(p433, p434, p435, p436, p437, p438, p439) =STDEV.P(q433, q434, q435, q436, q437, q438, q439) =STDEV.P(r433, r434, r435, r436, r437, r438, r439) =STDEV.P(s433, s434, s435, s436, s437, s438, s439) =STDEV.P(t433, t434, t435, t436, t437, t438, t439) +=AVERAGE(a440, a441, a442, a443, a444, a445, a446) =AVERAGE(b440, b441, b442, b443, b444, b445, b446) =AVERAGE(c440, c441, c442, c443, c444, c445, c446) =AVERAGE(d440, d441, d442, d443, d444, d445, d446) =AVERAGE(e440, e441, e442, e443, e444, e445, e446) =AVERAGE(f440, f441, f442, f443, f444, f445, f446) =AVERAGE(g440, g441, g442, g443, g444, g445, g446) =AVERAGE(h440, h441, h442, h443, h444, h445, h446) =AVERAGE(i440, i441, i442, i443, i444, i445, i446) =AVERAGE(j440, j441, j442, j443, j444, j445, j446) =AVERAGE(k440, k441, k442, k443, k444, k445, k446) =AVERAGE(l440, l441, l442, l443, l444, l445, l446) =AVERAGE(m440, m441, m442, m443, m444, m445, m446) =AVERAGE(n440, n441, n442, n443, n444, n445, n446) =AVERAGE(o440, o441, o442, o443, o444, o445, o446) =AVERAGE(p440, p441, p442, p443, p444, p445, p446) =AVERAGE(q440, q441, q442, q443, q444, q445, q446) =AVERAGE(r440, r441, r442, r443, r444, r445, r446) =AVERAGE(s440, s441, s442, s443, s444, s445, s446) =AVERAGE(t440, t441, t442, t443, t444, t445, t446) =STDEV.P(a440, a441, a442, a443, a444, a445, a446) =STDEV.P(b440, b441, b442, b443, b444, b445, b446) =STDEV.P(c440, c441, c442, c443, c444, c445, c446) =STDEV.P(d440, d441, d442, d443, d444, d445, d446) =STDEV.P(e440, e441, e442, e443, e444, e445, e446) =STDEV.P(f440, f441, f442, f443, f444, f445, f446) =STDEV.P(g440, g441, g442, g443, g444, g445, g446) =STDEV.P(h440, h441, h442, h443, h444, h445, h446) =STDEV.P(i440, i441, i442, i443, i444, i445, i446) =STDEV.P(j440, j441, j442, j443, j444, j445, j446) =STDEV.P(k440, k441, k442, k443, k444, k445, k446) =STDEV.P(l440, l441, l442, l443, l444, l445, l446) =STDEV.P(m440, m441, m442, m443, m444, m445, m446) =STDEV.P(n440, n441, n442, n443, n444, n445, n446) =STDEV.P(o440, o441, o442, o443, o444, o445, o446) =STDEV.P(p440, p441, p442, p443, p444, p445, p446) =STDEV.P(q440, q441, q442, q443, q444, q445, q446) =STDEV.P(r440, r441, r442, r443, r444, r445, r446) =STDEV.P(s440, s441, s442, s443, s444, s445, s446) =STDEV.P(t440, t441, t442, t443, t444, t445, t446) +=AVERAGE(a447, a448, a449, a450, a451, a452) =AVERAGE(b447, b448, b449, b450, b451, b452) =AVERAGE(c447, c448, c449, c450, c451, c452) =AVERAGE(d447, d448, d449, d450, d451, d452) =AVERAGE(e447, e448, e449, e450, e451, e452) =AVERAGE(f447, f448, f449, f450, f451, f452) =AVERAGE(g447, g448, g449, g450, g451, g452) =AVERAGE(h447, h448, h449, h450, h451, h452) =AVERAGE(i447, i448, i449, i450, i451, i452) =AVERAGE(j447, j448, j449, j450, j451, j452) =AVERAGE(k447, k448, k449, k450, k451, k452) =AVERAGE(l447, l448, l449, l450, l451, l452) =AVERAGE(m447, m448, m449, m450, m451, m452) =AVERAGE(n447, n448, n449, n450, n451, n452) =AVERAGE(o447, o448, o449, o450, o451, o452) =AVERAGE(p447, p448, p449, p450, p451, p452) =AVERAGE(q447, q448, q449, q450, q451, q452) =AVERAGE(r447, r448, r449, r450, r451, r452) =AVERAGE(s447, s448, s449, s450, s451, s452) =AVERAGE(t447, t448, t449, t450, t451, t452) =STDEV.P(a447, a448, a449, a450, a451, a452) =STDEV.P(b447, b448, b449, b450, b451, b452) =STDEV.P(c447, c448, c449, c450, c451, c452) =STDEV.P(d447, d448, d449, d450, d451, d452) =STDEV.P(e447, e448, e449, e450, e451, e452) =STDEV.P(f447, f448, f449, f450, f451, f452) =STDEV.P(g447, g448, g449, g450, g451, g452) =STDEV.P(h447, h448, h449, h450, h451, h452) =STDEV.P(i447, i448, i449, i450, i451, i452) =STDEV.P(j447, j448, j449, j450, j451, j452) =STDEV.P(k447, k448, k449, k450, k451, k452) =STDEV.P(l447, l448, l449, l450, l451, l452) =STDEV.P(m447, m448, m449, m450, m451, m452) =STDEV.P(n447, n448, n449, n450, n451, n452) =STDEV.P(o447, o448, o449, o450, o451, o452) =STDEV.P(p447, p448, p449, p450, p451, p452) =STDEV.P(q447, q448, q449, q450, q451, q452) =STDEV.P(r447, r448, r449, r450, r451, r452) =STDEV.P(s447, s448, s449, s450, s451, s452) =STDEV.P(t447, t448, t449, t450, t451, t452) +=AVERAGE(a453, a454, a455, a456, a457, a458) =AVERAGE(b453, b454, b455, b456, b457, b458) =AVERAGE(c453, c454, c455, c456, c457, c458) =AVERAGE(d453, d454, d455, d456, d457, d458) =AVERAGE(e453, e454, e455, e456, e457, e458) =AVERAGE(f453, f454, f455, f456, f457, f458) =AVERAGE(g453, g454, g455, g456, g457, g458) =AVERAGE(h453, h454, h455, h456, h457, h458) =AVERAGE(i453, i454, i455, i456, i457, i458) =AVERAGE(j453, j454, j455, j456, j457, j458) =AVERAGE(k453, k454, k455, k456, k457, k458) =AVERAGE(l453, l454, l455, l456, l457, l458) =AVERAGE(m453, m454, m455, m456, m457, m458) =AVERAGE(n453, n454, n455, n456, n457, n458) =AVERAGE(o453, o454, o455, o456, o457, o458) =AVERAGE(p453, p454, p455, p456, p457, p458) =AVERAGE(q453, q454, q455, q456, q457, q458) =AVERAGE(r453, r454, r455, r456, r457, r458) =AVERAGE(s453, s454, s455, s456, s457, s458) =AVERAGE(t453, t454, t455, t456, t457, t458) =STDEV.P(a453, a454, a455, a456, a457, a458) =STDEV.P(b453, b454, b455, b456, b457, b458) =STDEV.P(c453, c454, c455, c456, c457, c458) =STDEV.P(d453, d454, d455, d456, d457, d458) =STDEV.P(e453, e454, e455, e456, e457, e458) =STDEV.P(f453, f454, f455, f456, f457, f458) =STDEV.P(g453, g454, g455, g456, g457, g458) =STDEV.P(h453, h454, h455, h456, h457, h458) =STDEV.P(i453, i454, i455, i456, i457, i458) =STDEV.P(j453, j454, j455, j456, j457, j458) =STDEV.P(k453, k454, k455, k456, k457, k458) =STDEV.P(l453, l454, l455, l456, l457, l458) =STDEV.P(m453, m454, m455, m456, m457, m458) =STDEV.P(n453, n454, n455, n456, n457, n458) =STDEV.P(o453, o454, o455, o456, o457, o458) =STDEV.P(p453, p454, p455, p456, p457, p458) =STDEV.P(q453, q454, q455, q456, q457, q458) =STDEV.P(r453, r454, r455, r456, r457, r458) =STDEV.P(s453, s454, s455, s456, s457, s458) =STDEV.P(t453, t454, t455, t456, t457, t458) +=AVERAGE(a459, a460, a461, a462, a463, a464) =AVERAGE(b459, b460, b461, b462, b463, b464) =AVERAGE(c459, c460, c461, c462, c463, c464) =AVERAGE(d459, d460, d461, d462, d463, d464) =AVERAGE(e459, e460, e461, e462, e463, e464) =AVERAGE(f459, f460, f461, f462, f463, f464) =AVERAGE(g459, g460, g461, g462, g463, g464) =AVERAGE(h459, h460, h461, h462, h463, h464) =AVERAGE(i459, i460, i461, i462, i463, i464) =AVERAGE(j459, j460, j461, j462, j463, j464) =AVERAGE(k459, k460, k461, k462, k463, k464) =AVERAGE(l459, l460, l461, l462, l463, l464) =AVERAGE(m459, m460, m461, m462, m463, m464) =AVERAGE(n459, n460, n461, n462, n463, n464) =AVERAGE(o459, o460, o461, o462, o463, o464) =AVERAGE(p459, p460, p461, p462, p463, p464) =AVERAGE(q459, q460, q461, q462, q463, q464) =AVERAGE(r459, r460, r461, r462, r463, r464) =AVERAGE(s459, s460, s461, s462, s463, s464) =AVERAGE(t459, t460, t461, t462, t463, t464) =STDEV.P(a459, a460, a461, a462, a463, a464) =STDEV.P(b459, b460, b461, b462, b463, b464) =STDEV.P(c459, c460, c461, c462, c463, c464) =STDEV.P(d459, d460, d461, d462, d463, d464) =STDEV.P(e459, e460, e461, e462, e463, e464) =STDEV.P(f459, f460, f461, f462, f463, f464) =STDEV.P(g459, g460, g461, g462, g463, g464) =STDEV.P(h459, h460, h461, h462, h463, h464) =STDEV.P(i459, i460, i461, i462, i463, i464) =STDEV.P(j459, j460, j461, j462, j463, j464) =STDEV.P(k459, k460, k461, k462, k463, k464) =STDEV.P(l459, l460, l461, l462, l463, l464) =STDEV.P(m459, m460, m461, m462, m463, m464) =STDEV.P(n459, n460, n461, n462, n463, n464) =STDEV.P(o459, o460, o461, o462, o463, o464) =STDEV.P(p459, p460, p461, p462, p463, p464) =STDEV.P(q459, q460, q461, q462, q463, q464) =STDEV.P(r459, r460, r461, r462, r463, r464) =STDEV.P(s459, s460, s461, s462, s463, s464) =STDEV.P(t459, t460, t461, t462, t463, t464) +=AVERAGE(a465, a466, a467, a468, a469, a470) =AVERAGE(b465, b466, b467, b468, b469, b470) =AVERAGE(c465, c466, c467, c468, c469, c470) =AVERAGE(d465, d466, d467, d468, d469, d470) =AVERAGE(e465, e466, e467, e468, e469, e470) =AVERAGE(f465, f466, f467, f468, f469, f470) =AVERAGE(g465, g466, g467, g468, g469, g470) =AVERAGE(h465, h466, h467, h468, h469, h470) =AVERAGE(i465, i466, i467, i468, i469, i470) =AVERAGE(j465, j466, j467, j468, j469, j470) =AVERAGE(k465, k466, k467, k468, k469, k470) =AVERAGE(l465, l466, l467, l468, l469, l470) =AVERAGE(m465, m466, m467, m468, m469, m470) =AVERAGE(n465, n466, n467, n468, n469, n470) =AVERAGE(o465, o466, o467, o468, o469, o470) =AVERAGE(p465, p466, p467, p468, p469, p470) =AVERAGE(q465, q466, q467, q468, q469, q470) =AVERAGE(r465, r466, r467, r468, r469, r470) =AVERAGE(s465, s466, s467, s468, s469, s470) =AVERAGE(t465, t466, t467, t468, t469, t470) =STDEV.P(a465, a466, a467, a468, a469, a470) =STDEV.P(b465, b466, b467, b468, b469, b470) =STDEV.P(c465, c466, c467, c468, c469, c470) =STDEV.P(d465, d466, d467, d468, d469, d470) =STDEV.P(e465, e466, e467, e468, e469, e470) =STDEV.P(f465, f466, f467, f468, f469, f470) =STDEV.P(g465, g466, g467, g468, g469, g470) =STDEV.P(h465, h466, h467, h468, h469, h470) =STDEV.P(i465, i466, i467, i468, i469, i470) =STDEV.P(j465, j466, j467, j468, j469, j470) =STDEV.P(k465, k466, k467, k468, k469, k470) =STDEV.P(l465, l466, l467, l468, l469, l470) =STDEV.P(m465, m466, m467, m468, m469, m470) =STDEV.P(n465, n466, n467, n468, n469, n470) =STDEV.P(o465, o466, o467, o468, o469, o470) =STDEV.P(p465, p466, p467, p468, p469, p470) =STDEV.P(q465, q466, q467, q468, q469, q470) =STDEV.P(r465, r466, r467, r468, r469, r470) =STDEV.P(s465, s466, s467, s468, s469, s470) =STDEV.P(t465, t466, t467, t468, t469, t470) +=AVERAGE(a471, a472, a473, a474, a475, a476) =AVERAGE(b471, b472, b473, b474, b475, b476) =AVERAGE(c471, c472, c473, c474, c475, c476) =AVERAGE(d471, d472, d473, d474, d475, d476) =AVERAGE(e471, e472, e473, e474, e475, e476) =AVERAGE(f471, f472, f473, f474, f475, f476) =AVERAGE(g471, g472, g473, g474, g475, g476) =AVERAGE(h471, h472, h473, h474, h475, h476) =AVERAGE(i471, i472, i473, i474, i475, i476) =AVERAGE(j471, j472, j473, j474, j475, j476) =AVERAGE(k471, k472, k473, k474, k475, k476) =AVERAGE(l471, l472, l473, l474, l475, l476) =AVERAGE(m471, m472, m473, m474, m475, m476) =AVERAGE(n471, n472, n473, n474, n475, n476) =AVERAGE(o471, o472, o473, o474, o475, o476) =AVERAGE(p471, p472, p473, p474, p475, p476) =AVERAGE(q471, q472, q473, q474, q475, q476) =AVERAGE(r471, r472, r473, r474, r475, r476) =AVERAGE(s471, s472, s473, s474, s475, s476) =AVERAGE(t471, t472, t473, t474, t475, t476) =STDEV.P(a471, a472, a473, a474, a475, a476) =STDEV.P(b471, b472, b473, b474, b475, b476) =STDEV.P(c471, c472, c473, c474, c475, c476) =STDEV.P(d471, d472, d473, d474, d475, d476) =STDEV.P(e471, e472, e473, e474, e475, e476) =STDEV.P(f471, f472, f473, f474, f475, f476) =STDEV.P(g471, g472, g473, g474, g475, g476) =STDEV.P(h471, h472, h473, h474, h475, h476) =STDEV.P(i471, i472, i473, i474, i475, i476) =STDEV.P(j471, j472, j473, j474, j475, j476) =STDEV.P(k471, k472, k473, k474, k475, k476) =STDEV.P(l471, l472, l473, l474, l475, l476) =STDEV.P(m471, m472, m473, m474, m475, m476) =STDEV.P(n471, n472, n473, n474, n475, n476) =STDEV.P(o471, o472, o473, o474, o475, o476) =STDEV.P(p471, p472, p473, p474, p475, p476) =STDEV.P(q471, q472, q473, q474, q475, q476) =STDEV.P(r471, r472, r473, r474, r475, r476) =STDEV.P(s471, s472, s473, s474, s475, s476) =STDEV.P(t471, t472, t473, t474, t475, t476) + +0 0 0 0.0001 0 13.396 3.723 36 6 44 6 0 0.0001 0 13.396 3.723 36 6 44 6 +0 0 0 0.0001 0 12.716 3.642 12 6 20 6 0 0.0001 0 12.716 3.642 12 6 20 6 +0 0 0 0.0001 0 13.08 3.682 7 2 14 5 0 0.0001 0 13.08 3.682 7 2 14 5 +0 0 0 0.0001 0 13.137 3.675 12 4 9 5 0 0.0001 0 13.137 3.675 12 4 9 5 +0 0 0 0.0001 0 13.258 3.709 36 6 8 3 0 0.0001 0 13.258 3.709 36 6 8 3 +0 0 0 0.0001 0 12.945 3.655 35 5 4 2 0 0.0001 0 12.945 3.655 35 5 4 2 +0 0 0 0.0001 0 13.112 3.651 9 3 58 6 0 0.0001 0 13.112 3.651 9 3 58 6 +0 0 0 0.0002 0 13.13 3.653 16 4 14 5 0 0.0002 0 13.13 3.653 16 4 14 5 +0 0 0 0.0001 0 13.445 3.713 8 3 12 3 0 0.0001 0 13.445 3.713 8 3 12 3 +0 0 0 0.0001 0 13.178 3.644 11 3 15 4 0 0.0001 0 13.178 3.644 11 3 15 4 +1 0 0 0.0001 0 13.533 4.237 35 6 13 7 0 0.0001 0 13.465 3.98 36 6 44 6 +1 0 0 0.0001 0 13.071 4.139 18 5 8 4 0 0.0001 0 12.893 3.891 18 5 20 6 +1 0 0 0.0001 0 13.303 4.164 7 2 5 3 0 0.0001 0 13.191 3.923 7 2 14 5 +1 0 0 0.0001 0 13.016 4.133 7 3 21 7 0 0.0001 0 13.076 3.904 7 3 9 5 +1 0 0 0.0001 0 13.639 4.174 17 5 11 4 0 0.0001 0 13.449 3.941 36 6 8 3 +1 0 0 0.0001 0 13.132 4.161 32 8 7 6 0 0.0001 0 13.039 3.908 35 5 4 2 +1 0 0 0.0001 0 13.295 4.137 25 4 16 7 0 0.0001 0 13.203 3.894 9 3 58 6 +1 0 0 0.0002 0 13.412 4.122 16 4 13 5 0 0.0002 0 13.271 3.888 16 4 14 5 +1 0 0 0.0001 0 13.459 4.178 8 3 38 7 0 0.0001 0 13.452 3.946 8 3 12 3 +1 0 0 0.0001 0 13.375 4.137 7 2 10 6 0 0.0001 0 13.277 3.891 7 2 15 4 +2 0 0 0.0001 0 14.103 4.578 64 6 11 6 0 0.0001 0 13.678 4.179 36 6 44 6 +2 0 0 0.0001 0 13.651 4.449 15 4 30 8 0 0.0001 0 13.146 4.077 15 4 20 6 +2 0 0 0.0001 0 14.172 4.521 30 6 19 9 0 0.0001 0 13.518 4.123 7 2 14 5 +2 0 0 0.0001 0 13.694 4.478 7 3 9 7 0 0.0001 0 13.282 4.095 7 3 9 5 +2 0 0 0.0001 0 14.316 4.522 4 2 9 8 0 0.0001 0 13.738 4.135 4 2 8 3 +2 0 0 0.0002 0 13.624 4.467 19 6 9 7 0 0.0002 0 13.234 4.094 19 6 4 2 +2 0 0 0.0001 0 14.031 4.504 13 4 18 4 0 0.0001 0 13.479 4.097 13 4 58 6 +2 0 0 0.0001 0 14.202 4.513 41 8 35 9 0 0.0002 0 13.582 4.096 16 4 14 5 +2 0 0 0.0001 0 14.414 4.554 13 6 7 4 0 0.0001 0 13.773 4.148 13 6 12 3 +2 0 0 0.0001 0 14.134 4.534 15 5 15 5 0 0.0001 0 13.563 4.105 15 5 15 4 +3 0 0 0.0001 0 14.564 4.84 22 4 6 4 0 0.0001 0 13.899 4.345 22 4 44 6 +3 0 0 0.0002 0 14.331 4.707 19 7 24 7 0 0.0002 0 13.442 4.235 19 7 20 6 +3 0 0 0.0001 0 14.503 4.748 5 3 13 7 0 0.0001 0 13.764 4.279 7 2 14 5 +3 0 0 0.0001 0 14.67 4.832 5 3 15 5 0 0.0001 0 13.629 4.279 7 3 15 5 +3 0 0 0.0001 0 15.243 4.859 9 3 6 5 0 0.0001 0 14.114 4.316 4 2 8 3 +3 0 0 0.0001 0 14.249 4.758 23 9 44 12 0 0.0002 0 13.487 4.26 19 6 4 2 +3 0 0 0.0001 0 14.815 4.804 13 4 10 6 0 0.0001 0 13.813 4.274 13 4 58 6 +3 0 0 0.0001 0 14.742 4.754 8 4 18 8 0 0.0002 0 13.872 4.261 16 4 14 5 +3 0 0 0.0001 0 14.617 4.772 33 5 17 6 0 0.0001 0 13.984 4.304 13 6 12 3 +3 0 0 0.0001 0 14.877 4.801 11 3 18 5 0 0.0001 0 13.891 4.279 11 3 15 4 +4 0 0 0.0001 0 15.403 5.096 37 7 6 4 0 0.0001 0 14.2 4.495 22 4 44 6 +4 0 0 0.0001 0 15.01 4.96 16 6 10 5 0 0.0002 0 13.756 4.38 19 7 20 6 +4 0 0 0.0001 0 15.359 5.024 31 8 10 7 0 0.0001 0 14.083 4.428 7 2 14 5 +4 0 0 0.0001 0 15.335 5.032 19 6 9 4 0 0.0001 0 13.97 4.43 7 3 15 5 +4 0 0 0.0001 0 15.919 5.115 16 9 17 7 0 0.0001 0 14.475 4.476 4 2 8 3 +4 0 0 0.0002 0 14.972 4.999 42 11 8 4 0 0.0002 0 13.784 4.408 19 6 4 2 +4 0 0 0.0001 0 14.868 4.987 12 4 17 6 0 0.0001 0 14.024 4.417 13 4 58 6 +4 0 0 0.0001 0 15.458 5.025 36 7 23 7 0 0.0002 0 14.189 4.413 16 4 14 5 +4 0 0 0.0001 0 15.468 5.07 9 3 10 4 0 0.0001 0 14.28 4.457 9 3 12 3 +4 0 0 0.0002 0 15.51 5.028 28 8 6 5 0 0.0002 0 14.215 4.429 28 8 15 4 +5 0 0 0.0001 0 16.278 5.325 45 9 13 4 0 0.0001 0 14.546 4.633 45 9 44 6 +5 0 0 0.0002 0 15.588 5.195 15 5 6 4 0 0.0002 0 14.061 4.516 15 5 20 6 +5 0 0 0.0001 0 16.261 5.33 31 8 17 6 0 0.0001 0 14.446 4.578 7 2 14 5 +5 0 0 0.0001 0 16.129 5.265 24 6 18 6 0 0.0001 0 14.33 4.569 7 3 15 5 +5 0 0 0.0001 0 16.631 5.326 6 4 13 6 0 0.0001 0 14.834 4.618 6 4 8 3 +5 0 0 0.0002 0 15.736 5.23 23 7 6 4 0 0.0002 0 14.11 4.545 23 7 4 2 +5 0 0 0.0001 0 15.467 5.238 25 6 7 5 0 0.0001 0 14.264 4.554 25 6 58 6 +5 0 0 0.0001 0 15.857 5.234 37 7 29 8 0 0.0002 0 14.467 4.55 16 4 14 5 +5 0 0 0.0001 0 15.673 5.151 19 5 6 4 0 0.0001 0 14.513 4.573 9 3 12 3 +5 0 0 0.0003 0 16.161 5.219 10 3 41 9 0 0.0003 0 14.539 4.56 10 3 15 4 +6 0 0 0.0002 0 17.203 5.529 20 7 16 6 0 0.0002 0 14.926 4.761 20 7 44 6 +6 0 0 0.0002 0 16.23 5.387 18 5 7 5 0 0.0002 0 14.371 4.64 18 5 20 6 +6 0 0 0.0001 0 17.187 5.545 30 8 13 4 0 0.0001 0 14.838 4.716 7 2 14 5 +6 0 0 0.0002 0 16.649 5.44 31 9 8 6 0 0.0002 0 14.661 4.694 31 9 15 5 +6 0 0 0.0001 0 17.223 5.533 58 10 11 6 0 0.0001 0 15.176 4.748 6 4 8 3 +6 0 0 0.0002 0 16.65 5.481 26 10 10 5 0 0.0002 0 14.473 4.679 23 7 4 2 +6 0 0 0.0001 0 16.191 5.461 16 5 8 4 0 0.0001 0 14.54 4.683 25 6 58 6 +6 0 0 0.0001 0 16.551 5.41 8 4 32 14 0 0.0002 0 14.765 4.673 16 4 14 5 +6 0 0 0.0001 0 15.894 5.286 21 7 15 7 0 0.0001 0 14.71 4.675 9 3 12 3 +6 0 0 0.0003 0 16.738 5.388 42 11 15 6 0 0.0003 0 14.853 4.679 42 11 15 4 +7 0 0 0.0007 0 17.852 5.727 21 7 23 8 0 0.0007 0 15.292 4.882 21 7 44 6 +7 0 0 0.0006 0 16.605 5.503 16 5 19 9 0 0.0006 0 14.65 4.748 16 5 20 6 +7 0 0 0.0001 0 18.364 5.765 24 6 21 8 0 0.0001 0 15.279 4.848 7 2 14 5 +7 0 0 0.0002 0 17.373 5.66 25 5 19 6 0 0.0002 0 15 4.814 31 9 15 5 +7 0 0 0.0002 0 17.819 5.765 16 5 25 7 0 0.0002 0 15.506 4.875 16 5 8 3 +7 0 0 0.0002 0 17.588 5.724 21 7 14 6 0 0.0002 0 14.862 4.809 23 7 4 2 +7 0 0 0.0001 0 16.458 5.559 45 10 21 7 0 0.0001 0 14.78 4.793 25 6 58 6 +7 0 0 0.0002 0 16.827 5.508 20 5 17 6 0 0.0002 0 15.023 4.777 20 5 14 5 +7 0 0 0.0001 0 16.19 5.425 21 7 27 9 0 0.0001 0 14.895 4.769 9 3 12 3 +7 0 0 0.0004 0 17.459 5.573 19 6 9 6 0 0.0004 0 15.179 4.79 19 6 15 4 +8 0 0 0.0007 0 18.586 5.872 30 7 18 6 0 0.0007 0 15.658 4.992 30 7 44 6 +8 0 0 0.0006 0 17.462 5.702 11 4 24 10 0 0.0006 0 14.963 4.854 11 4 20 6 +8 0 0 0.0001 0 20.439 6.112 96 16 55 11 0 0.0001 0 15.852 4.988 7 2 14 5 +8 0 0 0.0002 0 18.07 5.82 24 5 38 8 0 0.0002 0 15.341 4.926 31 9 15 5 +8 0 0 0.0001 0 18.381 5.904 10 5 42 10 0 0.0002 0 15.825 4.99 16 5 8 3 +8 0 0 0.0002 0 18.479 5.971 39 10 71 14 0 0.0002 0 15.264 4.939 39 10 4 2 +8 0 0 0.0001 0 16.892 5.669 65 10 14 6 0 0.0001 0 15.014 4.89 25 6 58 6 +8 0 0 0.0002 0 17.571 5.703 27 9 13 7 0 0.0002 0 15.306 4.88 27 9 14 5 +8 0 0 0.0001 0 17.002 5.592 14 5 28 7 0 0.0001 0 15.129 4.86 9 3 12 3 +8 0 0 0.0007 0 18.76 5.89 43 12 38 11 0 0.0007 0 15.577 4.913 43 12 15 4 +9 0 0 0.0008 0 19.709 6.104 21 7 32 9 0 0.0008 0 16.063 5.103 21 7 44 6 +9 0 0 0.0006 0 17.826 5.853 11 4 16 6 0 0.0006 0 15.249 4.954 11 4 20 6 +9 0 0 0.0001 0 22.893 6.561 9 4 17 8 0 0.0001 0 16.556 5.145 9 4 14 5 +9 0 0 0.0002 0 18.579 5.923 31 5 10 5 0 0.0002 0 15.665 5.026 31 5 15 5 +9 0 0 0.0002 0 18.86 6.046 7 2 36 9 0 0.0002 0 16.129 5.095 16 5 8 3 +9 0 0 0.0007 0 19.715 6.264 23 7 27 8 0 0.0007 0 15.709 5.071 23 7 4 2 +9 0 0 0.0001 0 17.338 5.807 67 10 10 4 0 0.0001 0 15.247 4.982 25 6 58 6 +9 0 0 0.0002 0 18.106 5.841 24 8 49 9 0 0.0002 0 15.586 4.976 27 9 14 5 +9 0 0 0.0001 0 17.919 5.845 12 4 9 5 0 0.0001 0 15.408 4.959 9 3 12 3 +9 0 0.0001 0.0007 0 21.066 6.335 33 9 24 6 0 0.0007 0 16.126 5.055 33 9 15 4 +10 0 0 0.0017 0 21.21 6.354 42 7 11 6 0 0.0017 0 16.531 5.217 42 7 44 6 +10 0 0 0.0006 0 18.513 5.977 13 5 7 4 0 0.0006 0 15.546 5.047 13 5 20 6 +10 0 0 0.0001 0 26.462 7.181 22 5 78 10 0 0.0001 0 17.457 5.33 9 4 14 5 +10 0 0 0.0002 0 19.76 6.145 27 5 18 5 0 0.0002 0 16.037 5.127 27 5 15 5 +10 0 0 0.0001 0 19.27 6.221 18 6 10 5 0 0.0002 0 16.414 5.198 16 5 8 3 +10 0 0 0.0007 0 21.781 6.614 16 5 31 8 0 0.0007 0 16.261 5.211 23 7 4 2 +10 0 0 0.0001 0 17.832 5.929 71 10 37 8 0 0.0001 0 15.482 5.068 71 10 58 6 +10 0 0 0.0002 0 18.745 6.101 27 9 13 6 0 0.0002 0 15.873 5.078 27 9 14 5 +10 0 0 0.0001 0 19.043 6.058 9 3 28 10 0 0.0001 0 15.739 5.059 9 3 12 3 +10 0 0.0001 0.0009 0 25.198 7.048 49 12 12 5 0 0.0009 0 16.951 5.236 49 12 15 4 +11 0 0.0001 0.0024 0 24.192 6.764 45 7 56 17 0 0.0024 0 17.169 5.346 45 7 44 6 +11 0 0.0001 0.0008 0 20.833 6.304 16 4 67 12 0 0.0008 0 15.986 5.152 16 4 20 6 +11 0 0.0001 0.0001 0 30.475 7.889 25 7 39 8 0 0.0001 0 18.542 5.544 25 7 14 5 +11 0 0 0.0003 0 21.518 6.44 51 10 11 6 0 0.0003 0 16.494 5.237 51 10 15 5 +11 0 0 0.0002 0 20.219 6.405 17 5 10 4 0 0.0002 0 16.731 5.298 17 5 8 3 +11 0 0 0.0008 0 24.359 7.048 18 7 62 9 0 0.0008 0 16.936 5.364 18 7 4 2 +11 0 0 0.0001 0 18.321 6.081 72 10 5 3 0 0.0001 0 15.718 5.152 72 10 58 6 +11 0 0 0.0003 0 19.356 6.24 32 7 15 5 0 0.0003 0 16.163 5.175 32 7 14 5 +11 0 0 0.0006 0 19.815 6.203 31 10 14 4 0 0.0006 0 16.078 5.154 31 10 12 3 +11 0 0.0001 0.0012 0 29.541 7.818 42 12 49 12 0 0.0012 0 18 5.451 42 12 15 4 +12 0 0.0002 0.0033 0 30.815 7.64 33 7 37 12 0.0001 0.0033 0 18.219 5.522 33 7 44 6 +12 0 0.0001 0.0008 0 27.106 6.926 13 4 34 9 0 0.0008 0 16.842 5.288 13 4 20 6 +12 0 0.0001 0.0001 0 35.13 8.607 21 5 26 7 0 0.0001 0 19.818 5.779 21 5 14 5 +12 0 0.0001 0.0003 0 23.567 6.754 46 10 15 8 0 0.0003 0 17.038 5.354 46 10 15 5 +12 0 0 0.0004 0 21.587 6.677 11 4 25 9 0 0.0004 0 17.105 5.404 11 4 8 3 +12 0 0.0001 0.002 0 27.812 7.659 29 10 38 12 0 0.002 0 17.773 5.541 29 10 4 2 +12 0 0 0.0002 0 19.264 6.258 9 3 10 5 0 0.0002 0 15.991 5.237 9 3 58 6 +12 0 0 0.0005 0 20.411 6.42 32 8 15 6 0 0.0005 0 16.49 5.271 32 8 14 5 +12 0 0 0.0006 0 20.786 6.311 27 10 6 4 0 0.0006 0 16.44 5.243 27 10 12 3 +12 0 0.0001 0.0012 0 34.385 8.676 40 7 31 10 0.0001 0.0012 0 19.26 5.699 40 7 15 4 +13 0 0.0004 0.0038 0 37.282 8.568 31 6 30 6 0.0001 0.0038 0 19.58 5.74 31 6 44 6 +13 0 0.0002 0.0011 0 35.818 7.934 26 8 50 9 0.0001 0.0011 0 18.197 5.477 26 8 20 6 +13 0 0.0001 0.0002 0 39.902 9.254 16 5 11 7 0 0.0002 0 21.252 6.027 16 5 14 5 +13 0 0.0001 0.0003 0 26.563 7.213 38 10 38 8 0 0.0003 0 17.719 5.486 38 10 15 5 +13 0 0 0.0002 0 23.111 6.993 11 5 22 7 0 0.0004 0 17.534 5.518 11 4 8 3 +13 0 0.0001 0.002 0 31.543 8.39 31 12 35 11 0 0.002 0 18.756 5.744 31 12 4 2 +13 0 0 0.0002 0 20.03 6.393 9 3 9 4 0 0.0002 0 16.28 5.32 9 3 58 6 +13 0 0 0.0005 0 21.967 6.679 32 8 33 10 0 0.0005 0 16.881 5.372 32 8 14 5 +13 0 0 0.0015 0 23.135 6.719 30 10 24 7 0 0.0015 0 16.919 5.348 30 10 12 3 +13 0 0.0002 0.0013 0 38.893 9.495 47 15 64 13 0.0001 0.0013 0 20.663 5.97 47 15 15 4 +14 0 0.0005 0.0039 0 41.065 9.129 30 7 26 7 0.0001 0.0039 0 21.013 5.966 30 7 44 6 +14 0 0.0002 0.0011 0 41.49 8.66 26 8 31 8 0.0001 0.0011 0 19.75 5.689 26 8 20 6 +14 0 0.0001 0.0003 0 44.135 9.869 36 9 36 9 0 0.0003 0 22.778 6.284 36 9 14 5 +14 0 0.0001 0.0003 0 30.418 7.733 38 10 23 8 0 0.0003 0 18.565 5.636 38 10 15 5 +14 0 0.0001 0.0002 0 26.032 7.512 16 5 20 8 0 0.0004 0 18.101 5.651 11 4 8 3 +14 0 0.0002 0.0074 0 32.994 8.972 17 5 11 4 0.0001 0.0074 0 19.705 5.96 17 5 4 2 +14 0 0 0.0001 0 21.375 6.565 86 10 9 5 0 0.0002 0 16.619 5.403 9 3 58 6 +14 0 0.0001 0.0006 0 24.202 7.146 33 8 36 15 0 0.0006 0 17.369 5.49 33 8 14 5 +14 0 0.0001 0.0015 0 27.516 7.584 42 10 35 11 0 0.0015 0 17.625 5.497 42 10 12 3 +14 0 0.0002 0.0019 0 43.993 10.338 46 9 60 12 0.0001 0.0019 0 22.218 6.262 46 9 15 4 +15 0 0.0006 0.0055 0 45.389 9.688 42 8 57 13 0.0001 0.0055 0 22.536 6.198 42 8 44 6 +15 0 0.0003 0.0013 0 44.048 9.093 70 13 48 10 0.0001 0.0013 0 21.269 5.902 70 13 20 6 +15 0 0.0001 0.0003 0 47.562 10.333 37 9 43 11 0 0.0003 0 24.327 6.537 37 9 14 5 +15 0 0.0001 0.0004 0 35.635 8.483 44 9 82 16 0 0.0004 0 19.632 5.814 44 9 15 5 +15 0 0.0001 0.0002 0 28.751 7.987 30 6 41 8 0 0.0004 0 18.766 5.797 11 4 8 3 +15 0 0.0003 0.0049 0 32.953 9.484 43 14 75 16 0.0001 0.0074 0 20.533 6.18 17 5 4 2 +15 0 0 0.0001 0 22.569 6.652 90 11 10 5 0 0.0002 0 16.991 5.481 9 3 58 6 +15 0 0.0001 0.0008 0 27.948 7.75 47 11 7 4 0 0.0008 0 18.03 5.631 47 11 14 5 +15 0 0.0002 0.0018 0 34.402 9.034 35 11 47 12 0 0.0018 0 18.674 5.718 35 11 12 3 +15 0 0.0003 0.0031 0 48.874 11.11 45 9 98 15 0.0001 0.0031 0 23.884 6.565 45 9 15 4 +16 0 0.0007 0.0061 0 49.16 10.07 40 8 40 10 0.0002 0.0061 0 24.102 6.426 40 8 44 6 +16 0 0.0003 0.0014 0 45.578 9.462 43 7 21 7 0.0001 0.0014 0 22.699 6.111 43 7 20 6 +16 0 0.0001 0.0003 0 49.672 10.552 37 9 56 11 0 0.0003 0 25.818 6.773 37 9 14 5 +16 0 0.0001 0.0004 0 41.039 9.161 44 9 27 16 0 0.0004 0 20.891 6.011 44 9 15 5 +16 0 0.0001 0.0003 0 32.341 8.565 22 7 31 8 0 0.0004 0 19.565 5.96 11 4 8 3 +16 0 0.0005 0.0253 0 33.507 10.029 13 5 20 7 0.0001 0.0253 0 21.296 6.406 13 5 4 2 +16 0 0 0.0002 0 25.442 7.072 88 11 17 6 0 0.0002 0 17.488 5.575 88 11 58 6 +16 0 0.0001 0.0043 0 32.69 8.431 39 8 67 11 0 0.0043 0 18.893 5.796 39 8 14 5 +16 0 0.0002 0.0038 0 39.552 9.988 30 10 55 13 0.0001 0.0038 0 19.902 5.97 30 10 12 3 +16 0 0.0004 0.0074 0 52.885 11.718 43 9 44 10 0.0001 0.0074 0 25.59 6.868 43 9 15 4 +17 0 0.0008 0.0061 0 53.479 10.476 40 8 44 8 0.0002 0.0061 0 25.734 6.651 40 8 44 6 +17 0 0.0004 0.0021 0 46.893 9.751 43 10 85 16 0.0001 0.0021 0 24.043 6.314 43 10 20 6 +17 0 0.0001 0.0003 0 51.653 10.728 43 10 29 7 0 0.0003 0 27.253 6.993 37 9 14 5 +17 0 0.0001 0.0004 0 46.748 9.917 42 9 31 7 0.0001 0.0004 0 22.328 6.228 42 9 15 5 +17 0 0.0001 0.0003 0 35.599 9.084 22 7 63 10 0 0.0004 0 20.456 6.133 11 4 8 3 +17 0 0.0007 0.0197 0 35.812 10.695 41 11 22 9 0.0001 0.0253 0 22.103 6.644 13 5 4 2 +17 0 0 0.0004 0 29.724 7.596 15 4 21 7 0 0.0004 0 18.168 5.687 15 4 58 6 +17 0 0.0002 0.0058 0 38.26 9.147 38 8 52 11 0.0001 0.0058 0 19.969 5.982 38 8 14 5 +17 0 0.0003 0.0041 0 43.399 10.548 73 13 81 17 0.0001 0.0041 0 21.207 6.224 73 13 12 3 +17 0 0.0004 0.0078 0 56.347 12.162 42 9 69 17 0.0001 0.0078 0 27.299 7.162 42 9 15 4 +18 0 0.001 0.0047 0 58.085 10.909 36 8 67 11 0.0002 0.0061 0 27.437 6.875 40 8 44 6 +18 0 0.0004 0.0023 0 48.342 10.002 39 8 120 17 0.0001 0.0023 0 25.322 6.508 39 8 20 6 +18 0 0.0001 0.0003 0 53.285 10.945 47 11 66 11 0 0.0003 0 28.623 7.201 47 11 14 5 +18 0 0.0001 0.0004 0 52.201 10.658 47 10 7 5 0.0001 0.0004 0 23.9 6.461 47 10 15 5 +18 0 0.0001 0.0003 0 38.278 9.52 15 5 47 12 0 0.0004 0 21.394 6.311 11 4 8 3 +18 0 0.001 0.0197 0 38.82 11.277 41 11 39 13 0.0002 0.0253 0 22.983 6.888 13 5 4 2 +18 0 0.0001 0.0003 0 34.298 8.102 19 6 23 6 0 0.0004 0 19.017 5.814 15 4 58 6 +18 0 0.0004 0.0096 0 42.767 9.645 41 8 71 16 0.0001 0.0096 0 21.169 6.175 41 8 14 5 +18 0 0.0004 0.0066 0 47.428 11.057 50 10 49 11 0.0001 0.0066 0 22.587 6.478 50 10 12 3 +18 0 0.0006 0.0128 0 58.762 12.387 38 10 116 16 0.0001 0.0128 0 28.955 7.437 38 10 15 4 +19 0 0.0011 0.0053 0 61.665 11.27 27 6 86 16 0.0003 0.0061 0 29.148 7.095 40 8 44 6 +19 0 0.0004 0.0026 0 50.326 10.401 58 11 46 11 0.0001 0.0026 0 26.572 6.702 58 11 20 6 +19 0 0.0001 0.0009 0 53.952 11.002 25 5 30 9 0.0001 0.0009 0 29.89 7.391 25 5 14 5 +19 0 0.0001 0.0004 0 55.654 11.163 40 10 17 7 0.0001 0.0004 0 25.488 6.696 40 10 15 5 +19 0 0.0001 0.0002 0 40.729 9.845 17 5 49 12 0 0.0004 0 22.36 6.488 11 4 8 3 +19 0 0.0014 0.5431 0 42.589 11.836 19 5 29 11 0.0002 0.5431 0 23.963 7.136 19 5 4 2 +19 0 0.0001 0.0003 0 40.298 8.86 92 14 64 12 0 0.0004 0 20.081 5.966 15 4 58 6 +19 0 0.001 0.0116 0 43.425 9.411 41 8 67 12 0.0001 0.0116 0 22.281 6.337 41 8 14 5 +19 0 0.0006 0.0077 0 51.281 11.441 39 14 9 4 0.0001 0.0077 0 24.022 6.726 39 14 12 3 +19 0 0.0014 0.2097 0 58.555 12.034 59 17 33 8 0.0002 0.2097 0 30.435 7.667 59 17 15 4 +20 0 0.0013 0.0063 0 65.545 11.7 50 11 50 13 0.0003 0.0063 0 30.882 7.314 50 11 44 6 +20 0 0.0005 0.0213 0 52.304 10.654 44 8 44 9 0.0002 0.0213 0 27.797 6.891 44 8 20 6 +20 0 0.0001 0.0006 0 55.265 11.134 28 7 77 12 0.0001 0.0009 0 31.098 7.569 25 5 14 5 +20 0 0.0002 0.0004 0 58.8 11.518 72 14 39 9 0.0001 0.0004 0 27.074 6.926 72 14 15 5 +20 0 0.0001 0.0003 0 42.975 10.147 42 9 72 14 0.0001 0.0004 0 23.342 6.662 11 4 8 3 +20 0 0.0028 0.5431 0 43.393 11.631 19 5 55 14 0.0004 0.5431 0 24.888 7.35 19 5 4 2 +20 0 0.0001 0.0003 0 47.373 9.62 87 14 32 12 0 0.0004 0 21.381 6.14 15 4 58 6 +20 0 0.0017 0.0099 0 43.626 9.313 41 8 46 12 0.0002 0.0116 0 23.298 6.478 41 8 14 5 +20 0 0.001 0.0186 0 54.665 11.804 50 10 75 17 0.0002 0.0186 0 25.481 6.968 50 10 12 3 +20 0 0.0071 1 0 54.181 11.086 24 5 48 11 0.0005 1 0 31.565 7.829 24 5 15 4 +21 0 0.0014 0.0062 0 68.801 12.003 127 16 115 17 0.0004 0.0063 0 32.605 7.527 50 11 44 6 +21 0 0.0006 0.0237 0 54.253 10.929 40 7 100 17 0.0002 0.0237 0 29 7.074 40 7 20 6 +21 0 0.0001 0.0006 0 57.241 11.33 63 14 35 12 0.0001 0.0009 0 32.286 7.74 25 5 14 5 +21 0 0.0002 0.0005 0 61.815 11.816 68 13 102 15 0.0001 0.0005 0 28.653 7.148 68 13 15 5 +21 0 0.0001 0.0002 0 44.563 10.323 16 5 55 14 0.0001 0.0004 0 24.307 6.829 11 4 8 3 +21 0 0.02 1 0 34.877 9.385 21 6 68 14 0.0013 1 0 25.342 7.442 21 6 4 2 +21 0 0.0001 0.0003 0 53.842 10.331 27 9 65 13 0 0.0004 0 22.856 6.331 15 4 58 6 +21 0 0.002 0.0085 0 46.562 9.652 34 8 71 14 0.0003 0.0116 0 24.355 6.623 41 8 14 5 +21 0 0.0019 0.019 0 58.651 12.192 37 10 45 11 0.0002 0.019 0 26.989 7.206 37 10 12 3 +22 0 0.0015 0.0063 0 72.036 12.283 61 12 98 14 0.0004 0.0063 0 34.32 7.734 50 11 44 6 +22 0 0.0009 0.0244 0 55.059 10.965 75 15 52 10 0.0002 0.0244 0 30.133 7.243 75 15 20 6 +22 0 0.0001 0.0007 0 57.375 11.322 36 10 38 10 0.0001 0.0009 0 33.377 7.896 25 5 14 5 +22 0 0.0002 0.0005 0 63.131 11.915 68 13 48 15 0.0001 0.0005 0 30.152 7.355 68 13 15 5 +22 0 0.0001 0.0002 0 45.992 10.487 33 6 17 7 0.0001 0.0004 0 25.249 6.988 11 4 8 3 +22 0 0.0001 0.0003 0 59.644 10.936 65 11 74 12 0 0.0004 0 24.456 6.531 15 4 58 6 +22 0 0.0021 0.0086 0 49.824 10.142 24 8 45 8 0.0004 0.0116 0 25.463 6.776 41 8 14 5 +22 0 0.0025 0.0171 0 61.949 12.432 45 10 121 16 0.0003 0.019 0 28.509 7.433 37 10 12 3 +23 0 0.0015 0.0065 0 74.597 12.453 65 12 89 16 0.0005 0.0065 0 35.998 7.931 65 12 44 6 +23 0 0.0028 0.0293 0 53.199 10.514 38 7 13 4 0.0003 0.0293 0 31.094 7.38 38 7 20 6 +23 0 0.0001 0.0019 0 57.937 11.358 26 5 54 11 0.0001 0.0019 0 34.4 8.04 26 5 14 5 +23 0 0.0002 0.0004 0 65.236 12.125 45 9 35 9 0.0001 0.0005 0 31.614 7.554 68 13 15 5 +23 0 0.0001 0.0002 0 47.162 10.553 47 9 36 10 0.0001 0.0004 0 26.162 7.136 11 4 8 3 +23 0 0.0001 0.0003 0 65.177 11.467 89 15 42 10 0 0.0004 0 26.152 6.737 15 4 58 6 +23 0 0.0023 0.0084 0 53.42 10.607 29 8 67 12 0.0004 0.0116 0 26.628 6.935 41 8 14 5 +23 0 0.0029 0.0235 0 64.41 12.622 38 10 40 10 0.0004 0.0235 0 30.005 7.649 38 10 12 3 +24 0 0.0017 0.0077 0 77.609 12.661 36 8 128 17 0.0005 0.0077 0 37.662 8.12 36 8 44 6 +24 0 0.0057 0.0358 0 50.786 10.106 71 14 54 11 0.0005 0.0358 0 31.882 7.489 71 14 20 6 +24 0 0.0001 0.002 0 55.249 11.04 29 7 98 16 0.0001 0.002 0 35.234 8.16 29 7 14 5 +24 0 0.0002 0.0005 0 66.53 12.263 52 7 64 13 0.0001 0.0005 0 33.011 7.742 52 7 15 5 +24 0 0.0001 0.0002 0 49.724 10.913 60 12 58 13 0.0001 0.0004 0 27.105 7.287 11 4 8 3 +24 0 0.0001 0.0004 0 68.506 11.789 76 11 122 14 0 0.0004 0 27.847 6.939 15 4 58 6 +24 0 0.0025 0.0087 0 57.875 11.124 57 10 66 10 0.0005 0.0116 0 27.877 7.103 41 8 14 5 +24 0 0.0032 0.0327 0 66.357 12.756 32 11 69 10 0.0005 0.0327 0 31.459 7.853 32 11 12 3 +25 0 0.0019 0.0081 0 82.365 12.903 39 10 146 17 0.0006 0.0081 0 39.382 8.304 39 10 44 6 +25 0 0.0075 0.0454 0 52.558 10.563 45 8 63 13 0.0008 0.0454 0 32.677 7.607 45 8 20 6 +25 0 0.0002 0.0072 0 51.49 10.59 37 7 63 14 0.0001 0.0072 0 35.86 8.253 37 7 14 5 +25 0 0.0002 0.0005 0 68.904 12.491 48 7 9 4 0.0001 0.0005 0 34.391 7.925 52 7 15 5 +25 0 0.0001 0.0002 0 51.454 11.122 62 13 29 10 0.0001 0.0004 0 28.041 7.435 11 4 8 3 +25 0 0.0001 0.0004 0 70.095 11.922 77 14 45 12 0 0.0004 0 29.471 7.13 15 4 58 6 +25 0 0.0026 0.0082 0 61.222 11.568 76 17 69 16 0.0006 0.0116 0 29.16 7.275 41 8 14 5 +25 0 0.0035 0.0264 0 68.252 12.941 31 13 70 14 0.0007 0.0327 0 32.874 8.049 32 11 12 3 +26 0 0.0022 0.0082 0 87.425 13.149 39 11 68 13 0.0006 0.0082 0 41.161 8.483 39 11 44 6 +26 0 0.0086 0.0452 0 56.132 11.262 47 8 16 5 0.0011 0.0454 0 33.546 7.742 45 8 20 6 +26 0 0.0004 0.1334 0 47.097 9.869 27 5 66 10 0.0001 0.1334 0 36.276 8.313 27 5 14 5 +26 0 0.0002 0.0005 0 70.821 12.662 54 10 77 13 0.0001 0.0005 0 35.74 8.1 54 10 15 5 +26 0 0.0001 0.0002 0 51.893 11.115 47 9 52 12 0.0001 0.0004 0 28.925 7.571 11 4 8 3 +26 0 0.0001 0.0004 0 71.96 12.066 83 17 88 13 0.0001 0.0004 0 31.045 7.313 15 4 58 6 +26 0 0.0027 0.0097 0 64.722 11.904 54 14 34 8 0.0007 0.0116 0 30.477 7.446 41 8 14 5 +26 0 0.004 0.0279 0 71.801 13.249 47 13 80 15 0.0008 0.0327 0 34.316 8.242 32 11 12 3 +27 0 0.0025 0.0077 0 94.369 13.435 36 8 90 12 0.0007 0.0082 0 43.061 8.66 39 11 44 6 +27 0 0.0096 0.0473 0 58.442 11.663 56 9 51 11 0.0014 0.0473 0 34.435 7.882 56 9 20 6 +27 0 0.0012 0.3508 0 43.692 9.093 27 5 104 13 0.0001 0.3508 0 36.541 8.341 27 5 14 5 +27 0 0.0002 0.0005 0 72.363 12.701 44 7 47 11 0.0001 0.0005 0 37.048 8.265 54 10 15 5 +27 0 0.0001 0.0002 0 53.55 11.33 58 11 80 15 0.0001 0.0004 0 29.804 7.705 11 4 8 3 +27 0 0.0001 0.0004 0 73.634 12.193 72 14 54 17 0.0001 0.0004 0 32.566 7.487 15 4 58 6 +27 0 0.0029 0.0088 0 67.13 12.143 76 15 71 14 0.0008 0.0116 0 31.786 7.614 41 8 14 5 +27 0 0.0049 0.0287 0 74.621 13.572 39 13 131 17 0.0009 0.0327 0 35.755 8.432 32 11 12 3 +28 0 0.0029 0.0077 0 102.535 13.772 36 8 175 16 0.0008 0.0082 0 45.112 8.836 39 11 44 6 +28 0 0.0102 0.0473 0 61.159 12.084 56 9 82 15 0.0017 0.0473 0 35.356 8.027 56 9 20 6 +28 0 0.0002 0.0004 0 74.5 12.925 88 17 98 12 0.0001 0.0005 0 38.34 8.426 54 10 15 5 +28 0 0.0001 0.0002 0 54.463 11.401 56 10 48 11 0.0001 0.0004 0 30.655 7.833 11 4 8 3 +28 0 0.0001 0.0004 0 75.7 12.374 40 10 50 8 0.0001 0.0004 0 34.054 7.656 40 10 58 6 +28 0 0.0029 0.0101 0 69.983 12.353 36 8 100 15 0.0008 0.0116 0 33.103 7.777 41 8 14 5 +28 0 0.0059 0.0301 0 77.405 13.902 48 13 59 17 0.0011 0.0327 0 37.191 8.621 32 11 12 3 +29 0 0.0033 0.0078 0 108.372 13.914 37 8 141 16 0.0009 0.0082 0 47.221 9.006 39 11 44 6 +29 0 0.0108 0.0465 0 63.162 12.343 91 14 48 10 0.002 0.0473 0 36.283 8.171 56 9 20 6 +29 0 0.0002 0.0004 0 76.678 13.06 97 16 82 14 0.0001 0.0005 0 39.618 8.58 54 10 15 5 +29 0 0.0001 0.0002 0 55.366 11.476 25 6 35 8 0.0001 0.0004 0 31.478 7.954 11 4 8 3 +29 0 0.0001 0.0004 0 78.215 12.596 46 10 64 17 0.0001 0.0004 0 35.526 7.821 46 10 58 6 +29 0 0.003 0.0086 0 72.006 12.569 36 8 78 14 0.0009 0.0116 0 34.4 7.937 41 8 14 5 +29 0 0.0067 0.0341 0 80.681 14.191 33 13 105 17 0.0013 0.0341 0 38.641 8.806 33 13 12 3 +30 0 0.0037 0.0082 0 113.453 14.119 39 8 102 13 0.001 0.0082 0 49.357 9.171 39 11 44 6 +30 0 0.0108 0.0483 0 65.238 12.491 56 9 125 17 0.0023 0.0483 0 37.217 8.31 56 9 20 6 +30 0 0.0002 0.0004 0 79.065 13.214 53 11 87 10 0.0001 0.0005 0 40.89 8.729 54 10 15 5 +30 0 0.0001 0.0002 0 57.329 11.629 26 6 27 11 0.0001 0.0004 0 32.312 8.073 11 4 8 3 +30 0 0.0001 0.0023 0 80.27 12.732 44 8 36 9 0.0001 0.0023 0 36.969 7.979 44 8 58 6 +30 0 0.003 0.0101 0 73.682 12.697 72 14 77 13 0.001 0.0116 0 35.667 8.091 41 8 14 5 +30 0 0.0073 0.0457 0 82.899 14.435 32 10 58 14 0.0015 0.0457 0 40.069 8.988 32 10 12 3 +31 0 0.0039 0.0091 0 116.996 14.243 49 12 34 7 0.001 0.0091 0 51.471 9.329 49 12 44 6 +31 0 0.0116 0.0504 0 67.26 12.708 92 14 52 13 0.0026 0.0504 0 38.156 8.448 92 14 20 6 +31 0 0.0002 0.0005 0 80.478 13.265 52 11 38 9 0.0001 0.0005 0 42.127 8.871 52 11 15 5 +31 0 0.0001 0.0002 0 58.843 11.738 29 7 114 17 0.0001 0.0004 0 33.141 8.187 11 4 8 3 +31 0 0.0001 0.0035 0 82.647 12.909 42 8 62 13 0.0001 0.0035 0 38.396 8.133 42 8 58 6 +31 0 0.0031 0.0102 0 75.515 12.852 73 14 119 17 0.001 0.0116 0 36.912 8.239 41 8 14 5 +31 0 0.0081 0.075 0 84.357 14.56 28 10 93 15 0.0017 0.075 0 41.453 9.162 28 10 12 3 +32 0 0.004 0.0091 0 118.621 14.296 49 12 151 14 0.0011 0.0091 0 53.506 9.48 49 12 44 6 +32 0 0.0123 0.0504 0 68.748 12.872 92 14 73 14 0.0029 0.0504 0 39.083 8.582 92 14 20 6 +32 0 0.0002 0.0005 0 83.08 13.402 37 9 108 17 0.0001 0.0005 0 43.368 9.009 52 11 15 5 +32 0 0.0001 0.0003 0 60.339 11.841 30 6 55 11 0.0001 0.0004 0 33.965 8.298 11 4 8 3 +32 0 0.0002 0.006 0 82.249 12.823 39 8 93 14 0.0001 0.006 0 39.725 8.275 39 8 58 6 +32 0 0.0032 0.0102 0 76.872 12.939 71 14 80 13 0.0011 0.0116 0 38.123 8.382 41 8 14 5 +32 0 0.0084 0.0616 0 84.724 14.524 28 11 126 16 0.0019 0.075 0 42.764 9.324 28 10 12 3 +33 0 0.004 0.0108 0 119.593 14.341 47 12 130 17 0.0012 0.0108 0 55.45 9.623 47 12 44 6 +33 0 0.0128 0.0498 0 70.5 12.986 92 14 57 13 0.0032 0.0504 0 40.007 8.711 92 14 20 6 +33 0 0.0002 0.0005 0 84.521 13.422 56 10 64 13 0.0001 0.0005 0 44.579 9.138 52 11 15 5 +33 0 0.0001 0.0003 0 62.847 12.132 23 6 47 11 0.0001 0.0004 0 34.815 8.411 11 4 8 3 +33 0 0.0005 0.0083 0 74.081 11.894 59 16 30 8 0.0001 0.0083 0 40.736 8.382 59 16 58 6 +33 0 0.0033 0.0122 0 80.269 13.238 80 14 105 14 0.0012 0.0122 0 39.363 8.525 80 14 14 5 +33 0 0.0086 0.0375 0 84.401 14.48 49 13 102 14 0.0021 0.075 0 43.989 9.476 28 10 12 3 +34 0 0.0041 0.0087 0 122.366 14.531 46 12 144 16 0.0013 0.0108 0 57.362 9.763 47 12 44 6 +34 0 0.0134 0.0531 0 72.546 13.119 59 12 115 13 0.0035 0.0531 0 40.937 8.837 59 12 20 6 +34 0 0.0002 0.0004 0 86.355 13.529 179 17 89 15 0.0001 0.0005 0 45.772 9.264 52 11 15 5 +34 0 0.0001 0.0002 0 64.89 12.246 39 8 104 17 0.0001 0.0004 0 35.674 8.52 11 4 8 3 +34 0 0.0011 0.0135 0 58.345 10.414 46 11 70 11 0.0001 0.0135 0 41.239 8.44 46 11 58 6 +34 0 0.0035 0.0128 0 81.952 13.405 44 9 104 15 0.0012 0.0128 0 40.58 8.664 44 9 14 5 +34 0 0.0093 0.0356 0 84.808 14.457 69 13 42 8 0.0023 0.075 0 45.155 9.618 28 10 12 3 +35 0 0.004 0.0077 0 122.85 14.501 36 8 179 15 0.0014 0.0108 0 59.181 9.895 47 12 44 6 +35 0 0.0145 0.0544 0 75.309 13.416 86 13 69 17 0.0038 0.0544 0 41.892 8.965 86 13 20 6 +35 0 0.0002 0.0004 0 88.634 13.628 179 17 78 16 0.0001 0.0005 0 46.963 9.385 52 11 15 5 +35 0 0.0001 0.0002 0 66.465 12.333 80 16 106 14 0.0001 0.0004 0 36.529 8.626 11 4 8 3 +35 0 0.0014 0.0292 0 55.174 10.365 61 16 56 12 0.0001 0.0292 0 41.626 8.493 61 16 58 6 +35 0 0.0037 0.0116 0 82.982 13.51 88 14 68 11 0.0013 0.0128 0 41.758 8.799 44 9 14 5 +35 0 0.01 0.0603 0 85.133 14.46 80 17 78 14 0.0025 0.075 0 46.265 9.753 28 10 12 3 +36 0 0.0041 0.0081 0 124.428 14.538 47 8 144 17 0.0015 0.0108 0 60.944 10.02 47 12 44 6 +36 0 0.0156 0.0552 0 77.222 13.512 71 13 97 16 0.0041 0.0552 0 42.846 9.087 71 13 20 6 +36 0 0.0002 0.0004 0 90.495 13.751 89 14 172 17 0.0001 0.0005 0 48.14 9.503 52 11 15 5 +36 0 0.0001 0.0002 0 68.111 12.453 193 16 38 11 0.0001 0.0004 0 37.383 8.73 11 4 8 3 +36 0 0.0018 0.0292 0 58.291 10.912 61 16 65 9 0.0002 0.0292 0 42.076 8.559 61 16 58 6 +36 0 0.0039 0.0128 0 83.013 13.532 46 9 39 8 0.0014 0.0128 0 42.873 8.926 44 9 14 5 +36 0 0.0106 0.0688 0 85.398 14.42 73 17 105 17 0.0027 0.075 0 47.323 9.879 28 10 12 3 +37 0 0.0042 0.008 0 126.322 14.591 40 11 80 12 0.0015 0.0108 0 62.665 10.14 47 12 44 6 +37 0 0.0155 0.0604 0 77.958 13.468 69 13 44 9 0.0044 0.0604 0 43.77 9.203 69 13 20 6 +37 0 0.0002 0.0005 0 92.315 13.811 107 15 95 16 0.0001 0.0005 0 49.302 9.616 52 11 15 5 +37 0 0.0001 0.0002 0 70.348 12.59 55 16 77 12 0.0001 0.0004 0 38.251 8.831 11 4 8 3 +37 0 0.0022 0.0295 0 61.725 11.506 58 16 101 16 0.0002 0.0295 0 42.593 8.636 58 16 58 6 +37 0 0.0041 0.0116 0 84.32 13.704 79 13 111 15 0.0014 0.0128 0 43.963 9.052 44 9 14 5 +37 0 0.0112 0.2633 0 85.633 14.402 31 11 148 17 0.003 0.2633 0 48.331 9.998 31 11 12 3 +38 0 0.0042 0.0078 0 128.071 14.684 46 8 133 16 0.0016 0.0108 0 64.342 10.257 47 12 44 6 +38 0 0.0169 0.0657 0 81.033 13.787 88 13 54 12 0.0047 0.0657 0 44.726 9.32 88 13 20 6 +38 0 0.0002 0.0005 0 94.306 13.878 116 15 134 17 0.0001 0.0005 0 50.456 9.726 52 11 15 5 +38 0 0.0001 0.0002 0 73.178 12.728 86 14 20 9 0.0001 0.0004 0 39.146 8.931 11 4 8 3 +38 0 0.0029 0.0443 0 63.632 12.063 65 17 81 13 0.0003 0.0443 0 43.133 8.724 65 17 58 6 +38 0 0.0042 0.0126 0 84.52 13.697 82 16 49 12 0.0015 0.0128 0 45.003 9.171 44 9 14 5 +38 0 0.012 0.0743 0 86.424 14.463 70 17 50 10 0.0032 0.2633 0 49.308 10.113 31 11 12 3 +39 0 0.0042 0.008 0 129.149 14.733 46 8 191 16 0.0017 0.0108 0 65.962 10.369 47 12 44 6 +39 0 0.0177 0.071 0 82.084 13.75 87 13 121 16 0.005 0.071 0 45.66 9.431 87 13 20 6 +39 0 0.0002 0.0005 0 96.138 14.045 116 15 152 14 0.0001 0.0005 0 51.598 9.834 52 11 15 5 +39 0 0.0001 0.0003 0 74.411 12.815 56 10 13 5 0.0001 0.0004 0 40.028 9.028 11 4 8 3 +39 0 0.0048 0.1108 0 63.696 12.763 43 13 77 10 0.0004 0.1108 0 43.647 8.825 43 13 58 6 +39 0 0.0045 0.0119 0 85.794 13.814 122 17 31 9 0.0016 0.0128 0 46.023 9.287 44 9 14 5 +39 0 0.0131 0.2931 0 86.888 14.487 29 11 86 17 0.0034 0.2931 0 50.247 10.222 29 11 12 3 +40 0 0.0042 0.0103 0 128.986 14.752 35 8 132 15 0.0017 0.0108 0 67.499 10.476 47 12 44 6 +40 0 0.0185 0.0674 0 84.48 13.883 70 13 87 15 0.0054 0.071 0 46.607 9.54 87 13 20 6 +40 0 0.0002 0.0005 0 97.675 14.029 116 15 204 17 0.0001 0.0005 0 52.722 9.936 52 11 15 5 +40 0 0.0001 0.0003 0 77.327 13.068 58 10 17 6 0.0001 0.0004 0 40.937 9.127 11 4 8 3 +40 0 0.0076 0.3682 0 61.039 13.374 54 15 9 4 0.0006 0.3682 0 44.071 8.936 54 15 58 6 +40 0 0.0046 0.0122 0 86.698 13.88 94 17 77 16 0.0017 0.0128 0 47.015 9.399 44 9 14 5 +40 0 0.015 0.2944 0 86.297 14.46 36 11 117 17 0.0037 0.2944 0 51.127 10.325 36 11 12 3 +41 0 0.0042 0.0078 0 130.367 14.772 153 16 26 7 0.0018 0.0108 0 68.996 10.578 47 12 44 6 +41 0 0.0192 0.0686 0 85.34 13.965 77 15 143 15 0.0057 0.071 0 47.529 9.645 87 13 20 6 +41 0 0.0002 0.0005 0 100.83 14.185 58 12 148 17 0.0001 0.0005 0 53.867 10.037 52 11 15 5 +41 0 0.0001 0.0003 0 78.891 13.19 53 10 109 15 0.0001 0.0004 0 41.841 9.224 11 4 8 3 +41 0 0.0108 0.3682 0 58.786 13.865 54 15 39 8 0.0008 0.3682 0 44.421 9.053 54 15 58 6 +41 0 0.0047 0.0124 0 87.818 13.933 94 16 108 17 0.0017 0.0128 0 47.987 9.507 44 9 14 5 +41 0 0.0171 0.2963 0 82.642 14.346 36 11 84 15 0.004 0.2963 0 51.877 10.421 36 11 12 3 +42 0 0.0042 0.0078 0 131.274 14.777 153 16 143 13 0.0018 0.0108 0 70.444 10.676 47 12 44 6 +42 0 0.02 0.0741 0 86.974 14.02 81 15 117 14 0.006 0.0741 0 48.446 9.747 81 15 20 6 +42 0 0.0002 0.0005 0 102.236 14.224 69 12 76 11 0.0001 0.0005 0 54.992 10.134 52 11 15 5 +42 0 0.0001 0.0002 0 81.375 13.364 103 15 104 14 0.0001 0.0004 0 42.761 9.32 11 4 8 3 +42 0 0.0162 0.3682 0 57.477 13.876 54 15 31 6 0.0012 0.3682 0 44.725 9.165 54 15 58 6 +42 0 0.0048 0.0129 0 89.766 14.067 68 14 94 15 0.0018 0.0129 0 48.958 9.613 68 14 14 5 +42 0 0.0208 0.2963 0 78.747 14.323 36 11 36 10 0.0044 0.2963 0 52.502 10.512 36 11 12 3 +43 0 0.0043 0.0079 0 132.578 14.852 88 13 122 16 0.0019 0.0108 0 71.856 10.77 47 12 44 6 +43 0 0.0205 0.0766 0 88.531 14.173 72 14 121 17 0.0064 0.0766 0 49.357 9.847 72 14 20 6 +43 0 0.0002 0.0005 0 103.262 14.208 56 12 180 17 0.0001 0.0005 0 56.089 10.227 52 11 15 5 +43 0 0.0001 0.0002 0 82.706 13.437 101 15 43 10 0.0001 0.0004 0 43.668 9.413 11 4 8 3 +43 0 0.0271 0.378 0 56.209 13.792 54 15 57 16 0.0018 0.378 0 44.986 9.271 54 15 58 6 +43 0 0.0049 0.0124 0 89.9 14.097 97 15 29 8 0.0019 0.0129 0 49.889 9.715 68 14 14 5 +43 0 0.0254 0.2944 0 73.464 14.304 36 11 46 11 0.0049 0.2963 0 52.978 10.598 36 11 12 3 +44 0 0.0042 0.0079 0 132.494 14.793 71 9 158 16 0.0019 0.0108 0 73.204 10.86 47 12 44 6 +44 0 0.0213 0.0792 0 89.986 14.229 64 13 78 17 0.0067 0.0792 0 50.26 9.945 64 13 20 6 +44 0 0.0002 0.0005 0 105.853 14.259 54 11 151 17 0.0001 0.0005 0 57.195 10.317 54 11 15 5 +44 0 0.0001 0.0003 0 83.905 13.476 76 16 22 8 0.0001 0.0004 0 44.562 9.504 11 4 8 3 +44 0 0.0427 0.4118 0 53.505 13.562 54 15 70 16 0.0027 0.4118 0 45.175 9.366 54 15 58 6 +44 0 0.005 0.0126 0 90.349 14.116 96 15 137 16 0.0019 0.0129 0 50.788 9.813 68 14 14 5 +44 0 0.029 0.2944 0 69.415 14.384 36 11 63 13 0.0054 0.2963 0 53.344 10.682 36 11 12 3 +45 0 0.0042 0.0078 0 132.663 14.819 167 17 128 15 0.002 0.0108 0 74.496 10.946 47 12 44 6 +45 0 0.0221 0.0814 0 91.3 14.311 79 15 108 15 0.007 0.0814 0 51.152 10.04 79 15 20 6 +45 0 0.0002 0.0005 0 107.362 14.264 92 16 94 17 0.0001 0.0005 0 58.286 10.402 54 11 15 5 +45 0 0.0002 0.0003 0 85.314 13.572 76 16 71 16 0.0001 0.0004 0 45.448 9.592 11 4 8 3 +45 0 0.0508 0.4938 0 51.633 13.427 58 17 9 4 0.0037 0.4938 0 45.316 9.454 58 17 58 6 +45 0 0.005 0.0121 0 90.715 14.147 123 17 118 14 0.002 0.0129 0 51.656 9.907 68 14 14 5 +45 0 0.0316 0.2944 0 66.764 14.35 36 11 89 17 0.006 0.2963 0 53.635 10.762 36 11 12 3 +46 0 0.0043 0.0079 0 134.833 14.914 49 14 61 10 0.002 0.0108 0 75.78 11.03 47 12 44 6 +46 0 0.0222 0.0851 0 92.261 14.344 70 14 132 17 0.0073 0.0851 0 52.027 10.131 70 14 20 6 +46 0 0.0002 0.0005 0 108.63 14.232 42 9 118 17 0.0001 0.0005 0 59.357 10.484 54 11 15 5 +46 0 0.0002 0.0003 0 85.995 13.526 60 12 125 16 0.0001 0.0004 0 46.311 9.676 11 4 8 3 +46 0 0.0052 0.012 0 92.381 14.201 83 12 9 4 0.0021 0.0129 0 52.522 9.999 68 14 14 5 +46 0 0.0348 0.4255 0 66.484 14.444 58 14 91 17 0.0066 0.4255 0 53.909 10.84 58 14 12 3 +47 0 0.0043 0.0078 0 136.362 14.968 38 8 145 15 0.0021 0.0108 0 77.042 11.112 47 12 44 6 +47 0 0.0232 0.0869 0 94.659 14.495 85 16 116 16 0.0077 0.0869 0 52.915 10.222 85 16 20 6 +47 0 0.0002 0.0005 0 110.208 14.309 58 10 57 11 0.0001 0.0005 0 60.416 10.564 54 11 15 5 +47 0 0.0002 0.0004 0 86.433 13.526 68 12 78 16 0.0001 0.0004 0 47.147 9.756 11 4 8 3 +47 0 0.0052 0.0125 0 93.718 14.266 90 15 89 16 0.0021 0.0129 0 53.381 10.088 68 14 14 5 +47 0 0.036 0.4255 0 64.582 14.304 58 14 80 17 0.0072 0.4255 0 54.131 10.912 58 14 12 3 +48 0 0.0043 0.0082 0 137.424 14.997 37 8 49 9 0.0021 0.0108 0 78.275 11.192 47 12 44 6 +48 0 0.0239 0.0823 0 95.99 14.532 88 17 74 15 0.008 0.0869 0 53.794 10.31 85 16 20 6 +48 0 0.0002 0.0005 0 111.605 14.311 111 17 93 17 0.0001 0.0005 0 61.461 10.64 54 11 15 5 +48 0 0.0002 0.0004 0 87.226 13.596 68 12 92 14 0.0001 0.0004 0 47.965 9.834 11 4 8 3 +48 0 0.0052 0.0148 0 94.231 14.231 91 16 75 14 0.0022 0.0148 0 54.214 10.172 91 16 14 5 +48 0 0.039 0.4669 0 63.66 14.225 61 14 59 15 0.0079 0.4669 0 54.325 10.98 61 14 12 3 +49 0 0.0043 0.008 0 139.048 15.109 129 16 10 4 0.0022 0.0108 0 79.49 11.27 47 12 44 6 +49 0 0.0248 0.0868 0 98.33 14.582 75 15 76 15 0.0083 0.0869 0 54.685 10.395 85 16 20 6 +49 0 0.0002 0.0005 0 113.529 14.36 35 9 152 15 0.0001 0.0005 0 62.502 10.714 54 11 15 5 +49 0 0.0002 0.0004 0 87.964 13.521 73 13 100 13 0.0001 0.0004 0 48.765 9.908 11 4 8 3 +49 0 0.0053 0.0134 0 95.082 14.223 122 17 119 17 0.0023 0.0148 0 55.032 10.253 91 16 14 5 +49 0 0.0473 0.5286 0 65.115 14.486 69 17 39 11 0.0087 0.5286 0 54.541 11.05 69 17 12 3 +50 0 0.0043 0.0078 0 140.019 15.159 38 8 198 17 0.0022 0.0108 0 80.677 11.346 47 12 44 6 +50 0 0.0258 0.096 0 101.301 14.678 62 15 123 17 0.0087 0.096 0 55.599 10.479 62 15 20 6 +50 0 0.0002 0.0006 0 117.713 14.541 43 11 162 16 0.0001 0.0006 0 63.585 10.79 43 11 15 5 +50 0 0.0002 0.0005 0 90.014 13.627 40 9 186 17 0.0001 0.0005 0 49.574 9.981 40 9 8 3 +50 0 0.0053 0.0135 0 96.497 14.343 112 16 32 8 0.0023 0.0148 0 55.845 10.333 91 16 14 5 +50 0 0.0599 0.5286 0 65.02 14.497 69 17 33 11 0.0097 0.5286 0 54.747 11.118 69 17 12 3 diff --git a/PartA/crossover_100_mutation_100_elitism_2/.~lock.crossover_100_mutation_100_elitism_2.tsv# b/PartA/crossover_100_mutation_100_elitism_2/.~lock.crossover_100_mutation_100_elitism_2.tsv# new file mode 100644 index 0000000..b306c28 --- /dev/null +++ b/PartA/crossover_100_mutation_100_elitism_2/.~lock.crossover_100_mutation_100_elitism_2.tsv# @@ -0,0 +1 @@ +,brett,laforge,15.02.2024 22:10,file:///home/brett/.config/libreoffice/4; \ No newline at end of file diff --git a/PartA/crossover_100_mutation_100_elitism_2/aggregated.tsv b/PartA/crossover_100_mutation_100_elitism_2/aggregated.tsv index 609cd20..690bbcc 100644 --- a/PartA/crossover_100_mutation_100_elitism_2/aggregated.tsv +++ b/PartA/crossover_100_mutation_100_elitism_2/aggregated.tsv @@ -1,5 +1,5 @@ -Generation limit Mean: 33 -Generation limit Mode: 50 (4) +Runs Generation Count Mean: 33 +Runs Generation Count Mode: 50 occurred (4) time(s) GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN 0 0 0 0.0001 0 13.1071 3.6725 20 4 20 5 0 0.0001 0 13.1071 3.6725 20 4 20 5 1 0 0 0.0001 0 13.1825 4.1323 18 4 20 5 0 0.0001 0 13.1448 3.9026 18 4 20 5 diff --git a/PartA/crossover_100_mutation_100_elitism_2/crossover_100_mutation_100_elitism_2.tsv b/PartA/crossover_100_mutation_100_elitism_2/crossover_100_mutation_100_elitism_2.tsv new file mode 100644 index 0000000..cfb40b1 --- /dev/null +++ b/PartA/crossover_100_mutation_100_elitism_2/crossover_100_mutation_100_elitism_2.tsv @@ -0,0 +1,394 @@ +GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN +=AVERAGE(a54, a55, a56, a57, a58, a59, a60, a61, a62, a63) =AVERAGE(b54, b55, b56, b57, b58, b59, b60, b61, b62, b63) =AVERAGE(c54, c55, c56, c57, c58, c59, c60, c61, c62, c63) =AVERAGE(d54, d55, d56, d57, d58, d59, d60, d61, d62, d63) =AVERAGE(e54, e55, e56, e57, e58, e59, e60, e61, e62, e63) =AVERAGE(f54, f55, f56, f57, f58, f59, f60, f61, f62, f63) =AVERAGE(g54, g55, g56, g57, g58, g59, g60, g61, g62, g63) =AVERAGE(h54, h55, h56, h57, h58, h59, h60, h61, h62, h63) =AVERAGE(i54, i55, i56, i57, i58, i59, i60, i61, i62, i63) =AVERAGE(j54, j55, j56, j57, j58, j59, j60, j61, j62, j63) =AVERAGE(k54, k55, k56, k57, k58, k59, k60, k61, k62, k63) =AVERAGE(l54, l55, l56, l57, l58, l59, l60, l61, l62, l63) =AVERAGE(m54, m55, m56, m57, m58, m59, m60, m61, m62, m63) =AVERAGE(n54, n55, n56, n57, n58, n59, n60, n61, n62, n63) =AVERAGE(o54, o55, o56, o57, o58, o59, o60, o61, o62, o63) =AVERAGE(p54, p55, p56, p57, p58, p59, p60, p61, p62, p63) =AVERAGE(q54, q55, q56, q57, q58, q59, q60, q61, q62, q63) =AVERAGE(r54, r55, r56, r57, r58, r59, r60, r61, r62, r63) =AVERAGE(s54, s55, s56, s57, s58, s59, s60, s61, s62, s63) =AVERAGE(t54, t55, t56, t57, t58, t59, t60, t61, t62, t63) =STDEV.P(a54, a55, a56, a57, a58, a59, a60, a61, a62, a63) =STDEV.P(b54, b55, b56, b57, b58, b59, b60, b61, b62, b63) =STDEV.P(c54, c55, c56, c57, c58, c59, c60, c61, c62, c63) =STDEV.P(d54, d55, d56, d57, d58, d59, d60, d61, d62, d63) =STDEV.P(e54, e55, e56, e57, e58, e59, e60, e61, e62, e63) =STDEV.P(f54, f55, f56, f57, f58, f59, f60, f61, f62, f63) =STDEV.P(g54, g55, g56, g57, g58, g59, g60, g61, g62, g63) =STDEV.P(h54, h55, h56, h57, h58, h59, h60, h61, h62, h63) =STDEV.P(i54, i55, i56, i57, i58, i59, i60, i61, i62, i63) =STDEV.P(j54, j55, j56, j57, j58, j59, j60, j61, j62, j63) =STDEV.P(k54, k55, k56, k57, k58, k59, k60, k61, k62, k63) =STDEV.P(l54, l55, l56, l57, l58, l59, l60, l61, l62, l63) =STDEV.P(m54, m55, m56, m57, m58, m59, m60, m61, m62, m63) =STDEV.P(n54, n55, n56, n57, n58, n59, n60, n61, n62, n63) =STDEV.P(o54, o55, o56, o57, o58, o59, o60, o61, o62, o63) =STDEV.P(p54, p55, p56, p57, p58, p59, p60, p61, p62, p63) =STDEV.P(q54, q55, q56, q57, q58, q59, q60, q61, q62, q63) =STDEV.P(r54, r55, r56, r57, r58, r59, r60, r61, r62, r63) =STDEV.P(s54, s55, s56, s57, s58, s59, s60, s61, s62, s63) =STDEV.P(t54, t55, t56, t57, t58, t59, t60, t61, t62, t63) =STDEV.P(a2, a3, a4, a5, a6, a7, a8, a9, a10, a11, a12, a13, a14, a15, a16, a17, a18, a19, a20, a21, a22, a23, a24, a25, a26, a27, a28, a29, a30, a31, a32, a33, a34, a35, a36, a37, a38, a39, a40, a41, a42, a43, a44, a45, a46, a47, a48, a49, a50, a51, a52) =STDEV.P(b2, b3, b4, b5, b6, b7, b8, b9, b10, b11, b12, b13, b14, b15, b16, b17, b18, b19, b20, b21, b22, b23, b24, b25, b26, b27, b28, b29, b30, b31, b32, b33, b34, b35, b36, b37, b38, b39, b40, b41, b42, b43, b44, b45, b46, b47, b48, b49, b50, b51, b52) =STDEV.P(c2, c3, c4, c5, c6, c7, c8, c9, c10, c11, c12, c13, c14, c15, c16, c17, c18, c19, c20, c21, c22, c23, c24, c25, c26, c27, c28, c29, c30, c31, c32, c33, c34, c35, c36, c37, c38, c39, c40, c41, c42, c43, c44, c45, c46, c47, c48, c49, c50, c51, c52) =STDEV.P(d2, d3, d4, d5, d6, d7, d8, d9, d10, d11, d12, d13, d14, d15, d16, d17, d18, d19, d20, d21, d22, d23, d24, d25, d26, d27, d28, d29, d30, d31, d32, d33, d34, d35, d36, d37, d38, d39, d40, d41, d42, d43, d44, d45, d46, d47, d48, d49, d50, d51, d52) =STDEV.P(e2, e3, e4, e5, e6, e7, e8, e9, e10, e11, e12, e13, e14, e15, e16, e17, e18, e19, e20, e21, e22, e23, e24, e25, e26, e27, e28, e29, e30, e31, e32, e33, e34, e35, e36, e37, e38, e39, e40, e41, e42, e43, e44, e45, e46, e47, e48, e49, e50, e51, e52) =STDEV.P(f2, f3, f4, f5, f6, f7, f8, f9, f10, f11, f12, f13, f14, f15, f16, f17, f18, f19, f20, f21, f22, f23, f24, f25, f26, f27, f28, f29, f30, f31, f32, f33, f34, f35, f36, f37, f38, f39, f40, f41, f42, f43, f44, f45, f46, f47, f48, f49, f50, f51, f52) =STDEV.P(g2, g3, g4, g5, g6, g7, g8, g9, g10, g11, g12, g13, g14, g15, g16, g17, g18, g19, g20, g21, g22, g23, g24, g25, g26, g27, g28, g29, g30, g31, g32, g33, g34, g35, g36, g37, g38, g39, g40, g41, g42, g43, g44, g45, g46, g47, g48, g49, g50, g51, g52) =STDEV.P(h2, h3, h4, h5, h6, h7, h8, h9, h10, h11, h12, h13, h14, h15, h16, h17, h18, h19, h20, h21, h22, h23, h24, h25, h26, h27, h28, h29, h30, h31, h32, h33, h34, h35, h36, h37, h38, h39, h40, h41, h42, h43, h44, h45, h46, h47, h48, h49, h50, h51, h52) =STDEV.P(i2, i3, i4, i5, i6, i7, i8, i9, i10, i11, i12, i13, i14, i15, i16, i17, i18, i19, i20, i21, i22, i23, i24, i25, i26, i27, i28, i29, i30, i31, i32, i33, i34, i35, i36, i37, i38, i39, i40, i41, i42, i43, i44, i45, i46, i47, i48, i49, i50, i51, i52) =STDEV.P(j2, j3, j4, j5, j6, j7, j8, j9, j10, j11, j12, j13, j14, j15, j16, j17, j18, j19, j20, j21, j22, j23, j24, j25, j26, j27, j28, j29, j30, j31, j32, j33, j34, j35, j36, j37, j38, j39, j40, j41, j42, j43, j44, j45, j46, j47, j48, j49, j50, j51, j52) =STDEV.P(k2, k3, k4, k5, k6, k7, k8, k9, k10, k11, k12, k13, k14, k15, k16, k17, k18, k19, k20, k21, k22, k23, k24, k25, k26, k27, k28, k29, k30, k31, k32, k33, k34, k35, k36, k37, k38, k39, k40, k41, k42, k43, k44, k45, k46, k47, k48, k49, k50, k51, k52) =STDEV.P(l2, l3, l4, l5, l6, l7, l8, l9, l10, l11, l12, l13, l14, l15, l16, l17, l18, l19, l20, l21, l22, l23, l24, l25, l26, l27, l28, l29, l30, l31, l32, l33, l34, l35, l36, l37, l38, l39, l40, l41, l42, l43, l44, l45, l46, l47, l48, l49, l50, l51, l52) =STDEV.P(m2, m3, m4, m5, m6, m7, m8, m9, m10, m11, m12, m13, m14, m15, m16, m17, m18, m19, m20, m21, m22, m23, m24, m25, m26, m27, m28, m29, m30, m31, m32, m33, m34, m35, m36, m37, m38, m39, m40, m41, m42, m43, m44, m45, m46, m47, m48, m49, m50, m51, m52) =STDEV.P(n2, n3, n4, n5, n6, n7, n8, n9, n10, n11, n12, n13, n14, n15, n16, n17, n18, n19, n20, n21, n22, n23, n24, n25, n26, n27, n28, n29, n30, n31, n32, n33, n34, n35, n36, n37, n38, n39, n40, n41, n42, n43, n44, n45, n46, n47, n48, n49, n50, n51, n52) =STDEV.P(o2, o3, o4, o5, o6, o7, o8, o9, o10, o11, o12, o13, o14, o15, o16, o17, o18, o19, o20, o21, o22, o23, o24, o25, o26, o27, o28, o29, o30, o31, o32, o33, o34, o35, o36, o37, o38, o39, o40, o41, o42, o43, o44, o45, o46, o47, o48, o49, o50, o51, o52) =STDEV.P(p2, p3, p4, p5, p6, p7, p8, p9, p10, p11, p12, p13, p14, p15, p16, p17, p18, p19, p20, p21, p22, p23, p24, p25, p26, p27, p28, p29, p30, p31, p32, p33, p34, p35, p36, p37, p38, p39, p40, p41, p42, p43, p44, p45, p46, p47, p48, p49, p50, p51, p52) =STDEV.P(q2, q3, q4, q5, q6, q7, q8, q9, q10, q11, q12, q13, q14, q15, q16, q17, q18, q19, q20, q21, q22, q23, q24, q25, q26, q27, q28, q29, q30, q31, q32, q33, q34, q35, q36, q37, q38, q39, q40, q41, q42, q43, q44, q45, q46, q47, q48, q49, q50, q51, q52) =STDEV.P(r2, r3, r4, r5, r6, r7, r8, r9, r10, r11, r12, r13, r14, r15, r16, r17, r18, r19, r20, r21, r22, r23, r24, r25, r26, r27, r28, r29, r30, r31, r32, r33, r34, r35, r36, r37, r38, r39, r40, r41, r42, r43, r44, r45, r46, r47, r48, r49, r50, r51, r52) =STDEV.P(s2, s3, s4, s5, s6, s7, s8, s9, s10, s11, s12, s13, s14, s15, s16, s17, s18, s19, s20, s21, s22, s23, s24, s25, s26, s27, s28, s29, s30, s31, s32, s33, s34, s35, s36, s37, s38, s39, s40, s41, s42, s43, s44, s45, s46, s47, s48, s49, s50, s51, s52) =STDEV.P(t2, t3, t4, t5, t6, t7, t8, t9, t10, t11, t12, t13, t14, t15, t16, t17, t18, t19, t20, t21, t22, t23, t24, t25, t26, t27, t28, t29, t30, t31, t32, t33, t34, t35, t36, t37, t38, t39, t40, t41, t42, t43, t44, t45, t46, t47, t48, t49, t50, t51, t52) +=AVERAGE(a64, a65, a66, a67, a68, a69, a70, a71, a72, a73) =AVERAGE(b64, b65, b66, b67, b68, b69, b70, b71, b72, b73) =AVERAGE(c64, c65, c66, c67, c68, c69, c70, c71, c72, c73) =AVERAGE(d64, d65, d66, d67, d68, d69, d70, d71, d72, d73) =AVERAGE(e64, e65, e66, e67, e68, e69, e70, e71, e72, e73) =AVERAGE(f64, f65, f66, f67, f68, f69, f70, f71, f72, f73) =AVERAGE(g64, g65, g66, g67, g68, g69, g70, g71, g72, g73) =AVERAGE(h64, h65, h66, h67, h68, h69, h70, h71, h72, h73) =AVERAGE(i64, i65, i66, i67, i68, i69, i70, i71, i72, i73) =AVERAGE(j64, j65, j66, j67, j68, j69, j70, j71, j72, j73) =AVERAGE(k64, k65, k66, k67, k68, k69, k70, k71, k72, k73) =AVERAGE(l64, l65, l66, l67, l68, l69, l70, l71, l72, l73) =AVERAGE(m64, m65, m66, m67, m68, m69, m70, m71, m72, m73) =AVERAGE(n64, n65, n66, n67, n68, n69, n70, n71, n72, n73) =AVERAGE(o64, o65, o66, o67, o68, o69, o70, o71, o72, o73) =AVERAGE(p64, p65, p66, p67, p68, p69, p70, p71, p72, p73) =AVERAGE(q64, q65, q66, q67, q68, q69, q70, q71, q72, q73) =AVERAGE(r64, r65, r66, r67, r68, r69, r70, r71, r72, r73) =AVERAGE(s64, s65, s66, s67, s68, s69, s70, s71, s72, s73) =AVERAGE(t64, t65, t66, t67, t68, t69, t70, t71, t72, t73) =STDEV.P(a64, a65, a66, a67, a68, a69, a70, a71, a72, a73) =STDEV.P(b64, b65, b66, b67, b68, b69, b70, b71, b72, b73) =STDEV.P(c64, c65, c66, c67, c68, c69, c70, c71, c72, c73) =STDEV.P(d64, d65, d66, d67, d68, d69, d70, d71, d72, d73) =STDEV.P(e64, e65, e66, e67, e68, e69, e70, e71, e72, e73) =STDEV.P(f64, f65, f66, f67, f68, f69, f70, f71, f72, f73) =STDEV.P(g64, g65, g66, g67, g68, g69, g70, g71, g72, g73) =STDEV.P(h64, h65, h66, h67, h68, h69, h70, h71, h72, h73) =STDEV.P(i64, i65, i66, i67, i68, i69, i70, i71, i72, i73) =STDEV.P(j64, j65, j66, j67, j68, j69, j70, j71, j72, j73) =STDEV.P(k64, k65, k66, k67, k68, k69, k70, k71, k72, k73) =STDEV.P(l64, l65, l66, l67, l68, l69, l70, l71, l72, l73) =STDEV.P(m64, m65, m66, m67, m68, m69, m70, m71, m72, m73) =STDEV.P(n64, n65, n66, n67, n68, n69, n70, n71, n72, n73) =STDEV.P(o64, o65, o66, o67, o68, o69, o70, o71, o72, o73) =STDEV.P(p64, p65, p66, p67, p68, p69, p70, p71, p72, p73) =STDEV.P(q64, q65, q66, q67, q68, q69, q70, q71, q72, q73) =STDEV.P(r64, r65, r66, r67, r68, r69, r70, r71, r72, r73) =STDEV.P(s64, s65, s66, s67, s68, s69, s70, s71, s72, s73) =STDEV.P(t64, t65, t66, t67, t68, t69, t70, t71, t72, t73) +=AVERAGE(a74, a75, a76, a77, a78, a79, a80, a81, a82, a83) =AVERAGE(b74, b75, b76, b77, b78, b79, b80, b81, b82, b83) =AVERAGE(c74, c75, c76, c77, c78, c79, c80, c81, c82, c83) =AVERAGE(d74, d75, d76, d77, d78, d79, d80, d81, d82, d83) =AVERAGE(e74, e75, e76, e77, e78, e79, e80, e81, e82, e83) =AVERAGE(f74, f75, f76, f77, f78, f79, f80, f81, f82, f83) =AVERAGE(g74, g75, g76, g77, g78, g79, g80, g81, g82, g83) =AVERAGE(h74, h75, h76, h77, h78, h79, h80, h81, h82, h83) =AVERAGE(i74, i75, i76, i77, i78, i79, i80, i81, i82, i83) =AVERAGE(j74, j75, j76, j77, j78, j79, j80, j81, j82, j83) =AVERAGE(k74, k75, k76, k77, k78, k79, k80, k81, k82, k83) =AVERAGE(l74, l75, l76, l77, l78, l79, l80, l81, l82, l83) =AVERAGE(m74, m75, m76, m77, m78, m79, m80, m81, m82, m83) =AVERAGE(n74, n75, n76, n77, n78, n79, n80, n81, n82, n83) =AVERAGE(o74, o75, o76, o77, o78, o79, o80, o81, o82, o83) =AVERAGE(p74, p75, p76, p77, p78, p79, p80, p81, p82, p83) =AVERAGE(q74, q75, q76, q77, q78, q79, q80, q81, q82, q83) =AVERAGE(r74, r75, r76, r77, r78, r79, r80, r81, r82, r83) =AVERAGE(s74, s75, s76, s77, s78, s79, s80, s81, s82, s83) =AVERAGE(t74, t75, t76, t77, t78, t79, t80, t81, t82, t83) =STDEV.P(a74, a75, a76, a77, a78, a79, a80, a81, a82, a83) =STDEV.P(b74, b75, b76, b77, b78, b79, b80, b81, b82, b83) =STDEV.P(c74, c75, c76, c77, c78, c79, c80, c81, c82, c83) =STDEV.P(d74, d75, d76, d77, d78, d79, d80, d81, d82, d83) =STDEV.P(e74, e75, e76, e77, e78, e79, e80, e81, e82, e83) =STDEV.P(f74, f75, f76, f77, f78, f79, f80, f81, f82, f83) =STDEV.P(g74, g75, g76, g77, g78, g79, g80, g81, g82, g83) =STDEV.P(h74, h75, h76, h77, h78, h79, h80, h81, h82, h83) =STDEV.P(i74, i75, i76, i77, i78, i79, i80, i81, i82, i83) =STDEV.P(j74, j75, j76, j77, j78, j79, j80, j81, j82, j83) =STDEV.P(k74, k75, k76, k77, k78, k79, k80, k81, k82, k83) =STDEV.P(l74, l75, l76, l77, l78, l79, l80, l81, l82, l83) =STDEV.P(m74, m75, m76, m77, m78, m79, m80, m81, m82, m83) =STDEV.P(n74, n75, n76, n77, n78, n79, n80, n81, n82, n83) =STDEV.P(o74, o75, o76, o77, o78, o79, o80, o81, o82, o83) =STDEV.P(p74, p75, p76, p77, p78, p79, p80, p81, p82, p83) =STDEV.P(q74, q75, q76, q77, q78, q79, q80, q81, q82, q83) =STDEV.P(r74, r75, r76, r77, r78, r79, r80, r81, r82, r83) =STDEV.P(s74, s75, s76, s77, s78, s79, s80, s81, s82, s83) =STDEV.P(t74, t75, t76, t77, t78, t79, t80, t81, t82, t83) +=AVERAGE(a84, a85, a86, a87, a88, a89, a90, a91, a92, a93) =AVERAGE(b84, b85, b86, b87, b88, b89, b90, b91, b92, b93) =AVERAGE(c84, c85, c86, c87, c88, c89, c90, c91, c92, c93) =AVERAGE(d84, d85, d86, d87, d88, d89, d90, d91, d92, d93) =AVERAGE(e84, e85, e86, e87, e88, e89, e90, e91, e92, e93) =AVERAGE(f84, f85, f86, f87, f88, f89, f90, f91, f92, f93) =AVERAGE(g84, g85, g86, g87, g88, g89, g90, g91, g92, g93) =AVERAGE(h84, h85, h86, h87, h88, h89, h90, h91, h92, h93) =AVERAGE(i84, i85, i86, i87, i88, i89, i90, i91, i92, i93) =AVERAGE(j84, j85, j86, j87, j88, j89, j90, j91, j92, j93) =AVERAGE(k84, k85, k86, k87, k88, k89, k90, k91, k92, k93) =AVERAGE(l84, l85, l86, l87, l88, l89, l90, l91, l92, l93) =AVERAGE(m84, m85, m86, m87, m88, m89, m90, m91, m92, m93) =AVERAGE(n84, n85, n86, n87, n88, n89, n90, n91, n92, n93) =AVERAGE(o84, o85, o86, o87, o88, o89, o90, o91, o92, o93) =AVERAGE(p84, p85, p86, p87, p88, p89, p90, p91, p92, p93) =AVERAGE(q84, q85, q86, q87, q88, q89, q90, q91, q92, q93) =AVERAGE(r84, r85, r86, r87, r88, r89, r90, r91, r92, r93) =AVERAGE(s84, s85, s86, s87, s88, s89, s90, s91, s92, s93) =AVERAGE(t84, t85, t86, t87, t88, t89, t90, t91, t92, t93) =STDEV.P(a84, a85, a86, a87, a88, a89, a90, a91, a92, a93) =STDEV.P(b84, b85, b86, b87, b88, b89, b90, b91, b92, b93) =STDEV.P(c84, c85, c86, c87, c88, c89, c90, c91, c92, c93) =STDEV.P(d84, d85, d86, d87, d88, d89, d90, d91, d92, d93) =STDEV.P(e84, e85, e86, e87, e88, e89, e90, e91, e92, e93) =STDEV.P(f84, f85, f86, f87, f88, f89, f90, f91, f92, f93) =STDEV.P(g84, g85, g86, g87, g88, g89, g90, g91, g92, g93) =STDEV.P(h84, h85, h86, h87, h88, h89, h90, h91, h92, h93) =STDEV.P(i84, i85, i86, i87, i88, i89, i90, i91, i92, i93) =STDEV.P(j84, j85, j86, j87, j88, j89, j90, j91, j92, j93) =STDEV.P(k84, k85, k86, k87, k88, k89, k90, k91, k92, k93) =STDEV.P(l84, l85, l86, l87, l88, l89, l90, l91, l92, l93) =STDEV.P(m84, m85, m86, m87, m88, m89, m90, m91, m92, m93) =STDEV.P(n84, n85, n86, n87, n88, n89, n90, n91, n92, n93) =STDEV.P(o84, o85, o86, o87, o88, o89, o90, o91, o92, o93) =STDEV.P(p84, p85, p86, p87, p88, p89, p90, p91, p92, p93) =STDEV.P(q84, q85, q86, q87, q88, q89, q90, q91, q92, q93) =STDEV.P(r84, r85, r86, r87, r88, r89, r90, r91, r92, r93) =STDEV.P(s84, s85, s86, s87, s88, s89, s90, s91, s92, s93) =STDEV.P(t84, t85, t86, t87, t88, t89, t90, t91, t92, t93) +=AVERAGE(a94, a95, a96, a97, a98, a99, a100, a101, a102, a103) =AVERAGE(b94, b95, b96, b97, b98, b99, b100, b101, b102, b103) =AVERAGE(c94, c95, c96, c97, c98, c99, c100, c101, c102, c103) =AVERAGE(d94, d95, d96, d97, d98, d99, d100, d101, d102, d103) =AVERAGE(e94, e95, e96, e97, e98, e99, e100, e101, e102, e103) =AVERAGE(f94, f95, f96, f97, f98, f99, f100, f101, f102, f103) =AVERAGE(g94, g95, g96, g97, g98, g99, g100, g101, g102, g103) =AVERAGE(h94, h95, h96, h97, h98, h99, h100, h101, h102, h103) =AVERAGE(i94, i95, i96, i97, i98, i99, i100, i101, i102, i103) =AVERAGE(j94, j95, j96, j97, j98, j99, j100, j101, j102, j103) =AVERAGE(k94, k95, k96, k97, k98, k99, k100, k101, k102, k103) =AVERAGE(l94, l95, l96, l97, l98, l99, l100, l101, l102, l103) =AVERAGE(m94, m95, m96, m97, m98, m99, m100, m101, m102, m103) =AVERAGE(n94, n95, n96, n97, n98, n99, n100, n101, n102, n103) =AVERAGE(o94, o95, o96, o97, o98, o99, o100, o101, o102, o103) =AVERAGE(p94, p95, p96, p97, p98, p99, p100, p101, p102, p103) =AVERAGE(q94, q95, q96, q97, q98, q99, q100, q101, q102, q103) =AVERAGE(r94, r95, r96, r97, r98, r99, r100, r101, r102, r103) =AVERAGE(s94, s95, s96, s97, s98, s99, s100, s101, s102, s103) =AVERAGE(t94, t95, t96, t97, t98, t99, t100, t101, t102, t103) =STDEV.P(a94, a95, a96, a97, a98, a99, a100, a101, a102, a103) =STDEV.P(b94, b95, b96, b97, b98, b99, b100, b101, b102, b103) =STDEV.P(c94, c95, c96, c97, c98, c99, c100, c101, c102, c103) =STDEV.P(d94, d95, d96, d97, d98, d99, d100, d101, d102, d103) =STDEV.P(e94, e95, e96, e97, e98, e99, e100, e101, e102, e103) =STDEV.P(f94, f95, f96, f97, f98, f99, f100, f101, f102, f103) =STDEV.P(g94, g95, g96, g97, g98, g99, g100, g101, g102, g103) =STDEV.P(h94, h95, h96, h97, h98, h99, h100, h101, h102, h103) =STDEV.P(i94, i95, i96, i97, i98, i99, i100, i101, i102, i103) =STDEV.P(j94, j95, j96, j97, j98, j99, j100, j101, j102, j103) =STDEV.P(k94, k95, k96, k97, k98, k99, k100, k101, k102, k103) =STDEV.P(l94, l95, l96, l97, l98, l99, l100, l101, l102, l103) =STDEV.P(m94, m95, m96, m97, m98, m99, m100, m101, m102, m103) =STDEV.P(n94, n95, n96, n97, n98, n99, n100, n101, n102, n103) =STDEV.P(o94, o95, o96, o97, o98, o99, o100, o101, o102, o103) =STDEV.P(p94, p95, p96, p97, p98, p99, p100, p101, p102, p103) =STDEV.P(q94, q95, q96, q97, q98, q99, q100, q101, q102, q103) =STDEV.P(r94, r95, r96, r97, r98, r99, r100, r101, r102, r103) =STDEV.P(s94, s95, s96, s97, s98, s99, s100, s101, s102, s103) =STDEV.P(t94, t95, t96, t97, t98, t99, t100, t101, t102, t103) +=AVERAGE(a104, a105, a106, a107, a108, a109, a110, a111, a112, a113) =AVERAGE(b104, b105, b106, b107, b108, b109, b110, b111, b112, b113) =AVERAGE(c104, c105, c106, c107, c108, c109, c110, c111, c112, c113) =AVERAGE(d104, d105, d106, d107, d108, d109, d110, d111, d112, d113) =AVERAGE(e104, e105, e106, e107, e108, e109, e110, e111, e112, e113) =AVERAGE(f104, f105, f106, f107, f108, f109, f110, f111, f112, f113) =AVERAGE(g104, g105, g106, g107, g108, g109, g110, g111, g112, g113) =AVERAGE(h104, h105, h106, h107, h108, h109, h110, h111, h112, h113) =AVERAGE(i104, i105, i106, i107, i108, i109, i110, i111, i112, i113) =AVERAGE(j104, j105, j106, j107, j108, j109, j110, j111, j112, j113) =AVERAGE(k104, k105, k106, k107, k108, k109, k110, k111, k112, k113) =AVERAGE(l104, l105, l106, l107, l108, l109, l110, l111, l112, l113) =AVERAGE(m104, m105, m106, m107, m108, m109, m110, m111, m112, m113) =AVERAGE(n104, n105, n106, n107, n108, n109, n110, n111, n112, n113) =AVERAGE(o104, o105, o106, o107, o108, o109, o110, o111, o112, o113) =AVERAGE(p104, p105, p106, p107, p108, p109, p110, p111, p112, p113) =AVERAGE(q104, q105, q106, q107, q108, q109, q110, q111, q112, q113) =AVERAGE(r104, r105, r106, r107, r108, r109, r110, r111, r112, r113) =AVERAGE(s104, s105, s106, s107, s108, s109, s110, s111, s112, s113) =AVERAGE(t104, t105, t106, t107, t108, t109, t110, t111, t112, t113) =STDEV.P(a104, a105, a106, a107, a108, a109, a110, a111, a112, a113) =STDEV.P(b104, b105, b106, b107, b108, b109, b110, b111, b112, b113) =STDEV.P(c104, c105, c106, c107, c108, c109, c110, c111, c112, c113) =STDEV.P(d104, d105, d106, d107, d108, d109, d110, d111, d112, d113) =STDEV.P(e104, e105, e106, e107, e108, e109, e110, e111, e112, e113) =STDEV.P(f104, f105, f106, f107, f108, f109, f110, f111, f112, f113) =STDEV.P(g104, g105, g106, g107, g108, g109, g110, g111, g112, g113) =STDEV.P(h104, h105, h106, h107, h108, h109, h110, h111, h112, h113) =STDEV.P(i104, i105, i106, i107, i108, i109, i110, i111, i112, i113) =STDEV.P(j104, j105, j106, j107, j108, j109, j110, j111, j112, j113) =STDEV.P(k104, k105, k106, k107, k108, k109, k110, k111, k112, k113) =STDEV.P(l104, l105, l106, l107, l108, l109, l110, l111, l112, l113) =STDEV.P(m104, m105, m106, m107, m108, m109, m110, m111, m112, m113) =STDEV.P(n104, n105, n106, n107, n108, n109, n110, n111, n112, n113) =STDEV.P(o104, o105, o106, o107, o108, o109, o110, o111, o112, o113) =STDEV.P(p104, p105, p106, p107, p108, p109, p110, p111, p112, p113) =STDEV.P(q104, q105, q106, q107, q108, q109, q110, q111, q112, q113) =STDEV.P(r104, r105, r106, r107, r108, r109, r110, r111, r112, r113) =STDEV.P(s104, s105, s106, s107, s108, s109, s110, s111, s112, s113) =STDEV.P(t104, t105, t106, t107, t108, t109, t110, t111, t112, t113) +=AVERAGE(a114, a115, a116, a117, a118, a119, a120, a121, a122, a123) =AVERAGE(b114, b115, b116, b117, b118, b119, b120, b121, b122, b123) =AVERAGE(c114, c115, c116, c117, c118, c119, c120, c121, c122, c123) =AVERAGE(d114, d115, d116, d117, d118, d119, d120, d121, d122, d123) =AVERAGE(e114, e115, e116, e117, e118, e119, e120, e121, e122, e123) =AVERAGE(f114, f115, f116, f117, f118, f119, f120, f121, f122, f123) =AVERAGE(g114, g115, g116, g117, g118, g119, g120, g121, g122, g123) =AVERAGE(h114, h115, h116, h117, h118, h119, h120, h121, h122, h123) =AVERAGE(i114, i115, i116, i117, i118, i119, i120, i121, i122, i123) =AVERAGE(j114, j115, j116, j117, j118, j119, j120, j121, j122, j123) =AVERAGE(k114, k115, k116, k117, k118, k119, k120, k121, k122, k123) =AVERAGE(l114, l115, l116, l117, l118, l119, l120, l121, l122, l123) =AVERAGE(m114, m115, m116, m117, m118, m119, m120, m121, m122, m123) =AVERAGE(n114, n115, n116, n117, n118, n119, n120, n121, n122, n123) =AVERAGE(o114, o115, o116, o117, o118, o119, o120, o121, o122, o123) =AVERAGE(p114, p115, p116, p117, p118, p119, p120, p121, p122, p123) =AVERAGE(q114, q115, q116, q117, q118, q119, q120, q121, q122, q123) =AVERAGE(r114, r115, r116, r117, r118, r119, r120, r121, r122, r123) =AVERAGE(s114, s115, s116, s117, s118, s119, s120, s121, s122, s123) =AVERAGE(t114, t115, t116, t117, t118, t119, t120, t121, t122, t123) =STDEV.P(a114, a115, a116, a117, a118, a119, a120, a121, a122, a123) =STDEV.P(b114, b115, b116, b117, b118, b119, b120, b121, b122, b123) =STDEV.P(c114, c115, c116, c117, c118, c119, c120, c121, c122, c123) =STDEV.P(d114, d115, d116, d117, d118, d119, d120, d121, d122, d123) =STDEV.P(e114, e115, e116, e117, e118, e119, e120, e121, e122, e123) =STDEV.P(f114, f115, f116, f117, f118, f119, f120, f121, f122, f123) =STDEV.P(g114, g115, g116, g117, g118, g119, g120, g121, g122, g123) =STDEV.P(h114, h115, h116, h117, h118, h119, h120, h121, h122, h123) =STDEV.P(i114, i115, i116, i117, i118, i119, i120, i121, i122, i123) =STDEV.P(j114, j115, j116, j117, j118, j119, j120, j121, j122, j123) =STDEV.P(k114, k115, k116, k117, k118, k119, k120, k121, k122, k123) =STDEV.P(l114, l115, l116, l117, l118, l119, l120, l121, l122, l123) =STDEV.P(m114, m115, m116, m117, m118, m119, m120, m121, m122, m123) =STDEV.P(n114, n115, n116, n117, n118, n119, n120, n121, n122, n123) =STDEV.P(o114, o115, o116, o117, o118, o119, o120, o121, o122, o123) =STDEV.P(p114, p115, p116, p117, p118, p119, p120, p121, p122, p123) =STDEV.P(q114, q115, q116, q117, q118, q119, q120, q121, q122, q123) =STDEV.P(r114, r115, r116, r117, r118, r119, r120, r121, r122, r123) =STDEV.P(s114, s115, s116, s117, s118, s119, s120, s121, s122, s123) =STDEV.P(t114, t115, t116, t117, t118, t119, t120, t121, t122, t123) +=AVERAGE(a124, a125, a126, a127, a128, a129, a130, a131, a132, a133) =AVERAGE(b124, b125, b126, b127, b128, b129, b130, b131, b132, b133) =AVERAGE(c124, c125, c126, c127, c128, c129, c130, c131, c132, c133) =AVERAGE(d124, d125, d126, d127, d128, d129, d130, d131, d132, d133) =AVERAGE(e124, e125, e126, e127, e128, e129, e130, e131, e132, e133) =AVERAGE(f124, f125, f126, f127, f128, f129, f130, f131, f132, f133) =AVERAGE(g124, g125, g126, g127, g128, g129, g130, g131, g132, g133) =AVERAGE(h124, h125, h126, h127, h128, h129, h130, h131, h132, h133) =AVERAGE(i124, i125, i126, i127, i128, i129, i130, i131, i132, i133) =AVERAGE(j124, j125, j126, j127, j128, j129, j130, j131, j132, j133) =AVERAGE(k124, k125, k126, k127, k128, k129, k130, k131, k132, k133) =AVERAGE(l124, l125, l126, l127, l128, l129, l130, l131, l132, l133) =AVERAGE(m124, m125, m126, m127, m128, m129, m130, m131, m132, m133) =AVERAGE(n124, n125, n126, n127, n128, n129, n130, n131, n132, n133) =AVERAGE(o124, o125, o126, o127, o128, o129, o130, o131, o132, o133) =AVERAGE(p124, p125, p126, p127, p128, p129, p130, p131, p132, p133) =AVERAGE(q124, q125, q126, q127, q128, q129, q130, q131, q132, q133) =AVERAGE(r124, r125, r126, r127, r128, r129, r130, r131, r132, r133) =AVERAGE(s124, s125, s126, s127, s128, s129, s130, s131, s132, s133) =AVERAGE(t124, t125, t126, t127, t128, t129, t130, t131, t132, t133) =STDEV.P(a124, a125, a126, a127, a128, a129, a130, a131, a132, a133) =STDEV.P(b124, b125, b126, b127, b128, b129, b130, b131, b132, b133) =STDEV.P(c124, c125, c126, c127, c128, c129, c130, c131, c132, c133) =STDEV.P(d124, d125, d126, d127, d128, d129, d130, d131, d132, d133) =STDEV.P(e124, e125, e126, e127, e128, e129, e130, e131, e132, e133) =STDEV.P(f124, f125, f126, f127, f128, f129, f130, f131, f132, f133) =STDEV.P(g124, g125, g126, g127, g128, g129, g130, g131, g132, g133) =STDEV.P(h124, h125, h126, h127, h128, h129, h130, h131, h132, h133) =STDEV.P(i124, i125, i126, i127, i128, i129, i130, i131, i132, i133) =STDEV.P(j124, j125, j126, j127, j128, j129, j130, j131, j132, j133) =STDEV.P(k124, k125, k126, k127, k128, k129, k130, k131, k132, k133) =STDEV.P(l124, l125, l126, l127, l128, l129, l130, l131, l132, l133) =STDEV.P(m124, m125, m126, m127, m128, m129, m130, m131, m132, m133) =STDEV.P(n124, n125, n126, n127, n128, n129, n130, n131, n132, n133) =STDEV.P(o124, o125, o126, o127, o128, o129, o130, o131, o132, o133) =STDEV.P(p124, p125, p126, p127, p128, p129, p130, p131, p132, p133) =STDEV.P(q124, q125, q126, q127, q128, q129, q130, q131, q132, q133) =STDEV.P(r124, r125, r126, r127, r128, r129, r130, r131, r132, r133) =STDEV.P(s124, s125, s126, s127, s128, s129, s130, s131, s132, s133) =STDEV.P(t124, t125, t126, t127, t128, t129, t130, t131, t132, t133) +=AVERAGE(a134, a135, a136, a137, a138, a139, a140, a141, a142, a143) =AVERAGE(b134, b135, b136, b137, b138, b139, b140, b141, b142, b143) =AVERAGE(c134, c135, c136, c137, c138, c139, c140, c141, c142, c143) =AVERAGE(d134, d135, d136, d137, d138, d139, d140, d141, d142, d143) =AVERAGE(e134, e135, e136, e137, e138, e139, e140, e141, e142, e143) =AVERAGE(f134, f135, f136, f137, f138, f139, f140, f141, f142, f143) =AVERAGE(g134, g135, g136, g137, g138, g139, g140, g141, g142, g143) =AVERAGE(h134, h135, h136, h137, h138, h139, h140, h141, h142, h143) =AVERAGE(i134, i135, i136, i137, i138, i139, i140, i141, i142, i143) =AVERAGE(j134, j135, j136, j137, j138, j139, j140, j141, j142, j143) =AVERAGE(k134, k135, k136, k137, k138, k139, k140, k141, k142, k143) =AVERAGE(l134, l135, l136, l137, l138, l139, l140, l141, l142, l143) =AVERAGE(m134, m135, m136, m137, m138, m139, m140, m141, m142, m143) =AVERAGE(n134, n135, n136, n137, n138, n139, n140, n141, n142, n143) =AVERAGE(o134, o135, o136, o137, o138, o139, o140, o141, o142, o143) =AVERAGE(p134, p135, p136, p137, p138, p139, p140, p141, p142, p143) =AVERAGE(q134, q135, q136, q137, q138, q139, q140, q141, q142, q143) =AVERAGE(r134, r135, r136, r137, r138, r139, r140, r141, r142, r143) =AVERAGE(s134, s135, s136, s137, s138, s139, s140, s141, s142, s143) =AVERAGE(t134, t135, t136, t137, t138, t139, t140, t141, t142, t143) =STDEV.P(a134, a135, a136, a137, a138, a139, a140, a141, a142, a143) =STDEV.P(b134, b135, b136, b137, b138, b139, b140, b141, b142, b143) =STDEV.P(c134, c135, c136, c137, c138, c139, c140, c141, c142, c143) =STDEV.P(d134, d135, d136, d137, d138, d139, d140, d141, d142, d143) =STDEV.P(e134, e135, e136, e137, e138, e139, e140, e141, e142, e143) =STDEV.P(f134, f135, f136, f137, f138, f139, f140, f141, f142, f143) =STDEV.P(g134, g135, g136, g137, g138, g139, g140, g141, g142, g143) =STDEV.P(h134, h135, h136, h137, h138, h139, h140, h141, h142, h143) =STDEV.P(i134, i135, i136, i137, i138, i139, i140, i141, i142, i143) =STDEV.P(j134, j135, j136, j137, j138, j139, j140, j141, j142, j143) =STDEV.P(k134, k135, k136, k137, k138, k139, k140, k141, k142, k143) =STDEV.P(l134, l135, l136, l137, l138, l139, l140, l141, l142, l143) =STDEV.P(m134, m135, m136, m137, m138, m139, m140, m141, m142, m143) =STDEV.P(n134, n135, n136, n137, n138, n139, n140, n141, n142, n143) =STDEV.P(o134, o135, o136, o137, o138, o139, o140, o141, o142, o143) =STDEV.P(p134, p135, p136, p137, p138, p139, p140, p141, p142, p143) =STDEV.P(q134, q135, q136, q137, q138, q139, q140, q141, q142, q143) =STDEV.P(r134, r135, r136, r137, r138, r139, r140, r141, r142, r143) =STDEV.P(s134, s135, s136, s137, s138, s139, s140, s141, s142, s143) =STDEV.P(t134, t135, t136, t137, t138, t139, t140, t141, t142, t143) +=AVERAGE(a144, a145, a146, a147, a148, a149, a150, a151, a152, a153) =AVERAGE(b144, b145, b146, b147, b148, b149, b150, b151, b152, b153) =AVERAGE(c144, c145, c146, c147, c148, c149, c150, c151, c152, c153) =AVERAGE(d144, d145, d146, d147, d148, d149, d150, d151, d152, d153) =AVERAGE(e144, e145, e146, e147, e148, e149, e150, e151, e152, e153) =AVERAGE(f144, f145, f146, f147, f148, f149, f150, f151, f152, f153) =AVERAGE(g144, g145, g146, g147, g148, g149, g150, g151, g152, g153) =AVERAGE(h144, h145, h146, h147, h148, h149, h150, h151, h152, h153) =AVERAGE(i144, i145, i146, i147, i148, i149, i150, i151, i152, i153) =AVERAGE(j144, j145, j146, j147, j148, j149, j150, j151, j152, j153) =AVERAGE(k144, k145, k146, k147, k148, k149, k150, k151, k152, k153) =AVERAGE(l144, l145, l146, l147, l148, l149, l150, l151, l152, l153) =AVERAGE(m144, m145, m146, m147, m148, m149, m150, m151, m152, m153) =AVERAGE(n144, n145, n146, n147, n148, n149, n150, n151, n152, n153) =AVERAGE(o144, o145, o146, o147, o148, o149, o150, o151, o152, o153) =AVERAGE(p144, p145, p146, p147, p148, p149, p150, p151, p152, p153) =AVERAGE(q144, q145, q146, q147, q148, q149, q150, q151, q152, q153) =AVERAGE(r144, r145, r146, r147, r148, r149, r150, r151, r152, r153) =AVERAGE(s144, s145, s146, s147, s148, s149, s150, s151, s152, s153) =AVERAGE(t144, t145, t146, t147, t148, t149, t150, t151, t152, t153) =STDEV.P(a144, a145, a146, a147, a148, a149, a150, a151, a152, a153) =STDEV.P(b144, b145, b146, b147, b148, b149, b150, b151, b152, b153) =STDEV.P(c144, c145, c146, c147, c148, c149, c150, c151, c152, c153) =STDEV.P(d144, d145, d146, d147, d148, d149, d150, d151, d152, d153) =STDEV.P(e144, e145, e146, e147, e148, e149, e150, e151, e152, e153) =STDEV.P(f144, f145, f146, f147, f148, f149, f150, f151, f152, f153) =STDEV.P(g144, g145, g146, g147, g148, g149, g150, g151, g152, g153) =STDEV.P(h144, h145, h146, h147, h148, h149, h150, h151, h152, h153) =STDEV.P(i144, i145, i146, i147, i148, i149, i150, i151, i152, i153) =STDEV.P(j144, j145, j146, j147, j148, j149, j150, j151, j152, j153) =STDEV.P(k144, k145, k146, k147, k148, k149, k150, k151, k152, k153) =STDEV.P(l144, l145, l146, l147, l148, l149, l150, l151, l152, l153) =STDEV.P(m144, m145, m146, m147, m148, m149, m150, m151, m152, m153) =STDEV.P(n144, n145, n146, n147, n148, n149, n150, n151, n152, n153) =STDEV.P(o144, o145, o146, o147, o148, o149, o150, o151, o152, o153) =STDEV.P(p144, p145, p146, p147, p148, p149, p150, p151, p152, p153) =STDEV.P(q144, q145, q146, q147, q148, q149, q150, q151, q152, q153) =STDEV.P(r144, r145, r146, r147, r148, r149, r150, r151, r152, r153) =STDEV.P(s144, s145, s146, s147, s148, s149, s150, s151, s152, s153) =STDEV.P(t144, t145, t146, t147, t148, t149, t150, t151, t152, t153) +=AVERAGE(a154, a155, a156, a157, a158, a159, a160, a161, a162, a163) =AVERAGE(b154, b155, b156, b157, b158, b159, b160, b161, b162, b163) =AVERAGE(c154, c155, c156, c157, c158, c159, c160, c161, c162, c163) =AVERAGE(d154, d155, d156, d157, d158, d159, d160, d161, d162, d163) =AVERAGE(e154, e155, e156, e157, e158, e159, e160, e161, e162, e163) =AVERAGE(f154, f155, f156, f157, f158, f159, f160, f161, f162, f163) =AVERAGE(g154, g155, g156, g157, g158, g159, g160, g161, g162, g163) =AVERAGE(h154, h155, h156, h157, h158, h159, h160, h161, h162, h163) =AVERAGE(i154, i155, i156, i157, i158, i159, i160, i161, i162, i163) =AVERAGE(j154, j155, j156, j157, j158, j159, j160, j161, j162, j163) =AVERAGE(k154, k155, k156, k157, k158, k159, k160, k161, k162, k163) =AVERAGE(l154, l155, l156, l157, l158, l159, l160, l161, l162, l163) =AVERAGE(m154, m155, m156, m157, m158, m159, m160, m161, m162, m163) =AVERAGE(n154, n155, n156, n157, n158, n159, n160, n161, n162, n163) =AVERAGE(o154, o155, o156, o157, o158, o159, o160, o161, o162, o163) =AVERAGE(p154, p155, p156, p157, p158, p159, p160, p161, p162, p163) =AVERAGE(q154, q155, q156, q157, q158, q159, q160, q161, q162, q163) =AVERAGE(r154, r155, r156, r157, r158, r159, r160, r161, r162, r163) =AVERAGE(s154, s155, s156, s157, s158, s159, s160, s161, s162, s163) =AVERAGE(t154, t155, t156, t157, t158, t159, t160, t161, t162, t163) =STDEV.P(a154, a155, a156, a157, a158, a159, a160, a161, a162, a163) =STDEV.P(b154, b155, b156, b157, b158, b159, b160, b161, b162, b163) =STDEV.P(c154, c155, c156, c157, c158, c159, c160, c161, c162, c163) =STDEV.P(d154, d155, d156, d157, d158, d159, d160, d161, d162, d163) =STDEV.P(e154, e155, e156, e157, e158, e159, e160, e161, e162, e163) =STDEV.P(f154, f155, f156, f157, f158, f159, f160, f161, f162, f163) =STDEV.P(g154, g155, g156, g157, g158, g159, g160, g161, g162, g163) =STDEV.P(h154, h155, h156, h157, h158, h159, h160, h161, h162, h163) =STDEV.P(i154, i155, i156, i157, i158, i159, i160, i161, i162, i163) =STDEV.P(j154, j155, j156, j157, j158, j159, j160, j161, j162, j163) =STDEV.P(k154, k155, k156, k157, k158, k159, k160, k161, k162, k163) =STDEV.P(l154, l155, l156, l157, l158, l159, l160, l161, l162, l163) =STDEV.P(m154, m155, m156, m157, m158, m159, m160, m161, m162, m163) =STDEV.P(n154, n155, n156, n157, n158, n159, n160, n161, n162, n163) =STDEV.P(o154, o155, o156, o157, o158, o159, o160, o161, o162, o163) =STDEV.P(p154, p155, p156, p157, p158, p159, p160, p161, p162, p163) =STDEV.P(q154, q155, q156, q157, q158, q159, q160, q161, q162, q163) =STDEV.P(r154, r155, r156, r157, r158, r159, r160, r161, r162, r163) =STDEV.P(s154, s155, s156, s157, s158, s159, s160, s161, s162, s163) =STDEV.P(t154, t155, t156, t157, t158, t159, t160, t161, t162, t163) +=AVERAGE(a164, a165, a166, a167, a168, a169, a170, a171, a172, a173) =AVERAGE(b164, b165, b166, b167, b168, b169, b170, b171, b172, b173) =AVERAGE(c164, c165, c166, c167, c168, c169, c170, c171, c172, c173) =AVERAGE(d164, d165, d166, d167, d168, d169, d170, d171, d172, d173) =AVERAGE(e164, e165, e166, e167, e168, e169, e170, e171, e172, e173) =AVERAGE(f164, f165, f166, f167, f168, f169, f170, f171, f172, f173) =AVERAGE(g164, g165, g166, g167, g168, g169, g170, g171, g172, g173) =AVERAGE(h164, h165, h166, h167, h168, h169, h170, h171, h172, h173) =AVERAGE(i164, i165, i166, i167, i168, i169, i170, i171, i172, i173) =AVERAGE(j164, j165, j166, j167, j168, j169, j170, j171, j172, j173) =AVERAGE(k164, k165, k166, k167, k168, k169, k170, k171, k172, k173) =AVERAGE(l164, l165, l166, l167, l168, l169, l170, l171, l172, l173) =AVERAGE(m164, m165, m166, m167, m168, m169, m170, m171, m172, m173) =AVERAGE(n164, n165, n166, n167, n168, n169, n170, n171, n172, n173) =AVERAGE(o164, o165, o166, o167, o168, o169, o170, o171, o172, o173) =AVERAGE(p164, p165, p166, p167, p168, p169, p170, p171, p172, p173) =AVERAGE(q164, q165, q166, q167, q168, q169, q170, q171, q172, q173) =AVERAGE(r164, r165, r166, r167, r168, r169, r170, r171, r172, r173) =AVERAGE(s164, s165, s166, s167, s168, s169, s170, s171, s172, s173) =AVERAGE(t164, t165, t166, t167, t168, t169, t170, t171, t172, t173) =STDEV.P(a164, a165, a166, a167, a168, a169, a170, a171, a172, a173) =STDEV.P(b164, b165, b166, b167, b168, b169, b170, b171, b172, b173) =STDEV.P(c164, c165, c166, c167, c168, c169, c170, c171, c172, c173) =STDEV.P(d164, d165, d166, d167, d168, d169, d170, d171, d172, d173) =STDEV.P(e164, e165, e166, e167, e168, e169, e170, e171, e172, e173) =STDEV.P(f164, f165, f166, f167, f168, f169, f170, f171, f172, f173) =STDEV.P(g164, g165, g166, g167, g168, g169, g170, g171, g172, g173) =STDEV.P(h164, h165, h166, h167, h168, h169, h170, h171, h172, h173) =STDEV.P(i164, i165, i166, i167, i168, i169, i170, i171, i172, i173) =STDEV.P(j164, j165, j166, j167, j168, j169, j170, j171, j172, j173) =STDEV.P(k164, k165, k166, k167, k168, k169, k170, k171, k172, k173) =STDEV.P(l164, l165, l166, l167, l168, l169, l170, l171, l172, l173) =STDEV.P(m164, m165, m166, m167, m168, m169, m170, m171, m172, m173) =STDEV.P(n164, n165, n166, n167, n168, n169, n170, n171, n172, n173) =STDEV.P(o164, o165, o166, o167, o168, o169, o170, o171, o172, o173) =STDEV.P(p164, p165, p166, p167, p168, p169, p170, p171, p172, p173) =STDEV.P(q164, q165, q166, q167, q168, q169, q170, q171, q172, q173) =STDEV.P(r164, r165, r166, r167, r168, r169, r170, r171, r172, r173) =STDEV.P(s164, s165, s166, s167, s168, s169, s170, s171, s172, s173) =STDEV.P(t164, t165, t166, t167, t168, t169, t170, t171, t172, t173) +=AVERAGE(a174, a175, a176, a177, a178, a179, a180, a181, a182, a183) =AVERAGE(b174, b175, b176, b177, b178, b179, b180, b181, b182, b183) =AVERAGE(c174, c175, c176, c177, c178, c179, c180, c181, c182, c183) =AVERAGE(d174, d175, d176, d177, d178, d179, d180, d181, d182, d183) =AVERAGE(e174, e175, e176, e177, e178, e179, e180, e181, e182, e183) =AVERAGE(f174, f175, f176, f177, f178, f179, f180, f181, f182, f183) =AVERAGE(g174, g175, g176, g177, g178, g179, g180, g181, g182, g183) =AVERAGE(h174, h175, h176, h177, h178, h179, h180, h181, h182, h183) =AVERAGE(i174, i175, i176, i177, i178, i179, i180, i181, i182, i183) =AVERAGE(j174, j175, j176, j177, j178, j179, j180, j181, j182, j183) =AVERAGE(k174, k175, k176, k177, k178, k179, k180, k181, k182, k183) =AVERAGE(l174, l175, l176, l177, l178, l179, l180, l181, l182, l183) =AVERAGE(m174, m175, m176, m177, m178, m179, m180, m181, m182, m183) =AVERAGE(n174, n175, n176, n177, n178, n179, n180, n181, n182, n183) =AVERAGE(o174, o175, o176, o177, o178, o179, o180, o181, o182, o183) =AVERAGE(p174, p175, p176, p177, p178, p179, p180, p181, p182, p183) =AVERAGE(q174, q175, q176, q177, q178, q179, q180, q181, q182, q183) =AVERAGE(r174, r175, r176, r177, r178, r179, r180, r181, r182, r183) =AVERAGE(s174, s175, s176, s177, s178, s179, s180, s181, s182, s183) =AVERAGE(t174, t175, t176, t177, t178, t179, t180, t181, t182, t183) =STDEV.P(a174, a175, a176, a177, a178, a179, a180, a181, a182, a183) =STDEV.P(b174, b175, b176, b177, b178, b179, b180, b181, b182, b183) =STDEV.P(c174, c175, c176, c177, c178, c179, c180, c181, c182, c183) =STDEV.P(d174, d175, d176, d177, d178, d179, d180, d181, d182, d183) =STDEV.P(e174, e175, e176, e177, e178, e179, e180, e181, e182, e183) =STDEV.P(f174, f175, f176, f177, f178, f179, f180, f181, f182, f183) =STDEV.P(g174, g175, g176, g177, g178, g179, g180, g181, g182, g183) =STDEV.P(h174, h175, h176, h177, h178, h179, h180, h181, h182, h183) =STDEV.P(i174, i175, i176, i177, i178, i179, i180, i181, i182, i183) =STDEV.P(j174, j175, j176, j177, j178, j179, j180, j181, j182, j183) =STDEV.P(k174, k175, k176, k177, k178, k179, k180, k181, k182, k183) =STDEV.P(l174, l175, l176, l177, l178, l179, l180, l181, l182, l183) =STDEV.P(m174, m175, m176, m177, m178, m179, m180, m181, m182, m183) =STDEV.P(n174, n175, n176, n177, n178, n179, n180, n181, n182, n183) =STDEV.P(o174, o175, o176, o177, o178, o179, o180, o181, o182, o183) =STDEV.P(p174, p175, p176, p177, p178, p179, p180, p181, p182, p183) =STDEV.P(q174, q175, q176, q177, q178, q179, q180, q181, q182, q183) =STDEV.P(r174, r175, r176, r177, r178, r179, r180, r181, r182, r183) =STDEV.P(s174, s175, s176, s177, s178, s179, s180, s181, s182, s183) =STDEV.P(t174, t175, t176, t177, t178, t179, t180, t181, t182, t183) +=AVERAGE(a184, a185, a186, a187, a188, a189, a190, a191, a192, a193) =AVERAGE(b184, b185, b186, b187, b188, b189, b190, b191, b192, b193) =AVERAGE(c184, c185, c186, c187, c188, c189, c190, c191, c192, c193) =AVERAGE(d184, d185, d186, d187, d188, d189, d190, d191, d192, d193) =AVERAGE(e184, e185, e186, e187, e188, e189, e190, e191, e192, e193) =AVERAGE(f184, f185, f186, f187, f188, f189, f190, f191, f192, f193) =AVERAGE(g184, g185, g186, g187, g188, g189, g190, g191, g192, g193) =AVERAGE(h184, h185, h186, h187, h188, h189, h190, h191, h192, h193) =AVERAGE(i184, i185, i186, i187, i188, i189, i190, i191, i192, i193) =AVERAGE(j184, j185, j186, j187, j188, j189, j190, j191, j192, j193) =AVERAGE(k184, k185, k186, k187, k188, k189, k190, k191, k192, k193) =AVERAGE(l184, l185, l186, l187, l188, l189, l190, l191, l192, l193) =AVERAGE(m184, m185, m186, m187, m188, m189, m190, m191, m192, m193) =AVERAGE(n184, n185, n186, n187, n188, n189, n190, n191, n192, n193) =AVERAGE(o184, o185, o186, o187, o188, o189, o190, o191, o192, o193) =AVERAGE(p184, p185, p186, p187, p188, p189, p190, p191, p192, p193) =AVERAGE(q184, q185, q186, q187, q188, q189, q190, q191, q192, q193) =AVERAGE(r184, r185, r186, r187, r188, r189, r190, r191, r192, r193) =AVERAGE(s184, s185, s186, s187, s188, s189, s190, s191, s192, s193) =AVERAGE(t184, t185, t186, t187, t188, t189, t190, t191, t192, t193) =STDEV.P(a184, a185, a186, a187, a188, a189, a190, a191, a192, a193) =STDEV.P(b184, b185, b186, b187, b188, b189, b190, b191, b192, b193) =STDEV.P(c184, c185, c186, c187, c188, c189, c190, c191, c192, c193) =STDEV.P(d184, d185, d186, d187, d188, d189, d190, d191, d192, d193) =STDEV.P(e184, e185, e186, e187, e188, e189, e190, e191, e192, e193) =STDEV.P(f184, f185, f186, f187, f188, f189, f190, f191, f192, f193) =STDEV.P(g184, g185, g186, g187, g188, g189, g190, g191, g192, g193) =STDEV.P(h184, h185, h186, h187, h188, h189, h190, h191, h192, h193) =STDEV.P(i184, i185, i186, i187, i188, i189, i190, i191, i192, i193) =STDEV.P(j184, j185, j186, j187, j188, j189, j190, j191, j192, j193) =STDEV.P(k184, k185, k186, k187, k188, k189, k190, k191, k192, k193) =STDEV.P(l184, l185, l186, l187, l188, l189, l190, l191, l192, l193) =STDEV.P(m184, m185, m186, m187, m188, m189, m190, m191, m192, m193) =STDEV.P(n184, n185, n186, n187, n188, n189, n190, n191, n192, n193) =STDEV.P(o184, o185, o186, o187, o188, o189, o190, o191, o192, o193) =STDEV.P(p184, p185, p186, p187, p188, p189, p190, p191, p192, p193) =STDEV.P(q184, q185, q186, q187, q188, q189, q190, q191, q192, q193) =STDEV.P(r184, r185, r186, r187, r188, r189, r190, r191, r192, r193) =STDEV.P(s184, s185, s186, s187, s188, s189, s190, s191, s192, s193) =STDEV.P(t184, t185, t186, t187, t188, t189, t190, t191, t192, t193) +=AVERAGE(a194, a195, a196, a197, a198, a199, a200, a201, a202, a203) =AVERAGE(b194, b195, b196, b197, b198, b199, b200, b201, b202, b203) =AVERAGE(c194, c195, c196, c197, c198, c199, c200, c201, c202, c203) =AVERAGE(d194, d195, d196, d197, d198, d199, d200, d201, d202, d203) =AVERAGE(e194, e195, e196, e197, e198, e199, e200, e201, e202, e203) =AVERAGE(f194, f195, f196, f197, f198, f199, f200, f201, f202, f203) =AVERAGE(g194, g195, g196, g197, g198, g199, g200, g201, g202, g203) =AVERAGE(h194, h195, h196, h197, h198, h199, h200, h201, h202, h203) =AVERAGE(i194, i195, i196, i197, i198, i199, i200, i201, i202, i203) =AVERAGE(j194, j195, j196, j197, j198, j199, j200, j201, j202, j203) =AVERAGE(k194, k195, k196, k197, k198, k199, k200, k201, k202, k203) =AVERAGE(l194, l195, l196, l197, l198, l199, l200, l201, l202, l203) =AVERAGE(m194, m195, m196, m197, m198, m199, m200, m201, m202, m203) =AVERAGE(n194, n195, n196, n197, n198, n199, n200, n201, n202, n203) =AVERAGE(o194, o195, o196, o197, o198, o199, o200, o201, o202, o203) =AVERAGE(p194, p195, p196, p197, p198, p199, p200, p201, p202, p203) =AVERAGE(q194, q195, q196, q197, q198, q199, q200, q201, q202, q203) =AVERAGE(r194, r195, r196, r197, r198, r199, r200, r201, r202, r203) =AVERAGE(s194, s195, s196, s197, s198, s199, s200, s201, s202, s203) =AVERAGE(t194, t195, t196, t197, t198, t199, t200, t201, t202, t203) =STDEV.P(a194, a195, a196, a197, a198, a199, a200, a201, a202, a203) =STDEV.P(b194, b195, b196, b197, b198, b199, b200, b201, b202, b203) =STDEV.P(c194, c195, c196, c197, c198, c199, c200, c201, c202, c203) =STDEV.P(d194, d195, d196, d197, d198, d199, d200, d201, d202, d203) =STDEV.P(e194, e195, e196, e197, e198, e199, e200, e201, e202, e203) =STDEV.P(f194, f195, f196, f197, f198, f199, f200, f201, f202, f203) =STDEV.P(g194, g195, g196, g197, g198, g199, g200, g201, g202, g203) =STDEV.P(h194, h195, h196, h197, h198, h199, h200, h201, h202, h203) =STDEV.P(i194, i195, i196, i197, i198, i199, i200, i201, i202, i203) =STDEV.P(j194, j195, j196, j197, j198, j199, j200, j201, j202, j203) =STDEV.P(k194, k195, k196, k197, k198, k199, k200, k201, k202, k203) =STDEV.P(l194, l195, l196, l197, l198, l199, l200, l201, l202, l203) =STDEV.P(m194, m195, m196, m197, m198, m199, m200, m201, m202, m203) =STDEV.P(n194, n195, n196, n197, n198, n199, n200, n201, n202, n203) =STDEV.P(o194, o195, o196, o197, o198, o199, o200, o201, o202, o203) =STDEV.P(p194, p195, p196, p197, p198, p199, p200, p201, p202, p203) =STDEV.P(q194, q195, q196, q197, q198, q199, q200, q201, q202, q203) =STDEV.P(r194, r195, r196, r197, r198, r199, r200, r201, r202, r203) =STDEV.P(s194, s195, s196, s197, s198, s199, s200, s201, s202, s203) =STDEV.P(t194, t195, t196, t197, t198, t199, t200, t201, t202, t203) +=AVERAGE(a204, a205, a206, a207, a208, a209, a210, a211, a212) =AVERAGE(b204, b205, b206, b207, b208, b209, b210, b211, b212) =AVERAGE(c204, c205, c206, c207, c208, c209, c210, c211, c212) =AVERAGE(d204, d205, d206, d207, d208, d209, d210, d211, d212) =AVERAGE(e204, e205, e206, e207, e208, e209, e210, e211, e212) =AVERAGE(f204, f205, f206, f207, f208, f209, f210, f211, f212) =AVERAGE(g204, g205, g206, g207, g208, g209, g210, g211, g212) =AVERAGE(h204, h205, h206, h207, h208, h209, h210, h211, h212) =AVERAGE(i204, i205, i206, i207, i208, i209, i210, i211, i212) =AVERAGE(j204, j205, j206, j207, j208, j209, j210, j211, j212) =AVERAGE(k204, k205, k206, k207, k208, k209, k210, k211, k212) =AVERAGE(l204, l205, l206, l207, l208, l209, l210, l211, l212) =AVERAGE(m204, m205, m206, m207, m208, m209, m210, m211, m212) =AVERAGE(n204, n205, n206, n207, n208, n209, n210, n211, n212) =AVERAGE(o204, o205, o206, o207, o208, o209, o210, o211, o212) =AVERAGE(p204, p205, p206, p207, p208, p209, p210, p211, p212) =AVERAGE(q204, q205, q206, q207, q208, q209, q210, q211, q212) =AVERAGE(r204, r205, r206, r207, r208, r209, r210, r211, r212) =AVERAGE(s204, s205, s206, s207, s208, s209, s210, s211, s212) =AVERAGE(t204, t205, t206, t207, t208, t209, t210, t211, t212) =STDEV.P(a204, a205, a206, a207, a208, a209, a210, a211, a212) =STDEV.P(b204, b205, b206, b207, b208, b209, b210, b211, b212) =STDEV.P(c204, c205, c206, c207, c208, c209, c210, c211, c212) =STDEV.P(d204, d205, d206, d207, d208, d209, d210, d211, d212) =STDEV.P(e204, e205, e206, e207, e208, e209, e210, e211, e212) =STDEV.P(f204, f205, f206, f207, f208, f209, f210, f211, f212) =STDEV.P(g204, g205, g206, g207, g208, g209, g210, g211, g212) =STDEV.P(h204, h205, h206, h207, h208, h209, h210, h211, h212) =STDEV.P(i204, i205, i206, i207, i208, i209, i210, i211, i212) =STDEV.P(j204, j205, j206, j207, j208, j209, j210, j211, j212) =STDEV.P(k204, k205, k206, k207, k208, k209, k210, k211, k212) =STDEV.P(l204, l205, l206, l207, l208, l209, l210, l211, l212) =STDEV.P(m204, m205, m206, m207, m208, m209, m210, m211, m212) =STDEV.P(n204, n205, n206, n207, n208, n209, n210, n211, n212) =STDEV.P(o204, o205, o206, o207, o208, o209, o210, o211, o212) =STDEV.P(p204, p205, p206, p207, p208, p209, p210, p211, p212) =STDEV.P(q204, q205, q206, q207, q208, q209, q210, q211, q212) =STDEV.P(r204, r205, r206, r207, r208, r209, r210, r211, r212) =STDEV.P(s204, s205, s206, s207, s208, s209, s210, s211, s212) =STDEV.P(t204, t205, t206, t207, t208, t209, t210, t211, t212) +=AVERAGE(a213, a214, a215, a216, a217, a218, a219, a220) =AVERAGE(b213, b214, b215, b216, b217, b218, b219, b220) =AVERAGE(c213, c214, c215, c216, c217, c218, c219, c220) =AVERAGE(d213, d214, d215, d216, d217, d218, d219, d220) =AVERAGE(e213, e214, e215, e216, e217, e218, e219, e220) =AVERAGE(f213, f214, f215, f216, f217, f218, f219, f220) =AVERAGE(g213, g214, g215, g216, g217, g218, g219, g220) =AVERAGE(h213, h214, h215, h216, h217, h218, h219, h220) =AVERAGE(i213, i214, i215, i216, i217, i218, i219, i220) =AVERAGE(j213, j214, j215, j216, j217, j218, j219, j220) =AVERAGE(k213, k214, k215, k216, k217, k218, k219, k220) =AVERAGE(l213, l214, l215, l216, l217, l218, l219, l220) =AVERAGE(m213, m214, m215, m216, m217, m218, m219, m220) =AVERAGE(n213, n214, n215, n216, n217, n218, n219, n220) =AVERAGE(o213, o214, o215, o216, o217, o218, o219, o220) =AVERAGE(p213, p214, p215, p216, p217, p218, p219, p220) =AVERAGE(q213, q214, q215, q216, q217, q218, q219, q220) =AVERAGE(r213, r214, r215, r216, r217, r218, r219, r220) =AVERAGE(s213, s214, s215, s216, s217, s218, s219, s220) =AVERAGE(t213, t214, t215, t216, t217, t218, t219, t220) =STDEV.P(a213, a214, a215, a216, a217, a218, a219, a220) =STDEV.P(b213, b214, b215, b216, b217, b218, b219, b220) =STDEV.P(c213, c214, c215, c216, c217, c218, c219, c220) =STDEV.P(d213, d214, d215, d216, d217, d218, d219, d220) =STDEV.P(e213, e214, e215, e216, e217, e218, e219, e220) =STDEV.P(f213, f214, f215, f216, f217, f218, f219, f220) =STDEV.P(g213, g214, g215, g216, g217, g218, g219, g220) =STDEV.P(h213, h214, h215, h216, h217, h218, h219, h220) =STDEV.P(i213, i214, i215, i216, i217, i218, i219, i220) =STDEV.P(j213, j214, j215, j216, j217, j218, j219, j220) =STDEV.P(k213, k214, k215, k216, k217, k218, k219, k220) =STDEV.P(l213, l214, l215, l216, l217, l218, l219, l220) =STDEV.P(m213, m214, m215, m216, m217, m218, m219, m220) =STDEV.P(n213, n214, n215, n216, n217, n218, n219, n220) =STDEV.P(o213, o214, o215, o216, o217, o218, o219, o220) =STDEV.P(p213, p214, p215, p216, p217, p218, p219, p220) =STDEV.P(q213, q214, q215, q216, q217, q218, q219, q220) =STDEV.P(r213, r214, r215, r216, r217, r218, r219, r220) =STDEV.P(s213, s214, s215, s216, s217, s218, s219, s220) =STDEV.P(t213, t214, t215, t216, t217, t218, t219, t220) +=AVERAGE(a221, a222, a223, a224, a225, a226, a227, a228) =AVERAGE(b221, b222, b223, b224, b225, b226, b227, b228) =AVERAGE(c221, c222, c223, c224, c225, c226, c227, c228) =AVERAGE(d221, d222, d223, d224, d225, d226, d227, d228) =AVERAGE(e221, e222, e223, e224, e225, e226, e227, e228) =AVERAGE(f221, f222, f223, f224, f225, f226, f227, f228) =AVERAGE(g221, g222, g223, g224, g225, g226, g227, g228) =AVERAGE(h221, h222, h223, h224, h225, h226, h227, h228) =AVERAGE(i221, i222, i223, i224, i225, i226, i227, i228) =AVERAGE(j221, j222, j223, j224, j225, j226, j227, j228) =AVERAGE(k221, k222, k223, k224, k225, k226, k227, k228) =AVERAGE(l221, l222, l223, l224, l225, l226, l227, l228) =AVERAGE(m221, m222, m223, m224, m225, m226, m227, m228) =AVERAGE(n221, n222, n223, n224, n225, n226, n227, n228) =AVERAGE(o221, o222, o223, o224, o225, o226, o227, o228) =AVERAGE(p221, p222, p223, p224, p225, p226, p227, p228) =AVERAGE(q221, q222, q223, q224, q225, q226, q227, q228) =AVERAGE(r221, r222, r223, r224, r225, r226, r227, r228) =AVERAGE(s221, s222, s223, s224, s225, s226, s227, s228) =AVERAGE(t221, t222, t223, t224, t225, t226, t227, t228) =STDEV.P(a221, a222, a223, a224, a225, a226, a227, a228) =STDEV.P(b221, b222, b223, b224, b225, b226, b227, b228) =STDEV.P(c221, c222, c223, c224, c225, c226, c227, c228) =STDEV.P(d221, d222, d223, d224, d225, d226, d227, d228) =STDEV.P(e221, e222, e223, e224, e225, e226, e227, e228) =STDEV.P(f221, f222, f223, f224, f225, f226, f227, f228) =STDEV.P(g221, g222, g223, g224, g225, g226, g227, g228) =STDEV.P(h221, h222, h223, h224, h225, h226, h227, h228) =STDEV.P(i221, i222, i223, i224, i225, i226, i227, i228) =STDEV.P(j221, j222, j223, j224, j225, j226, j227, j228) =STDEV.P(k221, k222, k223, k224, k225, k226, k227, k228) =STDEV.P(l221, l222, l223, l224, l225, l226, l227, l228) =STDEV.P(m221, m222, m223, m224, m225, m226, m227, m228) =STDEV.P(n221, n222, n223, n224, n225, n226, n227, n228) =STDEV.P(o221, o222, o223, o224, o225, o226, o227, o228) =STDEV.P(p221, p222, p223, p224, p225, p226, p227, p228) =STDEV.P(q221, q222, q223, q224, q225, q226, q227, q228) =STDEV.P(r221, r222, r223, r224, r225, r226, r227, r228) =STDEV.P(s221, s222, s223, s224, s225, s226, s227, s228) =STDEV.P(t221, t222, t223, t224, t225, t226, t227, t228) +=AVERAGE(a229, a230, a231, a232, a233, a234, a235, a236) =AVERAGE(b229, b230, b231, b232, b233, b234, b235, b236) =AVERAGE(c229, c230, c231, c232, c233, c234, c235, c236) =AVERAGE(d229, d230, d231, d232, d233, d234, d235, d236) =AVERAGE(e229, e230, e231, e232, e233, e234, e235, e236) =AVERAGE(f229, f230, f231, f232, f233, f234, f235, f236) =AVERAGE(g229, g230, g231, g232, g233, g234, g235, g236) =AVERAGE(h229, h230, h231, h232, h233, h234, h235, h236) =AVERAGE(i229, i230, i231, i232, i233, i234, i235, i236) =AVERAGE(j229, j230, j231, j232, j233, j234, j235, j236) =AVERAGE(k229, k230, k231, k232, k233, k234, k235, k236) =AVERAGE(l229, l230, l231, l232, l233, l234, l235, l236) =AVERAGE(m229, m230, m231, m232, m233, m234, m235, m236) =AVERAGE(n229, n230, n231, n232, n233, n234, n235, n236) =AVERAGE(o229, o230, o231, o232, o233, o234, o235, o236) =AVERAGE(p229, p230, p231, p232, p233, p234, p235, p236) =AVERAGE(q229, q230, q231, q232, q233, q234, q235, q236) =AVERAGE(r229, r230, r231, r232, r233, r234, r235, r236) =AVERAGE(s229, s230, s231, s232, s233, s234, s235, s236) =AVERAGE(t229, t230, t231, t232, t233, t234, t235, t236) =STDEV.P(a229, a230, a231, a232, a233, a234, a235, a236) =STDEV.P(b229, b230, b231, b232, b233, b234, b235, b236) =STDEV.P(c229, c230, c231, c232, c233, c234, c235, c236) =STDEV.P(d229, d230, d231, d232, d233, d234, d235, d236) =STDEV.P(e229, e230, e231, e232, e233, e234, e235, e236) =STDEV.P(f229, f230, f231, f232, f233, f234, f235, f236) =STDEV.P(g229, g230, g231, g232, g233, g234, g235, g236) =STDEV.P(h229, h230, h231, h232, h233, h234, h235, h236) =STDEV.P(i229, i230, i231, i232, i233, i234, i235, i236) =STDEV.P(j229, j230, j231, j232, j233, j234, j235, j236) =STDEV.P(k229, k230, k231, k232, k233, k234, k235, k236) =STDEV.P(l229, l230, l231, l232, l233, l234, l235, l236) =STDEV.P(m229, m230, m231, m232, m233, m234, m235, m236) =STDEV.P(n229, n230, n231, n232, n233, n234, n235, n236) =STDEV.P(o229, o230, o231, o232, o233, o234, o235, o236) =STDEV.P(p229, p230, p231, p232, p233, p234, p235, p236) =STDEV.P(q229, q230, q231, q232, q233, q234, q235, q236) =STDEV.P(r229, r230, r231, r232, r233, r234, r235, r236) =STDEV.P(s229, s230, s231, s232, s233, s234, s235, s236) =STDEV.P(t229, t230, t231, t232, t233, t234, t235, t236) +=AVERAGE(a237, a238, a239, a240, a241, a242, a243) =AVERAGE(b237, b238, b239, b240, b241, b242, b243) =AVERAGE(c237, c238, c239, c240, c241, c242, c243) =AVERAGE(d237, d238, d239, d240, d241, d242, d243) =AVERAGE(e237, e238, e239, e240, e241, e242, e243) =AVERAGE(f237, f238, f239, f240, f241, f242, f243) =AVERAGE(g237, g238, g239, g240, g241, g242, g243) =AVERAGE(h237, h238, h239, h240, h241, h242, h243) =AVERAGE(i237, i238, i239, i240, i241, i242, i243) =AVERAGE(j237, j238, j239, j240, j241, j242, j243) =AVERAGE(k237, k238, k239, k240, k241, k242, k243) =AVERAGE(l237, l238, l239, l240, l241, l242, l243) =AVERAGE(m237, m238, m239, m240, m241, m242, m243) =AVERAGE(n237, n238, n239, n240, n241, n242, n243) =AVERAGE(o237, o238, o239, o240, o241, o242, o243) =AVERAGE(p237, p238, p239, p240, p241, p242, p243) =AVERAGE(q237, q238, q239, q240, q241, q242, q243) =AVERAGE(r237, r238, r239, r240, r241, r242, r243) =AVERAGE(s237, s238, s239, s240, s241, s242, s243) =AVERAGE(t237, t238, t239, t240, t241, t242, t243) =STDEV.P(a237, a238, a239, a240, a241, a242, a243) =STDEV.P(b237, b238, b239, b240, b241, b242, b243) =STDEV.P(c237, c238, c239, c240, c241, c242, c243) =STDEV.P(d237, d238, d239, d240, d241, d242, d243) =STDEV.P(e237, e238, e239, e240, e241, e242, e243) =STDEV.P(f237, f238, f239, f240, f241, f242, f243) =STDEV.P(g237, g238, g239, g240, g241, g242, g243) =STDEV.P(h237, h238, h239, h240, h241, h242, h243) =STDEV.P(i237, i238, i239, i240, i241, i242, i243) =STDEV.P(j237, j238, j239, j240, j241, j242, j243) =STDEV.P(k237, k238, k239, k240, k241, k242, k243) =STDEV.P(l237, l238, l239, l240, l241, l242, l243) =STDEV.P(m237, m238, m239, m240, m241, m242, m243) =STDEV.P(n237, n238, n239, n240, n241, n242, n243) =STDEV.P(o237, o238, o239, o240, o241, o242, o243) =STDEV.P(p237, p238, p239, p240, p241, p242, p243) =STDEV.P(q237, q238, q239, q240, q241, q242, q243) =STDEV.P(r237, r238, r239, r240, r241, r242, r243) =STDEV.P(s237, s238, s239, s240, s241, s242, s243) =STDEV.P(t237, t238, t239, t240, t241, t242, t243) +=AVERAGE(a244, a245, a246, a247, a248, a249, a250) =AVERAGE(b244, b245, b246, b247, b248, b249, b250) =AVERAGE(c244, c245, c246, c247, c248, c249, c250) =AVERAGE(d244, d245, d246, d247, d248, d249, d250) =AVERAGE(e244, e245, e246, e247, e248, e249, e250) =AVERAGE(f244, f245, f246, f247, f248, f249, f250) =AVERAGE(g244, g245, g246, g247, g248, g249, g250) =AVERAGE(h244, h245, h246, h247, h248, h249, h250) =AVERAGE(i244, i245, i246, i247, i248, i249, i250) =AVERAGE(j244, j245, j246, j247, j248, j249, j250) =AVERAGE(k244, k245, k246, k247, k248, k249, k250) =AVERAGE(l244, l245, l246, l247, l248, l249, l250) =AVERAGE(m244, m245, m246, m247, m248, m249, m250) =AVERAGE(n244, n245, n246, n247, n248, n249, n250) =AVERAGE(o244, o245, o246, o247, o248, o249, o250) =AVERAGE(p244, p245, p246, p247, p248, p249, p250) =AVERAGE(q244, q245, q246, q247, q248, q249, q250) =AVERAGE(r244, r245, r246, r247, r248, r249, r250) =AVERAGE(s244, s245, s246, s247, s248, s249, s250) =AVERAGE(t244, t245, t246, t247, t248, t249, t250) =STDEV.P(a244, a245, a246, a247, a248, a249, a250) =STDEV.P(b244, b245, b246, b247, b248, b249, b250) =STDEV.P(c244, c245, c246, c247, c248, c249, c250) =STDEV.P(d244, d245, d246, d247, d248, d249, d250) =STDEV.P(e244, e245, e246, e247, e248, e249, e250) =STDEV.P(f244, f245, f246, f247, f248, f249, f250) =STDEV.P(g244, g245, g246, g247, g248, g249, g250) =STDEV.P(h244, h245, h246, h247, h248, h249, h250) =STDEV.P(i244, i245, i246, i247, i248, i249, i250) =STDEV.P(j244, j245, j246, j247, j248, j249, j250) =STDEV.P(k244, k245, k246, k247, k248, k249, k250) =STDEV.P(l244, l245, l246, l247, l248, l249, l250) =STDEV.P(m244, m245, m246, m247, m248, m249, m250) =STDEV.P(n244, n245, n246, n247, n248, n249, n250) =STDEV.P(o244, o245, o246, o247, o248, o249, o250) =STDEV.P(p244, p245, p246, p247, p248, p249, p250) =STDEV.P(q244, q245, q246, q247, q248, q249, q250) =STDEV.P(r244, r245, r246, r247, r248, r249, r250) =STDEV.P(s244, s245, s246, s247, s248, s249, s250) =STDEV.P(t244, t245, t246, t247, t248, t249, t250) +=AVERAGE(a251, a252, a253, a254, a255, a256, a257) =AVERAGE(b251, b252, b253, b254, b255, b256, b257) =AVERAGE(c251, c252, c253, c254, c255, c256, c257) =AVERAGE(d251, d252, d253, d254, d255, d256, d257) =AVERAGE(e251, e252, e253, e254, e255, e256, e257) =AVERAGE(f251, f252, f253, f254, f255, f256, f257) =AVERAGE(g251, g252, g253, g254, g255, g256, g257) =AVERAGE(h251, h252, h253, h254, h255, h256, h257) =AVERAGE(i251, i252, i253, i254, i255, i256, i257) =AVERAGE(j251, j252, j253, j254, j255, j256, j257) =AVERAGE(k251, k252, k253, k254, k255, k256, k257) =AVERAGE(l251, l252, l253, l254, l255, l256, l257) =AVERAGE(m251, m252, m253, m254, m255, m256, m257) =AVERAGE(n251, n252, n253, n254, n255, n256, n257) =AVERAGE(o251, o252, o253, o254, o255, o256, o257) =AVERAGE(p251, p252, p253, p254, p255, p256, p257) =AVERAGE(q251, q252, q253, q254, q255, q256, q257) =AVERAGE(r251, r252, r253, r254, r255, r256, r257) =AVERAGE(s251, s252, s253, s254, s255, s256, s257) =AVERAGE(t251, t252, t253, t254, t255, t256, t257) =STDEV.P(a251, a252, a253, a254, a255, a256, a257) =STDEV.P(b251, b252, b253, b254, b255, b256, b257) =STDEV.P(c251, c252, c253, c254, c255, c256, c257) =STDEV.P(d251, d252, d253, d254, d255, d256, d257) =STDEV.P(e251, e252, e253, e254, e255, e256, e257) =STDEV.P(f251, f252, f253, f254, f255, f256, f257) =STDEV.P(g251, g252, g253, g254, g255, g256, g257) =STDEV.P(h251, h252, h253, h254, h255, h256, h257) =STDEV.P(i251, i252, i253, i254, i255, i256, i257) =STDEV.P(j251, j252, j253, j254, j255, j256, j257) =STDEV.P(k251, k252, k253, k254, k255, k256, k257) =STDEV.P(l251, l252, l253, l254, l255, l256, l257) =STDEV.P(m251, m252, m253, m254, m255, m256, m257) =STDEV.P(n251, n252, n253, n254, n255, n256, n257) =STDEV.P(o251, o252, o253, o254, o255, o256, o257) =STDEV.P(p251, p252, p253, p254, p255, p256, p257) =STDEV.P(q251, q252, q253, q254, q255, q256, q257) =STDEV.P(r251, r252, r253, r254, r255, r256, r257) =STDEV.P(s251, s252, s253, s254, s255, s256, s257) =STDEV.P(t251, t252, t253, t254, t255, t256, t257) +=AVERAGE(a258, a259, a260, a261, a262, a263, a264) =AVERAGE(b258, b259, b260, b261, b262, b263, b264) =AVERAGE(c258, c259, c260, c261, c262, c263, c264) =AVERAGE(d258, d259, d260, d261, d262, d263, d264) =AVERAGE(e258, e259, e260, e261, e262, e263, e264) =AVERAGE(f258, f259, f260, f261, f262, f263, f264) =AVERAGE(g258, g259, g260, g261, g262, g263, g264) =AVERAGE(h258, h259, h260, h261, h262, h263, h264) =AVERAGE(i258, i259, i260, i261, i262, i263, i264) =AVERAGE(j258, j259, j260, j261, j262, j263, j264) =AVERAGE(k258, k259, k260, k261, k262, k263, k264) =AVERAGE(l258, l259, l260, l261, l262, l263, l264) =AVERAGE(m258, m259, m260, m261, m262, m263, m264) =AVERAGE(n258, n259, n260, n261, n262, n263, n264) =AVERAGE(o258, o259, o260, o261, o262, o263, o264) =AVERAGE(p258, p259, p260, p261, p262, p263, p264) =AVERAGE(q258, q259, q260, q261, q262, q263, q264) =AVERAGE(r258, r259, r260, r261, r262, r263, r264) =AVERAGE(s258, s259, s260, s261, s262, s263, s264) =AVERAGE(t258, t259, t260, t261, t262, t263, t264) =STDEV.P(a258, a259, a260, a261, a262, a263, a264) =STDEV.P(b258, b259, b260, b261, b262, b263, b264) =STDEV.P(c258, c259, c260, c261, c262, c263, c264) =STDEV.P(d258, d259, d260, d261, d262, d263, d264) =STDEV.P(e258, e259, e260, e261, e262, e263, e264) =STDEV.P(f258, f259, f260, f261, f262, f263, f264) =STDEV.P(g258, g259, g260, g261, g262, g263, g264) =STDEV.P(h258, h259, h260, h261, h262, h263, h264) =STDEV.P(i258, i259, i260, i261, i262, i263, i264) =STDEV.P(j258, j259, j260, j261, j262, j263, j264) =STDEV.P(k258, k259, k260, k261, k262, k263, k264) =STDEV.P(l258, l259, l260, l261, l262, l263, l264) =STDEV.P(m258, m259, m260, m261, m262, m263, m264) =STDEV.P(n258, n259, n260, n261, n262, n263, n264) =STDEV.P(o258, o259, o260, o261, o262, o263, o264) =STDEV.P(p258, p259, p260, p261, p262, p263, p264) =STDEV.P(q258, q259, q260, q261, q262, q263, q264) =STDEV.P(r258, r259, r260, r261, r262, r263, r264) =STDEV.P(s258, s259, s260, s261, s262, s263, s264) =STDEV.P(t258, t259, t260, t261, t262, t263, t264) +=AVERAGE(a265, a266, a267, a268, a269, a270, a271) =AVERAGE(b265, b266, b267, b268, b269, b270, b271) =AVERAGE(c265, c266, c267, c268, c269, c270, c271) =AVERAGE(d265, d266, d267, d268, d269, d270, d271) =AVERAGE(e265, e266, e267, e268, e269, e270, e271) =AVERAGE(f265, f266, f267, f268, f269, f270, f271) =AVERAGE(g265, g266, g267, g268, g269, g270, g271) =AVERAGE(h265, h266, h267, h268, h269, h270, h271) =AVERAGE(i265, i266, i267, i268, i269, i270, i271) =AVERAGE(j265, j266, j267, j268, j269, j270, j271) =AVERAGE(k265, k266, k267, k268, k269, k270, k271) =AVERAGE(l265, l266, l267, l268, l269, l270, l271) =AVERAGE(m265, m266, m267, m268, m269, m270, m271) =AVERAGE(n265, n266, n267, n268, n269, n270, n271) =AVERAGE(o265, o266, o267, o268, o269, o270, o271) =AVERAGE(p265, p266, p267, p268, p269, p270, p271) =AVERAGE(q265, q266, q267, q268, q269, q270, q271) =AVERAGE(r265, r266, r267, r268, r269, r270, r271) =AVERAGE(s265, s266, s267, s268, s269, s270, s271) =AVERAGE(t265, t266, t267, t268, t269, t270, t271) =STDEV.P(a265, a266, a267, a268, a269, a270, a271) =STDEV.P(b265, b266, b267, b268, b269, b270, b271) =STDEV.P(c265, c266, c267, c268, c269, c270, c271) =STDEV.P(d265, d266, d267, d268, d269, d270, d271) =STDEV.P(e265, e266, e267, e268, e269, e270, e271) =STDEV.P(f265, f266, f267, f268, f269, f270, f271) =STDEV.P(g265, g266, g267, g268, g269, g270, g271) =STDEV.P(h265, h266, h267, h268, h269, h270, h271) =STDEV.P(i265, i266, i267, i268, i269, i270, i271) =STDEV.P(j265, j266, j267, j268, j269, j270, j271) =STDEV.P(k265, k266, k267, k268, k269, k270, k271) =STDEV.P(l265, l266, l267, l268, l269, l270, l271) =STDEV.P(m265, m266, m267, m268, m269, m270, m271) =STDEV.P(n265, n266, n267, n268, n269, n270, n271) =STDEV.P(o265, o266, o267, o268, o269, o270, o271) =STDEV.P(p265, p266, p267, p268, p269, p270, p271) =STDEV.P(q265, q266, q267, q268, q269, q270, q271) =STDEV.P(r265, r266, r267, r268, r269, r270, r271) =STDEV.P(s265, s266, s267, s268, s269, s270, s271) =STDEV.P(t265, t266, t267, t268, t269, t270, t271) +=AVERAGE(a272, a273, a274, a275, a276, a277) =AVERAGE(b272, b273, b274, b275, b276, b277) =AVERAGE(c272, c273, c274, c275, c276, c277) =AVERAGE(d272, d273, d274, d275, d276, d277) =AVERAGE(e272, e273, e274, e275, e276, e277) =AVERAGE(f272, f273, f274, f275, f276, f277) =AVERAGE(g272, g273, g274, g275, g276, g277) =AVERAGE(h272, h273, h274, h275, h276, h277) =AVERAGE(i272, i273, i274, i275, i276, i277) =AVERAGE(j272, j273, j274, j275, j276, j277) =AVERAGE(k272, k273, k274, k275, k276, k277) =AVERAGE(l272, l273, l274, l275, l276, l277) =AVERAGE(m272, m273, m274, m275, m276, m277) =AVERAGE(n272, n273, n274, n275, n276, n277) =AVERAGE(o272, o273, o274, o275, o276, o277) =AVERAGE(p272, p273, p274, p275, p276, p277) =AVERAGE(q272, q273, q274, q275, q276, q277) =AVERAGE(r272, r273, r274, r275, r276, r277) =AVERAGE(s272, s273, s274, s275, s276, s277) =AVERAGE(t272, t273, t274, t275, t276, t277) =STDEV.P(a272, a273, a274, a275, a276, a277) =STDEV.P(b272, b273, b274, b275, b276, b277) =STDEV.P(c272, c273, c274, c275, c276, c277) =STDEV.P(d272, d273, d274, d275, d276, d277) =STDEV.P(e272, e273, e274, e275, e276, e277) =STDEV.P(f272, f273, f274, f275, f276, f277) =STDEV.P(g272, g273, g274, g275, g276, g277) =STDEV.P(h272, h273, h274, h275, h276, h277) =STDEV.P(i272, i273, i274, i275, i276, i277) =STDEV.P(j272, j273, j274, j275, j276, j277) =STDEV.P(k272, k273, k274, k275, k276, k277) =STDEV.P(l272, l273, l274, l275, l276, l277) =STDEV.P(m272, m273, m274, m275, m276, m277) =STDEV.P(n272, n273, n274, n275, n276, n277) =STDEV.P(o272, o273, o274, o275, o276, o277) =STDEV.P(p272, p273, p274, p275, p276, p277) =STDEV.P(q272, q273, q274, q275, q276, q277) =STDEV.P(r272, r273, r274, r275, r276, r277) =STDEV.P(s272, s273, s274, s275, s276, s277) =STDEV.P(t272, t273, t274, t275, t276, t277) +=AVERAGE(a278, a279, a280, a281, a282, a283) =AVERAGE(b278, b279, b280, b281, b282, b283) =AVERAGE(c278, c279, c280, c281, c282, c283) =AVERAGE(d278, d279, d280, d281, d282, d283) =AVERAGE(e278, e279, e280, e281, e282, e283) =AVERAGE(f278, f279, f280, f281, f282, f283) =AVERAGE(g278, g279, g280, g281, g282, g283) =AVERAGE(h278, h279, h280, h281, h282, h283) =AVERAGE(i278, i279, i280, i281, i282, i283) =AVERAGE(j278, j279, j280, j281, j282, j283) =AVERAGE(k278, k279, k280, k281, k282, k283) =AVERAGE(l278, l279, l280, l281, l282, l283) =AVERAGE(m278, m279, m280, m281, m282, m283) =AVERAGE(n278, n279, n280, n281, n282, n283) =AVERAGE(o278, o279, o280, o281, o282, o283) =AVERAGE(p278, p279, p280, p281, p282, p283) =AVERAGE(q278, q279, q280, q281, q282, q283) =AVERAGE(r278, r279, r280, r281, r282, r283) =AVERAGE(s278, s279, s280, s281, s282, s283) =AVERAGE(t278, t279, t280, t281, t282, t283) =STDEV.P(a278, a279, a280, a281, a282, a283) =STDEV.P(b278, b279, b280, b281, b282, b283) =STDEV.P(c278, c279, c280, c281, c282, c283) =STDEV.P(d278, d279, d280, d281, d282, d283) =STDEV.P(e278, e279, e280, e281, e282, e283) =STDEV.P(f278, f279, f280, f281, f282, f283) =STDEV.P(g278, g279, g280, g281, g282, g283) =STDEV.P(h278, h279, h280, h281, h282, h283) =STDEV.P(i278, i279, i280, i281, i282, i283) =STDEV.P(j278, j279, j280, j281, j282, j283) =STDEV.P(k278, k279, k280, k281, k282, k283) =STDEV.P(l278, l279, l280, l281, l282, l283) =STDEV.P(m278, m279, m280, m281, m282, m283) =STDEV.P(n278, n279, n280, n281, n282, n283) =STDEV.P(o278, o279, o280, o281, o282, o283) =STDEV.P(p278, p279, p280, p281, p282, p283) =STDEV.P(q278, q279, q280, q281, q282, q283) =STDEV.P(r278, r279, r280, r281, r282, r283) =STDEV.P(s278, s279, s280, s281, s282, s283) =STDEV.P(t278, t279, t280, t281, t282, t283) +=AVERAGE(a284, a285, a286, a287, a288, a289) =AVERAGE(b284, b285, b286, b287, b288, b289) =AVERAGE(c284, c285, c286, c287, c288, c289) =AVERAGE(d284, d285, d286, d287, d288, d289) =AVERAGE(e284, e285, e286, e287, e288, e289) =AVERAGE(f284, f285, f286, f287, f288, f289) =AVERAGE(g284, g285, g286, g287, g288, g289) =AVERAGE(h284, h285, h286, h287, h288, h289) =AVERAGE(i284, i285, i286, i287, i288, i289) =AVERAGE(j284, j285, j286, j287, j288, j289) =AVERAGE(k284, k285, k286, k287, k288, k289) =AVERAGE(l284, l285, l286, l287, l288, l289) =AVERAGE(m284, m285, m286, m287, m288, m289) =AVERAGE(n284, n285, n286, n287, n288, n289) =AVERAGE(o284, o285, o286, o287, o288, o289) =AVERAGE(p284, p285, p286, p287, p288, p289) =AVERAGE(q284, q285, q286, q287, q288, q289) =AVERAGE(r284, r285, r286, r287, r288, r289) =AVERAGE(s284, s285, s286, s287, s288, s289) =AVERAGE(t284, t285, t286, t287, t288, t289) =STDEV.P(a284, a285, a286, a287, a288, a289) =STDEV.P(b284, b285, b286, b287, b288, b289) =STDEV.P(c284, c285, c286, c287, c288, c289) =STDEV.P(d284, d285, d286, d287, d288, d289) =STDEV.P(e284, e285, e286, e287, e288, e289) =STDEV.P(f284, f285, f286, f287, f288, f289) =STDEV.P(g284, g285, g286, g287, g288, g289) =STDEV.P(h284, h285, h286, h287, h288, h289) =STDEV.P(i284, i285, i286, i287, i288, i289) =STDEV.P(j284, j285, j286, j287, j288, j289) =STDEV.P(k284, k285, k286, k287, k288, k289) =STDEV.P(l284, l285, l286, l287, l288, l289) =STDEV.P(m284, m285, m286, m287, m288, m289) =STDEV.P(n284, n285, n286, n287, n288, n289) =STDEV.P(o284, o285, o286, o287, o288, o289) =STDEV.P(p284, p285, p286, p287, p288, p289) =STDEV.P(q284, q285, q286, q287, q288, q289) =STDEV.P(r284, r285, r286, r287, r288, r289) =STDEV.P(s284, s285, s286, s287, s288, s289) =STDEV.P(t284, t285, t286, t287, t288, t289) +=AVERAGE(a290, a291, a292, a293, a294, a295) =AVERAGE(b290, b291, b292, b293, b294, b295) =AVERAGE(c290, c291, c292, c293, c294, c295) =AVERAGE(d290, d291, d292, d293, d294, d295) =AVERAGE(e290, e291, e292, e293, e294, e295) =AVERAGE(f290, f291, f292, f293, f294, f295) =AVERAGE(g290, g291, g292, g293, g294, g295) =AVERAGE(h290, h291, h292, h293, h294, h295) =AVERAGE(i290, i291, i292, i293, i294, i295) =AVERAGE(j290, j291, j292, j293, j294, j295) =AVERAGE(k290, k291, k292, k293, k294, k295) =AVERAGE(l290, l291, l292, l293, l294, l295) =AVERAGE(m290, m291, m292, m293, m294, m295) =AVERAGE(n290, n291, n292, n293, n294, n295) =AVERAGE(o290, o291, o292, o293, o294, o295) =AVERAGE(p290, p291, p292, p293, p294, p295) =AVERAGE(q290, q291, q292, q293, q294, q295) =AVERAGE(r290, r291, r292, r293, r294, r295) =AVERAGE(s290, s291, s292, s293, s294, s295) =AVERAGE(t290, t291, t292, t293, t294, t295) =STDEV.P(a290, a291, a292, a293, a294, a295) =STDEV.P(b290, b291, b292, b293, b294, b295) =STDEV.P(c290, c291, c292, c293, c294, c295) =STDEV.P(d290, d291, d292, d293, d294, d295) =STDEV.P(e290, e291, e292, e293, e294, e295) =STDEV.P(f290, f291, f292, f293, f294, f295) =STDEV.P(g290, g291, g292, g293, g294, g295) =STDEV.P(h290, h291, h292, h293, h294, h295) =STDEV.P(i290, i291, i292, i293, i294, i295) =STDEV.P(j290, j291, j292, j293, j294, j295) =STDEV.P(k290, k291, k292, k293, k294, k295) =STDEV.P(l290, l291, l292, l293, l294, l295) =STDEV.P(m290, m291, m292, m293, m294, m295) =STDEV.P(n290, n291, n292, n293, n294, n295) =STDEV.P(o290, o291, o292, o293, o294, o295) =STDEV.P(p290, p291, p292, p293, p294, p295) =STDEV.P(q290, q291, q292, q293, q294, q295) =STDEV.P(r290, r291, r292, r293, r294, r295) =STDEV.P(s290, s291, s292, s293, s294, s295) =STDEV.P(t290, t291, t292, t293, t294, t295) +=AVERAGE(a296, a297, a298, a299, a300, a301) =AVERAGE(b296, b297, b298, b299, b300, b301) =AVERAGE(c296, c297, c298, c299, c300, c301) =AVERAGE(d296, d297, d298, d299, d300, d301) =AVERAGE(e296, e297, e298, e299, e300, e301) =AVERAGE(f296, f297, f298, f299, f300, f301) =AVERAGE(g296, g297, g298, g299, g300, g301) =AVERAGE(h296, h297, h298, h299, h300, h301) =AVERAGE(i296, i297, i298, i299, i300, i301) =AVERAGE(j296, j297, j298, j299, j300, j301) =AVERAGE(k296, k297, k298, k299, k300, k301) =AVERAGE(l296, l297, l298, l299, l300, l301) =AVERAGE(m296, m297, m298, m299, m300, m301) =AVERAGE(n296, n297, n298, n299, n300, n301) =AVERAGE(o296, o297, o298, o299, o300, o301) =AVERAGE(p296, p297, p298, p299, p300, p301) =AVERAGE(q296, q297, q298, q299, q300, q301) =AVERAGE(r296, r297, r298, r299, r300, r301) =AVERAGE(s296, s297, s298, s299, s300, s301) =AVERAGE(t296, t297, t298, t299, t300, t301) =STDEV.P(a296, a297, a298, a299, a300, a301) =STDEV.P(b296, b297, b298, b299, b300, b301) =STDEV.P(c296, c297, c298, c299, c300, c301) =STDEV.P(d296, d297, d298, d299, d300, d301) =STDEV.P(e296, e297, e298, e299, e300, e301) =STDEV.P(f296, f297, f298, f299, f300, f301) =STDEV.P(g296, g297, g298, g299, g300, g301) =STDEV.P(h296, h297, h298, h299, h300, h301) =STDEV.P(i296, i297, i298, i299, i300, i301) =STDEV.P(j296, j297, j298, j299, j300, j301) =STDEV.P(k296, k297, k298, k299, k300, k301) =STDEV.P(l296, l297, l298, l299, l300, l301) =STDEV.P(m296, m297, m298, m299, m300, m301) =STDEV.P(n296, n297, n298, n299, n300, n301) =STDEV.P(o296, o297, o298, o299, o300, o301) =STDEV.P(p296, p297, p298, p299, p300, p301) =STDEV.P(q296, q297, q298, q299, q300, q301) =STDEV.P(r296, r297, r298, r299, r300, r301) =STDEV.P(s296, s297, s298, s299, s300, s301) =STDEV.P(t296, t297, t298, t299, t300, t301) +=AVERAGE(a302, a303, a304, a305, a306) =AVERAGE(b302, b303, b304, b305, b306) =AVERAGE(c302, c303, c304, c305, c306) =AVERAGE(d302, d303, d304, d305, d306) =AVERAGE(e302, e303, e304, e305, e306) =AVERAGE(f302, f303, f304, f305, f306) =AVERAGE(g302, g303, g304, g305, g306) =AVERAGE(h302, h303, h304, h305, h306) =AVERAGE(i302, i303, i304, i305, i306) =AVERAGE(j302, j303, j304, j305, j306) =AVERAGE(k302, k303, k304, k305, k306) =AVERAGE(l302, l303, l304, l305, l306) =AVERAGE(m302, m303, m304, m305, m306) =AVERAGE(n302, n303, n304, n305, n306) =AVERAGE(o302, o303, o304, o305, o306) =AVERAGE(p302, p303, p304, p305, p306) =AVERAGE(q302, q303, q304, q305, q306) =AVERAGE(r302, r303, r304, r305, r306) =AVERAGE(s302, s303, s304, s305, s306) =AVERAGE(t302, t303, t304, t305, t306) =STDEV.P(a302, a303, a304, a305, a306) =STDEV.P(b302, b303, b304, b305, b306) =STDEV.P(c302, c303, c304, c305, c306) =STDEV.P(d302, d303, d304, d305, d306) =STDEV.P(e302, e303, e304, e305, e306) =STDEV.P(f302, f303, f304, f305, f306) =STDEV.P(g302, g303, g304, g305, g306) =STDEV.P(h302, h303, h304, h305, h306) =STDEV.P(i302, i303, i304, i305, i306) =STDEV.P(j302, j303, j304, j305, j306) =STDEV.P(k302, k303, k304, k305, k306) =STDEV.P(l302, l303, l304, l305, l306) =STDEV.P(m302, m303, m304, m305, m306) =STDEV.P(n302, n303, n304, n305, n306) =STDEV.P(o302, o303, o304, o305, o306) =STDEV.P(p302, p303, p304, p305, p306) =STDEV.P(q302, q303, q304, q305, q306) =STDEV.P(r302, r303, r304, r305, r306) =STDEV.P(s302, s303, s304, s305, s306) =STDEV.P(t302, t303, t304, t305, t306) +=AVERAGE(a307, a308, a309, a310, a311) =AVERAGE(b307, b308, b309, b310, b311) =AVERAGE(c307, c308, c309, c310, c311) =AVERAGE(d307, d308, d309, d310, d311) =AVERAGE(e307, e308, e309, e310, e311) =AVERAGE(f307, f308, f309, f310, f311) =AVERAGE(g307, g308, g309, g310, g311) =AVERAGE(h307, h308, h309, h310, h311) =AVERAGE(i307, i308, i309, i310, i311) =AVERAGE(j307, j308, j309, j310, j311) =AVERAGE(k307, k308, k309, k310, k311) =AVERAGE(l307, l308, l309, l310, l311) =AVERAGE(m307, m308, m309, m310, m311) =AVERAGE(n307, n308, n309, n310, n311) =AVERAGE(o307, o308, o309, o310, o311) =AVERAGE(p307, p308, p309, p310, p311) =AVERAGE(q307, q308, q309, q310, q311) =AVERAGE(r307, r308, r309, r310, r311) =AVERAGE(s307, s308, s309, s310, s311) =AVERAGE(t307, t308, t309, t310, t311) =STDEV.P(a307, a308, a309, a310, a311) =STDEV.P(b307, b308, b309, b310, b311) =STDEV.P(c307, c308, c309, c310, c311) =STDEV.P(d307, d308, d309, d310, d311) =STDEV.P(e307, e308, e309, e310, e311) =STDEV.P(f307, f308, f309, f310, f311) =STDEV.P(g307, g308, g309, g310, g311) =STDEV.P(h307, h308, h309, h310, h311) =STDEV.P(i307, i308, i309, i310, i311) =STDEV.P(j307, j308, j309, j310, j311) =STDEV.P(k307, k308, k309, k310, k311) =STDEV.P(l307, l308, l309, l310, l311) =STDEV.P(m307, m308, m309, m310, m311) =STDEV.P(n307, n308, n309, n310, n311) =STDEV.P(o307, o308, o309, o310, o311) =STDEV.P(p307, p308, p309, p310, p311) =STDEV.P(q307, q308, q309, q310, q311) =STDEV.P(r307, r308, r309, r310, r311) =STDEV.P(s307, s308, s309, s310, s311) =STDEV.P(t307, t308, t309, t310, t311) +=AVERAGE(a312, a313, a314, a315, a316) =AVERAGE(b312, b313, b314, b315, b316) =AVERAGE(c312, c313, c314, c315, c316) =AVERAGE(d312, d313, d314, d315, d316) =AVERAGE(e312, e313, e314, e315, e316) =AVERAGE(f312, f313, f314, f315, f316) =AVERAGE(g312, g313, g314, g315, g316) =AVERAGE(h312, h313, h314, h315, h316) =AVERAGE(i312, i313, i314, i315, i316) =AVERAGE(j312, j313, j314, j315, j316) =AVERAGE(k312, k313, k314, k315, k316) =AVERAGE(l312, l313, l314, l315, l316) =AVERAGE(m312, m313, m314, m315, m316) =AVERAGE(n312, n313, n314, n315, n316) =AVERAGE(o312, o313, o314, o315, o316) =AVERAGE(p312, p313, p314, p315, p316) =AVERAGE(q312, q313, q314, q315, q316) =AVERAGE(r312, r313, r314, r315, r316) =AVERAGE(s312, s313, s314, s315, s316) =AVERAGE(t312, t313, t314, t315, t316) =STDEV.P(a312, a313, a314, a315, a316) =STDEV.P(b312, b313, b314, b315, b316) =STDEV.P(c312, c313, c314, c315, c316) =STDEV.P(d312, d313, d314, d315, d316) =STDEV.P(e312, e313, e314, e315, e316) =STDEV.P(f312, f313, f314, f315, f316) =STDEV.P(g312, g313, g314, g315, g316) =STDEV.P(h312, h313, h314, h315, h316) =STDEV.P(i312, i313, i314, i315, i316) =STDEV.P(j312, j313, j314, j315, j316) =STDEV.P(k312, k313, k314, k315, k316) =STDEV.P(l312, l313, l314, l315, l316) =STDEV.P(m312, m313, m314, m315, m316) =STDEV.P(n312, n313, n314, n315, n316) =STDEV.P(o312, o313, o314, o315, o316) =STDEV.P(p312, p313, p314, p315, p316) =STDEV.P(q312, q313, q314, q315, q316) =STDEV.P(r312, r313, r314, r315, r316) =STDEV.P(s312, s313, s314, s315, s316) =STDEV.P(t312, t313, t314, t315, t316) +=AVERAGE(a317, a318, a319, a320, a321) =AVERAGE(b317, b318, b319, b320, b321) =AVERAGE(c317, c318, c319, c320, c321) =AVERAGE(d317, d318, d319, d320, d321) =AVERAGE(e317, e318, e319, e320, e321) =AVERAGE(f317, f318, f319, f320, f321) =AVERAGE(g317, g318, g319, g320, g321) =AVERAGE(h317, h318, h319, h320, h321) =AVERAGE(i317, i318, i319, i320, i321) =AVERAGE(j317, j318, j319, j320, j321) =AVERAGE(k317, k318, k319, k320, k321) =AVERAGE(l317, l318, l319, l320, l321) =AVERAGE(m317, m318, m319, m320, m321) =AVERAGE(n317, n318, n319, n320, n321) =AVERAGE(o317, o318, o319, o320, o321) =AVERAGE(p317, p318, p319, p320, p321) =AVERAGE(q317, q318, q319, q320, q321) =AVERAGE(r317, r318, r319, r320, r321) =AVERAGE(s317, s318, s319, s320, s321) =AVERAGE(t317, t318, t319, t320, t321) =STDEV.P(a317, a318, a319, a320, a321) =STDEV.P(b317, b318, b319, b320, b321) =STDEV.P(c317, c318, c319, c320, c321) =STDEV.P(d317, d318, d319, d320, d321) =STDEV.P(e317, e318, e319, e320, e321) =STDEV.P(f317, f318, f319, f320, f321) =STDEV.P(g317, g318, g319, g320, g321) =STDEV.P(h317, h318, h319, h320, h321) =STDEV.P(i317, i318, i319, i320, i321) =STDEV.P(j317, j318, j319, j320, j321) =STDEV.P(k317, k318, k319, k320, k321) =STDEV.P(l317, l318, l319, l320, l321) =STDEV.P(m317, m318, m319, m320, m321) =STDEV.P(n317, n318, n319, n320, n321) =STDEV.P(o317, o318, o319, o320, o321) =STDEV.P(p317, p318, p319, p320, p321) =STDEV.P(q317, q318, q319, q320, q321) =STDEV.P(r317, r318, r319, r320, r321) =STDEV.P(s317, s318, s319, s320, s321) =STDEV.P(t317, t318, t319, t320, t321) +=AVERAGE(a322, a323, a324, a325, a326) =AVERAGE(b322, b323, b324, b325, b326) =AVERAGE(c322, c323, c324, c325, c326) =AVERAGE(d322, d323, d324, d325, d326) =AVERAGE(e322, e323, e324, e325, e326) =AVERAGE(f322, f323, f324, f325, f326) =AVERAGE(g322, g323, g324, g325, g326) =AVERAGE(h322, h323, h324, h325, h326) =AVERAGE(i322, i323, i324, i325, i326) =AVERAGE(j322, j323, j324, j325, j326) =AVERAGE(k322, k323, k324, k325, k326) =AVERAGE(l322, l323, l324, l325, l326) =AVERAGE(m322, m323, m324, m325, m326) =AVERAGE(n322, n323, n324, n325, n326) =AVERAGE(o322, o323, o324, o325, o326) =AVERAGE(p322, p323, p324, p325, p326) =AVERAGE(q322, q323, q324, q325, q326) =AVERAGE(r322, r323, r324, r325, r326) =AVERAGE(s322, s323, s324, s325, s326) =AVERAGE(t322, t323, t324, t325, t326) =STDEV.P(a322, a323, a324, a325, a326) =STDEV.P(b322, b323, b324, b325, b326) =STDEV.P(c322, c323, c324, c325, c326) =STDEV.P(d322, d323, d324, d325, d326) =STDEV.P(e322, e323, e324, e325, e326) =STDEV.P(f322, f323, f324, f325, f326) =STDEV.P(g322, g323, g324, g325, g326) =STDEV.P(h322, h323, h324, h325, h326) =STDEV.P(i322, i323, i324, i325, i326) =STDEV.P(j322, j323, j324, j325, j326) =STDEV.P(k322, k323, k324, k325, k326) =STDEV.P(l322, l323, l324, l325, l326) =STDEV.P(m322, m323, m324, m325, m326) =STDEV.P(n322, n323, n324, n325, n326) =STDEV.P(o322, o323, o324, o325, o326) =STDEV.P(p322, p323, p324, p325, p326) =STDEV.P(q322, q323, q324, q325, q326) =STDEV.P(r322, r323, r324, r325, r326) =STDEV.P(s322, s323, s324, s325, s326) =STDEV.P(t322, t323, t324, t325, t326) +=AVERAGE(a327, a328, a329, a330) =AVERAGE(b327, b328, b329, b330) =AVERAGE(c327, c328, c329, c330) =AVERAGE(d327, d328, d329, d330) =AVERAGE(e327, e328, e329, e330) =AVERAGE(f327, f328, f329, f330) =AVERAGE(g327, g328, g329, g330) =AVERAGE(h327, h328, h329, h330) =AVERAGE(i327, i328, i329, i330) =AVERAGE(j327, j328, j329, j330) =AVERAGE(k327, k328, k329, k330) =AVERAGE(l327, l328, l329, l330) =AVERAGE(m327, m328, m329, m330) =AVERAGE(n327, n328, n329, n330) =AVERAGE(o327, o328, o329, o330) =AVERAGE(p327, p328, p329, p330) =AVERAGE(q327, q328, q329, q330) =AVERAGE(r327, r328, r329, r330) =AVERAGE(s327, s328, s329, s330) =AVERAGE(t327, t328, t329, t330) =STDEV.P(a327, a328, a329, a330) =STDEV.P(b327, b328, b329, b330) =STDEV.P(c327, c328, c329, c330) =STDEV.P(d327, d328, d329, d330) =STDEV.P(e327, e328, e329, e330) =STDEV.P(f327, f328, f329, f330) =STDEV.P(g327, g328, g329, g330) =STDEV.P(h327, h328, h329, h330) =STDEV.P(i327, i328, i329, i330) =STDEV.P(j327, j328, j329, j330) =STDEV.P(k327, k328, k329, k330) =STDEV.P(l327, l328, l329, l330) =STDEV.P(m327, m328, m329, m330) =STDEV.P(n327, n328, n329, n330) =STDEV.P(o327, o328, o329, o330) =STDEV.P(p327, p328, p329, p330) =STDEV.P(q327, q328, q329, q330) =STDEV.P(r327, r328, r329, r330) =STDEV.P(s327, s328, s329, s330) =STDEV.P(t327, t328, t329, t330) +=AVERAGE(a331, a332, a333, a334) =AVERAGE(b331, b332, b333, b334) =AVERAGE(c331, c332, c333, c334) =AVERAGE(d331, d332, d333, d334) =AVERAGE(e331, e332, e333, e334) =AVERAGE(f331, f332, f333, f334) =AVERAGE(g331, g332, g333, g334) =AVERAGE(h331, h332, h333, h334) =AVERAGE(i331, i332, i333, i334) =AVERAGE(j331, j332, j333, j334) =AVERAGE(k331, k332, k333, k334) =AVERAGE(l331, l332, l333, l334) =AVERAGE(m331, m332, m333, m334) =AVERAGE(n331, n332, n333, n334) =AVERAGE(o331, o332, o333, o334) =AVERAGE(p331, p332, p333, p334) =AVERAGE(q331, q332, q333, q334) =AVERAGE(r331, r332, r333, r334) =AVERAGE(s331, s332, s333, s334) =AVERAGE(t331, t332, t333, t334) =STDEV.P(a331, a332, a333, a334) =STDEV.P(b331, b332, b333, b334) =STDEV.P(c331, c332, c333, c334) =STDEV.P(d331, d332, d333, d334) =STDEV.P(e331, e332, e333, e334) =STDEV.P(f331, f332, f333, f334) =STDEV.P(g331, g332, g333, g334) =STDEV.P(h331, h332, h333, h334) =STDEV.P(i331, i332, i333, i334) =STDEV.P(j331, j332, j333, j334) =STDEV.P(k331, k332, k333, k334) =STDEV.P(l331, l332, l333, l334) =STDEV.P(m331, m332, m333, m334) =STDEV.P(n331, n332, n333, n334) =STDEV.P(o331, o332, o333, o334) =STDEV.P(p331, p332, p333, p334) =STDEV.P(q331, q332, q333, q334) =STDEV.P(r331, r332, r333, r334) =STDEV.P(s331, s332, s333, s334) =STDEV.P(t331, t332, t333, t334) +=AVERAGE(a335, a336, a337, a338) =AVERAGE(b335, b336, b337, b338) =AVERAGE(c335, c336, c337, c338) =AVERAGE(d335, d336, d337, d338) =AVERAGE(e335, e336, e337, e338) =AVERAGE(f335, f336, f337, f338) =AVERAGE(g335, g336, g337, g338) =AVERAGE(h335, h336, h337, h338) =AVERAGE(i335, i336, i337, i338) =AVERAGE(j335, j336, j337, j338) =AVERAGE(k335, k336, k337, k338) =AVERAGE(l335, l336, l337, l338) =AVERAGE(m335, m336, m337, m338) =AVERAGE(n335, n336, n337, n338) =AVERAGE(o335, o336, o337, o338) =AVERAGE(p335, p336, p337, p338) =AVERAGE(q335, q336, q337, q338) =AVERAGE(r335, r336, r337, r338) =AVERAGE(s335, s336, s337, s338) =AVERAGE(t335, t336, t337, t338) =STDEV.P(a335, a336, a337, a338) =STDEV.P(b335, b336, b337, b338) =STDEV.P(c335, c336, c337, c338) =STDEV.P(d335, d336, d337, d338) =STDEV.P(e335, e336, e337, e338) =STDEV.P(f335, f336, f337, f338) =STDEV.P(g335, g336, g337, g338) =STDEV.P(h335, h336, h337, h338) =STDEV.P(i335, i336, i337, i338) =STDEV.P(j335, j336, j337, j338) =STDEV.P(k335, k336, k337, k338) =STDEV.P(l335, l336, l337, l338) =STDEV.P(m335, m336, m337, m338) =STDEV.P(n335, n336, n337, n338) =STDEV.P(o335, o336, o337, o338) =STDEV.P(p335, p336, p337, p338) =STDEV.P(q335, q336, q337, q338) =STDEV.P(r335, r336, r337, r338) =STDEV.P(s335, s336, s337, s338) =STDEV.P(t335, t336, t337, t338) +=AVERAGE(a339, a340, a341, a342) =AVERAGE(b339, b340, b341, b342) =AVERAGE(c339, c340, c341, c342) =AVERAGE(d339, d340, d341, d342) =AVERAGE(e339, e340, e341, e342) =AVERAGE(f339, f340, f341, f342) =AVERAGE(g339, g340, g341, g342) =AVERAGE(h339, h340, h341, h342) =AVERAGE(i339, i340, i341, i342) =AVERAGE(j339, j340, j341, j342) =AVERAGE(k339, k340, k341, k342) =AVERAGE(l339, l340, l341, l342) =AVERAGE(m339, m340, m341, m342) =AVERAGE(n339, n340, n341, n342) =AVERAGE(o339, o340, o341, o342) =AVERAGE(p339, p340, p341, p342) =AVERAGE(q339, q340, q341, q342) =AVERAGE(r339, r340, r341, r342) =AVERAGE(s339, s340, s341, s342) =AVERAGE(t339, t340, t341, t342) =STDEV.P(a339, a340, a341, a342) =STDEV.P(b339, b340, b341, b342) =STDEV.P(c339, c340, c341, c342) =STDEV.P(d339, d340, d341, d342) =STDEV.P(e339, e340, e341, e342) =STDEV.P(f339, f340, f341, f342) =STDEV.P(g339, g340, g341, g342) =STDEV.P(h339, h340, h341, h342) =STDEV.P(i339, i340, i341, i342) =STDEV.P(j339, j340, j341, j342) =STDEV.P(k339, k340, k341, k342) =STDEV.P(l339, l340, l341, l342) =STDEV.P(m339, m340, m341, m342) =STDEV.P(n339, n340, n341, n342) =STDEV.P(o339, o340, o341, o342) =STDEV.P(p339, p340, p341, p342) =STDEV.P(q339, q340, q341, q342) =STDEV.P(r339, r340, r341, r342) =STDEV.P(s339, s340, s341, s342) =STDEV.P(t339, t340, t341, t342) +=AVERAGE(a343, a344, a345, a346) =AVERAGE(b343, b344, b345, b346) =AVERAGE(c343, c344, c345, c346) =AVERAGE(d343, d344, d345, d346) =AVERAGE(e343, e344, e345, e346) =AVERAGE(f343, f344, f345, f346) =AVERAGE(g343, g344, g345, g346) =AVERAGE(h343, h344, h345, h346) =AVERAGE(i343, i344, i345, i346) =AVERAGE(j343, j344, j345, j346) =AVERAGE(k343, k344, k345, k346) =AVERAGE(l343, l344, l345, l346) =AVERAGE(m343, m344, m345, m346) =AVERAGE(n343, n344, n345, n346) =AVERAGE(o343, o344, o345, o346) =AVERAGE(p343, p344, p345, p346) =AVERAGE(q343, q344, q345, q346) =AVERAGE(r343, r344, r345, r346) =AVERAGE(s343, s344, s345, s346) =AVERAGE(t343, t344, t345, t346) =STDEV.P(a343, a344, a345, a346) =STDEV.P(b343, b344, b345, b346) =STDEV.P(c343, c344, c345, c346) =STDEV.P(d343, d344, d345, d346) =STDEV.P(e343, e344, e345, e346) =STDEV.P(f343, f344, f345, f346) =STDEV.P(g343, g344, g345, g346) =STDEV.P(h343, h344, h345, h346) =STDEV.P(i343, i344, i345, i346) =STDEV.P(j343, j344, j345, j346) =STDEV.P(k343, k344, k345, k346) =STDEV.P(l343, l344, l345, l346) =STDEV.P(m343, m344, m345, m346) =STDEV.P(n343, n344, n345, n346) =STDEV.P(o343, o344, o345, o346) =STDEV.P(p343, p344, p345, p346) =STDEV.P(q343, q344, q345, q346) =STDEV.P(r343, r344, r345, r346) =STDEV.P(s343, s344, s345, s346) =STDEV.P(t343, t344, t345, t346) +=AVERAGE(a347, a348, a349, a350) =AVERAGE(b347, b348, b349, b350) =AVERAGE(c347, c348, c349, c350) =AVERAGE(d347, d348, d349, d350) =AVERAGE(e347, e348, e349, e350) =AVERAGE(f347, f348, f349, f350) =AVERAGE(g347, g348, g349, g350) =AVERAGE(h347, h348, h349, h350) =AVERAGE(i347, i348, i349, i350) =AVERAGE(j347, j348, j349, j350) =AVERAGE(k347, k348, k349, k350) =AVERAGE(l347, l348, l349, l350) =AVERAGE(m347, m348, m349, m350) =AVERAGE(n347, n348, n349, n350) =AVERAGE(o347, o348, o349, o350) =AVERAGE(p347, p348, p349, p350) =AVERAGE(q347, q348, q349, q350) =AVERAGE(r347, r348, r349, r350) =AVERAGE(s347, s348, s349, s350) =AVERAGE(t347, t348, t349, t350) =STDEV.P(a347, a348, a349, a350) =STDEV.P(b347, b348, b349, b350) =STDEV.P(c347, c348, c349, c350) =STDEV.P(d347, d348, d349, d350) =STDEV.P(e347, e348, e349, e350) =STDEV.P(f347, f348, f349, f350) =STDEV.P(g347, g348, g349, g350) =STDEV.P(h347, h348, h349, h350) =STDEV.P(i347, i348, i349, i350) =STDEV.P(j347, j348, j349, j350) =STDEV.P(k347, k348, k349, k350) =STDEV.P(l347, l348, l349, l350) =STDEV.P(m347, m348, m349, m350) =STDEV.P(n347, n348, n349, n350) =STDEV.P(o347, o348, o349, o350) =STDEV.P(p347, p348, p349, p350) =STDEV.P(q347, q348, q349, q350) =STDEV.P(r347, r348, r349, r350) =STDEV.P(s347, s348, s349, s350) =STDEV.P(t347, t348, t349, t350) +=AVERAGE(a351, a352, a353, a354) =AVERAGE(b351, b352, b353, b354) =AVERAGE(c351, c352, c353, c354) =AVERAGE(d351, d352, d353, d354) =AVERAGE(e351, e352, e353, e354) =AVERAGE(f351, f352, f353, f354) =AVERAGE(g351, g352, g353, g354) =AVERAGE(h351, h352, h353, h354) =AVERAGE(i351, i352, i353, i354) =AVERAGE(j351, j352, j353, j354) =AVERAGE(k351, k352, k353, k354) =AVERAGE(l351, l352, l353, l354) =AVERAGE(m351, m352, m353, m354) =AVERAGE(n351, n352, n353, n354) =AVERAGE(o351, o352, o353, o354) =AVERAGE(p351, p352, p353, p354) =AVERAGE(q351, q352, q353, q354) =AVERAGE(r351, r352, r353, r354) =AVERAGE(s351, s352, s353, s354) =AVERAGE(t351, t352, t353, t354) =STDEV.P(a351, a352, a353, a354) =STDEV.P(b351, b352, b353, b354) =STDEV.P(c351, c352, c353, c354) =STDEV.P(d351, d352, d353, d354) =STDEV.P(e351, e352, e353, e354) =STDEV.P(f351, f352, f353, f354) =STDEV.P(g351, g352, g353, g354) =STDEV.P(h351, h352, h353, h354) =STDEV.P(i351, i352, i353, i354) =STDEV.P(j351, j352, j353, j354) =STDEV.P(k351, k352, k353, k354) =STDEV.P(l351, l352, l353, l354) =STDEV.P(m351, m352, m353, m354) =STDEV.P(n351, n352, n353, n354) =STDEV.P(o351, o352, o353, o354) =STDEV.P(p351, p352, p353, p354) =STDEV.P(q351, q352, q353, q354) =STDEV.P(r351, r352, r353, r354) =STDEV.P(s351, s352, s353, s354) =STDEV.P(t351, t352, t353, t354) +=AVERAGE(a355, a356, a357, a358) =AVERAGE(b355, b356, b357, b358) =AVERAGE(c355, c356, c357, c358) =AVERAGE(d355, d356, d357, d358) =AVERAGE(e355, e356, e357, e358) =AVERAGE(f355, f356, f357, f358) =AVERAGE(g355, g356, g357, g358) =AVERAGE(h355, h356, h357, h358) =AVERAGE(i355, i356, i357, i358) =AVERAGE(j355, j356, j357, j358) =AVERAGE(k355, k356, k357, k358) =AVERAGE(l355, l356, l357, l358) =AVERAGE(m355, m356, m357, m358) =AVERAGE(n355, n356, n357, n358) =AVERAGE(o355, o356, o357, o358) =AVERAGE(p355, p356, p357, p358) =AVERAGE(q355, q356, q357, q358) =AVERAGE(r355, r356, r357, r358) =AVERAGE(s355, s356, s357, s358) =AVERAGE(t355, t356, t357, t358) =STDEV.P(a355, a356, a357, a358) =STDEV.P(b355, b356, b357, b358) =STDEV.P(c355, c356, c357, c358) =STDEV.P(d355, d356, d357, d358) =STDEV.P(e355, e356, e357, e358) =STDEV.P(f355, f356, f357, f358) =STDEV.P(g355, g356, g357, g358) =STDEV.P(h355, h356, h357, h358) =STDEV.P(i355, i356, i357, i358) =STDEV.P(j355, j356, j357, j358) =STDEV.P(k355, k356, k357, k358) =STDEV.P(l355, l356, l357, l358) =STDEV.P(m355, m356, m357, m358) =STDEV.P(n355, n356, n357, n358) =STDEV.P(o355, o356, o357, o358) =STDEV.P(p355, p356, p357, p358) =STDEV.P(q355, q356, q357, q358) =STDEV.P(r355, r356, r357, r358) =STDEV.P(s355, s356, s357, s358) =STDEV.P(t355, t356, t357, t358) +=AVERAGE(a359, a360, a361, a362) =AVERAGE(b359, b360, b361, b362) =AVERAGE(c359, c360, c361, c362) =AVERAGE(d359, d360, d361, d362) =AVERAGE(e359, e360, e361, e362) =AVERAGE(f359, f360, f361, f362) =AVERAGE(g359, g360, g361, g362) =AVERAGE(h359, h360, h361, h362) =AVERAGE(i359, i360, i361, i362) =AVERAGE(j359, j360, j361, j362) =AVERAGE(k359, k360, k361, k362) =AVERAGE(l359, l360, l361, l362) =AVERAGE(m359, m360, m361, m362) =AVERAGE(n359, n360, n361, n362) =AVERAGE(o359, o360, o361, o362) =AVERAGE(p359, p360, p361, p362) =AVERAGE(q359, q360, q361, q362) =AVERAGE(r359, r360, r361, r362) =AVERAGE(s359, s360, s361, s362) =AVERAGE(t359, t360, t361, t362) =STDEV.P(a359, a360, a361, a362) =STDEV.P(b359, b360, b361, b362) =STDEV.P(c359, c360, c361, c362) =STDEV.P(d359, d360, d361, d362) =STDEV.P(e359, e360, e361, e362) =STDEV.P(f359, f360, f361, f362) =STDEV.P(g359, g360, g361, g362) =STDEV.P(h359, h360, h361, h362) =STDEV.P(i359, i360, i361, i362) =STDEV.P(j359, j360, j361, j362) =STDEV.P(k359, k360, k361, k362) =STDEV.P(l359, l360, l361, l362) =STDEV.P(m359, m360, m361, m362) =STDEV.P(n359, n360, n361, n362) =STDEV.P(o359, o360, o361, o362) =STDEV.P(p359, p360, p361, p362) =STDEV.P(q359, q360, q361, q362) =STDEV.P(r359, r360, r361, r362) =STDEV.P(s359, s360, s361, s362) =STDEV.P(t359, t360, t361, t362) +=AVERAGE(a363, a364, a365, a366) =AVERAGE(b363, b364, b365, b366) =AVERAGE(c363, c364, c365, c366) =AVERAGE(d363, d364, d365, d366) =AVERAGE(e363, e364, e365, e366) =AVERAGE(f363, f364, f365, f366) =AVERAGE(g363, g364, g365, g366) =AVERAGE(h363, h364, h365, h366) =AVERAGE(i363, i364, i365, i366) =AVERAGE(j363, j364, j365, j366) =AVERAGE(k363, k364, k365, k366) =AVERAGE(l363, l364, l365, l366) =AVERAGE(m363, m364, m365, m366) =AVERAGE(n363, n364, n365, n366) =AVERAGE(o363, o364, o365, o366) =AVERAGE(p363, p364, p365, p366) =AVERAGE(q363, q364, q365, q366) =AVERAGE(r363, r364, r365, r366) =AVERAGE(s363, s364, s365, s366) =AVERAGE(t363, t364, t365, t366) =STDEV.P(a363, a364, a365, a366) =STDEV.P(b363, b364, b365, b366) =STDEV.P(c363, c364, c365, c366) =STDEV.P(d363, d364, d365, d366) =STDEV.P(e363, e364, e365, e366) =STDEV.P(f363, f364, f365, f366) =STDEV.P(g363, g364, g365, g366) =STDEV.P(h363, h364, h365, h366) =STDEV.P(i363, i364, i365, i366) =STDEV.P(j363, j364, j365, j366) =STDEV.P(k363, k364, k365, k366) =STDEV.P(l363, l364, l365, l366) =STDEV.P(m363, m364, m365, m366) =STDEV.P(n363, n364, n365, n366) =STDEV.P(o363, o364, o365, o366) =STDEV.P(p363, p364, p365, p366) =STDEV.P(q363, q364, q365, q366) =STDEV.P(r363, r364, r365, r366) =STDEV.P(s363, s364, s365, s366) =STDEV.P(t363, t364, t365, t366) +=AVERAGE(a367, a368, a369, a370) =AVERAGE(b367, b368, b369, b370) =AVERAGE(c367, c368, c369, c370) =AVERAGE(d367, d368, d369, d370) =AVERAGE(e367, e368, e369, e370) =AVERAGE(f367, f368, f369, f370) =AVERAGE(g367, g368, g369, g370) =AVERAGE(h367, h368, h369, h370) =AVERAGE(i367, i368, i369, i370) =AVERAGE(j367, j368, j369, j370) =AVERAGE(k367, k368, k369, k370) =AVERAGE(l367, l368, l369, l370) =AVERAGE(m367, m368, m369, m370) =AVERAGE(n367, n368, n369, n370) =AVERAGE(o367, o368, o369, o370) =AVERAGE(p367, p368, p369, p370) =AVERAGE(q367, q368, q369, q370) =AVERAGE(r367, r368, r369, r370) =AVERAGE(s367, s368, s369, s370) =AVERAGE(t367, t368, t369, t370) =STDEV.P(a367, a368, a369, a370) =STDEV.P(b367, b368, b369, b370) =STDEV.P(c367, c368, c369, c370) =STDEV.P(d367, d368, d369, d370) =STDEV.P(e367, e368, e369, e370) =STDEV.P(f367, f368, f369, f370) =STDEV.P(g367, g368, g369, g370) =STDEV.P(h367, h368, h369, h370) =STDEV.P(i367, i368, i369, i370) =STDEV.P(j367, j368, j369, j370) =STDEV.P(k367, k368, k369, k370) =STDEV.P(l367, l368, l369, l370) =STDEV.P(m367, m368, m369, m370) =STDEV.P(n367, n368, n369, n370) =STDEV.P(o367, o368, o369, o370) =STDEV.P(p367, p368, p369, p370) =STDEV.P(q367, q368, q369, q370) =STDEV.P(r367, r368, r369, r370) =STDEV.P(s367, s368, s369, s370) =STDEV.P(t367, t368, t369, t370) +=AVERAGE(a371, a372, a373, a374) =AVERAGE(b371, b372, b373, b374) =AVERAGE(c371, c372, c373, c374) =AVERAGE(d371, d372, d373, d374) =AVERAGE(e371, e372, e373, e374) =AVERAGE(f371, f372, f373, f374) =AVERAGE(g371, g372, g373, g374) =AVERAGE(h371, h372, h373, h374) =AVERAGE(i371, i372, i373, i374) =AVERAGE(j371, j372, j373, j374) =AVERAGE(k371, k372, k373, k374) =AVERAGE(l371, l372, l373, l374) =AVERAGE(m371, m372, m373, m374) =AVERAGE(n371, n372, n373, n374) =AVERAGE(o371, o372, o373, o374) =AVERAGE(p371, p372, p373, p374) =AVERAGE(q371, q372, q373, q374) =AVERAGE(r371, r372, r373, r374) =AVERAGE(s371, s372, s373, s374) =AVERAGE(t371, t372, t373, t374) =STDEV.P(a371, a372, a373, a374) =STDEV.P(b371, b372, b373, b374) =STDEV.P(c371, c372, c373, c374) =STDEV.P(d371, d372, d373, d374) =STDEV.P(e371, e372, e373, e374) =STDEV.P(f371, f372, f373, f374) =STDEV.P(g371, g372, g373, g374) =STDEV.P(h371, h372, h373, h374) =STDEV.P(i371, i372, i373, i374) =STDEV.P(j371, j372, j373, j374) =STDEV.P(k371, k372, k373, k374) =STDEV.P(l371, l372, l373, l374) =STDEV.P(m371, m372, m373, m374) =STDEV.P(n371, n372, n373, n374) =STDEV.P(o371, o372, o373, o374) =STDEV.P(p371, p372, p373, p374) =STDEV.P(q371, q372, q373, q374) =STDEV.P(r371, r372, r373, r374) =STDEV.P(s371, s372, s373, s374) =STDEV.P(t371, t372, t373, t374) +=AVERAGE(a375, a376, a377, a378) =AVERAGE(b375, b376, b377, b378) =AVERAGE(c375, c376, c377, c378) =AVERAGE(d375, d376, d377, d378) =AVERAGE(e375, e376, e377, e378) =AVERAGE(f375, f376, f377, f378) =AVERAGE(g375, g376, g377, g378) =AVERAGE(h375, h376, h377, h378) =AVERAGE(i375, i376, i377, i378) =AVERAGE(j375, j376, j377, j378) =AVERAGE(k375, k376, k377, k378) =AVERAGE(l375, l376, l377, l378) =AVERAGE(m375, m376, m377, m378) =AVERAGE(n375, n376, n377, n378) =AVERAGE(o375, o376, o377, o378) =AVERAGE(p375, p376, p377, p378) =AVERAGE(q375, q376, q377, q378) =AVERAGE(r375, r376, r377, r378) =AVERAGE(s375, s376, s377, s378) =AVERAGE(t375, t376, t377, t378) =STDEV.P(a375, a376, a377, a378) =STDEV.P(b375, b376, b377, b378) =STDEV.P(c375, c376, c377, c378) =STDEV.P(d375, d376, d377, d378) =STDEV.P(e375, e376, e377, e378) =STDEV.P(f375, f376, f377, f378) =STDEV.P(g375, g376, g377, g378) =STDEV.P(h375, h376, h377, h378) =STDEV.P(i375, i376, i377, i378) =STDEV.P(j375, j376, j377, j378) =STDEV.P(k375, k376, k377, k378) =STDEV.P(l375, l376, l377, l378) =STDEV.P(m375, m376, m377, m378) =STDEV.P(n375, n376, n377, n378) =STDEV.P(o375, o376, o377, o378) =STDEV.P(p375, p376, p377, p378) =STDEV.P(q375, q376, q377, q378) =STDEV.P(r375, r376, r377, r378) =STDEV.P(s375, s376, s377, s378) =STDEV.P(t375, t376, t377, t378) +=AVERAGE(a379, a380, a381, a382) =AVERAGE(b379, b380, b381, b382) =AVERAGE(c379, c380, c381, c382) =AVERAGE(d379, d380, d381, d382) =AVERAGE(e379, e380, e381, e382) =AVERAGE(f379, f380, f381, f382) =AVERAGE(g379, g380, g381, g382) =AVERAGE(h379, h380, h381, h382) =AVERAGE(i379, i380, i381, i382) =AVERAGE(j379, j380, j381, j382) =AVERAGE(k379, k380, k381, k382) =AVERAGE(l379, l380, l381, l382) =AVERAGE(m379, m380, m381, m382) =AVERAGE(n379, n380, n381, n382) =AVERAGE(o379, o380, o381, o382) =AVERAGE(p379, p380, p381, p382) =AVERAGE(q379, q380, q381, q382) =AVERAGE(r379, r380, r381, r382) =AVERAGE(s379, s380, s381, s382) =AVERAGE(t379, t380, t381, t382) =STDEV.P(a379, a380, a381, a382) =STDEV.P(b379, b380, b381, b382) =STDEV.P(c379, c380, c381, c382) =STDEV.P(d379, d380, d381, d382) =STDEV.P(e379, e380, e381, e382) =STDEV.P(f379, f380, f381, f382) =STDEV.P(g379, g380, g381, g382) =STDEV.P(h379, h380, h381, h382) =STDEV.P(i379, i380, i381, i382) =STDEV.P(j379, j380, j381, j382) =STDEV.P(k379, k380, k381, k382) =STDEV.P(l379, l380, l381, l382) =STDEV.P(m379, m380, m381, m382) =STDEV.P(n379, n380, n381, n382) =STDEV.P(o379, o380, o381, o382) =STDEV.P(p379, p380, p381, p382) =STDEV.P(q379, q380, q381, q382) =STDEV.P(r379, r380, r381, r382) =STDEV.P(s379, s380, s381, s382) =STDEV.P(t379, t380, t381, t382) +=AVERAGE(a383, a384, a385, a386) =AVERAGE(b383, b384, b385, b386) =AVERAGE(c383, c384, c385, c386) =AVERAGE(d383, d384, d385, d386) =AVERAGE(e383, e384, e385, e386) =AVERAGE(f383, f384, f385, f386) =AVERAGE(g383, g384, g385, g386) =AVERAGE(h383, h384, h385, h386) =AVERAGE(i383, i384, i385, i386) =AVERAGE(j383, j384, j385, j386) =AVERAGE(k383, k384, k385, k386) =AVERAGE(l383, l384, l385, l386) =AVERAGE(m383, m384, m385, m386) =AVERAGE(n383, n384, n385, n386) =AVERAGE(o383, o384, o385, o386) =AVERAGE(p383, p384, p385, p386) =AVERAGE(q383, q384, q385, q386) =AVERAGE(r383, r384, r385, r386) =AVERAGE(s383, s384, s385, s386) =AVERAGE(t383, t384, t385, t386) =STDEV.P(a383, a384, a385, a386) =STDEV.P(b383, b384, b385, b386) =STDEV.P(c383, c384, c385, c386) =STDEV.P(d383, d384, d385, d386) =STDEV.P(e383, e384, e385, e386) =STDEV.P(f383, f384, f385, f386) =STDEV.P(g383, g384, g385, g386) =STDEV.P(h383, h384, h385, h386) =STDEV.P(i383, i384, i385, i386) =STDEV.P(j383, j384, j385, j386) =STDEV.P(k383, k384, k385, k386) =STDEV.P(l383, l384, l385, l386) =STDEV.P(m383, m384, m385, m386) =STDEV.P(n383, n384, n385, n386) =STDEV.P(o383, o384, o385, o386) =STDEV.P(p383, p384, p385, p386) =STDEV.P(q383, q384, q385, q386) =STDEV.P(r383, r384, r385, r386) =STDEV.P(s383, s384, s385, s386) =STDEV.P(t383, t384, t385, t386) +=AVERAGE(a387, a388, a389, a390) =AVERAGE(b387, b388, b389, b390) =AVERAGE(c387, c388, c389, c390) =AVERAGE(d387, d388, d389, d390) =AVERAGE(e387, e388, e389, e390) =AVERAGE(f387, f388, f389, f390) =AVERAGE(g387, g388, g389, g390) =AVERAGE(h387, h388, h389, h390) =AVERAGE(i387, i388, i389, i390) =AVERAGE(j387, j388, j389, j390) =AVERAGE(k387, k388, k389, k390) =AVERAGE(l387, l388, l389, l390) =AVERAGE(m387, m388, m389, m390) =AVERAGE(n387, n388, n389, n390) =AVERAGE(o387, o388, o389, o390) =AVERAGE(p387, p388, p389, p390) =AVERAGE(q387, q388, q389, q390) =AVERAGE(r387, r388, r389, r390) =AVERAGE(s387, s388, s389, s390) =AVERAGE(t387, t388, t389, t390) =STDEV.P(a387, a388, a389, a390) =STDEV.P(b387, b388, b389, b390) =STDEV.P(c387, c388, c389, c390) =STDEV.P(d387, d388, d389, d390) =STDEV.P(e387, e388, e389, e390) =STDEV.P(f387, f388, f389, f390) =STDEV.P(g387, g388, g389, g390) =STDEV.P(h387, h388, h389, h390) =STDEV.P(i387, i388, i389, i390) =STDEV.P(j387, j388, j389, j390) =STDEV.P(k387, k388, k389, k390) =STDEV.P(l387, l388, l389, l390) =STDEV.P(m387, m388, m389, m390) =STDEV.P(n387, n388, n389, n390) =STDEV.P(o387, o388, o389, o390) =STDEV.P(p387, p388, p389, p390) =STDEV.P(q387, q388, q389, q390) =STDEV.P(r387, r388, r389, r390) =STDEV.P(s387, s388, s389, s390) =STDEV.P(t387, t388, t389, t390) +=AVERAGE(a391, a392, a393, a394) =AVERAGE(b391, b392, b393, b394) =AVERAGE(c391, c392, c393, c394) =AVERAGE(d391, d392, d393, d394) =AVERAGE(e391, e392, e393, e394) =AVERAGE(f391, f392, f393, f394) =AVERAGE(g391, g392, g393, g394) =AVERAGE(h391, h392, h393, h394) =AVERAGE(i391, i392, i393, i394) =AVERAGE(j391, j392, j393, j394) =AVERAGE(k391, k392, k393, k394) =AVERAGE(l391, l392, l393, l394) =AVERAGE(m391, m392, m393, m394) =AVERAGE(n391, n392, n393, n394) =AVERAGE(o391, o392, o393, o394) =AVERAGE(p391, p392, p393, p394) =AVERAGE(q391, q392, q393, q394) =AVERAGE(r391, r392, r393, r394) =AVERAGE(s391, s392, s393, s394) =AVERAGE(t391, t392, t393, t394) =STDEV.P(a391, a392, a393, a394) =STDEV.P(b391, b392, b393, b394) =STDEV.P(c391, c392, c393, c394) =STDEV.P(d391, d392, d393, d394) =STDEV.P(e391, e392, e393, e394) =STDEV.P(f391, f392, f393, f394) =STDEV.P(g391, g392, g393, g394) =STDEV.P(h391, h392, h393, h394) =STDEV.P(i391, i392, i393, i394) =STDEV.P(j391, j392, j393, j394) =STDEV.P(k391, k392, k393, k394) =STDEV.P(l391, l392, l393, l394) =STDEV.P(m391, m392, m393, m394) =STDEV.P(n391, n392, n393, n394) =STDEV.P(o391, o392, o393, o394) =STDEV.P(p391, p392, p393, p394) =STDEV.P(q391, q392, q393, q394) =STDEV.P(r391, r392, r393, r394) =STDEV.P(s391, s392, s393, s394) =STDEV.P(t391, t392, t393, t394) + +0 0 0 0.0001 0 13.033 3.655 20 4 5 3 0 0.0001 0 13.033 3.655 20 4 5 3 +0 0 0 0.0001 0 13.015 3.685 14 5 29 5 0 0.0001 0 13.015 3.685 14 5 29 5 +0 0 0 0.0001 0 13.284 3.697 13 4 9 5 0 0.0001 0 13.284 3.697 13 4 9 5 +0 0 0 0.0001 0 13.054 3.656 9 4 18 5 0 0.0001 0 13.054 3.656 9 4 18 5 +0 0 0 0.0001 0 12.932 3.628 31 5 31 6 0 0.0001 0 12.932 3.628 31 5 31 6 +0 0 0 0.0001 0 13.166 3.68 30 5 7 5 0 0.0001 0 13.166 3.68 30 5 7 5 +0 0 0 0.0001 0 12.899 3.664 15 4 12 5 0 0.0001 0 12.899 3.664 15 4 12 5 +0 0 0 0.0001 0 13.005 3.668 19 4 18 6 0 0.0001 0 13.005 3.668 19 4 18 6 +0 0 0 0.0001 0 13.51 3.726 26 4 54 6 0 0.0001 0 13.51 3.726 26 4 54 6 +0 0 0 0.0001 0 13.173 3.666 25 5 20 6 0 0.0001 0 13.173 3.666 25 5 20 6 +1 0 0 0.0001 0 13.2 4.12 13 3 6 4 0 0.0001 0 13.117 3.888 13 3 5 3 +1 0 0 0.0001 0 13.157 4.159 39 6 36 7 0 0.0001 0 13.086 3.922 39 6 29 5 +1 0 0 0.0001 0 13.343 4.151 13 4 18 6 0 0.0001 0 13.314 3.924 13 4 9 5 +1 0 0 0.0001 0 13.196 4.125 9 4 11 4 0 0.0001 0 13.125 3.891 9 4 18 5 +1 0 0 0.0001 0 12.883 4.077 31 5 26 6 0 0.0001 0 12.907 3.853 31 5 31 6 +1 0 0 0.0001 0 13.182 4.126 16 5 6 5 0 0.0001 0 13.174 3.903 16 5 7 5 +1 0 0 0.0001 0 13.253 4.177 15 4 31 8 0 0.0001 0 13.076 3.921 15 4 12 5 +1 0 0 0.0001 0 13.041 4.098 11 3 30 6 0 0.0001 0 13.023 3.883 11 3 18 6 +1 0 0 0.0001 0 13.64 4.206 26 4 8 4 0 0.0001 0 13.575 3.966 26 4 54 6 +1 0 0 0.0001 0 12.93 4.084 12 4 28 8 0 0.0001 0 13.051 3.875 12 4 20 6 +2 0 0 0.0001 0 13.981 4.505 14 5 10 5 0 0.0001 0 13.405 4.093 14 5 5 3 +2 0 0 0.0001 0 13.788 4.498 38 6 21 5 0 0.0001 0 13.32 4.114 38 6 29 5 +2 0 0 0.0001 0 13.954 4.489 13 4 56 13 0 0.0001 0 13.527 4.112 13 4 9 5 +2 0 0 0.0001 0 13.971 4.477 15 4 10 4 0 0.0001 0 13.407 4.086 15 4 18 5 +2 0 0 0.0002 0 13.536 4.386 25 5 21 8 0 0.0002 0 13.117 4.031 25 5 31 6 +2 0 0 0.0001 0 13.924 4.472 15 3 11 4 0 0.0001 0 13.424 4.093 15 3 7 5 +2 0 0 0.0001 0 13.9 4.519 15 4 25 6 0 0.0001 0 13.351 4.12 15 4 12 5 +2 0 0 0.0001 0 13.683 4.415 11 3 5 3 0 0.0001 0 13.243 4.06 11 3 18 6 +2 0 0 0.0002 0 14.154 4.571 27 4 5 4 0 0.0002 0 13.768 4.168 27 4 5 4 +2 0 0 0.0002 0 13.725 4.446 19 5 44 9 0 0.0002 0 13.276 4.065 19 5 20 6 +3 0 0 0.0001 0 14.893 4.86 15 5 19 10 0 0.0001 0 13.777 4.285 15 5 5 3 +3 0 0 0.0001 0 14.349 4.8 38 6 20 8 0 0.0001 0 13.577 4.286 38 6 29 5 +3 0 0 0.0001 0 14.738 4.775 15 5 18 5 0 0.0001 0 13.83 4.278 15 5 9 5 +3 0 0 0.0001 0 14.311 4.709 15 4 16 5 0 0.0001 0 13.633 4.242 15 4 18 5 +3 0 0 0.0002 0 13.886 4.641 25 5 6 4 0 0.0002 0 13.309 4.183 25 5 31 6 +3 0 0 0.0002 0 14.544 4.762 32 5 30 9 0 0.0002 0 13.704 4.26 32 5 7 5 +3 0 0 0.0002 0 14.929 4.854 23 6 26 7 0 0.0002 0 13.745 4.303 23 6 12 5 +3 0 0 0.0001 0 14.553 4.754 11 3 15 6 0 0.0001 0 13.57 4.234 11 3 18 6 +3 0 0 0.0003 0 14.774 4.857 22 4 17 7 0 0.0003 0 14.019 4.34 22 4 5 4 +3 0 0 0.0002 0 14.343 4.74 19 5 24 7 0 0.0002 0 13.543 4.234 19 5 20 6 +4 0 0 0.0001 0 15.178 5.006 10 3 9 4 0 0.0001 0 14.057 4.429 10 3 5 3 +4 0 0 0.0001 0 14.924 5.048 31 6 7 5 0 0.0001 0 13.847 4.438 31 6 29 5 +4 0 0 0.0001 0 15.104 4.99 15 5 10 4 0 0.0001 0 14.085 4.42 15 5 9 5 +4 0 0 0.0001 0 14.778 4.931 15 4 38 8 0 0.0001 0 13.862 4.379 15 4 18 5 +4 0 0 0.0002 0 14.787 4.954 25 5 11 7 0 0.0002 0 13.605 4.337 25 5 31 6 +4 0 0 0.0002 0 15.316 5.001 32 5 7 5 0 0.0002 0 14.026 4.408 32 5 7 5 +4 0 0 0.0002 0 15.904 5.199 23 6 49 8 0 0.0002 0 14.177 4.483 23 6 12 5 +4 0 0 0.0001 0 15.39 5.062 11 3 24 7 0 0.0001 0 13.934 4.4 11 3 18 6 +4 0 0 0.0003 0 15.516 5.056 22 4 22 6 0 0.0003 0 14.319 4.483 22 4 5 4 +4 0 0 0.0002 0 15.018 4.956 26 7 17 8 0 0.0002 0 13.838 4.378 26 7 20 6 +5 0 0 0.0001 0 15.894 5.254 20 7 10 5 0 0.0001 0 14.363 4.567 20 7 5 3 +5 0 0 0.0001 0 15.743 5.272 28 6 10 5 0 0.0001 0 14.163 4.577 28 6 29 5 +5 0 0 0.0002 0 15.619 5.21 14 4 27 9 0 0.0002 0 14.341 4.552 14 4 27 9 +5 0 0 0.0001 0 15.343 5.164 15 4 6 4 0 0.0001 0 14.109 4.51 15 4 18 5 +5 0 0 0.0002 0 15.79 5.236 96 13 24 8 0 0.0002 0 13.969 4.487 96 13 31 6 +5 0 0 0.0002 0 15.742 5.199 21 5 19 7 0 0.0002 0 14.312 4.54 21 5 7 5 +5 0 0 0.0002 0 16.507 5.361 26 7 8 4 0 0.0002 0 14.565 4.629 26 7 12 5 +5 0 0 0.0001 0 16.002 5.3 11 3 18 7 0 0.0001 0 14.279 4.55 11 3 18 6 +5 0 0 0.0006 0 16.344 5.269 25 7 14 5 0 0.0006 0 14.656 4.614 25 7 5 4 +5 0 0 0.0002 0 15.893 5.224 31 8 9 5 0 0.0002 0 14.18 4.519 31 8 20 6 +6 0 0 0.0001 0 16.372 5.434 15 4 26 7 0 0.0001 0 14.65 4.69 15 4 5 3 +6 0 0 0.0001 0 16.341 5.457 28 6 33 8 0 0.0001 0 14.474 4.703 28 6 29 5 +6 0 0 0.0002 0 15.94 5.338 14 4 29 6 0 0.0002 0 14.569 4.664 14 4 27 9 +6 0 0 0.0001 0 15.95 5.357 17 5 17 8 0 0.0001 0 14.372 4.631 17 5 18 5 +6 0 0 0.0002 0 17.269 5.549 29 8 4 3 0 0.0002 0 14.44 4.639 29 8 31 6 +6 0 0 0.0002 0 16.516 5.423 20 5 77 9 0 0.0002 0 14.627 4.666 20 5 7 5 +6 0 0 0.0002 0 17.019 5.549 26 7 15 5 0 0.0002 0 14.916 4.761 26 7 12 5 +6 0 0 0.0001 0 16.586 5.489 11 3 13 5 0 0.0001 0 14.609 4.684 11 3 18 6 +6 0 0 0.0053 0 17.603 5.546 17 5 25 6 0 0.0053 0 15.077 4.747 17 5 5 4 +6 0 0 0.0003 0 16.829 5.492 26 9 38 15 0 0.0003 0 14.559 4.658 26 9 20 6 +7 0 0.0001 0.0001 0 17.162 5.598 9 4 7 5 0 0.0001 0 14.964 4.804 9 4 5 3 +7 0 0 0.0002 0 17.288 5.697 35 6 18 8 0 0.0002 0 14.826 4.827 35 6 29 5 +7 0 0 0.0002 0 16.938 5.593 21 5 6 4 0 0.0002 0 14.865 4.78 21 5 27 9 +7 0 0 0.0001 0 16.375 5.532 17 5 5 3 0 0.0001 0 14.622 4.744 17 5 18 5 +7 0 0 0.0002 0 19.248 5.938 28 7 8 5 0 0.0002 0 15.041 4.801 28 7 31 6 +7 0 0 0.0008 0 17.667 5.719 15 4 8 4 0 0.0008 0 15.007 4.798 15 4 7 5 +7 0 0 0.0004 0 17.763 5.689 42 13 25 7 0 0.0004 0 15.272 4.877 42 13 12 5 +7 0 0 0.0001 0 17.266 5.661 34 9 17 10 0 0.0001 0 14.941 4.806 34 9 18 6 +7 0 0.0001 0.0178 0 18.823 5.781 18 6 37 7 0 0.0178 0 15.545 4.877 18 6 5 4 +7 0 0 0.0003 0 17.781 5.735 22 6 12 7 0 0.0003 0 14.961 4.793 22 6 20 6 +8 0 0.0001 0.0002 0 18.195 5.85 16 5 38 8 0 0.0002 0 15.323 4.92 16 5 5 3 +8 0 0 0.0002 0 18.073 5.896 46 10 15 4 0 0.0002 0 15.186 4.946 46 10 29 5 +8 0 0 0.0003 0 18.016 5.818 37 6 23 6 0 0.0003 0 15.215 4.896 37 6 27 9 +8 0 0 0.0002 0 17.091 5.756 13 4 11 8 0 0.0002 0 14.896 4.856 13 4 18 5 +8 0 0.0001 0.0003 0 22.829 6.454 62 9 36 8 0 0.0003 0 15.907 4.985 62 9 31 6 +8 0 0 0.0008 0 18.659 5.862 15 4 29 8 0 0.0008 0 15.413 4.916 15 4 7 5 +8 0 0 0.0005 0 19.037 6.004 38 10 17 5 0 0.0005 0 15.69 5.002 38 10 12 5 +8 0 0 0.0002 0 17.491 5.704 19 7 30 8 0 0.0002 0 15.224 4.906 19 7 18 6 +8 0 0.0002 0.0178 0 21.409 6.205 19 7 20 4 0.0001 0.0178 0 16.197 5.024 19 7 5 4 +8 0 0 0.0005 0 19.461 6.082 15 5 14 5 0 0.0005 0 15.461 4.936 15 5 20 6 +9 0 0.0001 0.0002 0 18.803 6.003 16 5 6 3 0 0.0002 0 15.671 5.028 16 5 5 3 +9 0 0 0.0003 0 19.147 6.12 57 7 31 11 0 0.0003 0 15.582 5.063 57 7 29 5 +9 0 0 0.0006 0 19.821 6.141 35 7 13 5 0 0.0006 0 15.676 5.02 35 7 27 9 +9 0 0 0.0002 0 17.315 5.822 13 4 9 4 0 0.0002 0 15.138 4.953 13 4 18 5 +9 0 0.0001 0.0003 0 27.521 7.115 73 12 12 6 0 0.0003 0 17.068 5.198 73 12 31 6 +9 0 0.0001 0.0008 0 20.961 6.259 15 4 5 3 0 0.0008 0 15.968 5.05 15 4 7 5 +9 0 0 0.0007 0 21.225 6.428 25 8 12 4 0 0.0007 0 16.244 5.145 25 8 12 5 +9 0 0 0.0002 0 18.032 5.871 16 5 38 11 0 0.0002 0 15.505 5.002 16 5 18 6 +9 0 0.0007 0.0217 0 23.04 6.442 23 9 23 8 0.0001 0.0217 0 16.881 5.166 23 9 5 4 +9 0 0.0001 0.0006 0 22.515 6.724 25 6 24 10 0 0.0006 0 16.167 5.115 25 6 20 6 +10 0 0.0001 0.0002 0 18.88 6.059 16 5 14 7 0 0.0002 0 15.963 5.122 16 5 5 3 +10 0 0 0.0003 0 20.173 6.322 45 10 28 7 0 0.0003 0 16 5.178 45 10 29 5 +10 0 0.0001 0.0007 0 23.712 6.677 50 10 9 4 0 0.0007 0 16.406 5.171 50 10 27 9 +10 0 0 0.0002 0 17.747 5.949 13 4 27 7 0 0.0002 0 15.375 5.043 13 4 18 5 +10 0 0.0001 0.0013 0 33.756 7.95 30 6 25 9 0 0.0013 0 18.585 5.448 30 6 31 6 +10 0 0.0001 0.0008 0 23.922 6.733 15 4 41 9 0 0.0008 0 16.691 5.203 15 4 7 5 +10 0 0.0001 0.0011 0 25.424 7.345 34 9 54 17 0 0.0011 0 17.078 5.345 34 9 12 5 +10 0 0 0.0006 0 18.765 6.015 18 6 26 8 0 0.0006 0 15.801 5.094 18 6 18 6 +10 0 0.0013 0.1043 0 25.311 6.933 38 10 19 7 0.0002 0.1043 0 17.647 5.327 38 10 5 4 +10 0 0.0001 0.0007 0 26.171 7.375 35 7 16 6 0 0.0007 0 17.076 5.32 35 7 20 6 +11 0 0.0001 0.0002 0 19.63 6.272 10 3 8 5 0.0001 0.0002 0 16.268 5.218 10 3 5 3 +11 0 0 0.0003 0 21.627 6.554 47 7 12 4 0 0.0003 0 16.469 5.292 47 7 29 5 +11 0 0.0001 0.0018 0 29.367 7.419 31 6 25 7 0 0.0018 0 17.486 5.358 31 6 27 9 +11 0 0 0.0002 0 18.169 6.065 13 4 32 13 0 0.0002 0 15.608 5.128 13 4 18 5 +11 0 0.0001 0.0013 0 40.44 8.811 30 6 64 11 0.0001 0.0013 0 20.406 5.728 30 6 31 6 +11 0 0.0001 0.0008 0 27.648 7.35 44 10 32 9 0 0.0008 0 17.604 5.382 44 10 7 5 +11 0 0.0001 0.0018 0 31.684 8.57 29 8 24 11 0 0.0018 0 18.295 5.613 29 8 12 5 +11 0 0 0.0006 0 19.408 6.19 18 6 9 5 0 0.0006 0 16.102 5.186 18 6 18 6 +11 0 0.0026 0.2478 0 30.058 8.014 36 10 46 13 0.0004 0.2478 0 18.682 5.55 36 10 5 4 +11 0 0.0001 0.0023 0 29.812 8.053 25 5 57 12 0 0.0023 0 18.137 5.548 25 5 20 6 +12 0 0.0001 0.0003 0 21.231 6.574 33 10 24 11 0.0001 0.0003 0 16.65 5.322 33 10 5 3 +12 0 0.0001 0.0003 0 23.327 6.785 47 7 45 16 0 0.0003 0 16.996 5.407 47 7 29 5 +12 0 0.0001 0.0024 0 36.283 8.244 46 8 63 14 0 0.0024 0 18.932 5.58 46 8 27 9 +12 0 0 0.0002 0 18.877 6.182 13 4 47 12 0 0.0002 0 15.86 5.21 13 4 18 5 +12 0 0.0001 0.0015 0 46.852 9.619 38 9 60 10 0.0001 0.0015 0 22.441 6.028 38 9 31 6 +12 0 0.0001 0.001 0 32.62 8.16 50 13 62 13 0.0001 0.001 0 18.759 5.596 50 13 7 5 +12 0 0.0002 0.002 0 37.32 9.668 26 7 54 15 0.0001 0.002 0 19.759 5.925 26 7 12 5 +12 0 0 0.0006 0 20.246 6.415 18 6 41 9 0 0.0006 0 16.421 5.28 18 6 18 6 +12 0 0.0076 0.2871 0 36.244 9.581 41 11 29 9 0.001 0.2871 0 20.033 5.861 41 11 5 4 +12 0 0.0001 0.0026 0 33.424 8.632 22 5 29 7 0.0001 0.0026 0 19.313 5.785 22 5 20 6 +13 0 0.0001 0.0003 0 23.295 6.98 28 7 6 3 0.0001 0.0003 0 17.125 5.441 28 7 5 3 +13 0 0.0001 0.0003 0 26.364 7.274 47 7 25 10 0 0.0003 0 17.665 5.541 47 7 29 5 +13 0 0.0002 0.0103 0 41.101 8.743 24 6 67 9 0.0001 0.0103 0 20.516 5.806 24 6 27 9 +13 0 0 0.0002 0 19.517 6.319 53 12 18 7 0 0.0002 0 16.121 5.289 53 12 18 5 +13 0 0.0002 0.0019 0 50.837 10.063 29 6 57 10 0.0001 0.0019 0 24.469 6.316 29 6 31 6 +13 0 0.0002 0.001 0 37.058 9.024 37 9 29 9 0.0001 0.001 0 20.066 5.841 37 9 7 5 +13 0 0.0002 0.0025 0 40.934 10.327 35 9 75 17 0.0001 0.0025 0 21.271 6.24 35 9 12 5 +13 0 0 0.0007 0 21.254 6.656 47 13 8 6 0 0.0007 0 16.766 5.378 47 13 18 6 +13 0 0.0229 0.3882 0 40.215 10.609 35 9 44 11 0.0025 0.3882 0 21.474 6.2 35 9 5 4 +13 0 0.0002 0.0036 0 37.391 9.231 34 7 65 17 0.0001 0.0036 0 20.605 6.031 34 7 20 6 +14 0 0.0001 0.0003 0 25.822 7.41 28 7 16 8 0.0001 0.0003 0 17.705 5.572 28 7 5 3 +14 0 0.0001 0.0004 0 29.935 7.759 48 8 34 10 0 0.0004 0 18.483 5.688 48 8 29 5 +14 0 0.0009 1 0 44.56 9.056 17 6 89 12 0.0001 1 0 22.119 6.023 17 6 27 9 +14 0 0 0.0002 0 20.549 6.563 21 6 30 16 0 0.0002 0 16.416 5.374 21 6 18 5 +14 0 0.0003 0.006 0 50.138 9.878 30 8 27 5 0.0001 0.006 0 26.18 6.553 30 8 31 6 +14 0 0.0002 0.0014 0 42.077 9.976 35 8 79 12 0.0001 0.0014 0 21.533 6.116 35 8 7 5 +14 0 0.0003 0.0035 0 42.533 10.546 46 11 78 17 0.0001 0.0035 0 22.689 6.527 46 11 12 5 +14 0 0 0.001 0 22.642 7.016 49 15 26 6 0 0.001 0 17.158 5.488 49 15 18 6 +14 0 0.0451 0.4843 0 43.129 11.115 52 12 22 6 0.0054 0.4843 0 22.918 6.527 52 12 5 4 +14 0 0.0003 0.0477 0 40.962 9.81 23 5 80 17 0.0001 0.0477 0 21.962 6.283 23 5 20 6 +15 0 0.0001 0.0003 0 28.909 7.959 28 7 31 14 0.0001 0.0003 0 18.405 5.721 28 7 5 3 +15 0 0.0001 0.0005 0 34.957 8.456 55 8 131 16 0 0.0005 0 19.513 5.861 55 8 29 5 +15 0 0 0.0002 0 21.867 6.818 21 6 9 6 0 0.0002 0 16.757 5.464 21 6 18 5 +15 0 0.0005 0.006 0 47.118 9.434 30 8 33 8 0.0001 0.006 0 27.489 6.733 30 8 31 6 +15 0 0.0003 0.0014 0 46.124 10.754 35 8 61 13 0.0001 0.0014 0 23.07 6.406 35 8 7 5 +15 0 0.0003 0.0048 0 44.298 10.866 32 9 20 6 0.0001 0.0048 0 24.039 6.798 32 9 12 5 +15 0 0.0001 0.0028 0 25.059 7.733 50 13 27 12 0 0.0028 0 17.651 5.628 50 13 18 6 +15 0 0.0667 0.6535 0 45.336 11.432 66 15 43 16 0.0092 0.6535 0 24.319 6.834 66 15 5 4 +15 0 0.0006 0.0477 0 43.616 10.028 23 5 33 8 0.0001 0.0477 0 23.315 6.517 23 5 20 6 +16 0 0.0001 0.0005 0 31.407 8.37 17 7 38 12 0.0001 0.0005 0 19.17 5.877 17 7 5 3 +16 0 0.0001 0.0005 0 40.476 9.29 55 8 40 12 0.0001 0.0005 0 20.746 6.063 55 8 29 5 +16 0 0 0.0002 0 23.936 7.176 21 6 22 6 0 0.0002 0 17.179 5.565 21 6 18 5 +16 0 0.0007 0.0084 0 46.163 9.311 23 5 54 11 0.0001 0.0084 0 28.587 6.885 23 5 31 6 +16 0 0.0003 0.0014 0 49.408 11.361 35 8 63 14 0.0001 0.0014 0 24.62 6.698 35 8 7 5 +16 0 0.0004 0.0055 0 46.523 11.243 39 11 64 17 0.0001 0.0055 0 25.362 7.059 39 11 12 5 +16 0 0.0001 0.0028 0 30.427 9.192 52 13 21 7 0 0.0028 0 18.403 5.838 52 13 18 6 +16 0 0.0009 0.0477 0 42.544 9.541 23 5 27 7 0.0002 0.0477 0 24.446 6.695 23 5 20 6 +17 0 0.0001 0.0005 0 33.619 8.743 17 7 16 5 0.0001 0.0005 0 19.973 6.036 17 7 5 3 +17 0 0.0001 0.0005 0 46.109 10.152 55 8 42 10 0.0001 0.0005 0 22.155 6.29 55 8 29 5 +17 0 0 0.0002 0 26.557 7.585 47 7 30 13 0 0.0002 0 17.7 5.677 47 7 18 5 +17 0 0.0009 0.0084 0 47.482 9.508 23 5 64 10 0.0002 0.0084 0 29.637 7.031 23 5 31 6 +17 0 0.0004 0.0015 0 51.892 11.772 40 9 31 8 0.0001 0.0015 0 26.135 6.98 40 9 7 5 +17 0 0.0005 0.0069 0 47.75 11.439 30 9 34 7 0.0001 0.0069 0 26.606 7.303 30 9 12 5 +17 0 0.0003 0.003 0 37.585 10.979 51 13 48 15 0.0001 0.003 0 19.469 6.123 51 13 18 6 +17 0 0.0018 0.2968 0 38.789 8.628 21 5 56 13 0.0003 0.2968 0 25.243 6.803 21 5 20 6 +18 0 0.0001 0.0005 0 35.489 9.006 17 7 46 13 0.0001 0.0005 0 20.789 6.193 17 7 5 3 +18 0 0.0001 0.0005 0 50.048 10.763 55 8 103 17 0.0001 0.0005 0 23.623 6.526 55 8 29 5 +18 0 0.0001 0.0004 0 29.575 8.096 45 9 15 5 0 0.0004 0 18.325 5.804 45 9 18 5 +18 0 0.0011 0.0095 0 49.019 9.772 29 7 38 8 0.0002 0.0095 0 30.657 7.175 29 7 31 6 +18 0 0.0004 0.0015 0 54.548 12.12 42 10 51 13 0.0001 0.0015 0 27.63 7.25 42 10 7 5 +18 0 0.0006 0.0069 0 49.538 11.769 30 9 105 16 0.0002 0.0069 0 27.813 7.538 30 9 12 5 +18 0 0.0004 0.0076 0 42.687 11.94 54 13 6 4 0.0001 0.0076 0 20.691 6.429 54 13 18 6 +18 0 0.0182 0.9088 0 36.391 8.558 66 16 27 8 0.0012 0.9088 0 25.83 6.895 66 16 20 6 +19 0 0.0001 0.0005 0 37.211 9.214 17 7 97 15 0.0001 0.0005 0 21.61 6.344 17 7 5 3 +19 0 0.0001 0.0005 0 52.778 11.222 55 8 64 12 0.0001 0.0005 0 25.081 6.761 55 8 29 5 +19 0 0.0001 0.0004 0 33.296 8.609 45 9 30 8 0 0.0004 0 19.074 5.944 45 9 18 5 +19 0 0.0017 0.0095 0 50.603 10.057 29 7 109 16 0.0003 0.0095 0 31.654 7.319 29 7 31 6 +19 0 0.0004 0.0017 0 56.477 12.333 46 10 21 7 0.0001 0.0017 0 29.072 7.504 46 10 7 5 +19 0 0.0007 0.0134 0 50.646 11.853 45 11 60 14 0.0002 0.0134 0 28.954 7.754 45 11 12 5 +19 0 0.0006 0.0086 0 46.991 12.298 52 13 51 13 0.0001 0.0086 0 22.006 6.723 52 13 18 6 +20 0 0.0001 0.0005 0 38.997 9.466 17 7 54 16 0.0001 0.0005 0 22.438 6.492 17 7 5 3 +20 0 0.0001 0.0005 0 55.249 11.565 55 8 56 9 0.0001 0.0005 0 26.518 6.989 55 8 29 5 +20 0 0.0001 0.0006 0 37.157 9.142 47 10 114 15 0 0.0006 0 19.935 6.097 47 10 18 5 +20 0 0.0024 0.0121 0 51.379 10.28 22 5 32 9 0.0004 0.0121 0 32.594 7.46 22 5 31 6 +20 0 0.0004 0.003 0 58.125 12.485 54 12 34 9 0.0002 0.003 0 30.456 7.741 54 12 7 5 +20 0 0.0009 0.0134 0 52.203 11.965 45 11 66 15 0.0002 0.0134 0 30.061 7.954 45 11 12 5 +20 0 0.0008 0.0092 0 51.815 12.629 45 13 58 16 0.0001 0.0092 0 23.425 7.004 45 13 18 6 +21 0 0.0001 0.0005 0 40.451 9.605 17 7 14 5 0.0001 0.0005 0 23.257 6.634 17 7 5 3 +21 0 0.0001 0.0005 0 57.669 11.899 55 8 59 10 0.0001 0.0005 0 27.934 7.213 55 8 29 5 +21 0 0.0001 0.0007 0 41.347 9.714 46 10 74 14 0 0.0007 0 20.908 6.261 46 10 18 5 +21 0 0.0028 0.0121 0 53.066 10.582 22 5 60 11 0.0005 0.0121 0 33.524 7.602 22 5 31 6 +21 0 0.0005 0.0033 0 59.882 12.682 72 17 52 10 0.0002 0.0033 0 31.793 7.966 72 17 7 5 +21 0 0.0013 0.0298 0 54.317 12.165 56 14 42 11 0.0003 0.0298 0 31.164 8.146 56 14 12 5 +21 0 0.001 0.0098 0 56.303 12.816 25 5 40 17 0.0002 0.0098 0 24.92 7.268 25 5 18 6 +22 0 0.0001 0.0006 0 42.308 9.847 25 8 44 9 0.0001 0.0006 0 24.085 6.773 25 8 5 3 +22 0 0.0002 0.0006 0 59.899 12.19 118 14 84 13 0.0001 0.0006 0 29.323 7.429 118 14 29 5 +22 0 0.0001 0.0007 0 44.325 9.964 61 15 99 17 0 0.0007 0 21.926 6.422 61 15 18 5 +22 0 0.0032 0.0121 0 55.852 10.975 22 5 33 7 0.0006 0.0121 0 34.495 7.749 22 5 31 6 +22 0 0.0005 0.0033 0 61.326 12.807 72 17 57 11 0.0002 0.0033 0 33.077 8.176 72 17 7 5 +22 0 0.0021 0.2453 0 56.163 12.368 42 9 12 5 0.0004 0.2453 0 32.251 8.329 42 9 12 5 +22 0 0.0013 0.0116 0 59.435 12.89 90 15 56 16 0.0002 0.0116 0 26.42 7.513 90 15 18 6 +23 0 0.0001 0.0012 0 42.972 9.967 54 10 30 11 0.0001 0.0012 0 24.872 6.907 54 10 5 3 +23 0 0.0002 0.0006 0 62.449 12.414 118 14 23 9 0.0001 0.0006 0 30.704 7.637 118 14 29 5 +23 0 0.0001 0.0009 0 48.118 10.384 34 8 60 9 0 0.0009 0 23.017 6.587 34 8 18 5 +23 0 0.0034 0.0151 0 58.335 11.322 63 12 22 6 0.0008 0.0151 0 35.488 7.898 63 12 31 6 +23 0 0.0005 0.0037 0 62.593 12.955 74 17 51 12 0.0002 0.0037 0 34.307 8.376 74 17 7 5 +23 0 0.0042 0.8797 0 56.695 12.336 44 9 88 16 0.0005 0.8797 0 33.269 8.496 44 9 12 5 +23 0 0.0015 0.0123 0 60.791 12.882 46 13 71 16 0.0003 0.0123 0 27.852 7.736 46 13 18 6 +24 0 0.0001 0.0012 0 43.877 10.052 64 14 19 8 0.0001 0.0012 0 25.632 7.032 64 14 5 3 +24 0 0.0002 0.0006 0 64.437 12.575 118 14 75 13 0.0001 0.0006 0 32.053 7.834 118 14 29 5 +24 0 0.0001 0.0009 0 52.678 10.817 35 8 53 11 0 0.0009 0 24.204 6.756 35 8 18 5 +24 0 0.0036 0.0151 0 61.25 11.637 63 12 120 15 0.0009 0.0151 0 36.519 8.047 63 12 31 6 +24 0 0.0006 0.0044 0 64.007 13.014 73 17 56 14 0.0002 0.0044 0 35.495 8.561 73 17 7 5 +24 0 0.0019 0.0149 0 63.467 13.079 54 12 85 14 0.0003 0.0149 0 29.277 7.95 54 12 18 6 +25 0 0.0001 0.0021 0 45.139 10.163 39 7 31 10 0.0001 0.0021 0 26.383 7.153 39 7 5 3 +25 0 0.0002 0.0006 0 67.628 12.827 118 14 15 6 0.0001 0.0006 0 33.421 8.026 118 14 29 5 +25 0 0.0001 0.0012 0 56.75 11.234 47 8 42 8 0.0001 0.0012 0 25.456 6.929 47 8 18 5 +25 0 0.0039 0.0151 0 63.783 11.947 63 12 79 17 0.001 0.0151 0 37.567 8.197 63 12 31 6 +25 0 0.0006 0.0053 0 64.913 13.1 77 17 74 14 0.0002 0.0053 0 36.627 8.736 77 17 7 5 +25 0 0.0024 0.0154 0 64.586 13.154 47 12 95 17 0.0004 0.0154 0 30.635 8.15 47 12 18 6 +26 0 0.0002 0.0026 0 46.757 10.299 38 7 95 15 0.0001 0.0026 0 27.137 7.269 38 7 5 3 +26 0 0.0002 0.0006 0 69.617 12.934 101 12 69 15 0.0001 0.0006 0 34.762 8.208 101 12 29 5 +26 0 0.0002 0.0012 0 60.39 11.59 47 8 44 8 0.0001 0.0012 0 26.75 7.101 47 8 18 5 +26 0 0.004 0.0151 0 66.009 12.13 63 12 116 17 0.0011 0.0151 0 38.621 8.343 63 12 31 6 +26 0 0.0008 0.01 0 65.594 13.241 38 11 84 12 0.0003 0.01 0 37.7 8.903 38 11 7 5 +26 0 0.0028 0.037 0 66.382 13.229 30 7 52 12 0.0005 0.037 0 31.959 8.338 30 7 18 6 +27 0 0.0004 0.003 0 48.043 10.284 61 12 61 11 0.0001 0.003 0 27.884 7.377 61 12 5 3 +27 0 0.0002 0.0006 0 72.308 13.148 101 12 57 11 0.0001 0.0006 0 36.103 8.384 101 12 29 5 +27 0 0.0002 0.0013 0 64.803 12.069 57 9 92 17 0.0001 0.0013 0 28.109 7.279 57 9 18 5 +27 0 0.0041 0.0151 0 68.405 12.405 63 12 27 7 0.0012 0.0151 0 39.685 8.488 63 12 31 6 +27 0 0.001 0.0127 0 65.181 13.288 43 11 34 9 0.0003 0.0127 0 38.681 9.059 43 11 7 5 +27 0 0.0032 0.037 0 67.167 13.245 30 7 59 13 0.0006 0.037 0 33.216 8.514 30 7 18 6 +28 0 0.0005 0.0049 0 50.389 10.372 106 14 58 13 0.0001 0.0049 0 28.66 7.48 106 14 5 3 +28 0 0.0002 0.0006 0 73.815 13.22 99 12 49 10 0.0001 0.0006 0 37.403 8.551 99 12 29 5 +28 0 0.0002 0.0013 0 67.59 12.357 57 9 58 17 0.0001 0.0013 0 29.47 7.454 57 9 18 5 +28 0 0.0043 0.0171 0 71.051 12.64 27 5 88 14 0.0013 0.0171 0 40.766 8.631 27 5 31 6 +28 0 0.0013 0.0127 0 64.455 13.399 43 11 114 16 0.0003 0.0127 0 39.57 9.209 43 11 7 5 +28 0 0.0038 1 0 68.6 13.378 22 6 99 16 0.0007 1 0 34.437 8.681 22 6 18 6 +29 0 0.0006 0.0049 0 53.924 10.691 106 14 45 11 0.0001 0.0049 0 29.502 7.587 106 14 5 3 +29 0 0.0002 0.0007 0 76.261 13.365 88 12 29 13 0.0001 0.0007 0 38.698 8.712 88 12 29 5 +29 0 0.0003 0.0018 0 70.283 12.77 43 9 19 7 0.0001 0.0018 0 30.83 7.631 43 9 18 5 +29 0 0.0044 0.0171 0 71.408 12.576 27 5 195 17 0.0014 0.0171 0 41.788 8.762 27 5 31 6 +29 0 0.0015 0.0127 0 64.695 13.505 43 11 68 14 0.0004 0.0127 0 40.407 9.352 43 11 7 5 +30 0 0.0007 0.0049 0 57.115 11.028 106 14 38 10 0.0001 0.0049 0 30.393 7.698 106 14 5 3 +30 0 0.0002 0.0007 0 78.353 13.462 88 12 145 17 0.0001 0.0007 0 39.978 8.865 88 12 29 5 +30 0 0.0003 0.0018 0 72.421 12.978 43 9 53 13 0.0001 0.0018 0 32.172 7.804 43 9 18 5 +30 0 0.0044 0.0171 0 72.418 12.677 27 5 125 15 0.0015 0.0171 0 42.776 8.889 27 5 31 6 +30 0 0.0017 0.0127 0 64.713 13.445 43 11 47 11 0.0004 0.0127 0 41.191 9.484 43 11 7 5 +31 0 0.0007 0.0049 0 59.697 11.299 106 14 54 17 0.0002 0.0049 0 31.309 7.811 106 14 5 3 +31 0 0.0002 0.0007 0 80.358 13.511 88 12 42 12 0.0001 0.0007 0 41.239 9.01 88 12 29 5 +31 0 0.0003 0.0026 0 74.762 13.217 56 9 43 8 0.0001 0.0026 0 33.503 7.973 56 9 18 5 +31 0 0.0045 0.0171 0 74.898 12.868 27 5 37 9 0.0016 0.0171 0 43.779 9.013 27 5 31 6 +31 0 0.0022 0.0127 0 68.454 13.394 43 11 89 17 0.0005 0.0127 0 42.043 9.606 43 11 7 5 +32 0 0.0008 0.0067 0 63.5 11.61 82 12 132 17 0.0002 0.0067 0 32.284 7.926 82 12 5 3 +32 0 0.0002 0.0009 0 81.784 13.532 96 17 41 12 0.0001 0.0009 0 42.468 9.147 96 17 29 5 +32 0 0.0003 0.0031 0 76.419 13.32 54 12 56 12 0.0001 0.0031 0 34.803 8.135 54 12 18 5 +32 0 0.0046 0.0171 0 76.678 13.043 27 5 112 17 0.0017 0.0171 0 44.776 9.135 27 5 31 6 +32 0 0.0036 0.0259 0 81.417 13.369 31 8 59 12 0.0005 0.0259 0 43.237 9.72 31 8 7 5 +33 0 0.0009 0.0069 0 68.121 11.974 118 17 62 11 0.0002 0.0069 0 33.338 8.045 118 17 5 3 +33 0 0.0002 0.0009 0 83.841 13.634 95 17 120 14 0.0001 0.0009 0 43.685 9.279 95 17 29 5 +33 0 0.0003 0.0031 0 78.075 13.521 54 12 66 11 0.0001 0.0031 0 36.076 8.293 54 12 18 5 +33 0 0.0047 0.0171 0 77.917 13.073 27 5 77 17 0.0018 0.0171 0 45.751 9.251 27 5 31 6 +33 0 0.006 0.6084 0 99.846 13.079 156 13 113 12 0.0007 0.6084 0 44.901 9.819 156 13 7 5 +34 0 0.001 0.0075 0 72.349 12.276 105 14 59 15 0.0002 0.0075 0 34.453 8.166 105 14 5 3 +34 0 0.0002 0.0009 0 86.244 13.769 95 17 54 12 0.0001 0.0009 0 44.901 9.407 95 17 29 5 +34 0 0.0004 0.0059 0 80.346 13.733 38 8 81 16 0.0001 0.0059 0 37.341 8.449 38 8 18 5 +34 0 0.0047 0.019 0 79.837 13.243 33 9 96 16 0.0019 0.019 0 46.725 9.365 33 9 31 6 +35 0 0.0012 0.0134 0 78.718 12.835 97 15 59 12 0.0002 0.0134 0 35.682 8.296 97 15 5 3 +35 0 0.0002 0.001 0 88.428 13.836 132 16 75 12 0.0001 0.001 0 46.11 9.53 132 16 29 5 +35 0 0.0005 0.0065 0 81.098 13.765 88 14 95 14 0.0001 0.0065 0 38.557 8.596 88 14 18 5 +35 0 0.0047 0.019 0 81.652 13.294 33 9 59 11 0.0019 0.019 0 47.695 9.474 33 9 31 6 +36 0 0.0015 0.0134 0 85.245 13.439 105 15 63 15 0.0003 0.0134 0 37.022 8.435 105 15 5 3 +36 0 0.0003 0.0011 0 90.5 13.931 132 16 95 17 0.0001 0.0011 0 47.31 9.649 132 16 29 5 +36 0 0.0006 0.0338 0 82.641 13.819 41 8 102 16 0.0001 0.0338 0 39.748 8.737 41 8 18 5 +36 0 0.0048 0.0192 0 83.486 13.363 41 11 84 16 0.002 0.0192 0 48.663 9.579 41 11 31 6 +37 0 0.0018 0.0144 0 90.635 13.866 140 17 39 7 0.0003 0.0144 0 38.433 8.577 140 17 5 3 +37 0 0.0003 0.0011 0 92.622 14.078 132 16 56 17 0.0001 0.0011 0 48.502 9.766 132 16 29 5 +37 0 0.0007 0.0338 0 82.141 13.698 41 8 24 8 0.0001 0.0338 0 40.864 8.868 41 8 18 5 +37 0 0.0049 0.0265 0 85.442 13.456 39 7 93 17 0.0021 0.0265 0 49.63 9.681 39 7 31 6 +38 0 0.0021 0.0162 0 95.764 14.227 135 17 137 14 0.0004 0.0162 0 39.903 8.722 135 17 5 3 +38 0 0.0003 0.0011 0 94.204 14.161 132 16 123 17 0.0001 0.0011 0 49.674 9.879 132 16 29 5 +38 0 0.001 0.0365 0 81.316 13.599 46 9 58 8 0.0002 0.0365 0 41.901 8.989 46 9 18 5 +38 0 0.005 0.0265 0 86.044 13.491 39 7 68 11 0.0022 0.0265 0 50.564 9.779 39 7 31 6 +39 0 0.0027 0.0165 0 101.128 14.588 126 17 149 17 0.0004 0.0165 0 41.433 8.869 126 17 5 3 +39 0 0.0003 0.0011 0 96.82 14.227 132 16 52 12 0.0001 0.0011 0 50.853 9.987 132 16 29 5 +39 0 0.0017 0.0378 0 80.223 13.419 45 8 74 12 0.0002 0.0378 0 42.859 9.1 45 8 18 5 +39 0 0.0051 0.0265 0 87.798 13.561 39 7 77 15 0.0022 0.0265 0 51.495 9.874 39 7 31 6 +40 0 0.0035 0.0174 0 104.925 14.774 129 14 52 11 0.0005 0.0174 0 42.982 9.013 129 14 5 3 +40 0 0.0003 0.0012 0 99.681 14.315 133 16 20 7 0.0001 0.0012 0 52.044 10.093 133 16 29 5 +40 0 0.0024 0.0381 0 81.63 13.675 49 9 97 13 0.0003 0.0381 0 43.805 9.212 49 9 18 5 +40 0 0.0051 0.0265 0 88.443 13.595 39 7 47 8 0.0023 0.0265 0 52.396 9.964 39 7 31 6 +41 0 0.0044 0.0191 0 111.146 15.008 159 17 150 17 0.0006 0.0191 0 44.605 9.156 159 17 5 3 +41 0 0.0003 0.0012 0 102.63 14.392 120 14 149 17 0.0001 0.0012 0 53.248 10.195 120 14 29 5 +41 0 0.0032 0.0598 0 85.478 14.206 130 17 79 11 0.0003 0.0598 0 44.797 9.33 130 17 18 5 +41 0 0.0053 0.0265 0 89.852 13.644 39 7 38 10 0.0024 0.0265 0 53.288 10.052 39 7 31 6 +42 0 0.0054 0.0194 0 114.678 15.145 162 17 106 14 0.0007 0.0194 0 46.234 9.295 162 17 5 3 +42 0 0.0003 0.0012 0 105.718 14.481 120 14 75 13 0.0001 0.0012 0 54.468 10.295 120 14 29 5 +42 0 0.0038 0.0606 0 87.181 14.449 137 17 41 9 0.0004 0.0606 0 45.782 9.45 137 17 18 5 +42 0 0.0055 0.0265 0 90.872 13.758 39 7 58 15 0.0025 0.0265 0 54.162 10.138 39 7 31 6 +43 0 0.006 0.0194 0 116.795 15.224 162 17 71 15 0.0008 0.0194 0 47.838 9.43 162 17 5 3 +43 0 0.0003 0.0012 0 107.159 14.472 120 14 101 15 0.0001 0.0012 0 55.666 10.39 120 14 29 5 +43 0 0.0054 0.0619 0 90.079 14.794 119 16 36 8 0.0005 0.0619 0 46.789 9.571 119 16 18 5 +43 0 0.0057 0.0274 0 89.816 13.685 41 9 116 16 0.0025 0.0274 0 54.972 10.219 41 9 31 6 +44 0 0.0063 0.0217 0 119.377 15.332 174 17 117 17 0.0009 0.0217 0 49.428 9.561 174 17 5 3 +44 0 0.0003 0.0012 0 108.833 14.541 120 14 142 17 0.0002 0.0012 0 56.847 10.482 120 14 29 5 +44 0 0.0112 0.1107 0 96.085 15.039 129 17 91 13 0.0008 0.1107 0 47.885 9.692 129 17 18 5 +44 0 0.006 0.0362 0 88.17 13.605 37 5 68 15 0.0026 0.0362 0 55.71 10.294 37 5 31 6 +45 0 0.0065 0.0236 0 120.875 15.408 148 17 111 17 0.0011 0.0236 0 50.981 9.688 148 17 5 3 +45 0 0.0003 0.0012 0 111.006 14.626 120 14 117 11 0.0002 0.0012 0 58.025 10.572 120 14 29 5 +45 0 0.0228 0.1107 0 109.693 15.242 129 17 126 16 0.0012 0.1107 0 49.228 9.813 129 17 18 5 +45 0 0.0065 0.0405 0 86.019 13.551 114 17 49 15 0.0027 0.0405 0 56.369 10.365 114 17 31 6 +46 0 0.0065 0.0299 0 121.753 15.491 143 17 102 13 0.0012 0.0299 0 52.487 9.811 143 17 5 3 +46 0 0.0003 0.0012 0 112.648 14.671 120 14 81 17 0.0002 0.0012 0 59.187 10.659 120 14 29 5 +46 0 0.03 0.111 0 120.218 15.406 124 17 42 8 0.0019 0.111 0 50.739 9.932 124 17 18 5 +46 0 0.0071 0.0448 0 82.54 13.449 112 17 63 17 0.0028 0.0448 0 56.926 10.43 112 17 31 6 +47 0 0.0067 0.0299 0 123.061 15.533 143 17 73 12 0.0013 0.0299 0 53.957 9.931 143 17 5 3 +47 0 0.0003 0.0014 0 116.266 14.849 133 14 76 13 0.0002 0.0014 0 60.376 10.747 133 14 29 5 +47 0 0.0327 0.1117 0 124.767 15.517 104 14 61 9 0.0025 0.1117 0 52.281 10.048 104 14 18 5 +47 0 0.0082 0.0459 0 77.561 13.353 120 17 42 11 0.0029 0.0459 0 57.356 10.491 120 17 31 6 +48 0 0.0068 0.0299 0 124.064 15.562 143 17 92 13 0.0014 0.0299 0 55.388 10.046 143 17 5 3 +48 0 0.0003 0.0014 0 119.465 14.936 133 14 134 16 0.0002 0.0014 0 61.582 10.832 133 14 29 5 +48 0 0.0329 0.1117 0 126.298 15.491 128 17 150 17 0.0031 0.1117 0 53.792 10.16 128 17 18 5 +48 0 0.0094 0.0553 0 73.202 13.276 121 17 28 7 0.003 0.0553 0 57.679 10.548 121 17 31 6 +49 0 0.0071 0.0311 0 126.758 15.675 143 17 141 17 0.0015 0.0311 0 56.815 10.158 143 17 5 3 +49 0 0.0003 0.0014 0 122.674 15.037 128 14 173 17 0.0002 0.0014 0 62.804 10.916 128 14 29 5 +49 0 0.0331 0.112 0 127.974 15.459 125 17 131 17 0.0037 0.112 0 55.275 10.266 125 17 18 5 +49 0 0.0112 0.0673 0 70.015 13.166 84 15 47 13 0.0032 0.0673 0 57.926 10.601 84 15 31 6 +50 0 0.0073 0.0314 0 127.999 15.693 154 17 119 17 0.0016 0.0314 0 58.211 10.267 154 17 5 3 +50 0 0.0003 0.0014 0 123.992 15.092 128 14 67 12 0.0002 0.0014 0 64.003 10.998 128 14 29 5 +50 0 0.034 0.1129 0 129.48 15.452 127 17 138 17 0.0043 0.1129 0 56.73 10.367 127 17 18 5 +50 0 0.0141 0.0689 0 72.395 13.441 123 17 46 14 0.0034 0.0689 0 58.209 10.656 123 17 31 6 diff --git a/PartA/crossover_90_mutation_10_elitism_0/.~lock.crossover_90_mutation_10_elitism_0.tsv# b/PartA/crossover_90_mutation_10_elitism_0/.~lock.crossover_90_mutation_10_elitism_0.tsv# new file mode 100644 index 0000000..dca2a0e --- /dev/null +++ b/PartA/crossover_90_mutation_10_elitism_0/.~lock.crossover_90_mutation_10_elitism_0.tsv# @@ -0,0 +1 @@ +,brett,laforge,15.02.2024 22:09,file:///home/brett/.config/libreoffice/4; \ No newline at end of file diff --git a/PartA/crossover_90_mutation_10_elitism_0/aggregated.tsv b/PartA/crossover_90_mutation_10_elitism_0/aggregated.tsv index 137540d..2766323 100644 --- a/PartA/crossover_90_mutation_10_elitism_0/aggregated.tsv +++ b/PartA/crossover_90_mutation_10_elitism_0/aggregated.tsv @@ -1,5 +1,5 @@ -Generation limit Mean: 42 -Generation limit Mode: 50 (7) +Runs Generation Count Mean: 42 +Runs Generation Count Mode: 50 occurred (7) time(s) GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN 0 0 0 0.00013 0 13.0037 3.6679 21 4 22 5 0 0.00013 0 13.0037 3.6679 21 4 22 5 1 0 0 0.00011 0 12.3673 3.8668 22 4 9 4 0 0.00013 0 12.6854 3.7673 21 4 20 5 diff --git a/PartA/crossover_90_mutation_10_elitism_0/crossover_90_mutation_10_elitism_0.tsv b/PartA/crossover_90_mutation_10_elitism_0/crossover_90_mutation_10_elitism_0.tsv new file mode 100644 index 0000000..f6c6180 --- /dev/null +++ b/PartA/crossover_90_mutation_10_elitism_0/crossover_90_mutation_10_elitism_0.tsv @@ -0,0 +1,483 @@ +GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN +=AVERAGE(a54, a55, a56, a57, a58, a59, a60, a61, a62, a63) =AVERAGE(b54, b55, b56, b57, b58, b59, b60, b61, b62, b63) =AVERAGE(c54, c55, c56, c57, c58, c59, c60, c61, c62, c63) =AVERAGE(d54, d55, d56, d57, d58, d59, d60, d61, d62, d63) =AVERAGE(e54, e55, e56, e57, e58, e59, e60, e61, e62, e63) =AVERAGE(f54, f55, f56, f57, f58, f59, f60, f61, f62, f63) =AVERAGE(g54, g55, g56, g57, g58, g59, g60, g61, g62, g63) =AVERAGE(h54, h55, h56, h57, h58, h59, h60, h61, h62, h63) =AVERAGE(i54, i55, i56, i57, i58, i59, i60, i61, i62, i63) =AVERAGE(j54, j55, j56, j57, j58, j59, j60, j61, j62, j63) =AVERAGE(k54, k55, k56, k57, k58, k59, k60, k61, k62, k63) =AVERAGE(l54, l55, l56, l57, l58, l59, l60, l61, l62, l63) =AVERAGE(m54, m55, m56, m57, m58, m59, m60, m61, m62, m63) =AVERAGE(n54, n55, n56, n57, n58, n59, n60, n61, n62, n63) =AVERAGE(o54, o55, o56, o57, o58, o59, o60, o61, o62, o63) =AVERAGE(p54, p55, p56, p57, p58, p59, p60, p61, p62, p63) =AVERAGE(q54, q55, q56, q57, q58, q59, q60, q61, q62, q63) =AVERAGE(r54, r55, r56, r57, r58, r59, r60, r61, r62, r63) =AVERAGE(s54, s55, s56, s57, s58, s59, s60, s61, s62, s63) =AVERAGE(t54, t55, t56, t57, t58, t59, t60, t61, t62, t63) =STDEV.P(a54, a55, a56, a57, a58, a59, a60, a61, a62, a63) =STDEV.P(b54, b55, b56, b57, b58, b59, b60, b61, b62, b63) =STDEV.P(c54, c55, c56, c57, c58, c59, c60, c61, c62, c63) =STDEV.P(d54, d55, d56, d57, d58, d59, d60, d61, d62, d63) =STDEV.P(e54, e55, e56, e57, e58, e59, e60, e61, e62, e63) =STDEV.P(f54, f55, f56, f57, f58, f59, f60, f61, f62, f63) =STDEV.P(g54, g55, g56, g57, g58, g59, g60, g61, g62, g63) =STDEV.P(h54, h55, h56, h57, h58, h59, h60, h61, h62, h63) =STDEV.P(i54, i55, i56, i57, i58, i59, i60, i61, i62, i63) =STDEV.P(j54, j55, j56, j57, j58, j59, j60, j61, j62, j63) =STDEV.P(k54, k55, k56, k57, k58, k59, k60, k61, k62, k63) =STDEV.P(l54, l55, l56, l57, l58, l59, l60, l61, l62, l63) =STDEV.P(m54, m55, m56, m57, m58, m59, m60, m61, m62, m63) =STDEV.P(n54, n55, n56, n57, n58, n59, n60, n61, n62, n63) =STDEV.P(o54, o55, o56, o57, o58, o59, o60, o61, o62, o63) =STDEV.P(p54, p55, p56, p57, p58, p59, p60, p61, p62, p63) =STDEV.P(q54, q55, q56, q57, q58, q59, q60, q61, q62, q63) =STDEV.P(r54, r55, r56, r57, r58, r59, r60, r61, r62, r63) =STDEV.P(s54, s55, s56, s57, s58, s59, s60, s61, s62, s63) =STDEV.P(t54, t55, t56, t57, t58, t59, t60, t61, t62, t63) =STDEV.P(a2, a3, a4, a5, a6, a7, a8, a9, a10, a11, a12, a13, a14, a15, a16, a17, a18, a19, a20, a21, a22, a23, a24, a25, a26, a27, a28, a29, a30, a31, a32, a33, a34, a35, a36, a37, a38, a39, a40, a41, a42, a43, a44, a45, a46, a47, a48, a49, a50, a51, a52) =STDEV.P(b2, b3, b4, b5, b6, b7, b8, b9, b10, b11, b12, b13, b14, b15, b16, b17, b18, b19, b20, b21, b22, b23, b24, b25, b26, b27, b28, b29, b30, b31, b32, b33, b34, b35, b36, b37, b38, b39, b40, b41, b42, b43, b44, b45, b46, b47, b48, b49, b50, b51, b52) =STDEV.P(c2, c3, c4, c5, c6, c7, c8, c9, c10, c11, c12, c13, c14, c15, c16, c17, c18, c19, c20, c21, c22, c23, c24, c25, c26, c27, c28, c29, c30, c31, c32, c33, c34, c35, c36, c37, c38, c39, c40, c41, c42, c43, c44, c45, c46, c47, c48, c49, c50, c51, c52) =STDEV.P(d2, d3, d4, d5, d6, d7, d8, d9, d10, d11, d12, d13, d14, d15, d16, d17, d18, d19, d20, d21, d22, d23, d24, d25, d26, d27, d28, d29, d30, d31, d32, d33, d34, d35, d36, d37, d38, d39, d40, d41, d42, d43, d44, d45, d46, d47, d48, d49, d50, d51, d52) =STDEV.P(e2, e3, e4, e5, e6, e7, e8, e9, e10, e11, e12, e13, e14, e15, e16, e17, e18, e19, e20, e21, e22, e23, e24, e25, e26, e27, e28, e29, e30, e31, e32, e33, e34, e35, e36, e37, e38, e39, e40, e41, e42, e43, e44, e45, e46, e47, e48, e49, e50, e51, e52) =STDEV.P(f2, f3, f4, f5, f6, f7, f8, f9, f10, f11, f12, f13, f14, f15, f16, f17, f18, f19, f20, f21, f22, f23, f24, f25, f26, f27, f28, f29, f30, f31, f32, f33, f34, f35, f36, f37, f38, f39, f40, f41, f42, f43, f44, f45, f46, f47, f48, f49, f50, f51, f52) =STDEV.P(g2, g3, g4, g5, g6, g7, g8, g9, g10, g11, g12, g13, g14, g15, g16, g17, g18, g19, g20, g21, g22, g23, g24, g25, g26, g27, g28, g29, g30, g31, g32, g33, g34, g35, g36, g37, g38, g39, g40, g41, g42, g43, g44, g45, g46, g47, g48, g49, g50, g51, g52) =STDEV.P(h2, h3, h4, h5, h6, h7, h8, h9, h10, h11, h12, h13, h14, h15, h16, h17, h18, h19, h20, h21, h22, h23, h24, h25, h26, h27, h28, h29, h30, h31, h32, h33, h34, h35, h36, h37, h38, h39, h40, h41, h42, h43, h44, h45, h46, h47, h48, h49, h50, h51, h52) =STDEV.P(i2, i3, i4, i5, i6, i7, i8, i9, i10, i11, i12, i13, i14, i15, i16, i17, i18, i19, i20, i21, i22, i23, i24, i25, i26, i27, i28, i29, i30, i31, i32, i33, i34, i35, i36, i37, i38, i39, i40, i41, i42, i43, i44, i45, i46, i47, i48, i49, i50, i51, i52) =STDEV.P(j2, j3, j4, j5, j6, j7, j8, j9, j10, j11, j12, j13, j14, j15, j16, j17, j18, j19, j20, j21, j22, j23, j24, j25, j26, j27, j28, j29, j30, j31, j32, j33, j34, j35, j36, j37, j38, j39, j40, j41, j42, j43, j44, j45, j46, j47, j48, j49, j50, j51, j52) =STDEV.P(k2, k3, k4, k5, k6, k7, k8, k9, k10, k11, k12, k13, k14, k15, k16, k17, k18, k19, k20, k21, k22, k23, k24, k25, k26, k27, k28, k29, k30, k31, k32, k33, k34, k35, k36, k37, k38, k39, k40, k41, k42, k43, k44, k45, k46, k47, k48, k49, k50, k51, k52) =STDEV.P(l2, l3, l4, l5, l6, l7, l8, l9, l10, l11, l12, l13, l14, l15, l16, l17, l18, l19, l20, l21, l22, l23, l24, l25, l26, l27, l28, l29, l30, l31, l32, l33, l34, l35, l36, l37, l38, l39, l40, l41, l42, l43, l44, l45, l46, l47, l48, l49, l50, l51, l52) =STDEV.P(m2, m3, m4, m5, m6, m7, m8, m9, m10, m11, m12, m13, m14, m15, m16, m17, m18, m19, m20, m21, m22, m23, m24, m25, m26, m27, m28, m29, m30, m31, m32, m33, m34, m35, m36, m37, m38, m39, m40, m41, m42, m43, m44, m45, m46, m47, m48, m49, m50, m51, m52) =STDEV.P(n2, n3, n4, n5, n6, n7, n8, n9, n10, n11, n12, n13, n14, n15, n16, n17, n18, n19, n20, n21, n22, n23, n24, n25, n26, n27, n28, n29, n30, n31, n32, n33, n34, n35, n36, n37, n38, n39, n40, n41, n42, n43, n44, n45, n46, n47, n48, n49, n50, n51, n52) =STDEV.P(o2, o3, o4, o5, o6, o7, o8, o9, o10, o11, o12, o13, o14, o15, o16, o17, o18, o19, o20, o21, o22, o23, o24, o25, o26, o27, o28, o29, o30, o31, o32, o33, o34, o35, o36, o37, o38, o39, o40, o41, o42, o43, o44, o45, o46, o47, o48, o49, o50, o51, o52) =STDEV.P(p2, p3, p4, p5, p6, p7, p8, p9, p10, p11, p12, p13, p14, p15, p16, p17, p18, p19, p20, p21, p22, p23, p24, p25, p26, p27, p28, p29, p30, p31, p32, p33, p34, p35, p36, p37, p38, p39, p40, p41, p42, p43, p44, p45, p46, p47, p48, p49, p50, p51, p52) =STDEV.P(q2, q3, q4, q5, q6, q7, q8, q9, q10, q11, q12, q13, q14, q15, q16, q17, q18, q19, q20, q21, q22, q23, q24, q25, q26, q27, q28, q29, q30, q31, q32, q33, q34, q35, q36, q37, q38, q39, q40, q41, q42, q43, q44, q45, q46, q47, q48, q49, q50, q51, q52) =STDEV.P(r2, r3, r4, r5, r6, r7, r8, r9, r10, r11, r12, r13, r14, r15, r16, r17, r18, r19, r20, r21, r22, r23, r24, r25, r26, r27, r28, r29, r30, r31, r32, r33, r34, r35, r36, r37, r38, r39, r40, r41, r42, r43, r44, r45, r46, r47, r48, r49, r50, r51, r52) =STDEV.P(s2, s3, s4, s5, s6, s7, s8, s9, s10, s11, s12, s13, s14, s15, s16, s17, s18, s19, s20, s21, s22, s23, s24, s25, s26, s27, s28, s29, s30, s31, s32, s33, s34, s35, s36, s37, s38, s39, s40, s41, s42, s43, s44, s45, s46, s47, s48, s49, s50, s51, s52) =STDEV.P(t2, t3, t4, t5, t6, t7, t8, t9, t10, t11, t12, t13, t14, t15, t16, t17, t18, t19, t20, t21, t22, t23, t24, t25, t26, t27, t28, t29, t30, t31, t32, t33, t34, t35, t36, t37, t38, t39, t40, t41, t42, t43, t44, t45, t46, t47, t48, t49, t50, t51, t52) +=AVERAGE(a64, a65, a66, a67, a68, a69, a70, a71, a72, a73) =AVERAGE(b64, b65, b66, b67, b68, b69, b70, b71, b72, b73) =AVERAGE(c64, c65, c66, c67, c68, c69, c70, c71, c72, c73) =AVERAGE(d64, d65, d66, d67, d68, d69, d70, d71, d72, d73) =AVERAGE(e64, e65, e66, e67, e68, e69, e70, e71, e72, e73) =AVERAGE(f64, f65, f66, f67, f68, f69, f70, f71, f72, f73) =AVERAGE(g64, g65, g66, g67, g68, g69, g70, g71, g72, g73) =AVERAGE(h64, h65, h66, h67, h68, h69, h70, h71, h72, h73) =AVERAGE(i64, i65, i66, i67, i68, i69, i70, i71, i72, i73) =AVERAGE(j64, j65, j66, j67, j68, j69, j70, j71, j72, j73) =AVERAGE(k64, k65, k66, k67, k68, k69, k70, k71, k72, k73) =AVERAGE(l64, l65, l66, l67, l68, l69, l70, l71, l72, l73) =AVERAGE(m64, m65, m66, m67, m68, m69, m70, m71, m72, m73) =AVERAGE(n64, n65, n66, n67, n68, n69, n70, n71, n72, n73) =AVERAGE(o64, o65, o66, o67, o68, o69, o70, o71, o72, o73) =AVERAGE(p64, p65, p66, p67, p68, p69, p70, p71, p72, p73) =AVERAGE(q64, q65, q66, q67, q68, q69, q70, q71, q72, q73) =AVERAGE(r64, r65, r66, r67, r68, r69, r70, r71, r72, r73) =AVERAGE(s64, s65, s66, s67, s68, s69, s70, s71, s72, s73) =AVERAGE(t64, t65, t66, t67, t68, t69, t70, t71, t72, t73) =STDEV.P(a64, a65, a66, a67, a68, a69, a70, a71, a72, a73) =STDEV.P(b64, b65, b66, b67, b68, b69, b70, b71, b72, b73) =STDEV.P(c64, c65, c66, c67, c68, c69, c70, c71, c72, c73) =STDEV.P(d64, d65, d66, d67, d68, d69, d70, d71, d72, d73) =STDEV.P(e64, e65, e66, e67, e68, e69, e70, e71, e72, e73) =STDEV.P(f64, f65, f66, f67, f68, f69, f70, f71, f72, f73) =STDEV.P(g64, g65, g66, g67, g68, g69, g70, g71, g72, g73) =STDEV.P(h64, h65, h66, h67, h68, h69, h70, h71, h72, h73) =STDEV.P(i64, i65, i66, i67, i68, i69, i70, i71, i72, i73) =STDEV.P(j64, j65, j66, j67, j68, j69, j70, j71, j72, j73) =STDEV.P(k64, k65, k66, k67, k68, k69, k70, k71, k72, k73) =STDEV.P(l64, l65, l66, l67, l68, l69, l70, l71, l72, l73) =STDEV.P(m64, m65, m66, m67, m68, m69, m70, m71, m72, m73) =STDEV.P(n64, n65, n66, n67, n68, n69, n70, n71, n72, n73) =STDEV.P(o64, o65, o66, o67, o68, o69, o70, o71, o72, o73) =STDEV.P(p64, p65, p66, p67, p68, p69, p70, p71, p72, p73) =STDEV.P(q64, q65, q66, q67, q68, q69, q70, q71, q72, q73) =STDEV.P(r64, r65, r66, r67, r68, r69, r70, r71, r72, r73) =STDEV.P(s64, s65, s66, s67, s68, s69, s70, s71, s72, s73) =STDEV.P(t64, t65, t66, t67, t68, t69, t70, t71, t72, t73) +=AVERAGE(a74, a75, a76, a77, a78, a79, a80, a81, a82, a83) =AVERAGE(b74, b75, b76, b77, b78, b79, b80, b81, b82, b83) =AVERAGE(c74, c75, c76, c77, c78, c79, c80, c81, c82, c83) =AVERAGE(d74, d75, d76, d77, d78, d79, d80, d81, d82, d83) =AVERAGE(e74, e75, e76, e77, e78, e79, e80, e81, e82, e83) =AVERAGE(f74, f75, f76, f77, f78, f79, f80, f81, f82, f83) =AVERAGE(g74, g75, g76, g77, g78, g79, g80, g81, g82, g83) =AVERAGE(h74, h75, h76, h77, h78, h79, h80, h81, h82, h83) =AVERAGE(i74, i75, i76, i77, i78, i79, i80, i81, i82, i83) =AVERAGE(j74, j75, j76, j77, j78, j79, j80, j81, j82, j83) =AVERAGE(k74, k75, k76, k77, k78, k79, k80, k81, k82, k83) =AVERAGE(l74, l75, l76, l77, l78, l79, l80, l81, l82, l83) =AVERAGE(m74, m75, m76, m77, m78, m79, m80, m81, m82, m83) =AVERAGE(n74, n75, n76, n77, n78, n79, n80, n81, n82, n83) =AVERAGE(o74, o75, o76, o77, o78, o79, o80, o81, o82, o83) =AVERAGE(p74, p75, p76, p77, p78, p79, p80, p81, p82, p83) =AVERAGE(q74, q75, q76, q77, q78, q79, q80, q81, q82, q83) =AVERAGE(r74, r75, r76, r77, r78, r79, r80, r81, r82, r83) =AVERAGE(s74, s75, s76, s77, s78, s79, s80, s81, s82, s83) =AVERAGE(t74, t75, t76, t77, t78, t79, t80, t81, t82, t83) =STDEV.P(a74, a75, a76, a77, a78, a79, a80, a81, a82, a83) =STDEV.P(b74, b75, b76, b77, b78, b79, b80, b81, b82, b83) =STDEV.P(c74, c75, c76, c77, c78, c79, c80, c81, c82, c83) =STDEV.P(d74, d75, d76, d77, d78, d79, d80, d81, d82, d83) =STDEV.P(e74, e75, e76, e77, e78, e79, e80, e81, e82, e83) =STDEV.P(f74, f75, f76, f77, f78, f79, f80, f81, f82, f83) =STDEV.P(g74, g75, g76, g77, g78, g79, g80, g81, g82, g83) =STDEV.P(h74, h75, h76, h77, h78, h79, h80, h81, h82, h83) =STDEV.P(i74, i75, i76, i77, i78, i79, i80, i81, i82, i83) =STDEV.P(j74, j75, j76, j77, j78, j79, j80, j81, j82, j83) =STDEV.P(k74, k75, k76, k77, k78, k79, k80, k81, k82, k83) =STDEV.P(l74, l75, l76, l77, l78, l79, l80, l81, l82, l83) =STDEV.P(m74, m75, m76, m77, m78, m79, m80, m81, m82, m83) =STDEV.P(n74, n75, n76, n77, n78, n79, n80, n81, n82, n83) =STDEV.P(o74, o75, o76, o77, o78, o79, o80, o81, o82, o83) =STDEV.P(p74, p75, p76, p77, p78, p79, p80, p81, p82, p83) =STDEV.P(q74, q75, q76, q77, q78, q79, q80, q81, q82, q83) =STDEV.P(r74, r75, r76, r77, r78, r79, r80, r81, r82, r83) =STDEV.P(s74, s75, s76, s77, s78, s79, s80, s81, s82, s83) =STDEV.P(t74, t75, t76, t77, t78, t79, t80, t81, t82, t83) +=AVERAGE(a84, a85, a86, a87, a88, a89, a90, a91, a92, a93) =AVERAGE(b84, b85, b86, b87, b88, b89, b90, b91, b92, b93) =AVERAGE(c84, c85, c86, c87, c88, c89, c90, c91, c92, c93) =AVERAGE(d84, d85, d86, d87, d88, d89, d90, d91, d92, d93) =AVERAGE(e84, e85, e86, e87, e88, e89, e90, e91, e92, e93) =AVERAGE(f84, f85, f86, f87, f88, f89, f90, f91, f92, f93) =AVERAGE(g84, g85, g86, g87, g88, g89, g90, g91, g92, g93) =AVERAGE(h84, h85, h86, h87, h88, h89, h90, h91, h92, h93) =AVERAGE(i84, i85, i86, i87, i88, i89, i90, i91, i92, i93) =AVERAGE(j84, j85, j86, j87, j88, j89, j90, j91, j92, j93) =AVERAGE(k84, k85, k86, k87, k88, k89, k90, k91, k92, k93) =AVERAGE(l84, l85, l86, l87, l88, l89, l90, l91, l92, l93) =AVERAGE(m84, m85, m86, m87, m88, m89, m90, m91, m92, m93) =AVERAGE(n84, n85, n86, n87, n88, n89, n90, n91, n92, n93) =AVERAGE(o84, o85, o86, o87, o88, o89, o90, o91, o92, o93) =AVERAGE(p84, p85, p86, p87, p88, p89, p90, p91, p92, p93) =AVERAGE(q84, q85, q86, q87, q88, q89, q90, q91, q92, q93) =AVERAGE(r84, r85, r86, r87, r88, r89, r90, r91, r92, r93) =AVERAGE(s84, s85, s86, s87, s88, s89, s90, s91, s92, s93) =AVERAGE(t84, t85, t86, t87, t88, t89, t90, t91, t92, t93) =STDEV.P(a84, a85, a86, a87, a88, a89, a90, a91, a92, a93) =STDEV.P(b84, b85, b86, b87, b88, b89, b90, b91, b92, b93) =STDEV.P(c84, c85, c86, c87, c88, c89, c90, c91, c92, c93) =STDEV.P(d84, d85, d86, d87, d88, d89, d90, d91, d92, d93) =STDEV.P(e84, e85, e86, e87, e88, e89, e90, e91, e92, e93) =STDEV.P(f84, f85, f86, f87, f88, f89, f90, f91, f92, f93) =STDEV.P(g84, g85, g86, g87, g88, g89, g90, g91, g92, g93) =STDEV.P(h84, h85, h86, h87, h88, h89, h90, h91, h92, h93) =STDEV.P(i84, i85, i86, i87, i88, i89, i90, i91, i92, i93) =STDEV.P(j84, j85, j86, j87, j88, j89, j90, j91, j92, j93) =STDEV.P(k84, k85, k86, k87, k88, k89, k90, k91, k92, k93) =STDEV.P(l84, l85, l86, l87, l88, l89, l90, l91, l92, l93) =STDEV.P(m84, m85, m86, m87, m88, m89, m90, m91, m92, m93) =STDEV.P(n84, n85, n86, n87, n88, n89, n90, n91, n92, n93) =STDEV.P(o84, o85, o86, o87, o88, o89, o90, o91, o92, o93) =STDEV.P(p84, p85, p86, p87, p88, p89, p90, p91, p92, p93) =STDEV.P(q84, q85, q86, q87, q88, q89, q90, q91, q92, q93) =STDEV.P(r84, r85, r86, r87, r88, r89, r90, r91, r92, r93) =STDEV.P(s84, s85, s86, s87, s88, s89, s90, s91, s92, s93) =STDEV.P(t84, t85, t86, t87, t88, t89, t90, t91, t92, t93) +=AVERAGE(a94, a95, a96, a97, a98, a99, a100, a101, a102, a103) =AVERAGE(b94, b95, b96, b97, b98, b99, b100, b101, b102, b103) =AVERAGE(c94, c95, c96, c97, c98, c99, c100, c101, c102, c103) =AVERAGE(d94, d95, d96, d97, d98, d99, d100, d101, d102, d103) =AVERAGE(e94, e95, e96, e97, e98, e99, e100, e101, e102, e103) =AVERAGE(f94, f95, f96, f97, f98, f99, f100, f101, f102, f103) =AVERAGE(g94, g95, g96, g97, g98, g99, g100, g101, g102, g103) =AVERAGE(h94, h95, h96, h97, h98, h99, h100, h101, h102, h103) =AVERAGE(i94, i95, i96, i97, i98, i99, i100, i101, i102, i103) =AVERAGE(j94, j95, j96, j97, j98, j99, j100, j101, j102, j103) =AVERAGE(k94, k95, k96, k97, k98, k99, k100, k101, k102, k103) =AVERAGE(l94, l95, l96, l97, l98, l99, l100, l101, l102, l103) =AVERAGE(m94, m95, m96, m97, m98, m99, m100, m101, m102, m103) =AVERAGE(n94, n95, n96, n97, n98, n99, n100, n101, n102, n103) =AVERAGE(o94, o95, o96, o97, o98, o99, o100, o101, o102, o103) =AVERAGE(p94, p95, p96, p97, p98, p99, p100, p101, p102, p103) =AVERAGE(q94, q95, q96, q97, q98, q99, q100, q101, q102, q103) =AVERAGE(r94, r95, r96, r97, r98, r99, r100, r101, r102, r103) =AVERAGE(s94, s95, s96, s97, s98, s99, s100, s101, s102, s103) =AVERAGE(t94, t95, t96, t97, t98, t99, t100, t101, t102, t103) =STDEV.P(a94, a95, a96, a97, a98, a99, a100, a101, a102, a103) =STDEV.P(b94, b95, b96, b97, b98, b99, b100, b101, b102, b103) =STDEV.P(c94, c95, c96, c97, c98, c99, c100, c101, c102, c103) =STDEV.P(d94, d95, d96, d97, d98, d99, d100, d101, d102, d103) =STDEV.P(e94, e95, e96, e97, e98, e99, e100, e101, e102, e103) =STDEV.P(f94, f95, f96, f97, f98, f99, f100, f101, f102, f103) =STDEV.P(g94, g95, g96, g97, g98, g99, g100, g101, g102, g103) =STDEV.P(h94, h95, h96, h97, h98, h99, h100, h101, h102, h103) =STDEV.P(i94, i95, i96, i97, i98, i99, i100, i101, i102, i103) =STDEV.P(j94, j95, j96, j97, j98, j99, j100, j101, j102, j103) =STDEV.P(k94, k95, k96, k97, k98, k99, k100, k101, k102, k103) =STDEV.P(l94, l95, l96, l97, l98, l99, l100, l101, l102, l103) =STDEV.P(m94, m95, m96, m97, m98, m99, m100, m101, m102, m103) =STDEV.P(n94, n95, n96, n97, n98, n99, n100, n101, n102, n103) =STDEV.P(o94, o95, o96, o97, o98, o99, o100, o101, o102, o103) =STDEV.P(p94, p95, p96, p97, p98, p99, p100, p101, p102, p103) =STDEV.P(q94, q95, q96, q97, q98, q99, q100, q101, q102, q103) =STDEV.P(r94, r95, r96, r97, r98, r99, r100, r101, r102, r103) =STDEV.P(s94, s95, s96, s97, s98, s99, s100, s101, s102, s103) =STDEV.P(t94, t95, t96, t97, t98, t99, t100, t101, t102, t103) +=AVERAGE(a104, a105, a106, a107, a108, a109, a110, a111, a112, a113) =AVERAGE(b104, b105, b106, b107, b108, b109, b110, b111, b112, b113) =AVERAGE(c104, c105, c106, c107, c108, c109, c110, c111, c112, c113) =AVERAGE(d104, d105, d106, d107, d108, d109, d110, d111, d112, d113) =AVERAGE(e104, e105, e106, e107, e108, e109, e110, e111, e112, e113) =AVERAGE(f104, f105, f106, f107, f108, f109, f110, f111, f112, f113) =AVERAGE(g104, g105, g106, g107, g108, g109, g110, g111, g112, g113) =AVERAGE(h104, h105, h106, h107, h108, h109, h110, h111, h112, h113) =AVERAGE(i104, i105, i106, i107, i108, i109, i110, i111, i112, i113) =AVERAGE(j104, j105, j106, j107, j108, j109, j110, j111, j112, j113) =AVERAGE(k104, k105, k106, k107, k108, k109, k110, k111, k112, k113) =AVERAGE(l104, l105, l106, l107, l108, l109, l110, l111, l112, l113) =AVERAGE(m104, m105, m106, m107, m108, m109, m110, m111, m112, m113) =AVERAGE(n104, n105, n106, n107, n108, n109, n110, n111, n112, n113) =AVERAGE(o104, o105, o106, o107, o108, o109, o110, o111, o112, o113) =AVERAGE(p104, p105, p106, p107, p108, p109, p110, p111, p112, p113) =AVERAGE(q104, q105, q106, q107, q108, q109, q110, q111, q112, q113) =AVERAGE(r104, r105, r106, r107, r108, r109, r110, r111, r112, r113) =AVERAGE(s104, s105, s106, s107, s108, s109, s110, s111, s112, s113) =AVERAGE(t104, t105, t106, t107, t108, t109, t110, t111, t112, t113) =STDEV.P(a104, a105, a106, a107, a108, a109, a110, a111, a112, a113) =STDEV.P(b104, b105, b106, b107, b108, b109, b110, b111, b112, b113) =STDEV.P(c104, c105, c106, c107, c108, c109, c110, c111, c112, c113) =STDEV.P(d104, d105, d106, d107, d108, d109, d110, d111, d112, d113) =STDEV.P(e104, e105, e106, e107, e108, e109, e110, e111, e112, e113) =STDEV.P(f104, f105, f106, f107, f108, f109, f110, f111, f112, f113) =STDEV.P(g104, g105, g106, g107, g108, g109, g110, g111, g112, g113) =STDEV.P(h104, h105, h106, h107, h108, h109, h110, h111, h112, h113) =STDEV.P(i104, i105, i106, i107, i108, i109, i110, i111, i112, i113) =STDEV.P(j104, j105, j106, j107, j108, j109, j110, j111, j112, j113) =STDEV.P(k104, k105, k106, k107, k108, k109, k110, k111, k112, k113) =STDEV.P(l104, l105, l106, l107, l108, l109, l110, l111, l112, l113) =STDEV.P(m104, m105, m106, m107, m108, m109, m110, m111, m112, m113) =STDEV.P(n104, n105, n106, n107, n108, n109, n110, n111, n112, n113) =STDEV.P(o104, o105, o106, o107, o108, o109, o110, o111, o112, o113) =STDEV.P(p104, p105, p106, p107, p108, p109, p110, p111, p112, p113) =STDEV.P(q104, q105, q106, q107, q108, q109, q110, q111, q112, q113) =STDEV.P(r104, r105, r106, r107, r108, r109, r110, r111, r112, r113) =STDEV.P(s104, s105, s106, s107, s108, s109, s110, s111, s112, s113) =STDEV.P(t104, t105, t106, t107, t108, t109, t110, t111, t112, t113) +=AVERAGE(a114, a115, a116, a117, a118, a119, a120, a121, a122, a123) =AVERAGE(b114, b115, b116, b117, b118, b119, b120, b121, b122, b123) =AVERAGE(c114, c115, c116, c117, c118, c119, c120, c121, c122, c123) =AVERAGE(d114, d115, d116, d117, d118, d119, d120, d121, d122, d123) =AVERAGE(e114, e115, e116, e117, e118, e119, e120, e121, e122, e123) =AVERAGE(f114, f115, f116, f117, f118, f119, f120, f121, f122, f123) =AVERAGE(g114, g115, g116, g117, g118, g119, g120, g121, g122, g123) =AVERAGE(h114, h115, h116, h117, h118, h119, h120, h121, h122, h123) =AVERAGE(i114, i115, i116, i117, i118, i119, i120, i121, i122, i123) =AVERAGE(j114, j115, j116, j117, j118, j119, j120, j121, j122, j123) =AVERAGE(k114, k115, k116, k117, k118, k119, k120, k121, k122, k123) =AVERAGE(l114, l115, l116, l117, l118, l119, l120, l121, l122, l123) =AVERAGE(m114, m115, m116, m117, m118, m119, m120, m121, m122, m123) =AVERAGE(n114, n115, n116, n117, n118, n119, n120, n121, n122, n123) =AVERAGE(o114, o115, o116, o117, o118, o119, o120, o121, o122, o123) =AVERAGE(p114, p115, p116, p117, p118, p119, p120, p121, p122, p123) =AVERAGE(q114, q115, q116, q117, q118, q119, q120, q121, q122, q123) =AVERAGE(r114, r115, r116, r117, r118, r119, r120, r121, r122, r123) =AVERAGE(s114, s115, s116, s117, s118, s119, s120, s121, s122, s123) =AVERAGE(t114, t115, t116, t117, t118, t119, t120, t121, t122, t123) =STDEV.P(a114, a115, a116, a117, a118, a119, a120, a121, a122, a123) =STDEV.P(b114, b115, b116, b117, b118, b119, b120, b121, b122, b123) =STDEV.P(c114, c115, c116, c117, c118, c119, c120, c121, c122, c123) =STDEV.P(d114, d115, d116, d117, d118, d119, d120, d121, d122, d123) =STDEV.P(e114, e115, e116, e117, e118, e119, e120, e121, e122, e123) =STDEV.P(f114, f115, f116, f117, f118, f119, f120, f121, f122, f123) =STDEV.P(g114, g115, g116, g117, g118, g119, g120, g121, g122, g123) =STDEV.P(h114, h115, h116, h117, h118, h119, h120, h121, h122, h123) =STDEV.P(i114, i115, i116, i117, i118, i119, i120, i121, i122, i123) =STDEV.P(j114, j115, j116, j117, j118, j119, j120, j121, j122, j123) =STDEV.P(k114, k115, k116, k117, k118, k119, k120, k121, k122, k123) =STDEV.P(l114, l115, l116, l117, l118, l119, l120, l121, l122, l123) =STDEV.P(m114, m115, m116, m117, m118, m119, m120, m121, m122, m123) =STDEV.P(n114, n115, n116, n117, n118, n119, n120, n121, n122, n123) =STDEV.P(o114, o115, o116, o117, o118, o119, o120, o121, o122, o123) =STDEV.P(p114, p115, p116, p117, p118, p119, p120, p121, p122, p123) =STDEV.P(q114, q115, q116, q117, q118, q119, q120, q121, q122, q123) =STDEV.P(r114, r115, r116, r117, r118, r119, r120, r121, r122, r123) =STDEV.P(s114, s115, s116, s117, s118, s119, s120, s121, s122, s123) =STDEV.P(t114, t115, t116, t117, t118, t119, t120, t121, t122, t123) +=AVERAGE(a124, a125, a126, a127, a128, a129, a130, a131, a132, a133) =AVERAGE(b124, b125, b126, b127, b128, b129, b130, b131, b132, b133) =AVERAGE(c124, c125, c126, c127, c128, c129, c130, c131, c132, c133) =AVERAGE(d124, d125, d126, d127, d128, d129, d130, d131, d132, d133) =AVERAGE(e124, e125, e126, e127, e128, e129, e130, e131, e132, e133) =AVERAGE(f124, f125, f126, f127, f128, f129, f130, f131, f132, f133) =AVERAGE(g124, g125, g126, g127, g128, g129, g130, g131, g132, g133) =AVERAGE(h124, h125, h126, h127, h128, h129, h130, h131, h132, h133) =AVERAGE(i124, i125, i126, i127, i128, i129, i130, i131, i132, i133) =AVERAGE(j124, j125, j126, j127, j128, j129, j130, j131, j132, j133) =AVERAGE(k124, k125, k126, k127, k128, k129, k130, k131, k132, k133) =AVERAGE(l124, l125, l126, l127, l128, l129, l130, l131, l132, l133) =AVERAGE(m124, m125, m126, m127, m128, m129, m130, m131, m132, m133) =AVERAGE(n124, n125, n126, n127, n128, n129, n130, n131, n132, n133) =AVERAGE(o124, o125, o126, o127, o128, o129, o130, o131, o132, o133) =AVERAGE(p124, p125, p126, p127, p128, p129, p130, p131, p132, p133) =AVERAGE(q124, q125, q126, q127, q128, q129, q130, q131, q132, q133) =AVERAGE(r124, r125, r126, r127, r128, r129, r130, r131, r132, r133) =AVERAGE(s124, s125, s126, s127, s128, s129, s130, s131, s132, s133) =AVERAGE(t124, t125, t126, t127, t128, t129, t130, t131, t132, t133) =STDEV.P(a124, a125, a126, a127, a128, a129, a130, a131, a132, a133) =STDEV.P(b124, b125, b126, b127, b128, b129, b130, b131, b132, b133) =STDEV.P(c124, c125, c126, c127, c128, c129, c130, c131, c132, c133) =STDEV.P(d124, d125, d126, d127, d128, d129, d130, d131, d132, d133) =STDEV.P(e124, e125, e126, e127, e128, e129, e130, e131, e132, e133) =STDEV.P(f124, f125, f126, f127, f128, f129, f130, f131, f132, f133) =STDEV.P(g124, g125, g126, g127, g128, g129, g130, g131, g132, g133) =STDEV.P(h124, h125, h126, h127, h128, h129, h130, h131, h132, h133) =STDEV.P(i124, i125, i126, i127, i128, i129, i130, i131, i132, i133) =STDEV.P(j124, j125, j126, j127, j128, j129, j130, j131, j132, j133) =STDEV.P(k124, k125, k126, k127, k128, k129, k130, k131, k132, k133) =STDEV.P(l124, l125, l126, l127, l128, l129, l130, l131, l132, l133) =STDEV.P(m124, m125, m126, m127, m128, m129, m130, m131, m132, m133) =STDEV.P(n124, n125, n126, n127, n128, n129, n130, n131, n132, n133) =STDEV.P(o124, o125, o126, o127, o128, o129, o130, o131, o132, o133) =STDEV.P(p124, p125, p126, p127, p128, p129, p130, p131, p132, p133) =STDEV.P(q124, q125, q126, q127, q128, q129, q130, q131, q132, q133) =STDEV.P(r124, r125, r126, r127, r128, r129, r130, r131, r132, r133) =STDEV.P(s124, s125, s126, s127, s128, s129, s130, s131, s132, s133) =STDEV.P(t124, t125, t126, t127, t128, t129, t130, t131, t132, t133) +=AVERAGE(a134, a135, a136, a137, a138, a139, a140, a141, a142, a143) =AVERAGE(b134, b135, b136, b137, b138, b139, b140, b141, b142, b143) =AVERAGE(c134, c135, c136, c137, c138, c139, c140, c141, c142, c143) =AVERAGE(d134, d135, d136, d137, d138, d139, d140, d141, d142, d143) =AVERAGE(e134, e135, e136, e137, e138, e139, e140, e141, e142, e143) =AVERAGE(f134, f135, f136, f137, f138, f139, f140, f141, f142, f143) =AVERAGE(g134, g135, g136, g137, g138, g139, g140, g141, g142, g143) =AVERAGE(h134, h135, h136, h137, h138, h139, h140, h141, h142, h143) =AVERAGE(i134, i135, i136, i137, i138, i139, i140, i141, i142, i143) =AVERAGE(j134, j135, j136, j137, j138, j139, j140, j141, j142, j143) =AVERAGE(k134, k135, k136, k137, k138, k139, k140, k141, k142, k143) =AVERAGE(l134, l135, l136, l137, l138, l139, l140, l141, l142, l143) =AVERAGE(m134, m135, m136, m137, m138, m139, m140, m141, m142, m143) =AVERAGE(n134, n135, n136, n137, n138, n139, n140, n141, n142, n143) =AVERAGE(o134, o135, o136, o137, o138, o139, o140, o141, o142, o143) =AVERAGE(p134, p135, p136, p137, p138, p139, p140, p141, p142, p143) =AVERAGE(q134, q135, q136, q137, q138, q139, q140, q141, q142, q143) =AVERAGE(r134, r135, r136, r137, r138, r139, r140, r141, r142, r143) =AVERAGE(s134, s135, s136, s137, s138, s139, s140, s141, s142, s143) =AVERAGE(t134, t135, t136, t137, t138, t139, t140, t141, t142, t143) =STDEV.P(a134, a135, a136, a137, a138, a139, a140, a141, a142, a143) =STDEV.P(b134, b135, b136, b137, b138, b139, b140, b141, b142, b143) =STDEV.P(c134, c135, c136, c137, c138, c139, c140, c141, c142, c143) =STDEV.P(d134, d135, d136, d137, d138, d139, d140, d141, d142, d143) =STDEV.P(e134, e135, e136, e137, e138, e139, e140, e141, e142, e143) =STDEV.P(f134, f135, f136, f137, f138, f139, f140, f141, f142, f143) =STDEV.P(g134, g135, g136, g137, g138, g139, g140, g141, g142, g143) =STDEV.P(h134, h135, h136, h137, h138, h139, h140, h141, h142, h143) =STDEV.P(i134, i135, i136, i137, i138, i139, i140, i141, i142, i143) =STDEV.P(j134, j135, j136, j137, j138, j139, j140, j141, j142, j143) =STDEV.P(k134, k135, k136, k137, k138, k139, k140, k141, k142, k143) =STDEV.P(l134, l135, l136, l137, l138, l139, l140, l141, l142, l143) =STDEV.P(m134, m135, m136, m137, m138, m139, m140, m141, m142, m143) =STDEV.P(n134, n135, n136, n137, n138, n139, n140, n141, n142, n143) =STDEV.P(o134, o135, o136, o137, o138, o139, o140, o141, o142, o143) =STDEV.P(p134, p135, p136, p137, p138, p139, p140, p141, p142, p143) =STDEV.P(q134, q135, q136, q137, q138, q139, q140, q141, q142, q143) =STDEV.P(r134, r135, r136, r137, r138, r139, r140, r141, r142, r143) =STDEV.P(s134, s135, s136, s137, s138, s139, s140, s141, s142, s143) =STDEV.P(t134, t135, t136, t137, t138, t139, t140, t141, t142, t143) +=AVERAGE(a144, a145, a146, a147, a148, a149, a150, a151, a152, a153) =AVERAGE(b144, b145, b146, b147, b148, b149, b150, b151, b152, b153) =AVERAGE(c144, c145, c146, c147, c148, c149, c150, c151, c152, c153) =AVERAGE(d144, d145, d146, d147, d148, d149, d150, d151, d152, d153) =AVERAGE(e144, e145, e146, e147, e148, e149, e150, e151, e152, e153) =AVERAGE(f144, f145, f146, f147, f148, f149, f150, f151, f152, f153) =AVERAGE(g144, g145, g146, g147, g148, g149, g150, g151, g152, g153) =AVERAGE(h144, h145, h146, h147, h148, h149, h150, h151, h152, h153) =AVERAGE(i144, i145, i146, i147, i148, i149, i150, i151, i152, i153) =AVERAGE(j144, j145, j146, j147, j148, j149, j150, j151, j152, j153) =AVERAGE(k144, k145, k146, k147, k148, k149, k150, k151, k152, k153) =AVERAGE(l144, l145, l146, l147, l148, l149, l150, l151, l152, l153) =AVERAGE(m144, m145, m146, m147, m148, m149, m150, m151, m152, m153) =AVERAGE(n144, n145, n146, n147, n148, n149, n150, n151, n152, n153) =AVERAGE(o144, o145, o146, o147, o148, o149, o150, o151, o152, o153) =AVERAGE(p144, p145, p146, p147, p148, p149, p150, p151, p152, p153) =AVERAGE(q144, q145, q146, q147, q148, q149, q150, q151, q152, q153) =AVERAGE(r144, r145, r146, r147, r148, r149, r150, r151, r152, r153) =AVERAGE(s144, s145, s146, s147, s148, s149, s150, s151, s152, s153) =AVERAGE(t144, t145, t146, t147, t148, t149, t150, t151, t152, t153) =STDEV.P(a144, a145, a146, a147, a148, a149, a150, a151, a152, a153) =STDEV.P(b144, b145, b146, b147, b148, b149, b150, b151, b152, b153) =STDEV.P(c144, c145, c146, c147, c148, c149, c150, c151, c152, c153) =STDEV.P(d144, d145, d146, d147, d148, d149, d150, d151, d152, d153) =STDEV.P(e144, e145, e146, e147, e148, e149, e150, e151, e152, e153) =STDEV.P(f144, f145, f146, f147, f148, f149, f150, f151, f152, f153) =STDEV.P(g144, g145, g146, g147, g148, g149, g150, g151, g152, g153) =STDEV.P(h144, h145, h146, h147, h148, h149, h150, h151, h152, h153) =STDEV.P(i144, i145, i146, i147, i148, i149, i150, i151, i152, i153) =STDEV.P(j144, j145, j146, j147, j148, j149, j150, j151, j152, j153) =STDEV.P(k144, k145, k146, k147, k148, k149, k150, k151, k152, k153) =STDEV.P(l144, l145, l146, l147, l148, l149, l150, l151, l152, l153) =STDEV.P(m144, m145, m146, m147, m148, m149, m150, m151, m152, m153) =STDEV.P(n144, n145, n146, n147, n148, n149, n150, n151, n152, n153) =STDEV.P(o144, o145, o146, o147, o148, o149, o150, o151, o152, o153) =STDEV.P(p144, p145, p146, p147, p148, p149, p150, p151, p152, p153) =STDEV.P(q144, q145, q146, q147, q148, q149, q150, q151, q152, q153) =STDEV.P(r144, r145, r146, r147, r148, r149, r150, r151, r152, r153) =STDEV.P(s144, s145, s146, s147, s148, s149, s150, s151, s152, s153) =STDEV.P(t144, t145, t146, t147, t148, t149, t150, t151, t152, t153) +=AVERAGE(a154, a155, a156, a157, a158, a159, a160, a161, a162, a163) =AVERAGE(b154, b155, b156, b157, b158, b159, b160, b161, b162, b163) =AVERAGE(c154, c155, c156, c157, c158, c159, c160, c161, c162, c163) =AVERAGE(d154, d155, d156, d157, d158, d159, d160, d161, d162, d163) =AVERAGE(e154, e155, e156, e157, e158, e159, e160, e161, e162, e163) =AVERAGE(f154, f155, f156, f157, f158, f159, f160, f161, f162, f163) =AVERAGE(g154, g155, g156, g157, g158, g159, g160, g161, g162, g163) =AVERAGE(h154, h155, h156, h157, h158, h159, h160, h161, h162, h163) =AVERAGE(i154, i155, i156, i157, i158, i159, i160, i161, i162, i163) =AVERAGE(j154, j155, j156, j157, j158, j159, j160, j161, j162, j163) =AVERAGE(k154, k155, k156, k157, k158, k159, k160, k161, k162, k163) =AVERAGE(l154, l155, l156, l157, l158, l159, l160, l161, l162, l163) =AVERAGE(m154, m155, m156, m157, m158, m159, m160, m161, m162, m163) =AVERAGE(n154, n155, n156, n157, n158, n159, n160, n161, n162, n163) =AVERAGE(o154, o155, o156, o157, o158, o159, o160, o161, o162, o163) =AVERAGE(p154, p155, p156, p157, p158, p159, p160, p161, p162, p163) =AVERAGE(q154, q155, q156, q157, q158, q159, q160, q161, q162, q163) =AVERAGE(r154, r155, r156, r157, r158, r159, r160, r161, r162, r163) =AVERAGE(s154, s155, s156, s157, s158, s159, s160, s161, s162, s163) =AVERAGE(t154, t155, t156, t157, t158, t159, t160, t161, t162, t163) =STDEV.P(a154, a155, a156, a157, a158, a159, a160, a161, a162, a163) =STDEV.P(b154, b155, b156, b157, b158, b159, b160, b161, b162, b163) =STDEV.P(c154, c155, c156, c157, c158, c159, c160, c161, c162, c163) =STDEV.P(d154, d155, d156, d157, d158, d159, d160, d161, d162, d163) =STDEV.P(e154, e155, e156, e157, e158, e159, e160, e161, e162, e163) =STDEV.P(f154, f155, f156, f157, f158, f159, f160, f161, f162, f163) =STDEV.P(g154, g155, g156, g157, g158, g159, g160, g161, g162, g163) =STDEV.P(h154, h155, h156, h157, h158, h159, h160, h161, h162, h163) =STDEV.P(i154, i155, i156, i157, i158, i159, i160, i161, i162, i163) =STDEV.P(j154, j155, j156, j157, j158, j159, j160, j161, j162, j163) =STDEV.P(k154, k155, k156, k157, k158, k159, k160, k161, k162, k163) =STDEV.P(l154, l155, l156, l157, l158, l159, l160, l161, l162, l163) =STDEV.P(m154, m155, m156, m157, m158, m159, m160, m161, m162, m163) =STDEV.P(n154, n155, n156, n157, n158, n159, n160, n161, n162, n163) =STDEV.P(o154, o155, o156, o157, o158, o159, o160, o161, o162, o163) =STDEV.P(p154, p155, p156, p157, p158, p159, p160, p161, p162, p163) =STDEV.P(q154, q155, q156, q157, q158, q159, q160, q161, q162, q163) =STDEV.P(r154, r155, r156, r157, r158, r159, r160, r161, r162, r163) =STDEV.P(s154, s155, s156, s157, s158, s159, s160, s161, s162, s163) =STDEV.P(t154, t155, t156, t157, t158, t159, t160, t161, t162, t163) +=AVERAGE(a164, a165, a166, a167, a168, a169, a170, a171, a172) =AVERAGE(b164, b165, b166, b167, b168, b169, b170, b171, b172) =AVERAGE(c164, c165, c166, c167, c168, c169, c170, c171, c172) =AVERAGE(d164, d165, d166, d167, d168, d169, d170, d171, d172) =AVERAGE(e164, e165, e166, e167, e168, e169, e170, e171, e172) =AVERAGE(f164, f165, f166, f167, f168, f169, f170, f171, f172) =AVERAGE(g164, g165, g166, g167, g168, g169, g170, g171, g172) =AVERAGE(h164, h165, h166, h167, h168, h169, h170, h171, h172) =AVERAGE(i164, i165, i166, i167, i168, i169, i170, i171, i172) =AVERAGE(j164, j165, j166, j167, j168, j169, j170, j171, j172) =AVERAGE(k164, k165, k166, k167, k168, k169, k170, k171, k172) =AVERAGE(l164, l165, l166, l167, l168, l169, l170, l171, l172) =AVERAGE(m164, m165, m166, m167, m168, m169, m170, m171, m172) =AVERAGE(n164, n165, n166, n167, n168, n169, n170, n171, n172) =AVERAGE(o164, o165, o166, o167, o168, o169, o170, o171, o172) =AVERAGE(p164, p165, p166, p167, p168, p169, p170, p171, p172) =AVERAGE(q164, q165, q166, q167, q168, q169, q170, q171, q172) =AVERAGE(r164, r165, r166, r167, r168, r169, r170, r171, r172) =AVERAGE(s164, s165, s166, s167, s168, s169, s170, s171, s172) =AVERAGE(t164, t165, t166, t167, t168, t169, t170, t171, t172) =STDEV.P(a164, a165, a166, a167, a168, a169, a170, a171, a172) =STDEV.P(b164, b165, b166, b167, b168, b169, b170, b171, b172) =STDEV.P(c164, c165, c166, c167, c168, c169, c170, c171, c172) =STDEV.P(d164, d165, d166, d167, d168, d169, d170, d171, d172) =STDEV.P(e164, e165, e166, e167, e168, e169, e170, e171, e172) =STDEV.P(f164, f165, f166, f167, f168, f169, f170, f171, f172) =STDEV.P(g164, g165, g166, g167, g168, g169, g170, g171, g172) =STDEV.P(h164, h165, h166, h167, h168, h169, h170, h171, h172) =STDEV.P(i164, i165, i166, i167, i168, i169, i170, i171, i172) =STDEV.P(j164, j165, j166, j167, j168, j169, j170, j171, j172) =STDEV.P(k164, k165, k166, k167, k168, k169, k170, k171, k172) =STDEV.P(l164, l165, l166, l167, l168, l169, l170, l171, l172) =STDEV.P(m164, m165, m166, m167, m168, m169, m170, m171, m172) =STDEV.P(n164, n165, n166, n167, n168, n169, n170, n171, n172) =STDEV.P(o164, o165, o166, o167, o168, o169, o170, o171, o172) =STDEV.P(p164, p165, p166, p167, p168, p169, p170, p171, p172) =STDEV.P(q164, q165, q166, q167, q168, q169, q170, q171, q172) =STDEV.P(r164, r165, r166, r167, r168, r169, r170, r171, r172) =STDEV.P(s164, s165, s166, s167, s168, s169, s170, s171, s172) =STDEV.P(t164, t165, t166, t167, t168, t169, t170, t171, t172) +=AVERAGE(a173, a174, a175, a176, a177, a178, a179, a180, a181) =AVERAGE(b173, b174, b175, b176, b177, b178, b179, b180, b181) =AVERAGE(c173, c174, c175, c176, c177, c178, c179, c180, c181) =AVERAGE(d173, d174, d175, d176, d177, d178, d179, d180, d181) =AVERAGE(e173, e174, e175, e176, e177, e178, e179, e180, e181) =AVERAGE(f173, f174, f175, f176, f177, f178, f179, f180, f181) =AVERAGE(g173, g174, g175, g176, g177, g178, g179, g180, g181) =AVERAGE(h173, h174, h175, h176, h177, h178, h179, h180, h181) =AVERAGE(i173, i174, i175, i176, i177, i178, i179, i180, i181) =AVERAGE(j173, j174, j175, j176, j177, j178, j179, j180, j181) =AVERAGE(k173, k174, k175, k176, k177, k178, k179, k180, k181) =AVERAGE(l173, l174, l175, l176, l177, l178, l179, l180, l181) =AVERAGE(m173, m174, m175, m176, m177, m178, m179, m180, m181) =AVERAGE(n173, n174, n175, n176, n177, n178, n179, n180, n181) =AVERAGE(o173, o174, o175, o176, o177, o178, o179, o180, o181) =AVERAGE(p173, p174, p175, p176, p177, p178, p179, p180, p181) =AVERAGE(q173, q174, q175, q176, q177, q178, q179, q180, q181) =AVERAGE(r173, r174, r175, r176, r177, r178, r179, r180, r181) =AVERAGE(s173, s174, s175, s176, s177, s178, s179, s180, s181) =AVERAGE(t173, t174, t175, t176, t177, t178, t179, t180, t181) =STDEV.P(a173, a174, a175, a176, a177, a178, a179, a180, a181) =STDEV.P(b173, b174, b175, b176, b177, b178, b179, b180, b181) =STDEV.P(c173, c174, c175, c176, c177, c178, c179, c180, c181) =STDEV.P(d173, d174, d175, d176, d177, d178, d179, d180, d181) =STDEV.P(e173, e174, e175, e176, e177, e178, e179, e180, e181) =STDEV.P(f173, f174, f175, f176, f177, f178, f179, f180, f181) =STDEV.P(g173, g174, g175, g176, g177, g178, g179, g180, g181) =STDEV.P(h173, h174, h175, h176, h177, h178, h179, h180, h181) =STDEV.P(i173, i174, i175, i176, i177, i178, i179, i180, i181) =STDEV.P(j173, j174, j175, j176, j177, j178, j179, j180, j181) =STDEV.P(k173, k174, k175, k176, k177, k178, k179, k180, k181) =STDEV.P(l173, l174, l175, l176, l177, l178, l179, l180, l181) =STDEV.P(m173, m174, m175, m176, m177, m178, m179, m180, m181) =STDEV.P(n173, n174, n175, n176, n177, n178, n179, n180, n181) =STDEV.P(o173, o174, o175, o176, o177, o178, o179, o180, o181) =STDEV.P(p173, p174, p175, p176, p177, p178, p179, p180, p181) =STDEV.P(q173, q174, q175, q176, q177, q178, q179, q180, q181) =STDEV.P(r173, r174, r175, r176, r177, r178, r179, r180, r181) =STDEV.P(s173, s174, s175, s176, s177, s178, s179, s180, s181) =STDEV.P(t173, t174, t175, t176, t177, t178, t179, t180, t181) +=AVERAGE(a182, a183, a184, a185, a186, a187, a188, a189, a190) =AVERAGE(b182, b183, b184, b185, b186, b187, b188, b189, b190) =AVERAGE(c182, c183, c184, c185, c186, c187, c188, c189, c190) =AVERAGE(d182, d183, d184, d185, d186, d187, d188, d189, d190) =AVERAGE(e182, e183, e184, e185, e186, e187, e188, e189, e190) =AVERAGE(f182, f183, f184, f185, f186, f187, f188, f189, f190) =AVERAGE(g182, g183, g184, g185, g186, g187, g188, g189, g190) =AVERAGE(h182, h183, h184, h185, h186, h187, h188, h189, h190) =AVERAGE(i182, i183, i184, i185, i186, i187, i188, i189, i190) =AVERAGE(j182, j183, j184, j185, j186, j187, j188, j189, j190) =AVERAGE(k182, k183, k184, k185, k186, k187, k188, k189, k190) =AVERAGE(l182, l183, l184, l185, l186, l187, l188, l189, l190) =AVERAGE(m182, m183, m184, m185, m186, m187, m188, m189, m190) =AVERAGE(n182, n183, n184, n185, n186, n187, n188, n189, n190) =AVERAGE(o182, o183, o184, o185, o186, o187, o188, o189, o190) =AVERAGE(p182, p183, p184, p185, p186, p187, p188, p189, p190) =AVERAGE(q182, q183, q184, q185, q186, q187, q188, q189, q190) =AVERAGE(r182, r183, r184, r185, r186, r187, r188, r189, r190) =AVERAGE(s182, s183, s184, s185, s186, s187, s188, s189, s190) =AVERAGE(t182, t183, t184, t185, t186, t187, t188, t189, t190) =STDEV.P(a182, a183, a184, a185, a186, a187, a188, a189, a190) =STDEV.P(b182, b183, b184, b185, b186, b187, b188, b189, b190) =STDEV.P(c182, c183, c184, c185, c186, c187, c188, c189, c190) =STDEV.P(d182, d183, d184, d185, d186, d187, d188, d189, d190) =STDEV.P(e182, e183, e184, e185, e186, e187, e188, e189, e190) =STDEV.P(f182, f183, f184, f185, f186, f187, f188, f189, f190) =STDEV.P(g182, g183, g184, g185, g186, g187, g188, g189, g190) =STDEV.P(h182, h183, h184, h185, h186, h187, h188, h189, h190) =STDEV.P(i182, i183, i184, i185, i186, i187, i188, i189, i190) =STDEV.P(j182, j183, j184, j185, j186, j187, j188, j189, j190) =STDEV.P(k182, k183, k184, k185, k186, k187, k188, k189, k190) =STDEV.P(l182, l183, l184, l185, l186, l187, l188, l189, l190) =STDEV.P(m182, m183, m184, m185, m186, m187, m188, m189, m190) =STDEV.P(n182, n183, n184, n185, n186, n187, n188, n189, n190) =STDEV.P(o182, o183, o184, o185, o186, o187, o188, o189, o190) =STDEV.P(p182, p183, p184, p185, p186, p187, p188, p189, p190) =STDEV.P(q182, q183, q184, q185, q186, q187, q188, q189, q190) =STDEV.P(r182, r183, r184, r185, r186, r187, r188, r189, r190) =STDEV.P(s182, s183, s184, s185, s186, s187, s188, s189, s190) =STDEV.P(t182, t183, t184, t185, t186, t187, t188, t189, t190) +=AVERAGE(a191, a192, a193, a194, a195, a196, a197, a198, a199) =AVERAGE(b191, b192, b193, b194, b195, b196, b197, b198, b199) =AVERAGE(c191, c192, c193, c194, c195, c196, c197, c198, c199) =AVERAGE(d191, d192, d193, d194, d195, d196, d197, d198, d199) =AVERAGE(e191, e192, e193, e194, e195, e196, e197, e198, e199) =AVERAGE(f191, f192, f193, f194, f195, f196, f197, f198, f199) =AVERAGE(g191, g192, g193, g194, g195, g196, g197, g198, g199) =AVERAGE(h191, h192, h193, h194, h195, h196, h197, h198, h199) =AVERAGE(i191, i192, i193, i194, i195, i196, i197, i198, i199) =AVERAGE(j191, j192, j193, j194, j195, j196, j197, j198, j199) =AVERAGE(k191, k192, k193, k194, k195, k196, k197, k198, k199) =AVERAGE(l191, l192, l193, l194, l195, l196, l197, l198, l199) =AVERAGE(m191, m192, m193, m194, m195, m196, m197, m198, m199) =AVERAGE(n191, n192, n193, n194, n195, n196, n197, n198, n199) =AVERAGE(o191, o192, o193, o194, o195, o196, o197, o198, o199) =AVERAGE(p191, p192, p193, p194, p195, p196, p197, p198, p199) =AVERAGE(q191, q192, q193, q194, q195, q196, q197, q198, q199) =AVERAGE(r191, r192, r193, r194, r195, r196, r197, r198, r199) =AVERAGE(s191, s192, s193, s194, s195, s196, s197, s198, s199) =AVERAGE(t191, t192, t193, t194, t195, t196, t197, t198, t199) =STDEV.P(a191, a192, a193, a194, a195, a196, a197, a198, a199) =STDEV.P(b191, b192, b193, b194, b195, b196, b197, b198, b199) =STDEV.P(c191, c192, c193, c194, c195, c196, c197, c198, c199) =STDEV.P(d191, d192, d193, d194, d195, d196, d197, d198, d199) =STDEV.P(e191, e192, e193, e194, e195, e196, e197, e198, e199) =STDEV.P(f191, f192, f193, f194, f195, f196, f197, f198, f199) =STDEV.P(g191, g192, g193, g194, g195, g196, g197, g198, g199) =STDEV.P(h191, h192, h193, h194, h195, h196, h197, h198, h199) =STDEV.P(i191, i192, i193, i194, i195, i196, i197, i198, i199) =STDEV.P(j191, j192, j193, j194, j195, j196, j197, j198, j199) =STDEV.P(k191, k192, k193, k194, k195, k196, k197, k198, k199) =STDEV.P(l191, l192, l193, l194, l195, l196, l197, l198, l199) =STDEV.P(m191, m192, m193, m194, m195, m196, m197, m198, m199) =STDEV.P(n191, n192, n193, n194, n195, n196, n197, n198, n199) =STDEV.P(o191, o192, o193, o194, o195, o196, o197, o198, o199) =STDEV.P(p191, p192, p193, p194, p195, p196, p197, p198, p199) =STDEV.P(q191, q192, q193, q194, q195, q196, q197, q198, q199) =STDEV.P(r191, r192, r193, r194, r195, r196, r197, r198, r199) =STDEV.P(s191, s192, s193, s194, s195, s196, s197, s198, s199) =STDEV.P(t191, t192, t193, t194, t195, t196, t197, t198, t199) +=AVERAGE(a200, a201, a202, a203, a204, a205, a206, a207, a208) =AVERAGE(b200, b201, b202, b203, b204, b205, b206, b207, b208) =AVERAGE(c200, c201, c202, c203, c204, c205, c206, c207, c208) =AVERAGE(d200, d201, d202, d203, d204, d205, d206, d207, d208) =AVERAGE(e200, e201, e202, e203, e204, e205, e206, e207, e208) =AVERAGE(f200, f201, f202, f203, f204, f205, f206, f207, f208) =AVERAGE(g200, g201, g202, g203, g204, g205, g206, g207, g208) =AVERAGE(h200, h201, h202, h203, h204, h205, h206, h207, h208) =AVERAGE(i200, i201, i202, i203, i204, i205, i206, i207, i208) =AVERAGE(j200, j201, j202, j203, j204, j205, j206, j207, j208) =AVERAGE(k200, k201, k202, k203, k204, k205, k206, k207, k208) =AVERAGE(l200, l201, l202, l203, l204, l205, l206, l207, l208) =AVERAGE(m200, m201, m202, m203, m204, m205, m206, m207, m208) =AVERAGE(n200, n201, n202, n203, n204, n205, n206, n207, n208) =AVERAGE(o200, o201, o202, o203, o204, o205, o206, o207, o208) =AVERAGE(p200, p201, p202, p203, p204, p205, p206, p207, p208) =AVERAGE(q200, q201, q202, q203, q204, q205, q206, q207, q208) =AVERAGE(r200, r201, r202, r203, r204, r205, r206, r207, r208) =AVERAGE(s200, s201, s202, s203, s204, s205, s206, s207, s208) =AVERAGE(t200, t201, t202, t203, t204, t205, t206, t207, t208) =STDEV.P(a200, a201, a202, a203, a204, a205, a206, a207, a208) =STDEV.P(b200, b201, b202, b203, b204, b205, b206, b207, b208) =STDEV.P(c200, c201, c202, c203, c204, c205, c206, c207, c208) =STDEV.P(d200, d201, d202, d203, d204, d205, d206, d207, d208) =STDEV.P(e200, e201, e202, e203, e204, e205, e206, e207, e208) =STDEV.P(f200, f201, f202, f203, f204, f205, f206, f207, f208) =STDEV.P(g200, g201, g202, g203, g204, g205, g206, g207, g208) =STDEV.P(h200, h201, h202, h203, h204, h205, h206, h207, h208) =STDEV.P(i200, i201, i202, i203, i204, i205, i206, i207, i208) =STDEV.P(j200, j201, j202, j203, j204, j205, j206, j207, j208) =STDEV.P(k200, k201, k202, k203, k204, k205, k206, k207, k208) =STDEV.P(l200, l201, l202, l203, l204, l205, l206, l207, l208) =STDEV.P(m200, m201, m202, m203, m204, m205, m206, m207, m208) =STDEV.P(n200, n201, n202, n203, n204, n205, n206, n207, n208) =STDEV.P(o200, o201, o202, o203, o204, o205, o206, o207, o208) =STDEV.P(p200, p201, p202, p203, p204, p205, p206, p207, p208) =STDEV.P(q200, q201, q202, q203, q204, q205, q206, q207, q208) =STDEV.P(r200, r201, r202, r203, r204, r205, r206, r207, r208) =STDEV.P(s200, s201, s202, s203, s204, s205, s206, s207, s208) =STDEV.P(t200, t201, t202, t203, t204, t205, t206, t207, t208) +=AVERAGE(a209, a210, a211, a212, a213, a214, a215, a216, a217) =AVERAGE(b209, b210, b211, b212, b213, b214, b215, b216, b217) =AVERAGE(c209, c210, c211, c212, c213, c214, c215, c216, c217) =AVERAGE(d209, d210, d211, d212, d213, d214, d215, d216, d217) =AVERAGE(e209, e210, e211, e212, e213, e214, e215, e216, e217) =AVERAGE(f209, f210, f211, f212, f213, f214, f215, f216, f217) =AVERAGE(g209, g210, g211, g212, g213, g214, g215, g216, g217) =AVERAGE(h209, h210, h211, h212, h213, h214, h215, h216, h217) =AVERAGE(i209, i210, i211, i212, i213, i214, i215, i216, i217) =AVERAGE(j209, j210, j211, j212, j213, j214, j215, j216, j217) =AVERAGE(k209, k210, k211, k212, k213, k214, k215, k216, k217) =AVERAGE(l209, l210, l211, l212, l213, l214, l215, l216, l217) =AVERAGE(m209, m210, m211, m212, m213, m214, m215, m216, m217) =AVERAGE(n209, n210, n211, n212, n213, n214, n215, n216, n217) =AVERAGE(o209, o210, o211, o212, o213, o214, o215, o216, o217) =AVERAGE(p209, p210, p211, p212, p213, p214, p215, p216, p217) =AVERAGE(q209, q210, q211, q212, q213, q214, q215, q216, q217) =AVERAGE(r209, r210, r211, r212, r213, r214, r215, r216, r217) =AVERAGE(s209, s210, s211, s212, s213, s214, s215, s216, s217) =AVERAGE(t209, t210, t211, t212, t213, t214, t215, t216, t217) =STDEV.P(a209, a210, a211, a212, a213, a214, a215, a216, a217) =STDEV.P(b209, b210, b211, b212, b213, b214, b215, b216, b217) =STDEV.P(c209, c210, c211, c212, c213, c214, c215, c216, c217) =STDEV.P(d209, d210, d211, d212, d213, d214, d215, d216, d217) =STDEV.P(e209, e210, e211, e212, e213, e214, e215, e216, e217) =STDEV.P(f209, f210, f211, f212, f213, f214, f215, f216, f217) =STDEV.P(g209, g210, g211, g212, g213, g214, g215, g216, g217) =STDEV.P(h209, h210, h211, h212, h213, h214, h215, h216, h217) =STDEV.P(i209, i210, i211, i212, i213, i214, i215, i216, i217) =STDEV.P(j209, j210, j211, j212, j213, j214, j215, j216, j217) =STDEV.P(k209, k210, k211, k212, k213, k214, k215, k216, k217) =STDEV.P(l209, l210, l211, l212, l213, l214, l215, l216, l217) =STDEV.P(m209, m210, m211, m212, m213, m214, m215, m216, m217) =STDEV.P(n209, n210, n211, n212, n213, n214, n215, n216, n217) =STDEV.P(o209, o210, o211, o212, o213, o214, o215, o216, o217) =STDEV.P(p209, p210, p211, p212, p213, p214, p215, p216, p217) =STDEV.P(q209, q210, q211, q212, q213, q214, q215, q216, q217) =STDEV.P(r209, r210, r211, r212, r213, r214, r215, r216, r217) =STDEV.P(s209, s210, s211, s212, s213, s214, s215, s216, s217) =STDEV.P(t209, t210, t211, t212, t213, t214, t215, t216, t217) +=AVERAGE(a218, a219, a220, a221, a222, a223, a224, a225, a226) =AVERAGE(b218, b219, b220, b221, b222, b223, b224, b225, b226) =AVERAGE(c218, c219, c220, c221, c222, c223, c224, c225, c226) =AVERAGE(d218, d219, d220, d221, d222, d223, d224, d225, d226) =AVERAGE(e218, e219, e220, e221, e222, e223, e224, e225, e226) =AVERAGE(f218, f219, f220, f221, f222, f223, f224, f225, f226) =AVERAGE(g218, g219, g220, g221, g222, g223, g224, g225, g226) =AVERAGE(h218, h219, h220, h221, h222, h223, h224, h225, h226) =AVERAGE(i218, i219, i220, i221, i222, i223, i224, i225, i226) =AVERAGE(j218, j219, j220, j221, j222, j223, j224, j225, j226) =AVERAGE(k218, k219, k220, k221, k222, k223, k224, k225, k226) =AVERAGE(l218, l219, l220, l221, l222, l223, l224, l225, l226) =AVERAGE(m218, m219, m220, m221, m222, m223, m224, m225, m226) =AVERAGE(n218, n219, n220, n221, n222, n223, n224, n225, n226) =AVERAGE(o218, o219, o220, o221, o222, o223, o224, o225, o226) =AVERAGE(p218, p219, p220, p221, p222, p223, p224, p225, p226) =AVERAGE(q218, q219, q220, q221, q222, q223, q224, q225, q226) =AVERAGE(r218, r219, r220, r221, r222, r223, r224, r225, r226) =AVERAGE(s218, s219, s220, s221, s222, s223, s224, s225, s226) =AVERAGE(t218, t219, t220, t221, t222, t223, t224, t225, t226) =STDEV.P(a218, a219, a220, a221, a222, a223, a224, a225, a226) =STDEV.P(b218, b219, b220, b221, b222, b223, b224, b225, b226) =STDEV.P(c218, c219, c220, c221, c222, c223, c224, c225, c226) =STDEV.P(d218, d219, d220, d221, d222, d223, d224, d225, d226) =STDEV.P(e218, e219, e220, e221, e222, e223, e224, e225, e226) =STDEV.P(f218, f219, f220, f221, f222, f223, f224, f225, f226) =STDEV.P(g218, g219, g220, g221, g222, g223, g224, g225, g226) =STDEV.P(h218, h219, h220, h221, h222, h223, h224, h225, h226) =STDEV.P(i218, i219, i220, i221, i222, i223, i224, i225, i226) =STDEV.P(j218, j219, j220, j221, j222, j223, j224, j225, j226) =STDEV.P(k218, k219, k220, k221, k222, k223, k224, k225, k226) =STDEV.P(l218, l219, l220, l221, l222, l223, l224, l225, l226) =STDEV.P(m218, m219, m220, m221, m222, m223, m224, m225, m226) =STDEV.P(n218, n219, n220, n221, n222, n223, n224, n225, n226) =STDEV.P(o218, o219, o220, o221, o222, o223, o224, o225, o226) =STDEV.P(p218, p219, p220, p221, p222, p223, p224, p225, p226) =STDEV.P(q218, q219, q220, q221, q222, q223, q224, q225, q226) =STDEV.P(r218, r219, r220, r221, r222, r223, r224, r225, r226) =STDEV.P(s218, s219, s220, s221, s222, s223, s224, s225, s226) =STDEV.P(t218, t219, t220, t221, t222, t223, t224, t225, t226) +=AVERAGE(a227, a228, a229, a230, a231, a232, a233, a234, a235) =AVERAGE(b227, b228, b229, b230, b231, b232, b233, b234, b235) =AVERAGE(c227, c228, c229, c230, c231, c232, c233, c234, c235) =AVERAGE(d227, d228, d229, d230, d231, d232, d233, d234, d235) =AVERAGE(e227, e228, e229, e230, e231, e232, e233, e234, e235) =AVERAGE(f227, f228, f229, f230, f231, f232, f233, f234, f235) =AVERAGE(g227, g228, g229, g230, g231, g232, g233, g234, g235) =AVERAGE(h227, h228, h229, h230, h231, h232, h233, h234, h235) =AVERAGE(i227, i228, i229, i230, i231, i232, i233, i234, i235) =AVERAGE(j227, j228, j229, j230, j231, j232, j233, j234, j235) =AVERAGE(k227, k228, k229, k230, k231, k232, k233, k234, k235) =AVERAGE(l227, l228, l229, l230, l231, l232, l233, l234, l235) =AVERAGE(m227, m228, m229, m230, m231, m232, m233, m234, m235) =AVERAGE(n227, n228, n229, n230, n231, n232, n233, n234, n235) =AVERAGE(o227, o228, o229, o230, o231, o232, o233, o234, o235) =AVERAGE(p227, p228, p229, p230, p231, p232, p233, p234, p235) =AVERAGE(q227, q228, q229, q230, q231, q232, q233, q234, q235) =AVERAGE(r227, r228, r229, r230, r231, r232, r233, r234, r235) =AVERAGE(s227, s228, s229, s230, s231, s232, s233, s234, s235) =AVERAGE(t227, t228, t229, t230, t231, t232, t233, t234, t235) =STDEV.P(a227, a228, a229, a230, a231, a232, a233, a234, a235) =STDEV.P(b227, b228, b229, b230, b231, b232, b233, b234, b235) =STDEV.P(c227, c228, c229, c230, c231, c232, c233, c234, c235) =STDEV.P(d227, d228, d229, d230, d231, d232, d233, d234, d235) =STDEV.P(e227, e228, e229, e230, e231, e232, e233, e234, e235) =STDEV.P(f227, f228, f229, f230, f231, f232, f233, f234, f235) =STDEV.P(g227, g228, g229, g230, g231, g232, g233, g234, g235) =STDEV.P(h227, h228, h229, h230, h231, h232, h233, h234, h235) =STDEV.P(i227, i228, i229, i230, i231, i232, i233, i234, i235) =STDEV.P(j227, j228, j229, j230, j231, j232, j233, j234, j235) =STDEV.P(k227, k228, k229, k230, k231, k232, k233, k234, k235) =STDEV.P(l227, l228, l229, l230, l231, l232, l233, l234, l235) =STDEV.P(m227, m228, m229, m230, m231, m232, m233, m234, m235) =STDEV.P(n227, n228, n229, n230, n231, n232, n233, n234, n235) =STDEV.P(o227, o228, o229, o230, o231, o232, o233, o234, o235) =STDEV.P(p227, p228, p229, p230, p231, p232, p233, p234, p235) =STDEV.P(q227, q228, q229, q230, q231, q232, q233, q234, q235) =STDEV.P(r227, r228, r229, r230, r231, r232, r233, r234, r235) =STDEV.P(s227, s228, s229, s230, s231, s232, s233, s234, s235) =STDEV.P(t227, t228, t229, t230, t231, t232, t233, t234, t235) +=AVERAGE(a236, a237, a238, a239, a240, a241, a242, a243, a244) =AVERAGE(b236, b237, b238, b239, b240, b241, b242, b243, b244) =AVERAGE(c236, c237, c238, c239, c240, c241, c242, c243, c244) =AVERAGE(d236, d237, d238, d239, d240, d241, d242, d243, d244) =AVERAGE(e236, e237, e238, e239, e240, e241, e242, e243, e244) =AVERAGE(f236, f237, f238, f239, f240, f241, f242, f243, f244) =AVERAGE(g236, g237, g238, g239, g240, g241, g242, g243, g244) =AVERAGE(h236, h237, h238, h239, h240, h241, h242, h243, h244) =AVERAGE(i236, i237, i238, i239, i240, i241, i242, i243, i244) =AVERAGE(j236, j237, j238, j239, j240, j241, j242, j243, j244) =AVERAGE(k236, k237, k238, k239, k240, k241, k242, k243, k244) =AVERAGE(l236, l237, l238, l239, l240, l241, l242, l243, l244) =AVERAGE(m236, m237, m238, m239, m240, m241, m242, m243, m244) =AVERAGE(n236, n237, n238, n239, n240, n241, n242, n243, n244) =AVERAGE(o236, o237, o238, o239, o240, o241, o242, o243, o244) =AVERAGE(p236, p237, p238, p239, p240, p241, p242, p243, p244) =AVERAGE(q236, q237, q238, q239, q240, q241, q242, q243, q244) =AVERAGE(r236, r237, r238, r239, r240, r241, r242, r243, r244) =AVERAGE(s236, s237, s238, s239, s240, s241, s242, s243, s244) =AVERAGE(t236, t237, t238, t239, t240, t241, t242, t243, t244) =STDEV.P(a236, a237, a238, a239, a240, a241, a242, a243, a244) =STDEV.P(b236, b237, b238, b239, b240, b241, b242, b243, b244) =STDEV.P(c236, c237, c238, c239, c240, c241, c242, c243, c244) =STDEV.P(d236, d237, d238, d239, d240, d241, d242, d243, d244) =STDEV.P(e236, e237, e238, e239, e240, e241, e242, e243, e244) =STDEV.P(f236, f237, f238, f239, f240, f241, f242, f243, f244) =STDEV.P(g236, g237, g238, g239, g240, g241, g242, g243, g244) =STDEV.P(h236, h237, h238, h239, h240, h241, h242, h243, h244) =STDEV.P(i236, i237, i238, i239, i240, i241, i242, i243, i244) =STDEV.P(j236, j237, j238, j239, j240, j241, j242, j243, j244) =STDEV.P(k236, k237, k238, k239, k240, k241, k242, k243, k244) =STDEV.P(l236, l237, l238, l239, l240, l241, l242, l243, l244) =STDEV.P(m236, m237, m238, m239, m240, m241, m242, m243, m244) =STDEV.P(n236, n237, n238, n239, n240, n241, n242, n243, n244) =STDEV.P(o236, o237, o238, o239, o240, o241, o242, o243, o244) =STDEV.P(p236, p237, p238, p239, p240, p241, p242, p243, p244) =STDEV.P(q236, q237, q238, q239, q240, q241, q242, q243, q244) =STDEV.P(r236, r237, r238, r239, r240, r241, r242, r243, r244) =STDEV.P(s236, s237, s238, s239, s240, s241, s242, s243, s244) =STDEV.P(t236, t237, t238, t239, t240, t241, t242, t243, t244) +=AVERAGE(a245, a246, a247, a248, a249, a250, a251, a252, a253) =AVERAGE(b245, b246, b247, b248, b249, b250, b251, b252, b253) =AVERAGE(c245, c246, c247, c248, c249, c250, c251, c252, c253) =AVERAGE(d245, d246, d247, d248, d249, d250, d251, d252, d253) =AVERAGE(e245, e246, e247, e248, e249, e250, e251, e252, e253) =AVERAGE(f245, f246, f247, f248, f249, f250, f251, f252, f253) =AVERAGE(g245, g246, g247, g248, g249, g250, g251, g252, g253) =AVERAGE(h245, h246, h247, h248, h249, h250, h251, h252, h253) =AVERAGE(i245, i246, i247, i248, i249, i250, i251, i252, i253) =AVERAGE(j245, j246, j247, j248, j249, j250, j251, j252, j253) =AVERAGE(k245, k246, k247, k248, k249, k250, k251, k252, k253) =AVERAGE(l245, l246, l247, l248, l249, l250, l251, l252, l253) =AVERAGE(m245, m246, m247, m248, m249, m250, m251, m252, m253) =AVERAGE(n245, n246, n247, n248, n249, n250, n251, n252, n253) =AVERAGE(o245, o246, o247, o248, o249, o250, o251, o252, o253) =AVERAGE(p245, p246, p247, p248, p249, p250, p251, p252, p253) =AVERAGE(q245, q246, q247, q248, q249, q250, q251, q252, q253) =AVERAGE(r245, r246, r247, r248, r249, r250, r251, r252, r253) =AVERAGE(s245, s246, s247, s248, s249, s250, s251, s252, s253) =AVERAGE(t245, t246, t247, t248, t249, t250, t251, t252, t253) =STDEV.P(a245, a246, a247, a248, a249, a250, a251, a252, a253) =STDEV.P(b245, b246, b247, b248, b249, b250, b251, b252, b253) =STDEV.P(c245, c246, c247, c248, c249, c250, c251, c252, c253) =STDEV.P(d245, d246, d247, d248, d249, d250, d251, d252, d253) =STDEV.P(e245, e246, e247, e248, e249, e250, e251, e252, e253) =STDEV.P(f245, f246, f247, f248, f249, f250, f251, f252, f253) =STDEV.P(g245, g246, g247, g248, g249, g250, g251, g252, g253) =STDEV.P(h245, h246, h247, h248, h249, h250, h251, h252, h253) =STDEV.P(i245, i246, i247, i248, i249, i250, i251, i252, i253) =STDEV.P(j245, j246, j247, j248, j249, j250, j251, j252, j253) =STDEV.P(k245, k246, k247, k248, k249, k250, k251, k252, k253) =STDEV.P(l245, l246, l247, l248, l249, l250, l251, l252, l253) =STDEV.P(m245, m246, m247, m248, m249, m250, m251, m252, m253) =STDEV.P(n245, n246, n247, n248, n249, n250, n251, n252, n253) =STDEV.P(o245, o246, o247, o248, o249, o250, o251, o252, o253) =STDEV.P(p245, p246, p247, p248, p249, p250, p251, p252, p253) =STDEV.P(q245, q246, q247, q248, q249, q250, q251, q252, q253) =STDEV.P(r245, r246, r247, r248, r249, r250, r251, r252, r253) =STDEV.P(s245, s246, s247, s248, s249, s250, s251, s252, s253) =STDEV.P(t245, t246, t247, t248, t249, t250, t251, t252, t253) +=AVERAGE(a254, a255, a256, a257, a258, a259, a260, a261, a262) =AVERAGE(b254, b255, b256, b257, b258, b259, b260, b261, b262) =AVERAGE(c254, c255, c256, c257, c258, c259, c260, c261, c262) =AVERAGE(d254, d255, d256, d257, d258, d259, d260, d261, d262) =AVERAGE(e254, e255, e256, e257, e258, e259, e260, e261, e262) =AVERAGE(f254, f255, f256, f257, f258, f259, f260, f261, f262) =AVERAGE(g254, g255, g256, g257, g258, g259, g260, g261, g262) =AVERAGE(h254, h255, h256, h257, h258, h259, h260, h261, h262) =AVERAGE(i254, i255, i256, i257, i258, i259, i260, i261, i262) =AVERAGE(j254, j255, j256, j257, j258, j259, j260, j261, j262) =AVERAGE(k254, k255, k256, k257, k258, k259, k260, k261, k262) =AVERAGE(l254, l255, l256, l257, l258, l259, l260, l261, l262) =AVERAGE(m254, m255, m256, m257, m258, m259, m260, m261, m262) =AVERAGE(n254, n255, n256, n257, n258, n259, n260, n261, n262) =AVERAGE(o254, o255, o256, o257, o258, o259, o260, o261, o262) =AVERAGE(p254, p255, p256, p257, p258, p259, p260, p261, p262) =AVERAGE(q254, q255, q256, q257, q258, q259, q260, q261, q262) =AVERAGE(r254, r255, r256, r257, r258, r259, r260, r261, r262) =AVERAGE(s254, s255, s256, s257, s258, s259, s260, s261, s262) =AVERAGE(t254, t255, t256, t257, t258, t259, t260, t261, t262) =STDEV.P(a254, a255, a256, a257, a258, a259, a260, a261, a262) =STDEV.P(b254, b255, b256, b257, b258, b259, b260, b261, b262) =STDEV.P(c254, c255, c256, c257, c258, c259, c260, c261, c262) =STDEV.P(d254, d255, d256, d257, d258, d259, d260, d261, d262) =STDEV.P(e254, e255, e256, e257, e258, e259, e260, e261, e262) =STDEV.P(f254, f255, f256, f257, f258, f259, f260, f261, f262) =STDEV.P(g254, g255, g256, g257, g258, g259, g260, g261, g262) =STDEV.P(h254, h255, h256, h257, h258, h259, h260, h261, h262) =STDEV.P(i254, i255, i256, i257, i258, i259, i260, i261, i262) =STDEV.P(j254, j255, j256, j257, j258, j259, j260, j261, j262) =STDEV.P(k254, k255, k256, k257, k258, k259, k260, k261, k262) =STDEV.P(l254, l255, l256, l257, l258, l259, l260, l261, l262) =STDEV.P(m254, m255, m256, m257, m258, m259, m260, m261, m262) =STDEV.P(n254, n255, n256, n257, n258, n259, n260, n261, n262) =STDEV.P(o254, o255, o256, o257, o258, o259, o260, o261, o262) =STDEV.P(p254, p255, p256, p257, p258, p259, p260, p261, p262) =STDEV.P(q254, q255, q256, q257, q258, q259, q260, q261, q262) =STDEV.P(r254, r255, r256, r257, r258, r259, r260, r261, r262) =STDEV.P(s254, s255, s256, s257, s258, s259, s260, s261, s262) =STDEV.P(t254, t255, t256, t257, t258, t259, t260, t261, t262) +=AVERAGE(a263, a264, a265, a266, a267, a268, a269, a270, a271) =AVERAGE(b263, b264, b265, b266, b267, b268, b269, b270, b271) =AVERAGE(c263, c264, c265, c266, c267, c268, c269, c270, c271) =AVERAGE(d263, d264, d265, d266, d267, d268, d269, d270, d271) =AVERAGE(e263, e264, e265, e266, e267, e268, e269, e270, e271) =AVERAGE(f263, f264, f265, f266, f267, f268, f269, f270, f271) =AVERAGE(g263, g264, g265, g266, g267, g268, g269, g270, g271) =AVERAGE(h263, h264, h265, h266, h267, h268, h269, h270, h271) =AVERAGE(i263, i264, i265, i266, i267, i268, i269, i270, i271) =AVERAGE(j263, j264, j265, j266, j267, j268, j269, j270, j271) =AVERAGE(k263, k264, k265, k266, k267, k268, k269, k270, k271) =AVERAGE(l263, l264, l265, l266, l267, l268, l269, l270, l271) =AVERAGE(m263, m264, m265, m266, m267, m268, m269, m270, m271) =AVERAGE(n263, n264, n265, n266, n267, n268, n269, n270, n271) =AVERAGE(o263, o264, o265, o266, o267, o268, o269, o270, o271) =AVERAGE(p263, p264, p265, p266, p267, p268, p269, p270, p271) =AVERAGE(q263, q264, q265, q266, q267, q268, q269, q270, q271) =AVERAGE(r263, r264, r265, r266, r267, r268, r269, r270, r271) =AVERAGE(s263, s264, s265, s266, s267, s268, s269, s270, s271) =AVERAGE(t263, t264, t265, t266, t267, t268, t269, t270, t271) =STDEV.P(a263, a264, a265, a266, a267, a268, a269, a270, a271) =STDEV.P(b263, b264, b265, b266, b267, b268, b269, b270, b271) =STDEV.P(c263, c264, c265, c266, c267, c268, c269, c270, c271) =STDEV.P(d263, d264, d265, d266, d267, d268, d269, d270, d271) =STDEV.P(e263, e264, e265, e266, e267, e268, e269, e270, e271) =STDEV.P(f263, f264, f265, f266, f267, f268, f269, f270, f271) =STDEV.P(g263, g264, g265, g266, g267, g268, g269, g270, g271) =STDEV.P(h263, h264, h265, h266, h267, h268, h269, h270, h271) =STDEV.P(i263, i264, i265, i266, i267, i268, i269, i270, i271) =STDEV.P(j263, j264, j265, j266, j267, j268, j269, j270, j271) =STDEV.P(k263, k264, k265, k266, k267, k268, k269, k270, k271) =STDEV.P(l263, l264, l265, l266, l267, l268, l269, l270, l271) =STDEV.P(m263, m264, m265, m266, m267, m268, m269, m270, m271) =STDEV.P(n263, n264, n265, n266, n267, n268, n269, n270, n271) =STDEV.P(o263, o264, o265, o266, o267, o268, o269, o270, o271) =STDEV.P(p263, p264, p265, p266, p267, p268, p269, p270, p271) =STDEV.P(q263, q264, q265, q266, q267, q268, q269, q270, q271) =STDEV.P(r263, r264, r265, r266, r267, r268, r269, r270, r271) =STDEV.P(s263, s264, s265, s266, s267, s268, s269, s270, s271) =STDEV.P(t263, t264, t265, t266, t267, t268, t269, t270, t271) +=AVERAGE(a272, a273, a274, a275, a276, a277, a278, a279, a280) =AVERAGE(b272, b273, b274, b275, b276, b277, b278, b279, b280) =AVERAGE(c272, c273, c274, c275, c276, c277, c278, c279, c280) =AVERAGE(d272, d273, d274, d275, d276, d277, d278, d279, d280) =AVERAGE(e272, e273, e274, e275, e276, e277, e278, e279, e280) =AVERAGE(f272, f273, f274, f275, f276, f277, f278, f279, f280) =AVERAGE(g272, g273, g274, g275, g276, g277, g278, g279, g280) =AVERAGE(h272, h273, h274, h275, h276, h277, h278, h279, h280) =AVERAGE(i272, i273, i274, i275, i276, i277, i278, i279, i280) =AVERAGE(j272, j273, j274, j275, j276, j277, j278, j279, j280) =AVERAGE(k272, k273, k274, k275, k276, k277, k278, k279, k280) =AVERAGE(l272, l273, l274, l275, l276, l277, l278, l279, l280) =AVERAGE(m272, m273, m274, m275, m276, m277, m278, m279, m280) =AVERAGE(n272, n273, n274, n275, n276, n277, n278, n279, n280) =AVERAGE(o272, o273, o274, o275, o276, o277, o278, o279, o280) =AVERAGE(p272, p273, p274, p275, p276, p277, p278, p279, p280) =AVERAGE(q272, q273, q274, q275, q276, q277, q278, q279, q280) =AVERAGE(r272, r273, r274, r275, r276, r277, r278, r279, r280) =AVERAGE(s272, s273, s274, s275, s276, s277, s278, s279, s280) =AVERAGE(t272, t273, t274, t275, t276, t277, t278, t279, t280) =STDEV.P(a272, a273, a274, a275, a276, a277, a278, a279, a280) =STDEV.P(b272, b273, b274, b275, b276, b277, b278, b279, b280) =STDEV.P(c272, c273, c274, c275, c276, c277, c278, c279, c280) =STDEV.P(d272, d273, d274, d275, d276, d277, d278, d279, d280) =STDEV.P(e272, e273, e274, e275, e276, e277, e278, e279, e280) =STDEV.P(f272, f273, f274, f275, f276, f277, f278, f279, f280) =STDEV.P(g272, g273, g274, g275, g276, g277, g278, g279, g280) =STDEV.P(h272, h273, h274, h275, h276, h277, h278, h279, h280) =STDEV.P(i272, i273, i274, i275, i276, i277, i278, i279, i280) =STDEV.P(j272, j273, j274, j275, j276, j277, j278, j279, j280) =STDEV.P(k272, k273, k274, k275, k276, k277, k278, k279, k280) =STDEV.P(l272, l273, l274, l275, l276, l277, l278, l279, l280) =STDEV.P(m272, m273, m274, m275, m276, m277, m278, m279, m280) =STDEV.P(n272, n273, n274, n275, n276, n277, n278, n279, n280) =STDEV.P(o272, o273, o274, o275, o276, o277, o278, o279, o280) =STDEV.P(p272, p273, p274, p275, p276, p277, p278, p279, p280) =STDEV.P(q272, q273, q274, q275, q276, q277, q278, q279, q280) =STDEV.P(r272, r273, r274, r275, r276, r277, r278, r279, r280) =STDEV.P(s272, s273, s274, s275, s276, s277, s278, s279, s280) =STDEV.P(t272, t273, t274, t275, t276, t277, t278, t279, t280) +=AVERAGE(a281, a282, a283, a284, a285, a286, a287, a288, a289) =AVERAGE(b281, b282, b283, b284, b285, b286, b287, b288, b289) =AVERAGE(c281, c282, c283, c284, c285, c286, c287, c288, c289) =AVERAGE(d281, d282, d283, d284, d285, d286, d287, d288, d289) =AVERAGE(e281, e282, e283, e284, e285, e286, e287, e288, e289) =AVERAGE(f281, f282, f283, f284, f285, f286, f287, f288, f289) =AVERAGE(g281, g282, g283, g284, g285, g286, g287, g288, g289) =AVERAGE(h281, h282, h283, h284, h285, h286, h287, h288, h289) =AVERAGE(i281, i282, i283, i284, i285, i286, i287, i288, i289) =AVERAGE(j281, j282, j283, j284, j285, j286, j287, j288, j289) =AVERAGE(k281, k282, k283, k284, k285, k286, k287, k288, k289) =AVERAGE(l281, l282, l283, l284, l285, l286, l287, l288, l289) =AVERAGE(m281, m282, m283, m284, m285, m286, m287, m288, m289) =AVERAGE(n281, n282, n283, n284, n285, n286, n287, n288, n289) =AVERAGE(o281, o282, o283, o284, o285, o286, o287, o288, o289) =AVERAGE(p281, p282, p283, p284, p285, p286, p287, p288, p289) =AVERAGE(q281, q282, q283, q284, q285, q286, q287, q288, q289) =AVERAGE(r281, r282, r283, r284, r285, r286, r287, r288, r289) =AVERAGE(s281, s282, s283, s284, s285, s286, s287, s288, s289) =AVERAGE(t281, t282, t283, t284, t285, t286, t287, t288, t289) =STDEV.P(a281, a282, a283, a284, a285, a286, a287, a288, a289) =STDEV.P(b281, b282, b283, b284, b285, b286, b287, b288, b289) =STDEV.P(c281, c282, c283, c284, c285, c286, c287, c288, c289) =STDEV.P(d281, d282, d283, d284, d285, d286, d287, d288, d289) =STDEV.P(e281, e282, e283, e284, e285, e286, e287, e288, e289) =STDEV.P(f281, f282, f283, f284, f285, f286, f287, f288, f289) =STDEV.P(g281, g282, g283, g284, g285, g286, g287, g288, g289) =STDEV.P(h281, h282, h283, h284, h285, h286, h287, h288, h289) =STDEV.P(i281, i282, i283, i284, i285, i286, i287, i288, i289) =STDEV.P(j281, j282, j283, j284, j285, j286, j287, j288, j289) =STDEV.P(k281, k282, k283, k284, k285, k286, k287, k288, k289) =STDEV.P(l281, l282, l283, l284, l285, l286, l287, l288, l289) =STDEV.P(m281, m282, m283, m284, m285, m286, m287, m288, m289) =STDEV.P(n281, n282, n283, n284, n285, n286, n287, n288, n289) =STDEV.P(o281, o282, o283, o284, o285, o286, o287, o288, o289) =STDEV.P(p281, p282, p283, p284, p285, p286, p287, p288, p289) =STDEV.P(q281, q282, q283, q284, q285, q286, q287, q288, q289) =STDEV.P(r281, r282, r283, r284, r285, r286, r287, r288, r289) =STDEV.P(s281, s282, s283, s284, s285, s286, s287, s288, s289) =STDEV.P(t281, t282, t283, t284, t285, t286, t287, t288, t289) +=AVERAGE(a290, a291, a292, a293, a294, a295, a296, a297, a298) =AVERAGE(b290, b291, b292, b293, b294, b295, b296, b297, b298) =AVERAGE(c290, c291, c292, c293, c294, c295, c296, c297, c298) =AVERAGE(d290, d291, d292, d293, d294, d295, d296, d297, d298) =AVERAGE(e290, e291, e292, e293, e294, e295, e296, e297, e298) =AVERAGE(f290, f291, f292, f293, f294, f295, f296, f297, f298) =AVERAGE(g290, g291, g292, g293, g294, g295, g296, g297, g298) =AVERAGE(h290, h291, h292, h293, h294, h295, h296, h297, h298) =AVERAGE(i290, i291, i292, i293, i294, i295, i296, i297, i298) =AVERAGE(j290, j291, j292, j293, j294, j295, j296, j297, j298) =AVERAGE(k290, k291, k292, k293, k294, k295, k296, k297, k298) =AVERAGE(l290, l291, l292, l293, l294, l295, l296, l297, l298) =AVERAGE(m290, m291, m292, m293, m294, m295, m296, m297, m298) =AVERAGE(n290, n291, n292, n293, n294, n295, n296, n297, n298) =AVERAGE(o290, o291, o292, o293, o294, o295, o296, o297, o298) =AVERAGE(p290, p291, p292, p293, p294, p295, p296, p297, p298) =AVERAGE(q290, q291, q292, q293, q294, q295, q296, q297, q298) =AVERAGE(r290, r291, r292, r293, r294, r295, r296, r297, r298) =AVERAGE(s290, s291, s292, s293, s294, s295, s296, s297, s298) =AVERAGE(t290, t291, t292, t293, t294, t295, t296, t297, t298) =STDEV.P(a290, a291, a292, a293, a294, a295, a296, a297, a298) =STDEV.P(b290, b291, b292, b293, b294, b295, b296, b297, b298) =STDEV.P(c290, c291, c292, c293, c294, c295, c296, c297, c298) =STDEV.P(d290, d291, d292, d293, d294, d295, d296, d297, d298) =STDEV.P(e290, e291, e292, e293, e294, e295, e296, e297, e298) =STDEV.P(f290, f291, f292, f293, f294, f295, f296, f297, f298) =STDEV.P(g290, g291, g292, g293, g294, g295, g296, g297, g298) =STDEV.P(h290, h291, h292, h293, h294, h295, h296, h297, h298) =STDEV.P(i290, i291, i292, i293, i294, i295, i296, i297, i298) =STDEV.P(j290, j291, j292, j293, j294, j295, j296, j297, j298) =STDEV.P(k290, k291, k292, k293, k294, k295, k296, k297, k298) =STDEV.P(l290, l291, l292, l293, l294, l295, l296, l297, l298) =STDEV.P(m290, m291, m292, m293, m294, m295, m296, m297, m298) =STDEV.P(n290, n291, n292, n293, n294, n295, n296, n297, n298) =STDEV.P(o290, o291, o292, o293, o294, o295, o296, o297, o298) =STDEV.P(p290, p291, p292, p293, p294, p295, p296, p297, p298) =STDEV.P(q290, q291, q292, q293, q294, q295, q296, q297, q298) =STDEV.P(r290, r291, r292, r293, r294, r295, r296, r297, r298) =STDEV.P(s290, s291, s292, s293, s294, s295, s296, s297, s298) =STDEV.P(t290, t291, t292, t293, t294, t295, t296, t297, t298) +=AVERAGE(a299, a300, a301, a302, a303, a304, a305, a306, a307) =AVERAGE(b299, b300, b301, b302, b303, b304, b305, b306, b307) =AVERAGE(c299, c300, c301, c302, c303, c304, c305, c306, c307) =AVERAGE(d299, d300, d301, d302, d303, d304, d305, d306, d307) =AVERAGE(e299, e300, e301, e302, e303, e304, e305, e306, e307) =AVERAGE(f299, f300, f301, f302, f303, f304, f305, f306, f307) =AVERAGE(g299, g300, g301, g302, g303, g304, g305, g306, g307) =AVERAGE(h299, h300, h301, h302, h303, h304, h305, h306, h307) =AVERAGE(i299, i300, i301, i302, i303, i304, i305, i306, i307) =AVERAGE(j299, j300, j301, j302, j303, j304, j305, j306, j307) =AVERAGE(k299, k300, k301, k302, k303, k304, k305, k306, k307) =AVERAGE(l299, l300, l301, l302, l303, l304, l305, l306, l307) =AVERAGE(m299, m300, m301, m302, m303, m304, m305, m306, m307) =AVERAGE(n299, n300, n301, n302, n303, n304, n305, n306, n307) =AVERAGE(o299, o300, o301, o302, o303, o304, o305, o306, o307) =AVERAGE(p299, p300, p301, p302, p303, p304, p305, p306, p307) =AVERAGE(q299, q300, q301, q302, q303, q304, q305, q306, q307) =AVERAGE(r299, r300, r301, r302, r303, r304, r305, r306, r307) =AVERAGE(s299, s300, s301, s302, s303, s304, s305, s306, s307) =AVERAGE(t299, t300, t301, t302, t303, t304, t305, t306, t307) =STDEV.P(a299, a300, a301, a302, a303, a304, a305, a306, a307) =STDEV.P(b299, b300, b301, b302, b303, b304, b305, b306, b307) =STDEV.P(c299, c300, c301, c302, c303, c304, c305, c306, c307) =STDEV.P(d299, d300, d301, d302, d303, d304, d305, d306, d307) =STDEV.P(e299, e300, e301, e302, e303, e304, e305, e306, e307) =STDEV.P(f299, f300, f301, f302, f303, f304, f305, f306, f307) =STDEV.P(g299, g300, g301, g302, g303, g304, g305, g306, g307) =STDEV.P(h299, h300, h301, h302, h303, h304, h305, h306, h307) =STDEV.P(i299, i300, i301, i302, i303, i304, i305, i306, i307) =STDEV.P(j299, j300, j301, j302, j303, j304, j305, j306, j307) =STDEV.P(k299, k300, k301, k302, k303, k304, k305, k306, k307) =STDEV.P(l299, l300, l301, l302, l303, l304, l305, l306, l307) =STDEV.P(m299, m300, m301, m302, m303, m304, m305, m306, m307) =STDEV.P(n299, n300, n301, n302, n303, n304, n305, n306, n307) =STDEV.P(o299, o300, o301, o302, o303, o304, o305, o306, o307) =STDEV.P(p299, p300, p301, p302, p303, p304, p305, p306, p307) =STDEV.P(q299, q300, q301, q302, q303, q304, q305, q306, q307) =STDEV.P(r299, r300, r301, r302, r303, r304, r305, r306, r307) =STDEV.P(s299, s300, s301, s302, s303, s304, s305, s306, s307) =STDEV.P(t299, t300, t301, t302, t303, t304, t305, t306, t307) +=AVERAGE(a308, a309, a310, a311, a312, a313, a314, a315, a316) =AVERAGE(b308, b309, b310, b311, b312, b313, b314, b315, b316) =AVERAGE(c308, c309, c310, c311, c312, c313, c314, c315, c316) =AVERAGE(d308, d309, d310, d311, d312, d313, d314, d315, d316) =AVERAGE(e308, e309, e310, e311, e312, e313, e314, e315, e316) =AVERAGE(f308, f309, f310, f311, f312, f313, f314, f315, f316) =AVERAGE(g308, g309, g310, g311, g312, g313, g314, g315, g316) =AVERAGE(h308, h309, h310, h311, h312, h313, h314, h315, h316) =AVERAGE(i308, i309, i310, i311, i312, i313, i314, i315, i316) =AVERAGE(j308, j309, j310, j311, j312, j313, j314, j315, j316) =AVERAGE(k308, k309, k310, k311, k312, k313, k314, k315, k316) =AVERAGE(l308, l309, l310, l311, l312, l313, l314, l315, l316) =AVERAGE(m308, m309, m310, m311, m312, m313, m314, m315, m316) =AVERAGE(n308, n309, n310, n311, n312, n313, n314, n315, n316) =AVERAGE(o308, o309, o310, o311, o312, o313, o314, o315, o316) =AVERAGE(p308, p309, p310, p311, p312, p313, p314, p315, p316) =AVERAGE(q308, q309, q310, q311, q312, q313, q314, q315, q316) =AVERAGE(r308, r309, r310, r311, r312, r313, r314, r315, r316) =AVERAGE(s308, s309, s310, s311, s312, s313, s314, s315, s316) =AVERAGE(t308, t309, t310, t311, t312, t313, t314, t315, t316) =STDEV.P(a308, a309, a310, a311, a312, a313, a314, a315, a316) =STDEV.P(b308, b309, b310, b311, b312, b313, b314, b315, b316) =STDEV.P(c308, c309, c310, c311, c312, c313, c314, c315, c316) =STDEV.P(d308, d309, d310, d311, d312, d313, d314, d315, d316) =STDEV.P(e308, e309, e310, e311, e312, e313, e314, e315, e316) =STDEV.P(f308, f309, f310, f311, f312, f313, f314, f315, f316) =STDEV.P(g308, g309, g310, g311, g312, g313, g314, g315, g316) =STDEV.P(h308, h309, h310, h311, h312, h313, h314, h315, h316) =STDEV.P(i308, i309, i310, i311, i312, i313, i314, i315, i316) =STDEV.P(j308, j309, j310, j311, j312, j313, j314, j315, j316) =STDEV.P(k308, k309, k310, k311, k312, k313, k314, k315, k316) =STDEV.P(l308, l309, l310, l311, l312, l313, l314, l315, l316) =STDEV.P(m308, m309, m310, m311, m312, m313, m314, m315, m316) =STDEV.P(n308, n309, n310, n311, n312, n313, n314, n315, n316) =STDEV.P(o308, o309, o310, o311, o312, o313, o314, o315, o316) =STDEV.P(p308, p309, p310, p311, p312, p313, p314, p315, p316) =STDEV.P(q308, q309, q310, q311, q312, q313, q314, q315, q316) =STDEV.P(r308, r309, r310, r311, r312, r313, r314, r315, r316) =STDEV.P(s308, s309, s310, s311, s312, s313, s314, s315, s316) =STDEV.P(t308, t309, t310, t311, t312, t313, t314, t315, t316) +=AVERAGE(a317, a318, a319, a320, a321, a322, a323, a324, a325) =AVERAGE(b317, b318, b319, b320, b321, b322, b323, b324, b325) =AVERAGE(c317, c318, c319, c320, c321, c322, c323, c324, c325) =AVERAGE(d317, d318, d319, d320, d321, d322, d323, d324, d325) =AVERAGE(e317, e318, e319, e320, e321, e322, e323, e324, e325) =AVERAGE(f317, f318, f319, f320, f321, f322, f323, f324, f325) =AVERAGE(g317, g318, g319, g320, g321, g322, g323, g324, g325) =AVERAGE(h317, h318, h319, h320, h321, h322, h323, h324, h325) =AVERAGE(i317, i318, i319, i320, i321, i322, i323, i324, i325) =AVERAGE(j317, j318, j319, j320, j321, j322, j323, j324, j325) =AVERAGE(k317, k318, k319, k320, k321, k322, k323, k324, k325) =AVERAGE(l317, l318, l319, l320, l321, l322, l323, l324, l325) =AVERAGE(m317, m318, m319, m320, m321, m322, m323, m324, m325) =AVERAGE(n317, n318, n319, n320, n321, n322, n323, n324, n325) =AVERAGE(o317, o318, o319, o320, o321, o322, o323, o324, o325) =AVERAGE(p317, p318, p319, p320, p321, p322, p323, p324, p325) =AVERAGE(q317, q318, q319, q320, q321, q322, q323, q324, q325) =AVERAGE(r317, r318, r319, r320, r321, r322, r323, r324, r325) =AVERAGE(s317, s318, s319, s320, s321, s322, s323, s324, s325) =AVERAGE(t317, t318, t319, t320, t321, t322, t323, t324, t325) =STDEV.P(a317, a318, a319, a320, a321, a322, a323, a324, a325) =STDEV.P(b317, b318, b319, b320, b321, b322, b323, b324, b325) =STDEV.P(c317, c318, c319, c320, c321, c322, c323, c324, c325) =STDEV.P(d317, d318, d319, d320, d321, d322, d323, d324, d325) =STDEV.P(e317, e318, e319, e320, e321, e322, e323, e324, e325) =STDEV.P(f317, f318, f319, f320, f321, f322, f323, f324, f325) =STDEV.P(g317, g318, g319, g320, g321, g322, g323, g324, g325) =STDEV.P(h317, h318, h319, h320, h321, h322, h323, h324, h325) =STDEV.P(i317, i318, i319, i320, i321, i322, i323, i324, i325) =STDEV.P(j317, j318, j319, j320, j321, j322, j323, j324, j325) =STDEV.P(k317, k318, k319, k320, k321, k322, k323, k324, k325) =STDEV.P(l317, l318, l319, l320, l321, l322, l323, l324, l325) =STDEV.P(m317, m318, m319, m320, m321, m322, m323, m324, m325) =STDEV.P(n317, n318, n319, n320, n321, n322, n323, n324, n325) =STDEV.P(o317, o318, o319, o320, o321, o322, o323, o324, o325) =STDEV.P(p317, p318, p319, p320, p321, p322, p323, p324, p325) =STDEV.P(q317, q318, q319, q320, q321, q322, q323, q324, q325) =STDEV.P(r317, r318, r319, r320, r321, r322, r323, r324, r325) =STDEV.P(s317, s318, s319, s320, s321, s322, s323, s324, s325) =STDEV.P(t317, t318, t319, t320, t321, t322, t323, t324, t325) +=AVERAGE(a326, a327, a328, a329, a330, a331, a332, a333) =AVERAGE(b326, b327, b328, b329, b330, b331, b332, b333) =AVERAGE(c326, c327, c328, c329, c330, c331, c332, c333) =AVERAGE(d326, d327, d328, d329, d330, d331, d332, d333) =AVERAGE(e326, e327, e328, e329, e330, e331, e332, e333) =AVERAGE(f326, f327, f328, f329, f330, f331, f332, f333) =AVERAGE(g326, g327, g328, g329, g330, g331, g332, g333) =AVERAGE(h326, h327, h328, h329, h330, h331, h332, h333) =AVERAGE(i326, i327, i328, i329, i330, i331, i332, i333) =AVERAGE(j326, j327, j328, j329, j330, j331, j332, j333) =AVERAGE(k326, k327, k328, k329, k330, k331, k332, k333) =AVERAGE(l326, l327, l328, l329, l330, l331, l332, l333) =AVERAGE(m326, m327, m328, m329, m330, m331, m332, m333) =AVERAGE(n326, n327, n328, n329, n330, n331, n332, n333) =AVERAGE(o326, o327, o328, o329, o330, o331, o332, o333) =AVERAGE(p326, p327, p328, p329, p330, p331, p332, p333) =AVERAGE(q326, q327, q328, q329, q330, q331, q332, q333) =AVERAGE(r326, r327, r328, r329, r330, r331, r332, r333) =AVERAGE(s326, s327, s328, s329, s330, s331, s332, s333) =AVERAGE(t326, t327, t328, t329, t330, t331, t332, t333) =STDEV.P(a326, a327, a328, a329, a330, a331, a332, a333) =STDEV.P(b326, b327, b328, b329, b330, b331, b332, b333) =STDEV.P(c326, c327, c328, c329, c330, c331, c332, c333) =STDEV.P(d326, d327, d328, d329, d330, d331, d332, d333) =STDEV.P(e326, e327, e328, e329, e330, e331, e332, e333) =STDEV.P(f326, f327, f328, f329, f330, f331, f332, f333) =STDEV.P(g326, g327, g328, g329, g330, g331, g332, g333) =STDEV.P(h326, h327, h328, h329, h330, h331, h332, h333) =STDEV.P(i326, i327, i328, i329, i330, i331, i332, i333) =STDEV.P(j326, j327, j328, j329, j330, j331, j332, j333) =STDEV.P(k326, k327, k328, k329, k330, k331, k332, k333) =STDEV.P(l326, l327, l328, l329, l330, l331, l332, l333) =STDEV.P(m326, m327, m328, m329, m330, m331, m332, m333) =STDEV.P(n326, n327, n328, n329, n330, n331, n332, n333) =STDEV.P(o326, o327, o328, o329, o330, o331, o332, o333) =STDEV.P(p326, p327, p328, p329, p330, p331, p332, p333) =STDEV.P(q326, q327, q328, q329, q330, q331, q332, q333) =STDEV.P(r326, r327, r328, r329, r330, r331, r332, r333) =STDEV.P(s326, s327, s328, s329, s330, s331, s332, s333) =STDEV.P(t326, t327, t328, t329, t330, t331, t332, t333) +=AVERAGE(a334, a335, a336, a337, a338, a339, a340, a341) =AVERAGE(b334, b335, b336, b337, b338, b339, b340, b341) =AVERAGE(c334, c335, c336, c337, c338, c339, c340, c341) =AVERAGE(d334, d335, d336, d337, d338, d339, d340, d341) =AVERAGE(e334, e335, e336, e337, e338, e339, e340, e341) =AVERAGE(f334, f335, f336, f337, f338, f339, f340, f341) =AVERAGE(g334, g335, g336, g337, g338, g339, g340, g341) =AVERAGE(h334, h335, h336, h337, h338, h339, h340, h341) =AVERAGE(i334, i335, i336, i337, i338, i339, i340, i341) =AVERAGE(j334, j335, j336, j337, j338, j339, j340, j341) =AVERAGE(k334, k335, k336, k337, k338, k339, k340, k341) =AVERAGE(l334, l335, l336, l337, l338, l339, l340, l341) =AVERAGE(m334, m335, m336, m337, m338, m339, m340, m341) =AVERAGE(n334, n335, n336, n337, n338, n339, n340, n341) =AVERAGE(o334, o335, o336, o337, o338, o339, o340, o341) =AVERAGE(p334, p335, p336, p337, p338, p339, p340, p341) =AVERAGE(q334, q335, q336, q337, q338, q339, q340, q341) =AVERAGE(r334, r335, r336, r337, r338, r339, r340, r341) =AVERAGE(s334, s335, s336, s337, s338, s339, s340, s341) =AVERAGE(t334, t335, t336, t337, t338, t339, t340, t341) =STDEV.P(a334, a335, a336, a337, a338, a339, a340, a341) =STDEV.P(b334, b335, b336, b337, b338, b339, b340, b341) =STDEV.P(c334, c335, c336, c337, c338, c339, c340, c341) =STDEV.P(d334, d335, d336, d337, d338, d339, d340, d341) =STDEV.P(e334, e335, e336, e337, e338, e339, e340, e341) =STDEV.P(f334, f335, f336, f337, f338, f339, f340, f341) =STDEV.P(g334, g335, g336, g337, g338, g339, g340, g341) =STDEV.P(h334, h335, h336, h337, h338, h339, h340, h341) =STDEV.P(i334, i335, i336, i337, i338, i339, i340, i341) =STDEV.P(j334, j335, j336, j337, j338, j339, j340, j341) =STDEV.P(k334, k335, k336, k337, k338, k339, k340, k341) =STDEV.P(l334, l335, l336, l337, l338, l339, l340, l341) =STDEV.P(m334, m335, m336, m337, m338, m339, m340, m341) =STDEV.P(n334, n335, n336, n337, n338, n339, n340, n341) =STDEV.P(o334, o335, o336, o337, o338, o339, o340, o341) =STDEV.P(p334, p335, p336, p337, p338, p339, p340, p341) =STDEV.P(q334, q335, q336, q337, q338, q339, q340, q341) =STDEV.P(r334, r335, r336, r337, r338, r339, r340, r341) =STDEV.P(s334, s335, s336, s337, s338, s339, s340, s341) =STDEV.P(t334, t335, t336, t337, t338, t339, t340, t341) +=AVERAGE(a342, a343, a344, a345, a346, a347, a348, a349) =AVERAGE(b342, b343, b344, b345, b346, b347, b348, b349) =AVERAGE(c342, c343, c344, c345, c346, c347, c348, c349) =AVERAGE(d342, d343, d344, d345, d346, d347, d348, d349) =AVERAGE(e342, e343, e344, e345, e346, e347, e348, e349) =AVERAGE(f342, f343, f344, f345, f346, f347, f348, f349) =AVERAGE(g342, g343, g344, g345, g346, g347, g348, g349) =AVERAGE(h342, h343, h344, h345, h346, h347, h348, h349) =AVERAGE(i342, i343, i344, i345, i346, i347, i348, i349) =AVERAGE(j342, j343, j344, j345, j346, j347, j348, j349) =AVERAGE(k342, k343, k344, k345, k346, k347, k348, k349) =AVERAGE(l342, l343, l344, l345, l346, l347, l348, l349) =AVERAGE(m342, m343, m344, m345, m346, m347, m348, m349) =AVERAGE(n342, n343, n344, n345, n346, n347, n348, n349) =AVERAGE(o342, o343, o344, o345, o346, o347, o348, o349) =AVERAGE(p342, p343, p344, p345, p346, p347, p348, p349) =AVERAGE(q342, q343, q344, q345, q346, q347, q348, q349) =AVERAGE(r342, r343, r344, r345, r346, r347, r348, r349) =AVERAGE(s342, s343, s344, s345, s346, s347, s348, s349) =AVERAGE(t342, t343, t344, t345, t346, t347, t348, t349) =STDEV.P(a342, a343, a344, a345, a346, a347, a348, a349) =STDEV.P(b342, b343, b344, b345, b346, b347, b348, b349) =STDEV.P(c342, c343, c344, c345, c346, c347, c348, c349) =STDEV.P(d342, d343, d344, d345, d346, d347, d348, d349) =STDEV.P(e342, e343, e344, e345, e346, e347, e348, e349) =STDEV.P(f342, f343, f344, f345, f346, f347, f348, f349) =STDEV.P(g342, g343, g344, g345, g346, g347, g348, g349) =STDEV.P(h342, h343, h344, h345, h346, h347, h348, h349) =STDEV.P(i342, i343, i344, i345, i346, i347, i348, i349) =STDEV.P(j342, j343, j344, j345, j346, j347, j348, j349) =STDEV.P(k342, k343, k344, k345, k346, k347, k348, k349) =STDEV.P(l342, l343, l344, l345, l346, l347, l348, l349) =STDEV.P(m342, m343, m344, m345, m346, m347, m348, m349) =STDEV.P(n342, n343, n344, n345, n346, n347, n348, n349) =STDEV.P(o342, o343, o344, o345, o346, o347, o348, o349) =STDEV.P(p342, p343, p344, p345, p346, p347, p348, p349) =STDEV.P(q342, q343, q344, q345, q346, q347, q348, q349) =STDEV.P(r342, r343, r344, r345, r346, r347, r348, r349) =STDEV.P(s342, s343, s344, s345, s346, s347, s348, s349) =STDEV.P(t342, t343, t344, t345, t346, t347, t348, t349) +=AVERAGE(a350, a351, a352, a353, a354, a355, a356, a357) =AVERAGE(b350, b351, b352, b353, b354, b355, b356, b357) =AVERAGE(c350, c351, c352, c353, c354, c355, c356, c357) =AVERAGE(d350, d351, d352, d353, d354, d355, d356, d357) =AVERAGE(e350, e351, e352, e353, e354, e355, e356, e357) =AVERAGE(f350, f351, f352, f353, f354, f355, f356, f357) =AVERAGE(g350, g351, g352, g353, g354, g355, g356, g357) =AVERAGE(h350, h351, h352, h353, h354, h355, h356, h357) =AVERAGE(i350, i351, i352, i353, i354, i355, i356, i357) =AVERAGE(j350, j351, j352, j353, j354, j355, j356, j357) =AVERAGE(k350, k351, k352, k353, k354, k355, k356, k357) =AVERAGE(l350, l351, l352, l353, l354, l355, l356, l357) =AVERAGE(m350, m351, m352, m353, m354, m355, m356, m357) =AVERAGE(n350, n351, n352, n353, n354, n355, n356, n357) =AVERAGE(o350, o351, o352, o353, o354, o355, o356, o357) =AVERAGE(p350, p351, p352, p353, p354, p355, p356, p357) =AVERAGE(q350, q351, q352, q353, q354, q355, q356, q357) =AVERAGE(r350, r351, r352, r353, r354, r355, r356, r357) =AVERAGE(s350, s351, s352, s353, s354, s355, s356, s357) =AVERAGE(t350, t351, t352, t353, t354, t355, t356, t357) =STDEV.P(a350, a351, a352, a353, a354, a355, a356, a357) =STDEV.P(b350, b351, b352, b353, b354, b355, b356, b357) =STDEV.P(c350, c351, c352, c353, c354, c355, c356, c357) =STDEV.P(d350, d351, d352, d353, d354, d355, d356, d357) =STDEV.P(e350, e351, e352, e353, e354, e355, e356, e357) =STDEV.P(f350, f351, f352, f353, f354, f355, f356, f357) =STDEV.P(g350, g351, g352, g353, g354, g355, g356, g357) =STDEV.P(h350, h351, h352, h353, h354, h355, h356, h357) =STDEV.P(i350, i351, i352, i353, i354, i355, i356, i357) =STDEV.P(j350, j351, j352, j353, j354, j355, j356, j357) =STDEV.P(k350, k351, k352, k353, k354, k355, k356, k357) =STDEV.P(l350, l351, l352, l353, l354, l355, l356, l357) =STDEV.P(m350, m351, m352, m353, m354, m355, m356, m357) =STDEV.P(n350, n351, n352, n353, n354, n355, n356, n357) =STDEV.P(o350, o351, o352, o353, o354, o355, o356, o357) =STDEV.P(p350, p351, p352, p353, p354, p355, p356, p357) =STDEV.P(q350, q351, q352, q353, q354, q355, q356, q357) =STDEV.P(r350, r351, r352, r353, r354, r355, r356, r357) =STDEV.P(s350, s351, s352, s353, s354, s355, s356, s357) =STDEV.P(t350, t351, t352, t353, t354, t355, t356, t357) +=AVERAGE(a358, a359, a360, a361, a362, a363, a364) =AVERAGE(b358, b359, b360, b361, b362, b363, b364) =AVERAGE(c358, c359, c360, c361, c362, c363, c364) =AVERAGE(d358, d359, d360, d361, d362, d363, d364) =AVERAGE(e358, e359, e360, e361, e362, e363, e364) =AVERAGE(f358, f359, f360, f361, f362, f363, f364) =AVERAGE(g358, g359, g360, g361, g362, g363, g364) =AVERAGE(h358, h359, h360, h361, h362, h363, h364) =AVERAGE(i358, i359, i360, i361, i362, i363, i364) =AVERAGE(j358, j359, j360, j361, j362, j363, j364) =AVERAGE(k358, k359, k360, k361, k362, k363, k364) =AVERAGE(l358, l359, l360, l361, l362, l363, l364) =AVERAGE(m358, m359, m360, m361, m362, m363, m364) =AVERAGE(n358, n359, n360, n361, n362, n363, n364) =AVERAGE(o358, o359, o360, o361, o362, o363, o364) =AVERAGE(p358, p359, p360, p361, p362, p363, p364) =AVERAGE(q358, q359, q360, q361, q362, q363, q364) =AVERAGE(r358, r359, r360, r361, r362, r363, r364) =AVERAGE(s358, s359, s360, s361, s362, s363, s364) =AVERAGE(t358, t359, t360, t361, t362, t363, t364) =STDEV.P(a358, a359, a360, a361, a362, a363, a364) =STDEV.P(b358, b359, b360, b361, b362, b363, b364) =STDEV.P(c358, c359, c360, c361, c362, c363, c364) =STDEV.P(d358, d359, d360, d361, d362, d363, d364) =STDEV.P(e358, e359, e360, e361, e362, e363, e364) =STDEV.P(f358, f359, f360, f361, f362, f363, f364) =STDEV.P(g358, g359, g360, g361, g362, g363, g364) =STDEV.P(h358, h359, h360, h361, h362, h363, h364) =STDEV.P(i358, i359, i360, i361, i362, i363, i364) =STDEV.P(j358, j359, j360, j361, j362, j363, j364) =STDEV.P(k358, k359, k360, k361, k362, k363, k364) =STDEV.P(l358, l359, l360, l361, l362, l363, l364) =STDEV.P(m358, m359, m360, m361, m362, m363, m364) =STDEV.P(n358, n359, n360, n361, n362, n363, n364) =STDEV.P(o358, o359, o360, o361, o362, o363, o364) =STDEV.P(p358, p359, p360, p361, p362, p363, p364) =STDEV.P(q358, q359, q360, q361, q362, q363, q364) =STDEV.P(r358, r359, r360, r361, r362, r363, r364) =STDEV.P(s358, s359, s360, s361, s362, s363, s364) =STDEV.P(t358, t359, t360, t361, t362, t363, t364) +=AVERAGE(a365, a366, a367, a368, a369, a370, a371) =AVERAGE(b365, b366, b367, b368, b369, b370, b371) =AVERAGE(c365, c366, c367, c368, c369, c370, c371) =AVERAGE(d365, d366, d367, d368, d369, d370, d371) =AVERAGE(e365, e366, e367, e368, e369, e370, e371) =AVERAGE(f365, f366, f367, f368, f369, f370, f371) =AVERAGE(g365, g366, g367, g368, g369, g370, g371) =AVERAGE(h365, h366, h367, h368, h369, h370, h371) =AVERAGE(i365, i366, i367, i368, i369, i370, i371) =AVERAGE(j365, j366, j367, j368, j369, j370, j371) =AVERAGE(k365, k366, k367, k368, k369, k370, k371) =AVERAGE(l365, l366, l367, l368, l369, l370, l371) =AVERAGE(m365, m366, m367, m368, m369, m370, m371) =AVERAGE(n365, n366, n367, n368, n369, n370, n371) =AVERAGE(o365, o366, o367, o368, o369, o370, o371) =AVERAGE(p365, p366, p367, p368, p369, p370, p371) =AVERAGE(q365, q366, q367, q368, q369, q370, q371) =AVERAGE(r365, r366, r367, r368, r369, r370, r371) =AVERAGE(s365, s366, s367, s368, s369, s370, s371) =AVERAGE(t365, t366, t367, t368, t369, t370, t371) =STDEV.P(a365, a366, a367, a368, a369, a370, a371) =STDEV.P(b365, b366, b367, b368, b369, b370, b371) =STDEV.P(c365, c366, c367, c368, c369, c370, c371) =STDEV.P(d365, d366, d367, d368, d369, d370, d371) =STDEV.P(e365, e366, e367, e368, e369, e370, e371) =STDEV.P(f365, f366, f367, f368, f369, f370, f371) =STDEV.P(g365, g366, g367, g368, g369, g370, g371) =STDEV.P(h365, h366, h367, h368, h369, h370, h371) =STDEV.P(i365, i366, i367, i368, i369, i370, i371) =STDEV.P(j365, j366, j367, j368, j369, j370, j371) =STDEV.P(k365, k366, k367, k368, k369, k370, k371) =STDEV.P(l365, l366, l367, l368, l369, l370, l371) =STDEV.P(m365, m366, m367, m368, m369, m370, m371) =STDEV.P(n365, n366, n367, n368, n369, n370, n371) =STDEV.P(o365, o366, o367, o368, o369, o370, o371) =STDEV.P(p365, p366, p367, p368, p369, p370, p371) =STDEV.P(q365, q366, q367, q368, q369, q370, q371) =STDEV.P(r365, r366, r367, r368, r369, r370, r371) =STDEV.P(s365, s366, s367, s368, s369, s370, s371) =STDEV.P(t365, t366, t367, t368, t369, t370, t371) +=AVERAGE(a372, a373, a374, a375, a376, a377, a378) =AVERAGE(b372, b373, b374, b375, b376, b377, b378) =AVERAGE(c372, c373, c374, c375, c376, c377, c378) =AVERAGE(d372, d373, d374, d375, d376, d377, d378) =AVERAGE(e372, e373, e374, e375, e376, e377, e378) =AVERAGE(f372, f373, f374, f375, f376, f377, f378) =AVERAGE(g372, g373, g374, g375, g376, g377, g378) =AVERAGE(h372, h373, h374, h375, h376, h377, h378) =AVERAGE(i372, i373, i374, i375, i376, i377, i378) =AVERAGE(j372, j373, j374, j375, j376, j377, j378) =AVERAGE(k372, k373, k374, k375, k376, k377, k378) =AVERAGE(l372, l373, l374, l375, l376, l377, l378) =AVERAGE(m372, m373, m374, m375, m376, m377, m378) =AVERAGE(n372, n373, n374, n375, n376, n377, n378) =AVERAGE(o372, o373, o374, o375, o376, o377, o378) =AVERAGE(p372, p373, p374, p375, p376, p377, p378) =AVERAGE(q372, q373, q374, q375, q376, q377, q378) =AVERAGE(r372, r373, r374, r375, r376, r377, r378) =AVERAGE(s372, s373, s374, s375, s376, s377, s378) =AVERAGE(t372, t373, t374, t375, t376, t377, t378) =STDEV.P(a372, a373, a374, a375, a376, a377, a378) =STDEV.P(b372, b373, b374, b375, b376, b377, b378) =STDEV.P(c372, c373, c374, c375, c376, c377, c378) =STDEV.P(d372, d373, d374, d375, d376, d377, d378) =STDEV.P(e372, e373, e374, e375, e376, e377, e378) =STDEV.P(f372, f373, f374, f375, f376, f377, f378) =STDEV.P(g372, g373, g374, g375, g376, g377, g378) =STDEV.P(h372, h373, h374, h375, h376, h377, h378) =STDEV.P(i372, i373, i374, i375, i376, i377, i378) =STDEV.P(j372, j373, j374, j375, j376, j377, j378) =STDEV.P(k372, k373, k374, k375, k376, k377, k378) =STDEV.P(l372, l373, l374, l375, l376, l377, l378) =STDEV.P(m372, m373, m374, m375, m376, m377, m378) =STDEV.P(n372, n373, n374, n375, n376, n377, n378) =STDEV.P(o372, o373, o374, o375, o376, o377, o378) =STDEV.P(p372, p373, p374, p375, p376, p377, p378) =STDEV.P(q372, q373, q374, q375, q376, q377, q378) =STDEV.P(r372, r373, r374, r375, r376, r377, r378) =STDEV.P(s372, s373, s374, s375, s376, s377, s378) =STDEV.P(t372, t373, t374, t375, t376, t377, t378) +=AVERAGE(a379, a380, a381, a382, a383, a384, a385) =AVERAGE(b379, b380, b381, b382, b383, b384, b385) =AVERAGE(c379, c380, c381, c382, c383, c384, c385) =AVERAGE(d379, d380, d381, d382, d383, d384, d385) =AVERAGE(e379, e380, e381, e382, e383, e384, e385) =AVERAGE(f379, f380, f381, f382, f383, f384, f385) =AVERAGE(g379, g380, g381, g382, g383, g384, g385) =AVERAGE(h379, h380, h381, h382, h383, h384, h385) =AVERAGE(i379, i380, i381, i382, i383, i384, i385) =AVERAGE(j379, j380, j381, j382, j383, j384, j385) =AVERAGE(k379, k380, k381, k382, k383, k384, k385) =AVERAGE(l379, l380, l381, l382, l383, l384, l385) =AVERAGE(m379, m380, m381, m382, m383, m384, m385) =AVERAGE(n379, n380, n381, n382, n383, n384, n385) =AVERAGE(o379, o380, o381, o382, o383, o384, o385) =AVERAGE(p379, p380, p381, p382, p383, p384, p385) =AVERAGE(q379, q380, q381, q382, q383, q384, q385) =AVERAGE(r379, r380, r381, r382, r383, r384, r385) =AVERAGE(s379, s380, s381, s382, s383, s384, s385) =AVERAGE(t379, t380, t381, t382, t383, t384, t385) =STDEV.P(a379, a380, a381, a382, a383, a384, a385) =STDEV.P(b379, b380, b381, b382, b383, b384, b385) =STDEV.P(c379, c380, c381, c382, c383, c384, c385) =STDEV.P(d379, d380, d381, d382, d383, d384, d385) =STDEV.P(e379, e380, e381, e382, e383, e384, e385) =STDEV.P(f379, f380, f381, f382, f383, f384, f385) =STDEV.P(g379, g380, g381, g382, g383, g384, g385) =STDEV.P(h379, h380, h381, h382, h383, h384, h385) =STDEV.P(i379, i380, i381, i382, i383, i384, i385) =STDEV.P(j379, j380, j381, j382, j383, j384, j385) =STDEV.P(k379, k380, k381, k382, k383, k384, k385) =STDEV.P(l379, l380, l381, l382, l383, l384, l385) =STDEV.P(m379, m380, m381, m382, m383, m384, m385) =STDEV.P(n379, n380, n381, n382, n383, n384, n385) =STDEV.P(o379, o380, o381, o382, o383, o384, o385) =STDEV.P(p379, p380, p381, p382, p383, p384, p385) =STDEV.P(q379, q380, q381, q382, q383, q384, q385) =STDEV.P(r379, r380, r381, r382, r383, r384, r385) =STDEV.P(s379, s380, s381, s382, s383, s384, s385) =STDEV.P(t379, t380, t381, t382, t383, t384, t385) +=AVERAGE(a386, a387, a388, a389, a390, a391, a392) =AVERAGE(b386, b387, b388, b389, b390, b391, b392) =AVERAGE(c386, c387, c388, c389, c390, c391, c392) =AVERAGE(d386, d387, d388, d389, d390, d391, d392) =AVERAGE(e386, e387, e388, e389, e390, e391, e392) =AVERAGE(f386, f387, f388, f389, f390, f391, f392) =AVERAGE(g386, g387, g388, g389, g390, g391, g392) =AVERAGE(h386, h387, h388, h389, h390, h391, h392) =AVERAGE(i386, i387, i388, i389, i390, i391, i392) =AVERAGE(j386, j387, j388, j389, j390, j391, j392) =AVERAGE(k386, k387, k388, k389, k390, k391, k392) =AVERAGE(l386, l387, l388, l389, l390, l391, l392) =AVERAGE(m386, m387, m388, m389, m390, m391, m392) =AVERAGE(n386, n387, n388, n389, n390, n391, n392) =AVERAGE(o386, o387, o388, o389, o390, o391, o392) =AVERAGE(p386, p387, p388, p389, p390, p391, p392) =AVERAGE(q386, q387, q388, q389, q390, q391, q392) =AVERAGE(r386, r387, r388, r389, r390, r391, r392) =AVERAGE(s386, s387, s388, s389, s390, s391, s392) =AVERAGE(t386, t387, t388, t389, t390, t391, t392) =STDEV.P(a386, a387, a388, a389, a390, a391, a392) =STDEV.P(b386, b387, b388, b389, b390, b391, b392) =STDEV.P(c386, c387, c388, c389, c390, c391, c392) =STDEV.P(d386, d387, d388, d389, d390, d391, d392) =STDEV.P(e386, e387, e388, e389, e390, e391, e392) =STDEV.P(f386, f387, f388, f389, f390, f391, f392) =STDEV.P(g386, g387, g388, g389, g390, g391, g392) =STDEV.P(h386, h387, h388, h389, h390, h391, h392) =STDEV.P(i386, i387, i388, i389, i390, i391, i392) =STDEV.P(j386, j387, j388, j389, j390, j391, j392) =STDEV.P(k386, k387, k388, k389, k390, k391, k392) =STDEV.P(l386, l387, l388, l389, l390, l391, l392) =STDEV.P(m386, m387, m388, m389, m390, m391, m392) =STDEV.P(n386, n387, n388, n389, n390, n391, n392) =STDEV.P(o386, o387, o388, o389, o390, o391, o392) =STDEV.P(p386, p387, p388, p389, p390, p391, p392) =STDEV.P(q386, q387, q388, q389, q390, q391, q392) =STDEV.P(r386, r387, r388, r389, r390, r391, r392) =STDEV.P(s386, s387, s388, s389, s390, s391, s392) =STDEV.P(t386, t387, t388, t389, t390, t391, t392) +=AVERAGE(a393, a394, a395, a396, a397, a398, a399) =AVERAGE(b393, b394, b395, b396, b397, b398, b399) =AVERAGE(c393, c394, c395, c396, c397, c398, c399) =AVERAGE(d393, d394, d395, d396, d397, d398, d399) =AVERAGE(e393, e394, e395, e396, e397, e398, e399) =AVERAGE(f393, f394, f395, f396, f397, f398, f399) =AVERAGE(g393, g394, g395, g396, g397, g398, g399) =AVERAGE(h393, h394, h395, h396, h397, h398, h399) =AVERAGE(i393, i394, i395, i396, i397, i398, i399) =AVERAGE(j393, j394, j395, j396, j397, j398, j399) =AVERAGE(k393, k394, k395, k396, k397, k398, k399) =AVERAGE(l393, l394, l395, l396, l397, l398, l399) =AVERAGE(m393, m394, m395, m396, m397, m398, m399) =AVERAGE(n393, n394, n395, n396, n397, n398, n399) =AVERAGE(o393, o394, o395, o396, o397, o398, o399) =AVERAGE(p393, p394, p395, p396, p397, p398, p399) =AVERAGE(q393, q394, q395, q396, q397, q398, q399) =AVERAGE(r393, r394, r395, r396, r397, r398, r399) =AVERAGE(s393, s394, s395, s396, s397, s398, s399) =AVERAGE(t393, t394, t395, t396, t397, t398, t399) =STDEV.P(a393, a394, a395, a396, a397, a398, a399) =STDEV.P(b393, b394, b395, b396, b397, b398, b399) =STDEV.P(c393, c394, c395, c396, c397, c398, c399) =STDEV.P(d393, d394, d395, d396, d397, d398, d399) =STDEV.P(e393, e394, e395, e396, e397, e398, e399) =STDEV.P(f393, f394, f395, f396, f397, f398, f399) =STDEV.P(g393, g394, g395, g396, g397, g398, g399) =STDEV.P(h393, h394, h395, h396, h397, h398, h399) =STDEV.P(i393, i394, i395, i396, i397, i398, i399) =STDEV.P(j393, j394, j395, j396, j397, j398, j399) =STDEV.P(k393, k394, k395, k396, k397, k398, k399) =STDEV.P(l393, l394, l395, l396, l397, l398, l399) =STDEV.P(m393, m394, m395, m396, m397, m398, m399) =STDEV.P(n393, n394, n395, n396, n397, n398, n399) =STDEV.P(o393, o394, o395, o396, o397, o398, o399) =STDEV.P(p393, p394, p395, p396, p397, p398, p399) =STDEV.P(q393, q394, q395, q396, q397, q398, q399) =STDEV.P(r393, r394, r395, r396, r397, r398, r399) =STDEV.P(s393, s394, s395, s396, s397, s398, s399) =STDEV.P(t393, t394, t395, t396, t397, t398, t399) +=AVERAGE(a400, a401, a402, a403, a404, a405, a406) =AVERAGE(b400, b401, b402, b403, b404, b405, b406) =AVERAGE(c400, c401, c402, c403, c404, c405, c406) =AVERAGE(d400, d401, d402, d403, d404, d405, d406) =AVERAGE(e400, e401, e402, e403, e404, e405, e406) =AVERAGE(f400, f401, f402, f403, f404, f405, f406) =AVERAGE(g400, g401, g402, g403, g404, g405, g406) =AVERAGE(h400, h401, h402, h403, h404, h405, h406) =AVERAGE(i400, i401, i402, i403, i404, i405, i406) =AVERAGE(j400, j401, j402, j403, j404, j405, j406) =AVERAGE(k400, k401, k402, k403, k404, k405, k406) =AVERAGE(l400, l401, l402, l403, l404, l405, l406) =AVERAGE(m400, m401, m402, m403, m404, m405, m406) =AVERAGE(n400, n401, n402, n403, n404, n405, n406) =AVERAGE(o400, o401, o402, o403, o404, o405, o406) =AVERAGE(p400, p401, p402, p403, p404, p405, p406) =AVERAGE(q400, q401, q402, q403, q404, q405, q406) =AVERAGE(r400, r401, r402, r403, r404, r405, r406) =AVERAGE(s400, s401, s402, s403, s404, s405, s406) =AVERAGE(t400, t401, t402, t403, t404, t405, t406) =STDEV.P(a400, a401, a402, a403, a404, a405, a406) =STDEV.P(b400, b401, b402, b403, b404, b405, b406) =STDEV.P(c400, c401, c402, c403, c404, c405, c406) =STDEV.P(d400, d401, d402, d403, d404, d405, d406) =STDEV.P(e400, e401, e402, e403, e404, e405, e406) =STDEV.P(f400, f401, f402, f403, f404, f405, f406) =STDEV.P(g400, g401, g402, g403, g404, g405, g406) =STDEV.P(h400, h401, h402, h403, h404, h405, h406) =STDEV.P(i400, i401, i402, i403, i404, i405, i406) =STDEV.P(j400, j401, j402, j403, j404, j405, j406) =STDEV.P(k400, k401, k402, k403, k404, k405, k406) =STDEV.P(l400, l401, l402, l403, l404, l405, l406) =STDEV.P(m400, m401, m402, m403, m404, m405, m406) =STDEV.P(n400, n401, n402, n403, n404, n405, n406) =STDEV.P(o400, o401, o402, o403, o404, o405, o406) =STDEV.P(p400, p401, p402, p403, p404, p405, p406) =STDEV.P(q400, q401, q402, q403, q404, q405, q406) =STDEV.P(r400, r401, r402, r403, r404, r405, r406) =STDEV.P(s400, s401, s402, s403, s404, s405, s406) =STDEV.P(t400, t401, t402, t403, t404, t405, t406) +=AVERAGE(a407, a408, a409, a410, a411, a412, a413) =AVERAGE(b407, b408, b409, b410, b411, b412, b413) =AVERAGE(c407, c408, c409, c410, c411, c412, c413) =AVERAGE(d407, d408, d409, d410, d411, d412, d413) =AVERAGE(e407, e408, e409, e410, e411, e412, e413) =AVERAGE(f407, f408, f409, f410, f411, f412, f413) =AVERAGE(g407, g408, g409, g410, g411, g412, g413) =AVERAGE(h407, h408, h409, h410, h411, h412, h413) =AVERAGE(i407, i408, i409, i410, i411, i412, i413) =AVERAGE(j407, j408, j409, j410, j411, j412, j413) =AVERAGE(k407, k408, k409, k410, k411, k412, k413) =AVERAGE(l407, l408, l409, l410, l411, l412, l413) =AVERAGE(m407, m408, m409, m410, m411, m412, m413) =AVERAGE(n407, n408, n409, n410, n411, n412, n413) =AVERAGE(o407, o408, o409, o410, o411, o412, o413) =AVERAGE(p407, p408, p409, p410, p411, p412, p413) =AVERAGE(q407, q408, q409, q410, q411, q412, q413) =AVERAGE(r407, r408, r409, r410, r411, r412, r413) =AVERAGE(s407, s408, s409, s410, s411, s412, s413) =AVERAGE(t407, t408, t409, t410, t411, t412, t413) =STDEV.P(a407, a408, a409, a410, a411, a412, a413) =STDEV.P(b407, b408, b409, b410, b411, b412, b413) =STDEV.P(c407, c408, c409, c410, c411, c412, c413) =STDEV.P(d407, d408, d409, d410, d411, d412, d413) =STDEV.P(e407, e408, e409, e410, e411, e412, e413) =STDEV.P(f407, f408, f409, f410, f411, f412, f413) =STDEV.P(g407, g408, g409, g410, g411, g412, g413) =STDEV.P(h407, h408, h409, h410, h411, h412, h413) =STDEV.P(i407, i408, i409, i410, i411, i412, i413) =STDEV.P(j407, j408, j409, j410, j411, j412, j413) =STDEV.P(k407, k408, k409, k410, k411, k412, k413) =STDEV.P(l407, l408, l409, l410, l411, l412, l413) =STDEV.P(m407, m408, m409, m410, m411, m412, m413) =STDEV.P(n407, n408, n409, n410, n411, n412, n413) =STDEV.P(o407, o408, o409, o410, o411, o412, o413) =STDEV.P(p407, p408, p409, p410, p411, p412, p413) =STDEV.P(q407, q408, q409, q410, q411, q412, q413) =STDEV.P(r407, r408, r409, r410, r411, r412, r413) =STDEV.P(s407, s408, s409, s410, s411, s412, s413) =STDEV.P(t407, t408, t409, t410, t411, t412, t413) +=AVERAGE(a414, a415, a416, a417, a418, a419, a420) =AVERAGE(b414, b415, b416, b417, b418, b419, b420) =AVERAGE(c414, c415, c416, c417, c418, c419, c420) =AVERAGE(d414, d415, d416, d417, d418, d419, d420) =AVERAGE(e414, e415, e416, e417, e418, e419, e420) =AVERAGE(f414, f415, f416, f417, f418, f419, f420) =AVERAGE(g414, g415, g416, g417, g418, g419, g420) =AVERAGE(h414, h415, h416, h417, h418, h419, h420) =AVERAGE(i414, i415, i416, i417, i418, i419, i420) =AVERAGE(j414, j415, j416, j417, j418, j419, j420) =AVERAGE(k414, k415, k416, k417, k418, k419, k420) =AVERAGE(l414, l415, l416, l417, l418, l419, l420) =AVERAGE(m414, m415, m416, m417, m418, m419, m420) =AVERAGE(n414, n415, n416, n417, n418, n419, n420) =AVERAGE(o414, o415, o416, o417, o418, o419, o420) =AVERAGE(p414, p415, p416, p417, p418, p419, p420) =AVERAGE(q414, q415, q416, q417, q418, q419, q420) =AVERAGE(r414, r415, r416, r417, r418, r419, r420) =AVERAGE(s414, s415, s416, s417, s418, s419, s420) =AVERAGE(t414, t415, t416, t417, t418, t419, t420) =STDEV.P(a414, a415, a416, a417, a418, a419, a420) =STDEV.P(b414, b415, b416, b417, b418, b419, b420) =STDEV.P(c414, c415, c416, c417, c418, c419, c420) =STDEV.P(d414, d415, d416, d417, d418, d419, d420) =STDEV.P(e414, e415, e416, e417, e418, e419, e420) =STDEV.P(f414, f415, f416, f417, f418, f419, f420) =STDEV.P(g414, g415, g416, g417, g418, g419, g420) =STDEV.P(h414, h415, h416, h417, h418, h419, h420) =STDEV.P(i414, i415, i416, i417, i418, i419, i420) =STDEV.P(j414, j415, j416, j417, j418, j419, j420) =STDEV.P(k414, k415, k416, k417, k418, k419, k420) =STDEV.P(l414, l415, l416, l417, l418, l419, l420) =STDEV.P(m414, m415, m416, m417, m418, m419, m420) =STDEV.P(n414, n415, n416, n417, n418, n419, n420) =STDEV.P(o414, o415, o416, o417, o418, o419, o420) =STDEV.P(p414, p415, p416, p417, p418, p419, p420) =STDEV.P(q414, q415, q416, q417, q418, q419, q420) =STDEV.P(r414, r415, r416, r417, r418, r419, r420) =STDEV.P(s414, s415, s416, s417, s418, s419, s420) =STDEV.P(t414, t415, t416, t417, t418, t419, t420) +=AVERAGE(a421, a422, a423, a424, a425, a426, a427) =AVERAGE(b421, b422, b423, b424, b425, b426, b427) =AVERAGE(c421, c422, c423, c424, c425, c426, c427) =AVERAGE(d421, d422, d423, d424, d425, d426, d427) =AVERAGE(e421, e422, e423, e424, e425, e426, e427) =AVERAGE(f421, f422, f423, f424, f425, f426, f427) =AVERAGE(g421, g422, g423, g424, g425, g426, g427) =AVERAGE(h421, h422, h423, h424, h425, h426, h427) =AVERAGE(i421, i422, i423, i424, i425, i426, i427) =AVERAGE(j421, j422, j423, j424, j425, j426, j427) =AVERAGE(k421, k422, k423, k424, k425, k426, k427) =AVERAGE(l421, l422, l423, l424, l425, l426, l427) =AVERAGE(m421, m422, m423, m424, m425, m426, m427) =AVERAGE(n421, n422, n423, n424, n425, n426, n427) =AVERAGE(o421, o422, o423, o424, o425, o426, o427) =AVERAGE(p421, p422, p423, p424, p425, p426, p427) =AVERAGE(q421, q422, q423, q424, q425, q426, q427) =AVERAGE(r421, r422, r423, r424, r425, r426, r427) =AVERAGE(s421, s422, s423, s424, s425, s426, s427) =AVERAGE(t421, t422, t423, t424, t425, t426, t427) =STDEV.P(a421, a422, a423, a424, a425, a426, a427) =STDEV.P(b421, b422, b423, b424, b425, b426, b427) =STDEV.P(c421, c422, c423, c424, c425, c426, c427) =STDEV.P(d421, d422, d423, d424, d425, d426, d427) =STDEV.P(e421, e422, e423, e424, e425, e426, e427) =STDEV.P(f421, f422, f423, f424, f425, f426, f427) =STDEV.P(g421, g422, g423, g424, g425, g426, g427) =STDEV.P(h421, h422, h423, h424, h425, h426, h427) =STDEV.P(i421, i422, i423, i424, i425, i426, i427) =STDEV.P(j421, j422, j423, j424, j425, j426, j427) =STDEV.P(k421, k422, k423, k424, k425, k426, k427) =STDEV.P(l421, l422, l423, l424, l425, l426, l427) =STDEV.P(m421, m422, m423, m424, m425, m426, m427) =STDEV.P(n421, n422, n423, n424, n425, n426, n427) =STDEV.P(o421, o422, o423, o424, o425, o426, o427) =STDEV.P(p421, p422, p423, p424, p425, p426, p427) =STDEV.P(q421, q422, q423, q424, q425, q426, q427) =STDEV.P(r421, r422, r423, r424, r425, r426, r427) =STDEV.P(s421, s422, s423, s424, s425, s426, s427) =STDEV.P(t421, t422, t423, t424, t425, t426, t427) +=AVERAGE(a428, a429, a430, a431, a432, a433, a434) =AVERAGE(b428, b429, b430, b431, b432, b433, b434) =AVERAGE(c428, c429, c430, c431, c432, c433, c434) =AVERAGE(d428, d429, d430, d431, d432, d433, d434) =AVERAGE(e428, e429, e430, e431, e432, e433, e434) =AVERAGE(f428, f429, f430, f431, f432, f433, f434) =AVERAGE(g428, g429, g430, g431, g432, g433, g434) =AVERAGE(h428, h429, h430, h431, h432, h433, h434) =AVERAGE(i428, i429, i430, i431, i432, i433, i434) =AVERAGE(j428, j429, j430, j431, j432, j433, j434) =AVERAGE(k428, k429, k430, k431, k432, k433, k434) =AVERAGE(l428, l429, l430, l431, l432, l433, l434) =AVERAGE(m428, m429, m430, m431, m432, m433, m434) =AVERAGE(n428, n429, n430, n431, n432, n433, n434) =AVERAGE(o428, o429, o430, o431, o432, o433, o434) =AVERAGE(p428, p429, p430, p431, p432, p433, p434) =AVERAGE(q428, q429, q430, q431, q432, q433, q434) =AVERAGE(r428, r429, r430, r431, r432, r433, r434) =AVERAGE(s428, s429, s430, s431, s432, s433, s434) =AVERAGE(t428, t429, t430, t431, t432, t433, t434) =STDEV.P(a428, a429, a430, a431, a432, a433, a434) =STDEV.P(b428, b429, b430, b431, b432, b433, b434) =STDEV.P(c428, c429, c430, c431, c432, c433, c434) =STDEV.P(d428, d429, d430, d431, d432, d433, d434) =STDEV.P(e428, e429, e430, e431, e432, e433, e434) =STDEV.P(f428, f429, f430, f431, f432, f433, f434) =STDEV.P(g428, g429, g430, g431, g432, g433, g434) =STDEV.P(h428, h429, h430, h431, h432, h433, h434) =STDEV.P(i428, i429, i430, i431, i432, i433, i434) =STDEV.P(j428, j429, j430, j431, j432, j433, j434) =STDEV.P(k428, k429, k430, k431, k432, k433, k434) =STDEV.P(l428, l429, l430, l431, l432, l433, l434) =STDEV.P(m428, m429, m430, m431, m432, m433, m434) =STDEV.P(n428, n429, n430, n431, n432, n433, n434) =STDEV.P(o428, o429, o430, o431, o432, o433, o434) =STDEV.P(p428, p429, p430, p431, p432, p433, p434) =STDEV.P(q428, q429, q430, q431, q432, q433, q434) =STDEV.P(r428, r429, r430, r431, r432, r433, r434) =STDEV.P(s428, s429, s430, s431, s432, s433, s434) =STDEV.P(t428, t429, t430, t431, t432, t433, t434) +=AVERAGE(a435, a436, a437, a438, a439, a440, a441) =AVERAGE(b435, b436, b437, b438, b439, b440, b441) =AVERAGE(c435, c436, c437, c438, c439, c440, c441) =AVERAGE(d435, d436, d437, d438, d439, d440, d441) =AVERAGE(e435, e436, e437, e438, e439, e440, e441) =AVERAGE(f435, f436, f437, f438, f439, f440, f441) =AVERAGE(g435, g436, g437, g438, g439, g440, g441) =AVERAGE(h435, h436, h437, h438, h439, h440, h441) =AVERAGE(i435, i436, i437, i438, i439, i440, i441) =AVERAGE(j435, j436, j437, j438, j439, j440, j441) =AVERAGE(k435, k436, k437, k438, k439, k440, k441) =AVERAGE(l435, l436, l437, l438, l439, l440, l441) =AVERAGE(m435, m436, m437, m438, m439, m440, m441) =AVERAGE(n435, n436, n437, n438, n439, n440, n441) =AVERAGE(o435, o436, o437, o438, o439, o440, o441) =AVERAGE(p435, p436, p437, p438, p439, p440, p441) =AVERAGE(q435, q436, q437, q438, q439, q440, q441) =AVERAGE(r435, r436, r437, r438, r439, r440, r441) =AVERAGE(s435, s436, s437, s438, s439, s440, s441) =AVERAGE(t435, t436, t437, t438, t439, t440, t441) =STDEV.P(a435, a436, a437, a438, a439, a440, a441) =STDEV.P(b435, b436, b437, b438, b439, b440, b441) =STDEV.P(c435, c436, c437, c438, c439, c440, c441) =STDEV.P(d435, d436, d437, d438, d439, d440, d441) =STDEV.P(e435, e436, e437, e438, e439, e440, e441) =STDEV.P(f435, f436, f437, f438, f439, f440, f441) =STDEV.P(g435, g436, g437, g438, g439, g440, g441) =STDEV.P(h435, h436, h437, h438, h439, h440, h441) =STDEV.P(i435, i436, i437, i438, i439, i440, i441) =STDEV.P(j435, j436, j437, j438, j439, j440, j441) =STDEV.P(k435, k436, k437, k438, k439, k440, k441) =STDEV.P(l435, l436, l437, l438, l439, l440, l441) =STDEV.P(m435, m436, m437, m438, m439, m440, m441) =STDEV.P(n435, n436, n437, n438, n439, n440, n441) =STDEV.P(o435, o436, o437, o438, o439, o440, o441) =STDEV.P(p435, p436, p437, p438, p439, p440, p441) =STDEV.P(q435, q436, q437, q438, q439, q440, q441) =STDEV.P(r435, r436, r437, r438, r439, r440, r441) =STDEV.P(s435, s436, s437, s438, s439, s440, s441) =STDEV.P(t435, t436, t437, t438, t439, t440, t441) +=AVERAGE(a442, a443, a444, a445, a446, a447, a448) =AVERAGE(b442, b443, b444, b445, b446, b447, b448) =AVERAGE(c442, c443, c444, c445, c446, c447, c448) =AVERAGE(d442, d443, d444, d445, d446, d447, d448) =AVERAGE(e442, e443, e444, e445, e446, e447, e448) =AVERAGE(f442, f443, f444, f445, f446, f447, f448) =AVERAGE(g442, g443, g444, g445, g446, g447, g448) =AVERAGE(h442, h443, h444, h445, h446, h447, h448) =AVERAGE(i442, i443, i444, i445, i446, i447, i448) =AVERAGE(j442, j443, j444, j445, j446, j447, j448) =AVERAGE(k442, k443, k444, k445, k446, k447, k448) =AVERAGE(l442, l443, l444, l445, l446, l447, l448) =AVERAGE(m442, m443, m444, m445, m446, m447, m448) =AVERAGE(n442, n443, n444, n445, n446, n447, n448) =AVERAGE(o442, o443, o444, o445, o446, o447, o448) =AVERAGE(p442, p443, p444, p445, p446, p447, p448) =AVERAGE(q442, q443, q444, q445, q446, q447, q448) =AVERAGE(r442, r443, r444, r445, r446, r447, r448) =AVERAGE(s442, s443, s444, s445, s446, s447, s448) =AVERAGE(t442, t443, t444, t445, t446, t447, t448) =STDEV.P(a442, a443, a444, a445, a446, a447, a448) =STDEV.P(b442, b443, b444, b445, b446, b447, b448) =STDEV.P(c442, c443, c444, c445, c446, c447, c448) =STDEV.P(d442, d443, d444, d445, d446, d447, d448) =STDEV.P(e442, e443, e444, e445, e446, e447, e448) =STDEV.P(f442, f443, f444, f445, f446, f447, f448) =STDEV.P(g442, g443, g444, g445, g446, g447, g448) =STDEV.P(h442, h443, h444, h445, h446, h447, h448) =STDEV.P(i442, i443, i444, i445, i446, i447, i448) =STDEV.P(j442, j443, j444, j445, j446, j447, j448) =STDEV.P(k442, k443, k444, k445, k446, k447, k448) =STDEV.P(l442, l443, l444, l445, l446, l447, l448) =STDEV.P(m442, m443, m444, m445, m446, m447, m448) =STDEV.P(n442, n443, n444, n445, n446, n447, n448) =STDEV.P(o442, o443, o444, o445, o446, o447, o448) =STDEV.P(p442, p443, p444, p445, p446, p447, p448) =STDEV.P(q442, q443, q444, q445, q446, q447, q448) =STDEV.P(r442, r443, r444, r445, r446, r447, r448) =STDEV.P(s442, s443, s444, s445, s446, s447, s448) =STDEV.P(t442, t443, t444, t445, t446, t447, t448) +=AVERAGE(a449, a450, a451, a452, a453, a454, a455) =AVERAGE(b449, b450, b451, b452, b453, b454, b455) =AVERAGE(c449, c450, c451, c452, c453, c454, c455) =AVERAGE(d449, d450, d451, d452, d453, d454, d455) =AVERAGE(e449, e450, e451, e452, e453, e454, e455) =AVERAGE(f449, f450, f451, f452, f453, f454, f455) =AVERAGE(g449, g450, g451, g452, g453, g454, g455) =AVERAGE(h449, h450, h451, h452, h453, h454, h455) =AVERAGE(i449, i450, i451, i452, i453, i454, i455) =AVERAGE(j449, j450, j451, j452, j453, j454, j455) =AVERAGE(k449, k450, k451, k452, k453, k454, k455) =AVERAGE(l449, l450, l451, l452, l453, l454, l455) =AVERAGE(m449, m450, m451, m452, m453, m454, m455) =AVERAGE(n449, n450, n451, n452, n453, n454, n455) =AVERAGE(o449, o450, o451, o452, o453, o454, o455) =AVERAGE(p449, p450, p451, p452, p453, p454, p455) =AVERAGE(q449, q450, q451, q452, q453, q454, q455) =AVERAGE(r449, r450, r451, r452, r453, r454, r455) =AVERAGE(s449, s450, s451, s452, s453, s454, s455) =AVERAGE(t449, t450, t451, t452, t453, t454, t455) =STDEV.P(a449, a450, a451, a452, a453, a454, a455) =STDEV.P(b449, b450, b451, b452, b453, b454, b455) =STDEV.P(c449, c450, c451, c452, c453, c454, c455) =STDEV.P(d449, d450, d451, d452, d453, d454, d455) =STDEV.P(e449, e450, e451, e452, e453, e454, e455) =STDEV.P(f449, f450, f451, f452, f453, f454, f455) =STDEV.P(g449, g450, g451, g452, g453, g454, g455) =STDEV.P(h449, h450, h451, h452, h453, h454, h455) =STDEV.P(i449, i450, i451, i452, i453, i454, i455) =STDEV.P(j449, j450, j451, j452, j453, j454, j455) =STDEV.P(k449, k450, k451, k452, k453, k454, k455) =STDEV.P(l449, l450, l451, l452, l453, l454, l455) =STDEV.P(m449, m450, m451, m452, m453, m454, m455) =STDEV.P(n449, n450, n451, n452, n453, n454, n455) =STDEV.P(o449, o450, o451, o452, o453, o454, o455) =STDEV.P(p449, p450, p451, p452, p453, p454, p455) =STDEV.P(q449, q450, q451, q452, q453, q454, q455) =STDEV.P(r449, r450, r451, r452, r453, r454, r455) =STDEV.P(s449, s450, s451, s452, s453, s454, s455) =STDEV.P(t449, t450, t451, t452, t453, t454, t455) +=AVERAGE(a456, a457, a458, a459, a460, a461, a462) =AVERAGE(b456, b457, b458, b459, b460, b461, b462) =AVERAGE(c456, c457, c458, c459, c460, c461, c462) =AVERAGE(d456, d457, d458, d459, d460, d461, d462) =AVERAGE(e456, e457, e458, e459, e460, e461, e462) =AVERAGE(f456, f457, f458, f459, f460, f461, f462) =AVERAGE(g456, g457, g458, g459, g460, g461, g462) =AVERAGE(h456, h457, h458, h459, h460, h461, h462) =AVERAGE(i456, i457, i458, i459, i460, i461, i462) =AVERAGE(j456, j457, j458, j459, j460, j461, j462) =AVERAGE(k456, k457, k458, k459, k460, k461, k462) =AVERAGE(l456, l457, l458, l459, l460, l461, l462) =AVERAGE(m456, m457, m458, m459, m460, m461, m462) =AVERAGE(n456, n457, n458, n459, n460, n461, n462) =AVERAGE(o456, o457, o458, o459, o460, o461, o462) =AVERAGE(p456, p457, p458, p459, p460, p461, p462) =AVERAGE(q456, q457, q458, q459, q460, q461, q462) =AVERAGE(r456, r457, r458, r459, r460, r461, r462) =AVERAGE(s456, s457, s458, s459, s460, s461, s462) =AVERAGE(t456, t457, t458, t459, t460, t461, t462) =STDEV.P(a456, a457, a458, a459, a460, a461, a462) =STDEV.P(b456, b457, b458, b459, b460, b461, b462) =STDEV.P(c456, c457, c458, c459, c460, c461, c462) =STDEV.P(d456, d457, d458, d459, d460, d461, d462) =STDEV.P(e456, e457, e458, e459, e460, e461, e462) =STDEV.P(f456, f457, f458, f459, f460, f461, f462) =STDEV.P(g456, g457, g458, g459, g460, g461, g462) =STDEV.P(h456, h457, h458, h459, h460, h461, h462) =STDEV.P(i456, i457, i458, i459, i460, i461, i462) =STDEV.P(j456, j457, j458, j459, j460, j461, j462) =STDEV.P(k456, k457, k458, k459, k460, k461, k462) =STDEV.P(l456, l457, l458, l459, l460, l461, l462) =STDEV.P(m456, m457, m458, m459, m460, m461, m462) =STDEV.P(n456, n457, n458, n459, n460, n461, n462) =STDEV.P(o456, o457, o458, o459, o460, o461, o462) =STDEV.P(p456, p457, p458, p459, p460, p461, p462) =STDEV.P(q456, q457, q458, q459, q460, q461, q462) =STDEV.P(r456, r457, r458, r459, r460, r461, r462) =STDEV.P(s456, s457, s458, s459, s460, s461, s462) =STDEV.P(t456, t457, t458, t459, t460, t461, t462) +=AVERAGE(a463, a464, a465, a466, a467, a468, a469) =AVERAGE(b463, b464, b465, b466, b467, b468, b469) =AVERAGE(c463, c464, c465, c466, c467, c468, c469) =AVERAGE(d463, d464, d465, d466, d467, d468, d469) =AVERAGE(e463, e464, e465, e466, e467, e468, e469) =AVERAGE(f463, f464, f465, f466, f467, f468, f469) =AVERAGE(g463, g464, g465, g466, g467, g468, g469) =AVERAGE(h463, h464, h465, h466, h467, h468, h469) =AVERAGE(i463, i464, i465, i466, i467, i468, i469) =AVERAGE(j463, j464, j465, j466, j467, j468, j469) =AVERAGE(k463, k464, k465, k466, k467, k468, k469) =AVERAGE(l463, l464, l465, l466, l467, l468, l469) =AVERAGE(m463, m464, m465, m466, m467, m468, m469) =AVERAGE(n463, n464, n465, n466, n467, n468, n469) =AVERAGE(o463, o464, o465, o466, o467, o468, o469) =AVERAGE(p463, p464, p465, p466, p467, p468, p469) =AVERAGE(q463, q464, q465, q466, q467, q468, q469) =AVERAGE(r463, r464, r465, r466, r467, r468, r469) =AVERAGE(s463, s464, s465, s466, s467, s468, s469) =AVERAGE(t463, t464, t465, t466, t467, t468, t469) =STDEV.P(a463, a464, a465, a466, a467, a468, a469) =STDEV.P(b463, b464, b465, b466, b467, b468, b469) =STDEV.P(c463, c464, c465, c466, c467, c468, c469) =STDEV.P(d463, d464, d465, d466, d467, d468, d469) =STDEV.P(e463, e464, e465, e466, e467, e468, e469) =STDEV.P(f463, f464, f465, f466, f467, f468, f469) =STDEV.P(g463, g464, g465, g466, g467, g468, g469) =STDEV.P(h463, h464, h465, h466, h467, h468, h469) =STDEV.P(i463, i464, i465, i466, i467, i468, i469) =STDEV.P(j463, j464, j465, j466, j467, j468, j469) =STDEV.P(k463, k464, k465, k466, k467, k468, k469) =STDEV.P(l463, l464, l465, l466, l467, l468, l469) =STDEV.P(m463, m464, m465, m466, m467, m468, m469) =STDEV.P(n463, n464, n465, n466, n467, n468, n469) =STDEV.P(o463, o464, o465, o466, o467, o468, o469) =STDEV.P(p463, p464, p465, p466, p467, p468, p469) =STDEV.P(q463, q464, q465, q466, q467, q468, q469) =STDEV.P(r463, r464, r465, r466, r467, r468, r469) =STDEV.P(s463, s464, s465, s466, s467, s468, s469) =STDEV.P(t463, t464, t465, t466, t467, t468, t469) +=AVERAGE(a470, a471, a472, a473, a474, a475, a476) =AVERAGE(b470, b471, b472, b473, b474, b475, b476) =AVERAGE(c470, c471, c472, c473, c474, c475, c476) =AVERAGE(d470, d471, d472, d473, d474, d475, d476) =AVERAGE(e470, e471, e472, e473, e474, e475, e476) =AVERAGE(f470, f471, f472, f473, f474, f475, f476) =AVERAGE(g470, g471, g472, g473, g474, g475, g476) =AVERAGE(h470, h471, h472, h473, h474, h475, h476) =AVERAGE(i470, i471, i472, i473, i474, i475, i476) =AVERAGE(j470, j471, j472, j473, j474, j475, j476) =AVERAGE(k470, k471, k472, k473, k474, k475, k476) =AVERAGE(l470, l471, l472, l473, l474, l475, l476) =AVERAGE(m470, m471, m472, m473, m474, m475, m476) =AVERAGE(n470, n471, n472, n473, n474, n475, n476) =AVERAGE(o470, o471, o472, o473, o474, o475, o476) =AVERAGE(p470, p471, p472, p473, p474, p475, p476) =AVERAGE(q470, q471, q472, q473, q474, q475, q476) =AVERAGE(r470, r471, r472, r473, r474, r475, r476) =AVERAGE(s470, s471, s472, s473, s474, s475, s476) =AVERAGE(t470, t471, t472, t473, t474, t475, t476) =STDEV.P(a470, a471, a472, a473, a474, a475, a476) =STDEV.P(b470, b471, b472, b473, b474, b475, b476) =STDEV.P(c470, c471, c472, c473, c474, c475, c476) =STDEV.P(d470, d471, d472, d473, d474, d475, d476) =STDEV.P(e470, e471, e472, e473, e474, e475, e476) =STDEV.P(f470, f471, f472, f473, f474, f475, f476) =STDEV.P(g470, g471, g472, g473, g474, g475, g476) =STDEV.P(h470, h471, h472, h473, h474, h475, h476) =STDEV.P(i470, i471, i472, i473, i474, i475, i476) =STDEV.P(j470, j471, j472, j473, j474, j475, j476) =STDEV.P(k470, k471, k472, k473, k474, k475, k476) =STDEV.P(l470, l471, l472, l473, l474, l475, l476) =STDEV.P(m470, m471, m472, m473, m474, m475, m476) =STDEV.P(n470, n471, n472, n473, n474, n475, n476) =STDEV.P(o470, o471, o472, o473, o474, o475, o476) =STDEV.P(p470, p471, p472, p473, p474, p475, p476) =STDEV.P(q470, q471, q472, q473, q474, q475, q476) =STDEV.P(r470, r471, r472, r473, r474, r475, r476) =STDEV.P(s470, s471, s472, s473, s474, s475, s476) =STDEV.P(t470, t471, t472, t473, t474, t475, t476) +=AVERAGE(a477, a478, a479, a480, a481, a482, a483) =AVERAGE(b477, b478, b479, b480, b481, b482, b483) =AVERAGE(c477, c478, c479, c480, c481, c482, c483) =AVERAGE(d477, d478, d479, d480, d481, d482, d483) =AVERAGE(e477, e478, e479, e480, e481, e482, e483) =AVERAGE(f477, f478, f479, f480, f481, f482, f483) =AVERAGE(g477, g478, g479, g480, g481, g482, g483) =AVERAGE(h477, h478, h479, h480, h481, h482, h483) =AVERAGE(i477, i478, i479, i480, i481, i482, i483) =AVERAGE(j477, j478, j479, j480, j481, j482, j483) =AVERAGE(k477, k478, k479, k480, k481, k482, k483) =AVERAGE(l477, l478, l479, l480, l481, l482, l483) =AVERAGE(m477, m478, m479, m480, m481, m482, m483) =AVERAGE(n477, n478, n479, n480, n481, n482, n483) =AVERAGE(o477, o478, o479, o480, o481, o482, o483) =AVERAGE(p477, p478, p479, p480, p481, p482, p483) =AVERAGE(q477, q478, q479, q480, q481, q482, q483) =AVERAGE(r477, r478, r479, r480, r481, r482, r483) =AVERAGE(s477, s478, s479, s480, s481, s482, s483) =AVERAGE(t477, t478, t479, t480, t481, t482, t483) =STDEV.P(a477, a478, a479, a480, a481, a482, a483) =STDEV.P(b477, b478, b479, b480, b481, b482, b483) =STDEV.P(c477, c478, c479, c480, c481, c482, c483) =STDEV.P(d477, d478, d479, d480, d481, d482, d483) =STDEV.P(e477, e478, e479, e480, e481, e482, e483) =STDEV.P(f477, f478, f479, f480, f481, f482, f483) =STDEV.P(g477, g478, g479, g480, g481, g482, g483) =STDEV.P(h477, h478, h479, h480, h481, h482, h483) =STDEV.P(i477, i478, i479, i480, i481, i482, i483) =STDEV.P(j477, j478, j479, j480, j481, j482, j483) =STDEV.P(k477, k478, k479, k480, k481, k482, k483) =STDEV.P(l477, l478, l479, l480, l481, l482, l483) =STDEV.P(m477, m478, m479, m480, m481, m482, m483) =STDEV.P(n477, n478, n479, n480, n481, n482, n483) =STDEV.P(o477, o478, o479, o480, o481, o482, o483) =STDEV.P(p477, p478, p479, p480, p481, p482, p483) =STDEV.P(q477, q478, q479, q480, q481, q482, q483) =STDEV.P(r477, r478, r479, r480, r481, r482, r483) =STDEV.P(s477, s478, s479, s480, s481, s482, s483) =STDEV.P(t477, t478, t479, t480, t481, t482, t483) + +0 0 0 0.0001 0 12.884 3.667 10 3 23 6 0 0.0001 0 12.884 3.667 10 3 23 6 +0 0 0 0.0001 0 12.83 3.65 6 2 29 6 0 0.0001 0 12.83 3.65 6 2 29 6 +0 0 0 0.0001 0 12.793 3.641 23 5 19 5 0 0.0001 0 12.793 3.641 23 5 19 5 +0 0 0 0.0001 0 12.946 3.632 7 3 37 6 0 0.0001 0 12.946 3.632 7 3 37 6 +0 0 0 0.0002 0 13.031 3.674 47 6 34 6 0 0.0002 0 13.031 3.674 47 6 34 6 +0 0 0 0.0002 0 13.263 3.693 7 2 27 5 0 0.0002 0 13.263 3.693 7 2 27 5 +0 0 0 0.0002 0 13.048 3.657 37 6 23 6 0 0.0002 0 13.048 3.657 37 6 23 6 +0 0 0 0.0001 0 13.076 3.671 14 4 6 5 0 0.0001 0 13.076 3.671 14 4 6 5 +0 0 0 0.0001 0 12.836 3.691 43 6 8 5 0 0.0001 0 12.836 3.691 43 6 8 5 +0 0 0 0.0001 0 13.33 3.703 16 4 17 6 0 0.0001 0 13.33 3.703 16 4 17 6 +1 0 0 0.0001 0 12.557 3.922 5 2 5 3 0 0.0001 0 12.72 3.794 5 2 23 6 +1 0 0 0.0001 0 11.998 3.802 15 3 22 5 0 0.0001 0 12.414 3.726 15 3 29 6 +1 0 0 0.0001 0 11.983 3.851 40 9 8 4 0 0.0001 0 12.388 3.746 23 5 19 5 +1 0 0 0.0001 0 12.316 3.841 7 5 8 4 0 0.0001 0 12.631 3.737 7 3 37 6 +1 0 0 0.0002 0 12.46 3.889 47 6 17 9 0 0.0002 0 12.746 3.782 47 6 17 9 +1 0 0 0.0001 0 12.761 3.894 23 5 5 3 0 0.0002 0 13.012 3.794 7 2 27 5 +1 0 0 0.0001 0 12.741 3.914 38 6 14 8 0 0.0002 0 12.894 3.785 37 6 23 6 +1 0 0 0.0001 0 12.218 3.836 12 4 6 4 0 0.0001 0 12.647 3.753 12 4 6 4 +1 0 0 0.0001 0 11.805 3.811 17 5 4 2 0 0.0001 0 12.32 3.751 43 6 8 5 +1 0 0 0.0001 0 12.834 3.908 20 4 10 6 0 0.0001 0 13.082 3.805 20 4 17 6 +2 0 0 0.0001 0 12.648 4.102 11 3 49 7 0 0.0001 0 12.696 3.897 11 3 23 6 +2 0 0 0.0002 0 12.003 3.953 53 7 31 8 0 0.0002 0 12.277 3.802 53 7 29 6 +2 0 0 0.0001 0 12.018 4.016 6 3 37 7 0 0.0001 0 12.264 3.836 23 5 19 5 +2 0 0 0.0001 0 12.276 3.985 10 3 33 8 0 0.0001 0 12.513 3.819 7 3 37 6 +2 0 0 0.0002 0 12.453 4.034 43 6 5 3 0 0.0002 0 12.648 3.866 43 6 17 9 +2 0 0 0.0001 0 12.733 4.093 18 4 13 5 0 0.0002 0 12.919 3.893 7 2 27 5 +2 0 0 0.0001 0 12.995 4.141 35 6 11 5 0 0.0002 0 12.928 3.904 37 6 23 6 +2 0 0 0.0001 0 12.196 3.998 21 6 15 5 0 0.0001 0 12.497 3.835 12 4 6 4 +2 0 0 0.0001 0 11.614 3.955 19 5 9 5 0 0.0001 0 12.085 3.819 43 6 8 5 +2 0 0 0.0001 0 12.691 4.082 20 6 4 3 0 0.0001 0 12.952 3.898 20 4 17 6 +3 0 0 0.0001 0 12.777 4.237 12 3 9 6 0 0.0001 0 12.716 3.982 12 3 23 6 +3 0 0 0.0002 0 12.138 4.064 43 10 7 3 0 0.0002 0 12.242 3.867 43 10 29 6 +3 0 0 0.0001 0 12.22 4.137 10 4 16 8 0 0.0001 0 12.253 3.911 23 5 19 5 +3 0 0 0.0001 0 12.127 4.095 9 5 8 5 0 0.0001 0 12.416 3.888 7 3 37 6 +3 0 0 0.0002 0 12.54 4.123 37 6 10 5 0 0.0002 0 12.621 3.93 37 6 17 9 +3 0 0 0.0001 0 12.723 4.209 18 4 13 4 0 0.0002 0 12.87 3.972 7 2 27 5 +3 0 0 0.0001 0 13.196 4.259 42 11 11 5 0 0.0002 0 12.995 3.993 37 6 23 6 +3 0 0 0.0001 0 11.824 4.054 19 6 14 6 0 0.0001 0 12.328 3.89 19 6 6 4 +3 0 0 0.0001 0 11.766 4.065 13 4 6 4 0 0.0001 0 12.005 3.881 13 4 8 5 +3 0 0 0.0002 0 12.667 4.231 7 3 29 8 0 0.0002 0 12.881 3.981 7 3 17 6 +4 0 0 0.0001 0 12.552 4.301 11 3 18 5 0 0.0001 0 12.683 4.046 11 3 23 6 +4 0 0 0.0002 0 12.503 4.228 52 9 16 5 0 0.0002 0 12.294 3.939 52 9 29 6 +4 0 0 0.0001 0 12.343 4.293 8 4 13 6 0 0.0001 0 12.271 3.987 23 5 19 5 +4 0 0 0.0001 0 12.163 4.167 17 5 5 4 0 0.0001 0 12.366 3.944 7 3 37 6 +4 0 0 0.0002 0 13.461 4.345 35 6 39 7 0 0.0002 0 12.789 4.013 35 6 17 9 +4 0 0 0.0002 0 12.614 4.285 30 6 13 6 0 0.0002 0 12.819 4.035 30 6 27 5 +4 0 0 0.0004 0 13.385 4.399 16 5 14 4 0 0.0004 0 13.073 4.074 16 5 23 6 +4 0 0 0.0001 0 11.747 4.135 13 4 10 5 0 0.0001 0 12.212 3.939 19 6 6 4 +4 0 0 0.0001 0 12.081 4.21 22 7 9 5 0 0.0001 0 12.02 3.947 13 4 8 5 +4 0 0 0.0005 0 12.552 4.301 9 3 42 11 0 0.0005 0 12.815 4.045 9 3 17 6 +5 0 0 0.0001 0 12.452 4.328 11 3 17 9 0 0.0001 0 12.645 4.093 11 3 23 6 +5 0 0 0.0008 0 13.064 4.372 36 7 10 5 0 0.0008 0 12.423 4.011 36 7 29 6 +5 0 0 0.0001 0 12.588 4.362 26 5 27 12 0 0.0001 0 12.324 4.05 26 5 27 12 +5 0 0 0.0001 0 12.064 4.222 17 5 14 6 0 0.0001 0 12.315 3.99 7 3 37 6 +5 0 0 0.0003 0 14.694 4.571 38 6 5 4 0 0.0003 0 13.107 4.106 38 6 17 9 +5 0 0 0.0002 0 12.663 4.371 29 6 7 6 0 0.0002 0 12.793 4.091 30 6 27 5 +5 0 0 0.0006 0 13.471 4.494 19 5 6 4 0 0.0006 0 13.139 4.144 19 5 23 6 +5 0 0 0.0001 0 11.754 4.166 63 8 41 8 0 0.0001 0 12.136 3.977 63 8 6 4 +5 0 0 0.0001 0 12.019 4.245 7 2 31 8 0 0.0001 0 12.02 3.996 7 2 8 5 +5 0 0 0.0005 0 12.604 4.379 9 3 5 3 0 0.0005 0 12.78 4.101 9 3 17 6 +6 0 0 0.0006 0 12.39 4.377 9 3 27 7 0 0.0006 0 12.608 4.133 9 3 23 6 +6 0 0 0.0018 0 14.192 4.556 43 12 27 7 0 0.0018 0 12.676 4.089 43 12 29 6 +6 0 0 0.0001 0 12.56 4.372 28 7 11 5 0 0.0001 0 12.358 4.096 28 7 27 12 +6 0 0 0.0001 0 12.024 4.239 25 7 8 5 0 0.0001 0 12.274 4.026 7 3 37 6 +6 0 0 0.0003 0 18.207 5.093 43 10 44 7 0 0.0003 0 13.835 4.247 43 10 17 9 +6 0 0 0.0001 0 12.784 4.496 30 7 10 6 0 0.0002 0 12.791 4.149 30 6 27 5 +6 0 0 0.0006 0 13.385 4.569 15 5 5 3 0 0.0006 0 13.174 4.205 15 5 23 6 +6 0 0 0.0001 0 12.27 4.313 61 8 6 4 0 0.0001 0 12.155 4.025 61 8 6 4 +6 0 0 0.0001 0 12.106 4.325 15 6 19 6 0 0.0001 0 12.032 4.043 7 2 8 5 +6 0 0 0.0005 0 12.404 4.411 16 5 6 4 0 0.0005 0 12.726 4.145 16 5 17 6 +7 0 0 0.0012 0 12.668 4.491 13 3 31 11 0 0.0012 0 12.616 4.178 13 3 23 6 +7 0 0.0001 0.0025 0 17.217 5.081 75 13 10 5 0 0.0025 0 13.243 4.213 75 13 29 6 +7 0 0 0.0001 0 13.039 4.533 31 8 32 9 0 0.0001 0 12.443 4.151 31 8 32 9 +7 0 0 0.0001 0 12.412 4.402 7 3 29 6 0 0.0001 0 12.291 4.073 7 3 37 6 +7 0 0.0001 0.0004 0 25.668 6.211 29 6 60 11 0 0.0004 0 15.314 4.492 29 6 17 9 +7 0 0 0.0001 0 13.012 4.603 30 7 8 5 0 0.0002 0 12.819 4.206 30 6 27 5 +7 0 0 0.0008 0 13.512 4.639 37 8 18 7 0 0.0008 0 13.217 4.259 37 8 23 6 +7 0 0 0.0001 0 12.359 4.359 66 11 9 5 0 0.0001 0 12.181 4.067 61 8 6 4 +7 0 0 0.0001 0 12.552 4.455 18 5 14 8 0 0.0001 0 12.097 4.095 18 5 8 5 +7 0 0 0.0005 0 12.648 4.554 13 4 9 4 0 0.0005 0 12.716 4.196 13 4 17 6 +8 0 0 0.0012 0 12.811 4.544 32 9 12 7 0 0.0012 0 12.638 4.219 32 9 23 6 +8 0 0.0002 0.0055 0 28.075 6.999 26 5 75 11 0.0001 0.0055 0 14.891 4.523 26 5 29 6 +8 0 0 0.0001 0 13.432 4.634 30 8 18 9 0 0.0001 0 12.553 4.204 31 8 32 9 +8 0 0 0.0002 0 12.745 4.529 24 8 17 7 0 0.0002 0 12.341 4.123 24 8 37 6 +8 0 0.0001 0.0005 0 35.144 7.493 72 15 23 8 0 0.0005 0 17.518 4.826 72 15 17 9 +8 0 0 0.0002 0 13.229 4.677 41 12 7 5 0 0.0002 0 12.865 4.258 41 12 27 5 +8 0 0 0.0013 0 14.354 4.816 13 4 24 8 0 0.0013 0 13.343 4.321 13 4 23 6 +8 0 0 0.0001 0 12.931 4.487 19 5 35 7 0 0.0001 0 12.264 4.113 19 5 6 4 +8 0 0 0.0001 0 12.592 4.54 19 6 41 15 0 0.0001 0 12.152 4.144 18 5 8 5 +8 0 0.0001 0.0006 0 13.647 4.85 14 4 35 10 0 0.0006 0 12.82 4.269 14 4 17 6 +9 0 0.0001 0.002 0 13.532 4.699 17 4 14 4 0 0.002 0 12.727 4.267 17 4 23 6 +9 0 0.0006 0.0065 0 38.586 8.943 32 7 87 14 0.0001 0.0065 0 17.261 4.965 32 7 29 6 +9 0 0 0.0003 0 14.314 4.842 29 6 31 7 0 0.0003 0 12.729 4.268 29 6 32 9 +9 0 0 0.0002 0 12.673 4.571 25 9 8 4 0 0.0002 0 12.375 4.168 25 9 37 6 +9 0 0.0001 0.0006 0 45.317 8.906 54 11 93 11 0.0001 0.0006 0 20.298 5.234 54 11 17 9 +9 0 0 0.0002 0 13.847 4.856 19 6 7 4 0 0.0002 0 12.963 4.318 19 6 27 5 +9 0 0.0001 0.0025 0 18.46 5.524 27 6 17 8 0 0.0025 0 13.855 4.441 27 6 23 6 +9 0 0 0.0002 0 13.93 4.678 9 5 37 9 0 0.0002 0 12.431 4.17 9 5 6 4 +9 0 0 0.0002 0 12.866 4.642 9 3 5 4 0 0.0002 0 12.224 4.194 9 3 8 5 +9 0 0.0002 0.0015 0 16.85 5.725 14 4 32 13 0.0001 0.0015 0 13.223 4.414 14 4 17 6 +10 0 0.0007 1 0 16.376 5.224 15 4 5 3 0.0001 1 0 13.059 4.354 15 4 23 6 +10 0 0.0008 0.011 0 42.829 9.718 31 6 58 11 0.0002 0.011 0 19.585 5.397 31 6 29 6 +10 0 0 0.0014 0 15.457 5.099 28 6 35 10 0 0.0014 0 12.977 4.344 28 6 32 9 +10 0 0 0.0001 0 12.602 4.606 19 5 4 2 0 0.0002 0 12.395 4.208 25 9 37 6 +10 0 0.0001 0.0005 0 52.556 9.898 75 12 62 9 0.0001 0.0006 0 23.23 5.658 54 11 17 9 +10 0 0 0.0003 0 14.634 5.029 22 6 18 6 0 0.0003 0 13.115 4.382 22 6 27 5 +10 0 0.0002 0.0034 0 27.03 7.017 27 6 25 7 0.0001 0.0034 0 15.052 4.676 27 6 23 6 +10 0 0 0.0002 0 15.815 5.003 49 15 49 13 0 0.0002 0 12.738 4.245 9 5 6 4 +10 0 0 0.0001 0 13.113 4.739 11 5 12 5 0 0.0002 0 12.305 4.244 9 3 8 5 +10 0 0.0002 0.0009 0 21.043 6.664 30 8 48 12 0.0001 0.0015 0 13.934 4.619 14 4 17 6 +11 0 0.001 0.0152 0 46.39 10.232 27 6 74 10 0.0002 0.0152 0 21.819 5.8 27 6 29 6 +11 0 0 0.0014 0 16.449 5.337 28 6 12 4 0 0.0014 0 13.266 4.426 28 6 12 4 +11 0 0 0.0001 0 13.06 4.774 18 5 14 6 0 0.0002 0 12.451 4.255 25 9 37 6 +11 0 0.0001 0.0006 0 58.057 10.617 57 12 22 9 0.0001 0.0006 0 26.132 6.071 57 12 17 9 +11 0 0 0.0004 0 15.698 5.278 40 12 27 11 0 0.0004 0 13.33 4.457 40 12 27 5 +11 0 0.0003 0.0054 0 33.444 8.198 21 6 60 12 0.0001 0.0054 0 16.585 4.969 21 6 23 6 +11 0 0 0.0002 0 18.931 5.45 49 15 40 9 0 0.0002 0 13.254 4.346 9 5 6 4 +11 0 0 0.0002 0 13.443 4.847 9 3 7 4 0 0.0002 0 12.4 4.294 9 3 8 5 +11 0 0.0003 0.0008 0 24.03 7.375 27 10 31 8 0.0001 0.0015 0 14.775 4.848 14 4 17 6 +12 0 0.0012 0.0113 0 50.159 10.773 36 10 51 12 0.0003 0.0152 0 23.999 6.182 27 6 29 6 +12 0 0.0001 0.0018 0 19.264 5.825 47 10 37 12 0 0.0018 0 13.728 4.534 47 10 12 4 +12 0 0 0.0001 0 13.381 4.881 10 3 12 6 0 0.0002 0 12.522 4.303 25 9 37 6 +12 0 0.0001 0.0006 0 62.618 11.2 47 10 59 11 0.0001 0.0006 0 28.939 6.466 47 10 17 9 +12 0 0.0001 0.0004 0 17.41 5.62 32 8 7 4 0 0.0004 0 13.644 4.547 32 8 27 5 +12 0 0.0004 0.0048 0 37.49 8.895 22 5 67 13 0.0001 0.0054 0 18.193 5.271 21 6 23 6 +12 0 0 0.0002 0 23.135 6.024 50 14 52 10 0 0.0002 0 14.014 4.475 9 5 6 4 +12 0 0 0.0001 0 14.207 5.024 25 8 9 5 0 0.0002 0 12.539 4.35 9 3 8 5 +12 0 0.0003 0.0016 0 26.533 7.909 22 5 50 14 0.0001 0.0016 0 15.68 5.084 22 5 17 6 +13 0 0.0015 0.0114 0 52.906 11.079 57 12 56 10 0.0004 0.0152 0 26.064 6.532 27 6 29 6 +13 0 0.0001 0.0026 0 25.59 7.085 38 12 34 9 0 0.0026 0 14.575 4.716 38 12 12 4 +13 0 0 0.0001 0 13.793 4.972 44 9 21 6 0 0.0002 0 12.613 4.351 25 9 37 6 +13 0 0.0001 0.0006 0 65.484 11.629 48 10 62 12 0.0001 0.0006 0 31.549 6.835 47 10 17 9 +13 0 0.0001 0.0004 0 19.779 6.101 18 4 34 11 0 0.0004 0 14.082 4.658 18 4 27 5 +13 0 0.0004 0.005 0 41.035 9.44 30 7 34 11 0.0001 0.0054 0 19.825 5.569 21 6 23 6 +13 0 0.0001 0.0002 0 27.724 6.621 43 8 24 9 0 0.0002 0 14.994 4.628 43 8 6 4 +13 0 0 0.0003 0 14.746 5.158 38 11 17 8 0 0.0003 0 12.696 4.408 38 11 8 5 +13 0 0.0003 0.0012 0 28.823 8.372 36 10 42 16 0.0001 0.0016 0 16.618 5.319 22 5 17 6 +14 0 0.0019 0.0118 0 56.82 11.464 71 15 94 16 0.0005 0.0152 0 28.114 6.861 27 6 29 6 +14 0 0.0003 0.003 0 31.295 8.256 34 9 25 10 0.0001 0.003 0 15.69 4.952 34 9 12 4 +14 0 0 0.0001 0 14.171 5.089 36 8 59 13 0 0.0002 0 12.717 4.4 25 9 37 6 +14 0 0.0001 0.0006 0 67.719 11.824 87 16 74 14 0.0001 0.0006 0 33.961 7.167 47 10 17 9 +14 0 0.0001 0.0004 0 23.018 6.731 25 6 36 11 0 0.0004 0 14.678 4.796 25 6 27 5 +14 0 0.0007 0.0055 0 45.891 10.179 33 7 62 12 0.0002 0.0055 0 21.562 5.876 33 7 23 6 +14 0 0.0001 0.0002 0 33.876 7.406 17 6 21 7 0 0.0002 0 16.252 4.813 17 6 6 4 +14 0 0 0.0008 0 15.362 5.295 14 4 22 8 0 0.0008 0 12.874 4.467 14 4 8 5 +14 0 0.0003 0.0014 0 31.221 8.851 23 5 65 12 0.0001 0.0016 0 17.592 5.554 22 5 17 6 +15 0 0.0023 0.0129 0 61.354 11.905 83 16 90 15 0.0006 0.0152 0 30.191 7.176 27 6 29 6 +15 0 0.0004 0.0036 0 34.247 8.992 27 9 47 12 0.0001 0.0036 0 16.849 5.205 27 9 12 4 +15 0 0 0.0001 0 14.279 5.138 48 14 45 11 0 0.0002 0 12.814 4.446 25 9 37 6 +15 0 0.0002 0.0008 0 68.785 11.936 94 11 119 14 0.0001 0.0008 0 36.137 7.465 94 11 17 9 +15 0 0.0001 0.0005 0 27.329 7.545 18 4 68 13 0 0.0005 0 15.468 4.968 18 4 27 5 +15 0 0.0013 0.0058 0 51.941 11.107 44 12 81 15 0.0002 0.0058 0 23.461 6.203 44 12 23 6 +15 0 0.0001 0.0002 0 39.783 8.217 16 6 28 8 0 0.0002 0 17.723 5.026 16 6 6 4 +15 0 0 0.0009 0 16.454 5.512 25 8 51 10 0 0.0009 0 13.098 4.532 25 8 8 5 +15 0 0.0003 0.0016 0 33.014 9.142 27 7 55 17 0.0001 0.0016 0 18.556 5.779 22 5 17 6 +16 0 0.0027 0.0152 0 65.395 12.219 36 9 75 13 0.0007 0.0152 0 32.262 7.473 27 6 29 6 +16 0 0.0004 0.0047 0 36.686 9.539 21 7 56 15 0.0001 0.0047 0 18.016 5.46 21 7 12 4 +16 0 0 0.0001 0 14.509 5.231 37 9 11 5 0 0.0002 0 12.914 4.492 25 9 37 6 +16 0 0.0002 0.0008 0 70.286 12.111 89 11 109 16 0.0001 0.0008 0 38.146 7.738 89 11 17 9 +16 0 0.0001 0.0005 0 32.395 8.478 34 7 5 3 0.0001 0.0005 0 16.464 5.174 34 7 27 5 +16 0 0.0018 0.0062 0 56.449 11.808 36 9 54 12 0.0003 0.0062 0 25.402 6.533 36 9 23 6 +16 0 0.0001 0.0002 0 45.159 8.833 10 5 26 8 0 0.0002 0 19.337 5.25 10 5 6 4 +16 0 0 0.0017 0 18.284 5.827 12 4 13 8 0 0.0017 0 13.403 4.608 12 4 8 5 +16 0 0.0003 0.0015 0 34.771 9.327 31 6 34 8 0.0002 0.0016 0 19.51 5.987 22 5 17 6 +17 0 0.0032 0.0146 0 69.613 12.459 83 15 104 15 0.0009 0.0152 0 34.337 7.75 27 6 29 6 +17 0 0.0005 0.013 0 38.524 9.948 39 11 78 13 0.0001 0.013 0 19.156 5.709 39 11 12 4 +17 0 0 0.0001 0 14.621 5.33 37 9 17 8 0 0.0002 0 13.009 4.539 25 9 37 6 +17 0 0.0002 0.0009 0 71.943 12.322 76 10 87 13 0.0001 0.0009 0 40.023 7.993 76 10 17 9 +17 0 0.0002 0.0005 0 36.749 9.188 38 10 45 8 0.0001 0.0005 0 17.591 5.397 38 10 27 5 +17 0 0.0021 0.0065 0 58.898 12.039 33 7 59 12 0.0004 0.0065 0 27.262 6.839 33 7 23 6 +17 0 0.0001 0.0003 0 50.544 9.486 45 13 77 11 0 0.0003 0 21.071 5.485 45 13 6 4 +17 0 0.0001 0.002 0 20.063 6.225 13 4 12 6 0 0.002 0 13.773 4.698 13 4 8 5 +17 0 0.0003 0.0016 0 36.486 9.539 23 5 48 17 0.0002 0.0016 0 20.453 6.185 22 5 17 6 +18 0 0.0036 0.017 0 72.658 12.667 59 10 117 16 0.001 0.017 0 36.354 8.009 59 10 29 6 +18 0 0.0006 0.0076 0 40.63 10.427 37 11 53 10 0.0002 0.013 0 20.286 5.957 39 11 12 4 +18 0 0 0.0001 0 15.043 5.44 30 8 18 5 0 0.0002 0 13.116 4.586 25 9 37 6 +18 0 0.0002 0.0009 0 73.107 12.459 91 12 45 8 0.0001 0.0009 0 41.765 8.228 91 12 17 9 +18 0 0.0002 0.0005 0 40.094 9.617 19 4 52 12 0.0001 0.0005 0 18.775 5.619 38 10 27 5 +18 0 0.0023 0.0072 0 60.701 12.195 49 11 59 11 0.0005 0.0072 0 29.022 7.121 49 11 23 6 +18 0 0.0001 0.0003 0 55.207 10.065 56 13 41 10 0 0.0003 0 22.867 5.726 56 13 6 4 +18 0 0.0001 0.0031 0 21.642 6.615 24 5 42 10 0 0.0031 0 14.187 4.799 24 5 8 5 +18 0 0.0003 0.0016 0 37.994 9.703 24 5 42 12 0.0002 0.0016 0 21.376 6.37 24 5 17 6 +19 0 0.0041 0.017 0 73.168 12.643 61 10 167 17 0.0012 0.017 0 38.195 8.24 59 10 29 6 +19 0 0.0008 0.0088 0 42.946 10.84 16 6 86 11 0.0002 0.013 0 21.419 6.201 39 11 12 4 +19 0 0 0.0001 0 15.611 5.599 8 3 18 9 0 0.0002 0 13.241 4.637 25 9 37 6 +19 0 0.0002 0.001 0 74.947 12.661 83 12 156 17 0.0001 0.001 0 43.424 8.45 83 12 17 9 +19 0 0.0002 0.0005 0 43.187 9.958 37 11 46 12 0.0001 0.0005 0 19.996 5.836 38 10 27 5 +19 0 0.0024 0.0061 0 61.804 12.291 39 12 99 16 0.0006 0.0072 0 30.662 7.379 49 11 23 6 +19 0 0.0001 0.0003 0 58.36 10.482 36 13 67 16 0 0.0003 0 24.642 5.964 56 13 6 4 +19 0 0.0003 0.0033 0 23.148 7.27 22 5 60 14 0.0001 0.0033 0 14.635 4.923 22 5 8 5 +19 0 0.0004 0.0016 0 39.969 9.982 46 12 32 8 0.0002 0.0016 0 22.306 6.55 46 12 17 6 +20 0 0.0045 0.0183 0 73.585 12.607 96 15 128 15 0.0013 0.0183 0 39.88 8.448 96 15 29 6 +20 0 0.0009 0.0062 0 44.912 11.234 43 12 29 13 0.0002 0.013 0 22.538 6.441 39 11 12 4 +20 0 0 0.0001 0 15.958 5.631 41 8 46 10 0 0.0002 0 13.37 4.684 25 9 37 6 +20 0 0.0002 0.001 0 77.041 12.8 96 15 138 16 0.0001 0.001 0 45.025 8.657 96 15 17 9 +20 0 0.0002 0.0005 0 46.377 10.352 52 11 47 9 0.0001 0.0005 0 21.252 6.051 38 10 27 5 +20 0 0.0024 0.0061 0 63.487 12.454 72 13 65 17 0.0007 0.0072 0 32.225 7.621 49 11 23 6 +20 0 0.0001 0.0003 0 60.403 10.769 41 13 88 12 0 0.0003 0 26.345 6.193 56 13 6 4 +20 0 0.0004 0.004 0 25.123 8.055 26 7 47 17 0.0001 0.004 0 15.134 5.072 26 7 8 5 +20 0 0.0004 0.0022 0 41.591 10.115 23 5 39 10 0.0002 0.0022 0 23.224 6.72 23 5 17 6 +21 0 0.0053 0.019 0 73.924 12.628 101 16 115 15 0.0015 0.019 0 41.428 8.638 101 16 29 6 +21 0 0.001 0.0096 0 47.194 11.713 28 7 34 12 0.0003 0.013 0 23.658 6.681 39 11 12 4 +21 0 0 0.0001 0 16.971 5.879 6 4 17 8 0 0.0002 0 13.534 4.739 25 9 37 6 +21 0 0.0003 0.0011 0 80.205 12.99 93 14 63 10 0.0001 0.0011 0 46.624 8.854 93 14 17 9 +21 0 0.0003 0.0005 0 48.748 10.555 45 9 68 12 0.0001 0.0005 0 22.502 6.256 38 10 27 5 +21 0 0.0025 0.0061 0 65.814 12.636 72 13 66 12 0.0008 0.0072 0 33.751 7.849 49 11 23 6 +21 0 0.0001 0.0003 0 61.65 10.966 55 13 8 6 0.0001 0.0003 0 27.95 6.41 56 13 6 4 +21 0 0.0006 0.0076 0 27.835 8.818 16 5 22 7 0.0001 0.0076 0 15.712 5.242 16 5 8 5 +21 0 0.0004 0.0023 0 43.814 10.363 29 6 79 16 0.0002 0.0023 0 24.16 6.886 29 6 17 6 +22 0 0.0057 0.0196 0 73.941 12.635 88 15 70 14 0.0017 0.0196 0 42.841 8.812 88 15 29 6 +22 0 0.0012 0.0706 0 48.636 11.894 43 14 34 12 0.0003 0.0706 0 24.744 6.907 43 14 12 4 +22 0 0 0.0001 0 17.641 6.018 42 10 7 5 0 0.0002 0 13.712 4.794 25 9 37 6 +22 0 0.0003 0.0011 0 83.863 13.222 91 14 56 15 0.0001 0.0011 0 48.243 9.044 91 14 17 9 +22 0 0.0003 0.0005 0 50.943 10.691 19 4 29 7 0.0001 0.0005 0 23.739 6.449 38 10 27 5 +22 0 0.0026 0.0071 0 67.699 12.766 95 17 136 15 0.0009 0.0072 0 35.227 8.063 49 11 23 6 +22 0 0.0001 0.0003 0 62.984 11.163 55 13 98 13 0.0001 0.0003 0 29.473 6.617 56 13 6 4 +22 0 0.0008 0.0091 0 30.415 9.494 26 8 15 5 0.0001 0.0091 0 16.351 5.427 26 8 8 5 +22 0 0.0005 0.0023 0 46.251 10.635 30 6 55 14 0.0002 0.0023 0 25.12 7.049 29 6 17 6 +23 0 0.0061 0.0182 0 74.804 12.706 100 16 122 13 0.0019 0.0196 0 44.173 8.974 88 15 29 6 +23 0 0.0019 0.0813 0 50.006 12.103 43 14 76 17 0.0004 0.0813 0 25.797 7.124 43 14 12 4 +23 0 0 0.0001 0 18.816 6.27 56 12 15 8 0 0.0002 0 13.925 4.856 25 9 37 6 +23 0 0.0003 0.0011 0 87.117 13.435 67 10 169 17 0.0001 0.0011 0 49.863 9.227 67 10 17 9 +23 0 0.0003 0.0005 0 53.955 10.933 36 9 39 9 0.0001 0.0005 0 24.998 6.636 36 9 27 5 +23 0 0.0026 0.0062 0 70.298 12.956 70 13 34 8 0.0009 0.0072 0 36.689 8.267 49 11 23 6 +23 0 0.0001 0.0003 0 64.267 11.333 52 13 99 17 0.0001 0.0003 0 30.923 6.813 56 13 6 4 +23 0 0.0009 0.0094 0 32.704 10.014 28 8 20 7 0.0002 0.0094 0 17.032 5.618 28 8 8 5 +23 0 0.0005 0.0024 0 48.94 10.924 45 9 42 8 0.0002 0.0024 0 26.113 7.21 45 9 17 6 +24 0 0.0066 0.0182 0 76.416 12.836 100 16 40 9 0.0021 0.0196 0 45.463 9.129 88 15 29 6 +24 0 0.01 0.0858 0 48.007 12.082 89 14 93 17 0.0007 0.0858 0 26.685 7.322 89 14 12 4 +24 0 0 0.0001 0 20.11 6.567 55 12 29 8 0 0.0002 0 14.172 4.924 25 9 37 6 +24 0 0.0003 0.0012 0 90.766 13.608 84 14 33 7 0.0001 0.0012 0 51.499 9.402 84 14 17 9 +24 0 0.0003 0.0005 0 56.55 11.153 36 9 51 8 0.0001 0.0005 0 26.26 6.816 36 9 27 5 +24 0 0.0027 0.0065 0 71.724 13.054 42 10 26 9 0.001 0.0072 0 38.09 8.458 49 11 23 6 +24 0 0.0001 0.0003 0 64.963 11.445 37 6 40 10 0.0001 0.0003 0 32.284 6.998 37 6 6 4 +24 0 0.001 0.0094 0 34.196 10.331 28 8 20 6 0.0002 0.0094 0 17.719 5.806 28 8 8 5 +24 0 0.0007 0.0024 0 51.53 11.169 45 9 82 17 0.0002 0.0024 0 27.129 7.369 45 9 17 6 +25 0 0.007 0.0173 0 78.682 12.955 116 16 71 16 0.0023 0.0196 0 46.74 9.276 88 15 29 6 +25 0 0.029 0.0916 0 42.405 11.988 52 14 55 17 0.0018 0.0916 0 27.29 7.502 52 14 12 4 +25 0 0 0.0001 0 21.376 6.862 9 3 20 8 0 0.0002 0 14.449 4.999 25 9 37 6 +25 0 0.0004 0.0013 0 95.918 13.873 76 11 95 14 0.0001 0.0013 0 53.207 9.574 76 11 17 9 +25 0 0.0003 0.0005 0 59.98 11.39 32 7 29 6 0.0001 0.0005 0 27.557 6.992 36 9 27 5 +25 0 0.0028 0.0065 0 73.536 13.157 67 17 66 13 0.0011 0.0072 0 39.453 8.639 49 11 23 6 +25 0 0.0001 0.0003 0 65.783 11.636 52 13 109 13 0.0001 0.0003 0 33.573 7.177 37 6 6 4 +25 0 0.0011 0.0094 0 36.114 10.644 28 8 17 7 0.0002 0.0094 0 18.426 5.993 28 8 8 5 +25 0 0.0008 0.0024 0 54.405 11.381 31 8 76 14 0.0003 0.0024 0 28.179 7.523 31 8 17 6 +26 0 0.0073 0.0201 0 81.131 13.14 123 16 35 8 0.0024 0.0201 0 48.014 9.419 123 16 29 6 +26 0 0.0328 0.1458 0 41.245 11.823 46 14 42 9 0.003 0.1458 0 27.807 7.662 46 14 12 4 +26 0 0 0.0002 0 23.356 7.227 29 6 36 12 0 0.0002 0 14.779 5.081 25 9 37 6 +26 0 0.0004 0.0013 0 98.53 13.96 124 13 54 11 0.0002 0.0013 0 54.886 9.736 124 13 17 9 +26 0 0.0003 0.0005 0 63.521 11.684 32 7 29 7 0.0001 0.0005 0 28.889 7.166 36 9 27 5 +26 0 0.0028 0.0077 0 76.034 13.393 29 7 120 17 0.0011 0.0077 0 40.808 8.815 29 7 23 6 +26 0 0.0001 0.0003 0 65.699 11.709 38 13 76 13 0.0001 0.0003 0 34.763 7.345 37 6 6 4 +26 0 0.0011 0.0101 0 37.353 10.854 51 16 19 7 0.0003 0.0101 0 19.127 6.173 51 16 8 5 +26 0 0.0009 0.0025 0 57.54 11.677 28 5 31 7 0.0003 0.0025 0 29.266 7.677 28 5 17 6 +27 0 0.0077 0.0201 0 83.996 13.333 123 16 87 15 0.0026 0.0201 0 49.299 9.559 123 16 29 6 +27 0 0.0335 0.1457 0 42.019 11.844 49 16 48 11 0.0041 0.1458 0 28.314 7.811 46 14 12 4 +27 0 0 0.0002 0 24.993 7.495 32 8 84 16 0 0.0002 0 15.144 5.167 32 8 37 6 +27 0 0.0004 0.0012 0 101.442 14.013 106 13 84 15 0.0002 0.0013 0 56.549 9.889 124 13 17 9 +27 0 0.0003 0.0005 0 66.382 11.763 37 10 73 14 0.0001 0.0005 0 30.228 7.33 37 10 27 5 +27 0 0.0029 0.0077 0 77.968 13.505 28 7 76 11 0.0012 0.0077 0 42.135 8.982 28 7 23 6 +27 0 0.0001 0.0003 0 65.528 11.748 39 14 78 12 0.0001 0.0003 0 35.861 7.502 37 6 6 4 +27 0 0.0012 0.0127 0 38.795 11.103 41 11 30 13 0.0003 0.0127 0 19.83 6.349 41 11 8 5 +27 0 0.0009 0.0028 0 60.405 11.975 22 5 79 14 0.0003 0.0028 0 30.378 7.83 22 5 17 6 +28 0 0.008 0.0201 0 86.401 13.452 137 16 148 16 0.0028 0.0201 0 50.579 9.693 123 16 29 6 +28 0 0.0341 0.2718 0 43.211 12.037 79 16 65 16 0.0051 0.2718 0 28.828 7.957 79 16 12 4 +28 0 0 0.0002 0 26.723 7.821 32 8 39 11 0 0.0002 0 15.543 5.259 32 8 37 6 +28 0 0.0004 0.0013 0 105.748 14.224 91 15 76 8 0.0002 0.0013 0 58.245 10.039 124 13 17 9 +28 0 0.0003 0.0005 0 68.186 11.802 47 8 97 12 0.0001 0.0005 0 31.537 7.484 37 10 27 5 +28 0 0.003 0.0079 0 79.796 13.662 43 10 76 16 0.0013 0.0079 0 43.434 9.144 43 10 23 6 +28 0 0.0001 0.0003 0 65.282 11.799 39 14 112 13 0.0001 0.0003 0 36.876 7.65 37 6 6 4 +28 0 0.0016 1 0 40.2 11.239 19 5 30 8 0.0003 1 0 20.532 6.517 19 5 8 5 +28 0 0.001 0.0029 0 62.524 12.184 26 8 85 12 0.0003 0.0029 0 31.487 7.98 26 8 17 6 +29 0 0.0081 0.0201 0 89.376 13.654 129 16 68 13 0.003 0.0201 0 51.872 9.825 123 16 29 6 +29 0 0.0369 0.2756 0 45.152 12.318 80 16 27 7 0.0062 0.2756 0 29.372 8.102 80 16 12 4 +29 0 0 0.0002 0 28.36 8.184 69 14 67 14 0 0.0002 0 15.971 5.356 32 8 37 6 +29 0 0.0004 0.0015 0 107.754 14.23 149 17 119 15 0.0002 0.0015 0 59.895 10.178 149 17 17 9 +29 0 0.0003 0.0005 0 72.029 12.034 89 17 48 7 0.0001 0.0005 0 32.886 7.636 37 10 27 5 +29 0 0.0031 0.0074 0 81.755 13.769 34 11 136 17 0.0013 0.0079 0 44.711 9.298 43 10 23 6 +29 0 0.0001 0.0003 0 65.908 11.9 142 17 87 12 0.0001 0.0003 0 37.844 7.792 142 17 6 4 +29 0 0.001 0.0026 0 64.275 12.347 102 16 51 13 0.0004 0.0029 0 32.58 8.126 26 8 17 6 +30 0 0.0082 0.0201 0 92.058 13.843 138 17 124 16 0.0032 0.0201 0 53.168 9.955 123 16 29 6 +30 0 0.0396 0.2852 0 47.063 12.572 43 10 81 17 0.0072 0.2852 0 29.943 8.246 43 10 12 4 +30 0 0 0.0002 0 30.039 8.451 46 11 71 14 0 0.0002 0 16.424 5.456 32 8 37 6 +30 0 0.0004 0.0016 0 110.963 14.32 148 16 141 16 0.0002 0.0016 0 61.543 10.312 148 16 17 9 +30 0 0.0003 0.0005 0 74.847 12.202 90 17 8 4 0.0001 0.0005 0 34.24 7.783 37 10 27 5 +30 0 0.0031 0.0086 0 84.626 13.918 61 10 77 15 0.0014 0.0086 0 45.999 9.447 61 10 23 6 +30 0 0.0001 0.0003 0 67.073 12.085 39 14 79 13 0.0001 0.0003 0 38.786 7.93 142 17 6 4 +30 0 0.001 0.0026 0 65.49 12.411 105 16 58 10 0.0004 0.0029 0 33.641 8.264 26 8 17 6 +31 0 0.0085 0.0201 0 94.78 14.021 159 17 136 17 0.0033 0.0201 0 54.468 10.082 123 16 29 6 +31 0 0.0475 0.5455 0 49.578 12.816 70 13 67 17 0.0085 0.5455 0 30.556 8.389 70 13 12 4 +31 0 0 0.0002 0 31.847 8.772 28 6 43 10 0 0.0002 0 16.906 5.56 32 8 37 6 +31 0 0.0004 0.0015 0 115.863 14.516 149 17 151 16 0.0002 0.0016 0 63.24 10.443 148 16 17 9 +31 0 0.0003 0.0005 0 77.741 12.345 55 10 85 13 0.0002 0.0005 0 35.599 7.926 37 10 27 5 +31 0 0.0032 0.0078 0 86.624 13.976 65 11 72 17 0.0014 0.0086 0 47.268 9.588 61 10 23 6 +31 0 0.0001 0.0003 0 69.743 12.378 37 14 116 14 0.0001 0.0003 0 39.754 8.069 142 17 6 4 +31 0 0.0011 0.0027 0 67.101 12.563 104 16 74 15 0.0004 0.0029 0 34.687 8.398 26 8 17 6 +32 0 0.0087 0.0202 0 96.317 14.061 109 16 99 15 0.0035 0.0202 0 55.737 10.202 109 16 29 6 +32 0 0.0643 0.6069 0 53.262 13.181 72 13 22 7 0.0102 0.6069 0 31.244 8.534 72 13 12 4 +32 0 0 0.0002 0 33.732 9.049 35 6 22 9 0 0.0002 0 17.416 5.666 32 8 37 6 +32 0 0.0005 0.0017 0 119.009 14.597 150 17 86 14 0.0002 0.0017 0 64.93 10.569 150 17 17 9 +32 0 0.0003 0.0005 0 80.101 12.406 86 9 89 14 0.0002 0.0005 0 36.948 8.062 37 10 27 5 +32 0 0.0032 0.0072 0 88.283 14.185 64 12 69 16 0.0015 0.0086 0 48.511 9.728 61 10 23 6 +32 0 0.0001 0.0003 0 72.065 12.568 63 13 60 12 0.0001 0.0003 0 40.733 8.206 63 13 6 4 +32 0 0.0011 0.0028 0 69.334 12.751 113 16 28 8 0.0004 0.0029 0 35.737 8.53 26 8 17 6 +33 0 0.0089 0.0202 0 98.321 14.138 109 16 138 16 0.0036 0.0202 0 56.989 10.318 109 16 29 6 +33 0 0.0001 0.0002 0 36.234 9.365 31 10 47 12 0 0.0002 0 17.97 5.774 32 8 37 6 +33 0 0.0005 0.0017 0 122.479 14.686 92 12 135 17 0.0002 0.0017 0 66.623 10.69 92 12 17 9 +33 0 0.0003 0.0005 0 84.052 12.608 60 14 69 14 0.0002 0.0005 0 38.333 8.195 37 10 27 5 +33 0 0.0033 0.0075 0 89.491 14.181 71 11 12 4 0.0015 0.0086 0 49.717 9.859 61 10 23 6 +33 0 0.0001 0.0003 0 74.392 12.89 63 13 63 13 0.0001 0.0003 0 41.723 8.343 63 13 6 4 +33 0 0.0011 0.0028 0 70.54 12.777 54 10 71 10 0.0004 0.0029 0 36.76 8.655 26 8 17 6 +34 0 0.009 0.0202 0 100.611 14.27 106 16 166 15 0.0038 0.0202 0 58.235 10.431 109 16 29 6 +34 0 0.0001 0.0002 0 38.52 9.671 87 14 11 4 0 0.0002 0 18.557 5.886 32 8 37 6 +34 0 0.0005 0.0015 0 125.656 14.818 160 17 173 17 0.0002 0.0017 0 68.309 10.808 92 12 17 9 +34 0 0.0003 0.0005 0 86.034 12.714 95 14 124 16 0.0002 0.0005 0 39.696 8.324 37 10 27 5 +34 0 0.0033 0.0076 0 90.27 14.151 73 11 17 8 0.0016 0.0086 0 50.875 9.981 61 10 23 6 +34 0 0.0002 0.0003 0 77.753 13.188 64 13 92 13 0.0001 0.0003 0 42.752 8.482 63 13 6 4 +34 0 0.0011 0.0028 0 72.097 12.874 54 10 135 16 0.0005 0.0029 0 37.77 8.776 26 8 17 6 +35 0 0.0092 0.0202 0 101.731 14.331 108 16 194 16 0.004 0.0202 0 59.444 10.539 109 16 29 6 +35 0 0.0001 0.0002 0 42.157 10.115 37 9 70 16 0 0.0002 0 19.212 6.003 37 9 37 6 +35 0 0.0005 0.0015 0 129.636 14.944 158 17 124 17 0.0002 0.0017 0 70.013 10.923 92 12 17 9 +35 0 0.0003 0.0005 0 88.586 12.821 69 14 41 7 0.0002 0.0005 0 41.054 8.449 37 10 27 5 +35 0 0.0034 0.0076 0 91.965 14.303 84 15 97 15 0.0016 0.0086 0 52.017 10.101 61 10 23 6 +35 0 0.0002 0.0003 0 80.338 13.375 64 13 46 16 0.0001 0.0003 0 43.796 8.618 63 13 6 4 +35 0 0.0011 0.0028 0 72.25 12.865 27 5 51 12 0.0005 0.0029 0 38.728 8.889 26 8 17 6 +36 0 0.0092 0.0202 0 102.559 14.429 108 16 104 16 0.0041 0.0202 0 60.609 10.644 109 16 29 6 +36 0 0.0001 0.0002 0 46.076 10.597 47 10 41 11 0 0.0002 0 19.938 6.127 47 10 37 6 +36 0 0.0006 0.0015 0 132.743 15.093 157 17 164 17 0.0002 0.0017 0 71.708 11.036 92 12 17 9 +36 0 0.0003 0.0005 0 91.293 12.954 74 16 155 16 0.0002 0.0005 0 42.412 8.571 74 16 27 5 +36 0 0.0035 0.008 0 92.835 14.317 115 16 136 16 0.0017 0.0086 0 53.12 10.215 61 10 23 6 +36 0 0.0002 0.0003 0 84.226 13.67 87 15 165 17 0.0001 0.0003 0 44.889 8.754 63 13 6 4 +36 0 0.0012 0.0032 0 73.351 12.94 108 17 48 8 0.0005 0.0032 0 39.663 8.999 108 17 17 6 +37 0 0.0093 0.0199 0 103.314 14.378 90 16 79 15 0.0042 0.0202 0 61.733 10.743 109 16 29 6 +37 0 0.0001 0.0003 0 49.736 11.009 56 12 53 13 0 0.0003 0 20.723 6.256 56 12 37 6 +37 0 0.0006 0.0016 0 134.242 15.101 100 13 129 17 0.0002 0.0017 0 73.354 11.143 92 12 17 9 +37 0 0.0003 0.0005 0 93.639 13.076 76 16 88 16 0.0002 0.0005 0 43.76 8.69 74 16 27 5 +37 0 0.0035 0.0078 0 93.15 14.345 116 16 108 17 0.0017 0.0086 0 54.173 10.324 61 10 23 6 +37 0 0.0002 0.0003 0 87.446 13.802 71 15 42 12 0.0001 0.0003 0 46.009 8.887 63 13 6 4 +37 0 0.0013 0.0029 0 74.706 12.943 109 17 79 11 0.0005 0.0032 0 40.586 9.103 108 17 17 6 +38 0 0.0096 0.0174 0 105.436 14.506 97 13 81 16 0.0044 0.0202 0 62.853 10.839 109 16 29 6 +38 0 0.0001 0.0003 0 53.08 11.284 50 12 98 14 0 0.0003 0 21.552 6.385 56 12 37 6 +38 0 0.0006 0.0015 0 136.367 15.127 109 13 144 16 0.0003 0.0017 0 74.97 11.245 92 12 17 9 +38 0 0.0003 0.0005 0 95.217 13.059 111 16 132 17 0.0002 0.0005 0 45.08 8.802 74 16 27 5 +38 0 0.0035 0.0081 0 93.553 14.317 126 16 97 15 0.0018 0.0086 0 55.183 10.426 61 10 23 6 +38 0 0.0002 0.0003 0 92.175 14.075 112 16 127 17 0.0001 0.0003 0 47.193 9.02 112 16 6 4 +38 0 0.0013 0.0033 0 75.048 12.916 118 17 92 16 0.0005 0.0033 0 41.469 9.2 118 17 17 6 +39 0 0.0097 0.0221 0 107.198 14.527 83 17 96 17 0.0045 0.0221 0 63.962 10.931 83 17 29 6 +39 0 0.0001 0.0003 0 54.641 11.355 57 13 82 16 0 0.0003 0 22.38 6.509 56 12 37 6 +39 0 0.0006 0.0015 0 137.999 15.113 104 12 168 14 0.0003 0.0017 0 76.545 11.342 92 12 17 9 +39 0 0.0003 0.0005 0 97.999 13.236 69 11 95 13 0.0002 0.0005 0 46.403 8.913 74 16 27 5 +39 0 0.0036 0.0081 0 95.565 14.477 128 16 90 16 0.0018 0.0086 0 56.193 10.528 61 10 23 6 +39 0 0.0002 0.0003 0 95.763 14.199 91 16 94 14 0.0001 0.0003 0 48.407 9.15 91 16 6 4 +39 0 0.0013 0.0031 0 76.649 13.002 41 7 56 11 0.0006 0.0033 0 42.349 9.296 118 17 17 6 +40 0 0.0098 0.0221 0 109.305 14.62 90 17 125 17 0.0046 0.0221 0 65.068 11.021 83 17 29 6 +40 0 0.0001 0.0004 0 56.734 11.461 90 16 16 6 0 0.0004 0 23.217 6.63 90 16 37 6 +40 0 0.0006 0.0015 0 140.34 15.15 142 15 150 15 0.0003 0.0017 0 78.101 11.435 92 12 17 9 +40 0 0.0003 0.0005 0 100.375 13.371 40 7 81 15 0.0002 0.0005 0 47.719 9.021 40 7 27 5 +40 0 0.0036 0.0093 0 95.043 14.354 139 16 124 16 0.0019 0.0093 0 57.14 10.621 139 16 23 6 +40 0 0.0002 0.0003 0 99.241 14.335 116 16 96 14 0.0001 0.0003 0 49.647 9.276 116 16 6 4 +40 0 0.0014 0.0032 0 78.492 13.107 112 17 95 13 0.0006 0.0033 0 43.23 9.388 118 17 17 6 +41 0 0.0098 0.0183 0 111.581 14.734 163 16 134 16 0.0048 0.0221 0 66.175 11.11 83 17 29 6 +41 0 0.0001 0.0004 0 59.675 11.726 88 16 112 17 0 0.0004 0 24.085 6.751 90 16 37 6 +41 0 0.0006 0.0018 0 142.575 15.201 145 15 114 15 0.0003 0.0018 0 79.636 11.524 145 15 17 9 +41 0 0.0003 0.0005 0 103.959 13.473 69 11 66 10 0.0002 0.0005 0 49.058 9.127 40 7 27 5 +41 0 0.0036 0.008 0 97.268 14.454 47 9 112 16 0.0019 0.0093 0 58.096 10.712 139 16 23 6 +41 0 0.0002 0.0003 0 102.151 14.41 86 14 100 14 0.0001 0.0003 0 50.897 9.398 116 16 6 4 +41 0 0.0014 0.0032 0 80.436 13.155 112 17 80 13 0.0006 0.0033 0 44.116 9.478 118 17 17 6 +42 0 0.0098 0.0174 0 112.471 14.69 101 14 180 16 0.0049 0.0221 0 67.252 11.193 83 17 29 6 +42 0 0.0001 0.0004 0 62.32 12.05 86 16 34 12 0 0.0004 0 24.975 6.874 86 16 37 6 +42 0 0.0006 0.0018 0 144.961 15.276 136 15 129 14 0.0003 0.0018 0 81.156 11.611 145 15 17 9 +42 0 0.0003 0.0005 0 106.15 13.551 63 11 110 12 0.0002 0.0005 0 50.386 9.23 40 7 27 5 +42 0 0.0037 0.008 0 98.495 14.553 115 16 85 16 0.002 0.0093 0 59.035 10.802 139 16 23 6 +42 0 0.0002 0.0003 0 105.258 14.466 75 14 112 16 0.0001 0.0003 0 52.161 9.516 116 16 6 4 +42 0 0.0014 0.0032 0 82.216 13.29 86 17 72 17 0.0006 0.0033 0 45.002 9.567 118 17 17 6 +43 0 0.0098 0.017 0 113.67 14.754 103 15 87 13 0.005 0.0221 0 68.307 11.274 83 17 29 6 +43 0 0.0001 0.0004 0 64.394 12.161 44 11 60 12 0 0.0004 0 25.871 6.995 44 11 37 6 +43 0 0.0007 0.0017 0 146.635 15.302 136 15 127 16 0.0003 0.0018 0 82.644 11.695 145 15 17 9 +43 0 0.0003 0.0005 0 109.266 13.725 97 16 144 16 0.0002 0.0005 0 51.724 9.332 40 7 27 5 +43 0 0.0038 0.0087 0 99.097 14.567 50 9 93 16 0.002 0.0093 0 59.946 10.887 139 16 23 6 +43 0 0.0002 0.0003 0 107.169 14.536 127 14 125 14 0.0001 0.0003 0 53.411 9.63 116 16 6 4 +43 0 0.0015 0.003 0 82.769 13.29 35 7 74 11 0.0006 0.0033 0 45.861 9.651 118 17 17 6 +44 0 0.01 0.0182 0 115.794 14.8 124 16 81 17 0.0051 0.0221 0 69.362 11.352 83 17 29 6 +44 0 0.0001 0.0004 0 66.645 12.305 26 7 53 15 0 0.0004 0 26.777 7.113 26 7 37 6 +44 0 0.0007 0.0017 0 148.561 15.356 136 15 136 16 0.0003 0.0018 0 84.109 11.777 145 15 17 9 +44 0 0.0003 0.0005 0 109.588 13.674 97 16 23 8 0.0002 0.0005 0 53.01 9.429 97 16 27 5 +44 0 0.0038 0.0084 0 99.151 14.556 67 12 189 17 0.002 0.0093 0 60.817 10.969 139 16 23 6 +44 0 0.0002 0.0003 0 109.631 14.606 83 13 53 13 0.0001 0.0003 0 54.661 9.741 116 16 6 4 +44 0 0.0015 0.0031 0 84.04 13.365 83 11 120 17 0.0007 0.0033 0 46.709 9.734 118 17 17 6 +45 0 0.0101 0.0219 0 117.346 14.909 173 17 16 6 0.0052 0.0221 0 70.405 11.43 83 17 29 6 +45 0 0.0001 0.0005 0 69.179 12.511 22 7 156 16 0.0001 0.0005 0 27.698 7.23 22 7 37 6 +45 0 0.0007 0.0018 0 150.301 15.413 122 15 159 17 0.0003 0.0018 0 85.548 11.856 145 15 17 9 +45 0 0.0003 0.0005 0 111.307 13.766 98 16 98 10 0.0002 0.0005 0 54.277 9.523 97 16 27 5 +45 0 0.0038 0.0084 0 100.467 14.566 67 12 94 13 0.0021 0.0093 0 61.679 11.047 139 16 23 6 +45 0 0.0002 0.0003 0 110.749 14.651 133 16 148 17 0.0001 0.0003 0 55.88 9.848 116 16 6 4 +45 0 0.0015 0.003 0 84.359 13.397 65 13 54 10 0.0007 0.0033 0 47.528 9.814 118 17 17 6 +46 0 0.0101 0.0219 0 117.378 14.859 177 17 111 16 0.0053 0.0221 0 71.405 11.503 83 17 29 6 +46 0 0.0001 0.0008 0 70.669 12.573 35 10 74 14 0.0001 0.0008 0 28.613 7.344 35 10 37 6 +46 0 0.0007 0.0018 0 152.311 15.424 137 15 118 15 0.0003 0.0018 0 86.968 11.932 145 15 17 9 +46 0 0.0003 0.0005 0 112.175 13.709 89 12 128 16 0.0002 0.0005 0 55.509 9.612 97 16 27 5 +46 0 0.0039 0.0096 0 102.288 14.696 77 13 123 14 0.0021 0.0096 0 62.543 11.125 77 13 23 6 +46 0 0.0002 0.0003 0 112.703 14.66 127 16 161 17 0.0001 0.0003 0 57.089 9.95 116 16 6 4 +46 0 0.0015 0.0031 0 85.479 13.45 40 7 81 15 0.0007 0.0033 0 48.335 9.891 118 17 17 6 +47 0 0.0101 0.0219 0 118.018 14.891 174 17 168 16 0.0054 0.0221 0 72.376 11.573 83 17 29 6 +47 0 0.0001 0.0009 0 72.989 12.752 34 10 36 8 0.0001 0.0009 0 29.537 7.456 34 10 37 6 +47 0 0.0007 0.0018 0 154.809 15.468 122 15 145 15 0.0003 0.0018 0 88.381 12.005 145 15 17 9 +47 0 0.0003 0.0005 0 114.255 13.786 100 16 143 15 0.0002 0.0005 0 56.733 9.699 97 16 27 5 +47 0 0.0039 0.0096 0 102.353 14.605 101 17 82 12 0.0022 0.0096 0 63.372 11.197 77 13 23 6 +47 0 0.0002 0.0003 0 113.875 14.687 127 16 107 14 0.0001 0.0003 0 58.272 10.049 116 16 6 4 +47 0 0.0015 0.003 0 86.485 13.532 88 16 43 10 0.0007 0.0033 0 49.13 9.967 118 17 17 6 +48 0 0.0102 0.0219 0 117.649 14.828 179 17 82 12 0.0055 0.0221 0 73.3 11.64 83 17 29 6 +48 0 0.0002 0.0032 0 74.328 12.936 18 6 90 17 0.0001 0.0032 0 30.451 7.568 18 6 37 6 +48 0 0.0007 0.0018 0 157.069 15.564 115 15 135 13 0.0003 0.0018 0 89.783 12.078 145 15 17 9 +48 0 0.0003 0.0005 0 115.659 13.814 117 13 89 13 0.0002 0.0005 0 57.935 9.783 97 16 27 5 +48 0 0.0039 0.0091 0 104.269 14.754 98 17 67 14 0.0022 0.0096 0 64.207 11.27 77 13 23 6 +48 0 0.0002 0.0003 0 115.35 14.686 132 16 91 16 0.0001 0.0003 0 59.437 10.143 116 16 6 4 +48 0 0.0015 0.0031 0 87.061 13.494 95 16 62 17 0.0007 0.0033 0 49.904 10.039 118 17 17 6 +49 0 0.0102 0.0219 0 119.367 14.854 158 15 86 16 0.0056 0.0221 0 74.221 11.704 83 17 29 6 +49 0 0.0002 0.0014 0 74.075 13.074 21 6 62 10 0.0001 0.0032 0 31.324 7.678 18 6 37 6 +49 0 0.0007 0.0018 0 159.581 15.657 127 16 239 17 0.0003 0.0018 0 91.179 12.15 127 16 17 9 +49 0 0.0003 0.0005 0 118.071 13.925 136 13 213 17 0.0002 0.0005 0 59.138 9.866 97 16 27 5 +49 0 0.0039 0.0102 0 106.068 14.758 143 17 12 4 0.0022 0.0102 0 65.044 11.339 143 17 23 6 +49 0 0.0002 0.0003 0 117.635 14.757 119 14 130 15 0.0001 0.0003 0 60.601 10.236 116 16 6 4 +49 0 0.0016 0.003 0 87.846 13.534 87 13 129 17 0.0007 0.0033 0 50.663 10.109 118 17 17 6 +50 0 0.0103 0.0219 0 121.124 14.899 184 17 104 16 0.0057 0.0221 0 75.141 11.766 83 17 29 6 +50 0 0.0002 0.0026 0 72.485 13.225 76 15 101 12 0.0001 0.0032 0 32.131 7.787 18 6 37 6 +50 0 0.0008 0.0019 0 161.479 15.714 125 16 197 16 0.0004 0.0019 0 92.558 12.219 125 16 17 9 +50 0 0.0003 0.0005 0 119.15 13.914 123 13 168 17 0.0002 0.0005 0 60.315 9.945 97 16 27 5 +50 0 0.004 0.0104 0 106.436 14.751 110 17 177 17 0.0023 0.0104 0 65.856 11.406 110 17 23 6 +50 0 0.0002 0.0003 0 120.409 14.793 123 14 89 16 0.0001 0.0003 0 61.774 10.325 116 16 6 4 +50 0 0.0016 0.003 0 89.286 13.696 80 16 81 13 0.0008 0.0033 0 51.42 10.179 118 17 17 6 diff --git a/PartA/crossover_90_mutation_10_elitism_2/.~lock.crossover_90_mutation_10_elitism_2.tsv# b/PartA/crossover_90_mutation_10_elitism_2/.~lock.crossover_90_mutation_10_elitism_2.tsv# new file mode 100644 index 0000000..dca2a0e --- /dev/null +++ b/PartA/crossover_90_mutation_10_elitism_2/.~lock.crossover_90_mutation_10_elitism_2.tsv# @@ -0,0 +1 @@ +,brett,laforge,15.02.2024 22:09,file:///home/brett/.config/libreoffice/4; \ No newline at end of file diff --git a/PartA/crossover_90_mutation_10_elitism_2/aggregated.tsv b/PartA/crossover_90_mutation_10_elitism_2/aggregated.tsv index 4aeec2d..790a387 100644 --- a/PartA/crossover_90_mutation_10_elitism_2/aggregated.tsv +++ b/PartA/crossover_90_mutation_10_elitism_2/aggregated.tsv @@ -1,5 +1,5 @@ -Generation limit Mean: 34 -Generation limit Mode: 50 (4) +Runs Generation Count Mean: 34 +Runs Generation Count Mode: 50 occurred (4) time(s) GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN 0 0 0 0.00011 0 12.9823 3.6655 14 4 23 5 0 0.00011 0 12.9823 3.6655 14 4 23 5 1 0 0 0.00013 0 12.2965 3.8626 13 4 17 5 0 0.00013 0 12.6393 3.7639 13 4 25 6 diff --git a/PartA/crossover_90_mutation_10_elitism_2/crossover_90_mutation_10_elitism_2.tsv b/PartA/crossover_90_mutation_10_elitism_2/crossover_90_mutation_10_elitism_2.tsv new file mode 100644 index 0000000..bc3ad1c --- /dev/null +++ b/PartA/crossover_90_mutation_10_elitism_2/crossover_90_mutation_10_elitism_2.tsv @@ -0,0 +1,410 @@ +GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN +=AVERAGE(a54, a55, a56, a57, a58, a59, a60, a61, a62, a63) =AVERAGE(b54, b55, b56, b57, b58, b59, b60, b61, b62, b63) =AVERAGE(c54, c55, c56, c57, c58, c59, c60, c61, c62, c63) =AVERAGE(d54, d55, d56, d57, d58, d59, d60, d61, d62, d63) =AVERAGE(e54, e55, e56, e57, e58, e59, e60, e61, e62, e63) =AVERAGE(f54, f55, f56, f57, f58, f59, f60, f61, f62, f63) =AVERAGE(g54, g55, g56, g57, g58, g59, g60, g61, g62, g63) =AVERAGE(h54, h55, h56, h57, h58, h59, h60, h61, h62, h63) =AVERAGE(i54, i55, i56, i57, i58, i59, i60, i61, i62, i63) =AVERAGE(j54, j55, j56, j57, j58, j59, j60, j61, j62, j63) =AVERAGE(k54, k55, k56, k57, k58, k59, k60, k61, k62, k63) =AVERAGE(l54, l55, l56, l57, l58, l59, l60, l61, l62, l63) =AVERAGE(m54, m55, m56, m57, m58, m59, m60, m61, m62, m63) =AVERAGE(n54, n55, n56, n57, n58, n59, n60, n61, n62, n63) =AVERAGE(o54, o55, o56, o57, o58, o59, o60, o61, o62, o63) =AVERAGE(p54, p55, p56, p57, p58, p59, p60, p61, p62, p63) =AVERAGE(q54, q55, q56, q57, q58, q59, q60, q61, q62, q63) =AVERAGE(r54, r55, r56, r57, r58, r59, r60, r61, r62, r63) =AVERAGE(s54, s55, s56, s57, s58, s59, s60, s61, s62, s63) =AVERAGE(t54, t55, t56, t57, t58, t59, t60, t61, t62, t63) =STDEV.P(a54, a55, a56, a57, a58, a59, a60, a61, a62, a63) =STDEV.P(b54, b55, b56, b57, b58, b59, b60, b61, b62, b63) =STDEV.P(c54, c55, c56, c57, c58, c59, c60, c61, c62, c63) =STDEV.P(d54, d55, d56, d57, d58, d59, d60, d61, d62, d63) =STDEV.P(e54, e55, e56, e57, e58, e59, e60, e61, e62, e63) =STDEV.P(f54, f55, f56, f57, f58, f59, f60, f61, f62, f63) =STDEV.P(g54, g55, g56, g57, g58, g59, g60, g61, g62, g63) =STDEV.P(h54, h55, h56, h57, h58, h59, h60, h61, h62, h63) =STDEV.P(i54, i55, i56, i57, i58, i59, i60, i61, i62, i63) =STDEV.P(j54, j55, j56, j57, j58, j59, j60, j61, j62, j63) =STDEV.P(k54, k55, k56, k57, k58, k59, k60, k61, k62, k63) =STDEV.P(l54, l55, l56, l57, l58, l59, l60, l61, l62, l63) =STDEV.P(m54, m55, m56, m57, m58, m59, m60, m61, m62, m63) =STDEV.P(n54, n55, n56, n57, n58, n59, n60, n61, n62, n63) =STDEV.P(o54, o55, o56, o57, o58, o59, o60, o61, o62, o63) =STDEV.P(p54, p55, p56, p57, p58, p59, p60, p61, p62, p63) =STDEV.P(q54, q55, q56, q57, q58, q59, q60, q61, q62, q63) =STDEV.P(r54, r55, r56, r57, r58, r59, r60, r61, r62, r63) =STDEV.P(s54, s55, s56, s57, s58, s59, s60, s61, s62, s63) =STDEV.P(t54, t55, t56, t57, t58, t59, t60, t61, t62, t63) =STDEV.P(a2, a3, a4, a5, a6, a7, a8, a9, a10, a11, a12, a13, a14, a15, a16, a17, a18, a19, a20, a21, a22, a23, a24, a25, a26, a27, a28, a29, a30, a31, a32, a33, a34, a35, a36, a37, a38, a39, a40, a41, a42, a43, a44, a45, a46, a47, a48, a49, a50, a51, a52) =STDEV.P(b2, b3, b4, b5, b6, b7, b8, b9, b10, b11, b12, b13, b14, b15, b16, b17, b18, b19, b20, b21, b22, b23, b24, b25, b26, b27, b28, b29, b30, b31, b32, b33, b34, b35, b36, b37, b38, b39, b40, b41, b42, b43, b44, b45, b46, b47, b48, b49, b50, b51, b52) =STDEV.P(c2, c3, c4, c5, c6, c7, c8, c9, c10, c11, c12, c13, c14, c15, c16, c17, c18, c19, c20, c21, c22, c23, c24, c25, c26, c27, c28, c29, c30, c31, c32, c33, c34, c35, c36, c37, c38, c39, c40, c41, c42, c43, c44, c45, c46, c47, c48, c49, c50, c51, c52) =STDEV.P(d2, d3, d4, d5, d6, d7, d8, d9, d10, d11, d12, d13, d14, d15, d16, d17, d18, d19, d20, d21, d22, d23, d24, d25, d26, d27, d28, d29, d30, d31, d32, d33, d34, d35, d36, d37, d38, d39, d40, d41, d42, d43, d44, d45, d46, d47, d48, d49, d50, d51, d52) =STDEV.P(e2, e3, e4, e5, e6, e7, e8, e9, e10, e11, e12, e13, e14, e15, e16, e17, e18, e19, e20, e21, e22, e23, e24, e25, e26, e27, e28, e29, e30, e31, e32, e33, e34, e35, e36, e37, e38, e39, e40, e41, e42, e43, e44, e45, e46, e47, e48, e49, e50, e51, e52) =STDEV.P(f2, f3, f4, f5, f6, f7, f8, f9, f10, f11, f12, f13, f14, f15, f16, f17, f18, f19, f20, f21, f22, f23, f24, f25, f26, f27, f28, f29, f30, f31, f32, f33, f34, f35, f36, f37, f38, f39, f40, f41, f42, f43, f44, f45, f46, f47, f48, f49, f50, f51, f52) =STDEV.P(g2, g3, g4, g5, g6, g7, g8, g9, g10, g11, g12, g13, g14, g15, g16, g17, g18, g19, g20, g21, g22, g23, g24, g25, g26, g27, g28, g29, g30, g31, g32, g33, g34, g35, g36, g37, g38, g39, g40, g41, g42, g43, g44, g45, g46, g47, g48, g49, g50, g51, g52) =STDEV.P(h2, h3, h4, h5, h6, h7, h8, h9, h10, h11, h12, h13, h14, h15, h16, h17, h18, h19, h20, h21, h22, h23, h24, h25, h26, h27, h28, h29, h30, h31, h32, h33, h34, h35, h36, h37, h38, h39, h40, h41, h42, h43, h44, h45, h46, h47, h48, h49, h50, h51, h52) =STDEV.P(i2, i3, i4, i5, i6, i7, i8, i9, i10, i11, i12, i13, i14, i15, i16, i17, i18, i19, i20, i21, i22, i23, i24, i25, i26, i27, i28, i29, i30, i31, i32, i33, i34, i35, i36, i37, i38, i39, i40, i41, i42, i43, i44, i45, i46, i47, i48, i49, i50, i51, i52) =STDEV.P(j2, j3, j4, j5, j6, j7, j8, j9, j10, j11, j12, j13, j14, j15, j16, j17, j18, j19, j20, j21, j22, j23, j24, j25, j26, j27, j28, j29, j30, j31, j32, j33, j34, j35, j36, j37, j38, j39, j40, j41, j42, j43, j44, j45, j46, j47, j48, j49, j50, j51, j52) =STDEV.P(k2, k3, k4, k5, k6, k7, k8, k9, k10, k11, k12, k13, k14, k15, k16, k17, k18, k19, k20, k21, k22, k23, k24, k25, k26, k27, k28, k29, k30, k31, k32, k33, k34, k35, k36, k37, k38, k39, k40, k41, k42, k43, k44, k45, k46, k47, k48, k49, k50, k51, k52) =STDEV.P(l2, l3, l4, l5, l6, l7, l8, l9, l10, l11, l12, l13, l14, l15, l16, l17, l18, l19, l20, l21, l22, l23, l24, l25, l26, l27, l28, l29, l30, l31, l32, l33, l34, l35, l36, l37, l38, l39, l40, l41, l42, l43, l44, l45, l46, l47, l48, l49, l50, l51, l52) =STDEV.P(m2, m3, m4, m5, m6, m7, m8, m9, m10, m11, m12, m13, m14, m15, m16, m17, m18, m19, m20, m21, m22, m23, m24, m25, m26, m27, m28, m29, m30, m31, m32, m33, m34, m35, m36, m37, m38, m39, m40, m41, m42, m43, m44, m45, m46, m47, m48, m49, m50, m51, m52) =STDEV.P(n2, n3, n4, n5, n6, n7, n8, n9, n10, n11, n12, n13, n14, n15, n16, n17, n18, n19, n20, n21, n22, n23, n24, n25, n26, n27, n28, n29, n30, n31, n32, n33, n34, n35, n36, n37, n38, n39, n40, n41, n42, n43, n44, n45, n46, n47, n48, n49, n50, n51, n52) =STDEV.P(o2, o3, o4, o5, o6, o7, o8, o9, o10, o11, o12, o13, o14, o15, o16, o17, o18, o19, o20, o21, o22, o23, o24, o25, o26, o27, o28, o29, o30, o31, o32, o33, o34, o35, o36, o37, o38, o39, o40, o41, o42, o43, o44, o45, o46, o47, o48, o49, o50, o51, o52) =STDEV.P(p2, p3, p4, p5, p6, p7, p8, p9, p10, p11, p12, p13, p14, p15, p16, p17, p18, p19, p20, p21, p22, p23, p24, p25, p26, p27, p28, p29, p30, p31, p32, p33, p34, p35, p36, p37, p38, p39, p40, p41, p42, p43, p44, p45, p46, p47, p48, p49, p50, p51, p52) =STDEV.P(q2, q3, q4, q5, q6, q7, q8, q9, q10, q11, q12, q13, q14, q15, q16, q17, q18, q19, q20, q21, q22, q23, q24, q25, q26, q27, q28, q29, q30, q31, q32, q33, q34, q35, q36, q37, q38, q39, q40, q41, q42, q43, q44, q45, q46, q47, q48, q49, q50, q51, q52) =STDEV.P(r2, r3, r4, r5, r6, r7, r8, r9, r10, r11, r12, r13, r14, r15, r16, r17, r18, r19, r20, r21, r22, r23, r24, r25, r26, r27, r28, r29, r30, r31, r32, r33, r34, r35, r36, r37, r38, r39, r40, r41, r42, r43, r44, r45, r46, r47, r48, r49, r50, r51, r52) =STDEV.P(s2, s3, s4, s5, s6, s7, s8, s9, s10, s11, s12, s13, s14, s15, s16, s17, s18, s19, s20, s21, s22, s23, s24, s25, s26, s27, s28, s29, s30, s31, s32, s33, s34, s35, s36, s37, s38, s39, s40, s41, s42, s43, s44, s45, s46, s47, s48, s49, s50, s51, s52) =STDEV.P(t2, t3, t4, t5, t6, t7, t8, t9, t10, t11, t12, t13, t14, t15, t16, t17, t18, t19, t20, t21, t22, t23, t24, t25, t26, t27, t28, t29, t30, t31, t32, t33, t34, t35, t36, t37, t38, t39, t40, t41, t42, t43, t44, t45, t46, t47, t48, t49, t50, t51, t52) +=AVERAGE(a64, a65, a66, a67, a68, a69, a70, a71, a72, a73) =AVERAGE(b64, b65, b66, b67, b68, b69, b70, b71, b72, b73) =AVERAGE(c64, c65, c66, c67, c68, c69, c70, c71, c72, c73) =AVERAGE(d64, d65, d66, d67, d68, d69, d70, d71, d72, d73) =AVERAGE(e64, e65, e66, e67, e68, e69, e70, e71, e72, e73) =AVERAGE(f64, f65, f66, f67, f68, f69, f70, f71, f72, f73) =AVERAGE(g64, g65, g66, g67, g68, g69, g70, g71, g72, g73) =AVERAGE(h64, h65, h66, h67, h68, h69, h70, h71, h72, h73) =AVERAGE(i64, i65, i66, i67, i68, i69, i70, i71, i72, i73) =AVERAGE(j64, j65, j66, j67, j68, j69, j70, j71, j72, j73) =AVERAGE(k64, k65, k66, k67, k68, k69, k70, k71, k72, k73) =AVERAGE(l64, l65, l66, l67, l68, l69, l70, l71, l72, l73) =AVERAGE(m64, m65, m66, m67, m68, m69, m70, m71, m72, m73) =AVERAGE(n64, n65, n66, n67, n68, n69, n70, n71, n72, n73) =AVERAGE(o64, o65, o66, o67, o68, o69, o70, o71, o72, o73) =AVERAGE(p64, p65, p66, p67, p68, p69, p70, p71, p72, p73) =AVERAGE(q64, q65, q66, q67, q68, q69, q70, q71, q72, q73) =AVERAGE(r64, r65, r66, r67, r68, r69, r70, r71, r72, r73) =AVERAGE(s64, s65, s66, s67, s68, s69, s70, s71, s72, s73) =AVERAGE(t64, t65, t66, t67, t68, t69, t70, t71, t72, t73) =STDEV.P(a64, a65, a66, a67, a68, a69, a70, a71, a72, a73) =STDEV.P(b64, b65, b66, b67, b68, b69, b70, b71, b72, b73) =STDEV.P(c64, c65, c66, c67, c68, c69, c70, c71, c72, c73) =STDEV.P(d64, d65, d66, d67, d68, d69, d70, d71, d72, d73) =STDEV.P(e64, e65, e66, e67, e68, e69, e70, e71, e72, e73) =STDEV.P(f64, f65, f66, f67, f68, f69, f70, f71, f72, f73) =STDEV.P(g64, g65, g66, g67, g68, g69, g70, g71, g72, g73) =STDEV.P(h64, h65, h66, h67, h68, h69, h70, h71, h72, h73) =STDEV.P(i64, i65, i66, i67, i68, i69, i70, i71, i72, i73) =STDEV.P(j64, j65, j66, j67, j68, j69, j70, j71, j72, j73) =STDEV.P(k64, k65, k66, k67, k68, k69, k70, k71, k72, k73) =STDEV.P(l64, l65, l66, l67, l68, l69, l70, l71, l72, l73) =STDEV.P(m64, m65, m66, m67, m68, m69, m70, m71, m72, m73) =STDEV.P(n64, n65, n66, n67, n68, n69, n70, n71, n72, n73) =STDEV.P(o64, o65, o66, o67, o68, o69, o70, o71, o72, o73) =STDEV.P(p64, p65, p66, p67, p68, p69, p70, p71, p72, p73) =STDEV.P(q64, q65, q66, q67, q68, q69, q70, q71, q72, q73) =STDEV.P(r64, r65, r66, r67, r68, r69, r70, r71, r72, r73) =STDEV.P(s64, s65, s66, s67, s68, s69, s70, s71, s72, s73) =STDEV.P(t64, t65, t66, t67, t68, t69, t70, t71, t72, t73) +=AVERAGE(a74, a75, a76, a77, a78, a79, a80, a81, a82, a83) =AVERAGE(b74, b75, b76, b77, b78, b79, b80, b81, b82, b83) =AVERAGE(c74, c75, c76, c77, c78, c79, c80, c81, c82, c83) =AVERAGE(d74, d75, d76, d77, d78, d79, d80, d81, d82, d83) =AVERAGE(e74, e75, e76, e77, e78, e79, e80, e81, e82, e83) =AVERAGE(f74, f75, f76, f77, f78, f79, f80, f81, f82, f83) =AVERAGE(g74, g75, g76, g77, g78, g79, g80, g81, g82, g83) =AVERAGE(h74, h75, h76, h77, h78, h79, h80, h81, h82, h83) =AVERAGE(i74, i75, i76, i77, i78, i79, i80, i81, i82, i83) =AVERAGE(j74, j75, j76, j77, j78, j79, j80, j81, j82, j83) =AVERAGE(k74, k75, k76, k77, k78, k79, k80, k81, k82, k83) =AVERAGE(l74, l75, l76, l77, l78, l79, l80, l81, l82, l83) =AVERAGE(m74, m75, m76, m77, m78, m79, m80, m81, m82, m83) =AVERAGE(n74, n75, n76, n77, n78, n79, n80, n81, n82, n83) =AVERAGE(o74, o75, o76, o77, o78, o79, o80, o81, o82, o83) =AVERAGE(p74, p75, p76, p77, p78, p79, p80, p81, p82, p83) =AVERAGE(q74, q75, q76, q77, q78, q79, q80, q81, q82, q83) =AVERAGE(r74, r75, r76, r77, r78, r79, r80, r81, r82, r83) =AVERAGE(s74, s75, s76, s77, s78, s79, s80, s81, s82, s83) =AVERAGE(t74, t75, t76, t77, t78, t79, t80, t81, t82, t83) =STDEV.P(a74, a75, a76, a77, a78, a79, a80, a81, a82, a83) =STDEV.P(b74, b75, b76, b77, b78, b79, b80, b81, b82, b83) =STDEV.P(c74, c75, c76, c77, c78, c79, c80, c81, c82, c83) =STDEV.P(d74, d75, d76, d77, d78, d79, d80, d81, d82, d83) =STDEV.P(e74, e75, e76, e77, e78, e79, e80, e81, e82, e83) =STDEV.P(f74, f75, f76, f77, f78, f79, f80, f81, f82, f83) =STDEV.P(g74, g75, g76, g77, g78, g79, g80, g81, g82, g83) =STDEV.P(h74, h75, h76, h77, h78, h79, h80, h81, h82, h83) =STDEV.P(i74, i75, i76, i77, i78, i79, i80, i81, i82, i83) =STDEV.P(j74, j75, j76, j77, j78, j79, j80, j81, j82, j83) =STDEV.P(k74, k75, k76, k77, k78, k79, k80, k81, k82, k83) =STDEV.P(l74, l75, l76, l77, l78, l79, l80, l81, l82, l83) =STDEV.P(m74, m75, m76, m77, m78, m79, m80, m81, m82, m83) =STDEV.P(n74, n75, n76, n77, n78, n79, n80, n81, n82, n83) =STDEV.P(o74, o75, o76, o77, o78, o79, o80, o81, o82, o83) =STDEV.P(p74, p75, p76, p77, p78, p79, p80, p81, p82, p83) =STDEV.P(q74, q75, q76, q77, q78, q79, q80, q81, q82, q83) =STDEV.P(r74, r75, r76, r77, r78, r79, r80, r81, r82, r83) =STDEV.P(s74, s75, s76, s77, s78, s79, s80, s81, s82, s83) =STDEV.P(t74, t75, t76, t77, t78, t79, t80, t81, t82, t83) +=AVERAGE(a84, a85, a86, a87, a88, a89, a90, a91, a92, a93) =AVERAGE(b84, b85, b86, b87, b88, b89, b90, b91, b92, b93) =AVERAGE(c84, c85, c86, c87, c88, c89, c90, c91, c92, c93) =AVERAGE(d84, d85, d86, d87, d88, d89, d90, d91, d92, d93) =AVERAGE(e84, e85, e86, e87, e88, e89, e90, e91, e92, e93) =AVERAGE(f84, f85, f86, f87, f88, f89, f90, f91, f92, f93) =AVERAGE(g84, g85, g86, g87, g88, g89, g90, g91, g92, g93) =AVERAGE(h84, h85, h86, h87, h88, h89, h90, h91, h92, h93) =AVERAGE(i84, i85, i86, i87, i88, i89, i90, i91, i92, i93) =AVERAGE(j84, j85, j86, j87, j88, j89, j90, j91, j92, j93) =AVERAGE(k84, k85, k86, k87, k88, k89, k90, k91, k92, k93) =AVERAGE(l84, l85, l86, l87, l88, l89, l90, l91, l92, l93) =AVERAGE(m84, m85, m86, m87, m88, m89, m90, m91, m92, m93) =AVERAGE(n84, n85, n86, n87, n88, n89, n90, n91, n92, n93) =AVERAGE(o84, o85, o86, o87, o88, o89, o90, o91, o92, o93) =AVERAGE(p84, p85, p86, p87, p88, p89, p90, p91, p92, p93) =AVERAGE(q84, q85, q86, q87, q88, q89, q90, q91, q92, q93) =AVERAGE(r84, r85, r86, r87, r88, r89, r90, r91, r92, r93) =AVERAGE(s84, s85, s86, s87, s88, s89, s90, s91, s92, s93) =AVERAGE(t84, t85, t86, t87, t88, t89, t90, t91, t92, t93) =STDEV.P(a84, a85, a86, a87, a88, a89, a90, a91, a92, a93) =STDEV.P(b84, b85, b86, b87, b88, b89, b90, b91, b92, b93) =STDEV.P(c84, c85, c86, c87, c88, c89, c90, c91, c92, c93) =STDEV.P(d84, d85, d86, d87, d88, d89, d90, d91, d92, d93) =STDEV.P(e84, e85, e86, e87, e88, e89, e90, e91, e92, e93) =STDEV.P(f84, f85, f86, f87, f88, f89, f90, f91, f92, f93) =STDEV.P(g84, g85, g86, g87, g88, g89, g90, g91, g92, g93) =STDEV.P(h84, h85, h86, h87, h88, h89, h90, h91, h92, h93) =STDEV.P(i84, i85, i86, i87, i88, i89, i90, i91, i92, i93) =STDEV.P(j84, j85, j86, j87, j88, j89, j90, j91, j92, j93) =STDEV.P(k84, k85, k86, k87, k88, k89, k90, k91, k92, k93) =STDEV.P(l84, l85, l86, l87, l88, l89, l90, l91, l92, l93) =STDEV.P(m84, m85, m86, m87, m88, m89, m90, m91, m92, m93) =STDEV.P(n84, n85, n86, n87, n88, n89, n90, n91, n92, n93) =STDEV.P(o84, o85, o86, o87, o88, o89, o90, o91, o92, o93) =STDEV.P(p84, p85, p86, p87, p88, p89, p90, p91, p92, p93) =STDEV.P(q84, q85, q86, q87, q88, q89, q90, q91, q92, q93) =STDEV.P(r84, r85, r86, r87, r88, r89, r90, r91, r92, r93) =STDEV.P(s84, s85, s86, s87, s88, s89, s90, s91, s92, s93) =STDEV.P(t84, t85, t86, t87, t88, t89, t90, t91, t92, t93) +=AVERAGE(a94, a95, a96, a97, a98, a99, a100, a101, a102, a103) =AVERAGE(b94, b95, b96, b97, b98, b99, b100, b101, b102, b103) =AVERAGE(c94, c95, c96, c97, c98, c99, c100, c101, c102, c103) =AVERAGE(d94, d95, d96, d97, d98, d99, d100, d101, d102, d103) =AVERAGE(e94, e95, e96, e97, e98, e99, e100, e101, e102, e103) =AVERAGE(f94, f95, f96, f97, f98, f99, f100, f101, f102, f103) =AVERAGE(g94, g95, g96, g97, g98, g99, g100, g101, g102, g103) =AVERAGE(h94, h95, h96, h97, h98, h99, h100, h101, h102, h103) =AVERAGE(i94, i95, i96, i97, i98, i99, i100, i101, i102, i103) =AVERAGE(j94, j95, j96, j97, j98, j99, j100, j101, j102, j103) =AVERAGE(k94, k95, k96, k97, k98, k99, k100, k101, k102, k103) =AVERAGE(l94, l95, l96, l97, l98, l99, l100, l101, l102, l103) =AVERAGE(m94, m95, m96, m97, m98, m99, m100, m101, m102, m103) =AVERAGE(n94, n95, n96, n97, n98, n99, n100, n101, n102, n103) =AVERAGE(o94, o95, o96, o97, o98, o99, o100, o101, o102, o103) =AVERAGE(p94, p95, p96, p97, p98, p99, p100, p101, p102, p103) =AVERAGE(q94, q95, q96, q97, q98, q99, q100, q101, q102, q103) =AVERAGE(r94, r95, r96, r97, r98, r99, r100, r101, r102, r103) =AVERAGE(s94, s95, s96, s97, s98, s99, s100, s101, s102, s103) =AVERAGE(t94, t95, t96, t97, t98, t99, t100, t101, t102, t103) =STDEV.P(a94, a95, a96, a97, a98, a99, a100, a101, a102, a103) =STDEV.P(b94, b95, b96, b97, b98, b99, b100, b101, b102, b103) =STDEV.P(c94, c95, c96, c97, c98, c99, c100, c101, c102, c103) =STDEV.P(d94, d95, d96, d97, d98, d99, d100, d101, d102, d103) =STDEV.P(e94, e95, e96, e97, e98, e99, e100, e101, e102, e103) =STDEV.P(f94, f95, f96, f97, f98, f99, f100, f101, f102, f103) =STDEV.P(g94, g95, g96, g97, g98, g99, g100, g101, g102, g103) =STDEV.P(h94, h95, h96, h97, h98, h99, h100, h101, h102, h103) =STDEV.P(i94, i95, i96, i97, i98, i99, i100, i101, i102, i103) =STDEV.P(j94, j95, j96, j97, j98, j99, j100, j101, j102, j103) =STDEV.P(k94, k95, k96, k97, k98, k99, k100, k101, k102, k103) =STDEV.P(l94, l95, l96, l97, l98, l99, l100, l101, l102, l103) =STDEV.P(m94, m95, m96, m97, m98, m99, m100, m101, m102, m103) =STDEV.P(n94, n95, n96, n97, n98, n99, n100, n101, n102, n103) =STDEV.P(o94, o95, o96, o97, o98, o99, o100, o101, o102, o103) =STDEV.P(p94, p95, p96, p97, p98, p99, p100, p101, p102, p103) =STDEV.P(q94, q95, q96, q97, q98, q99, q100, q101, q102, q103) =STDEV.P(r94, r95, r96, r97, r98, r99, r100, r101, r102, r103) =STDEV.P(s94, s95, s96, s97, s98, s99, s100, s101, s102, s103) =STDEV.P(t94, t95, t96, t97, t98, t99, t100, t101, t102, t103) +=AVERAGE(a104, a105, a106, a107, a108, a109, a110, a111, a112, a113) =AVERAGE(b104, b105, b106, b107, b108, b109, b110, b111, b112, b113) =AVERAGE(c104, c105, c106, c107, c108, c109, c110, c111, c112, c113) =AVERAGE(d104, d105, d106, d107, d108, d109, d110, d111, d112, d113) =AVERAGE(e104, e105, e106, e107, e108, e109, e110, e111, e112, e113) =AVERAGE(f104, f105, f106, f107, f108, f109, f110, f111, f112, f113) =AVERAGE(g104, g105, g106, g107, g108, g109, g110, g111, g112, g113) =AVERAGE(h104, h105, h106, h107, h108, h109, h110, h111, h112, h113) =AVERAGE(i104, i105, i106, i107, i108, i109, i110, i111, i112, i113) =AVERAGE(j104, j105, j106, j107, j108, j109, j110, j111, j112, j113) =AVERAGE(k104, k105, k106, k107, k108, k109, k110, k111, k112, k113) =AVERAGE(l104, l105, l106, l107, l108, l109, l110, l111, l112, l113) =AVERAGE(m104, m105, m106, m107, m108, m109, m110, m111, m112, m113) =AVERAGE(n104, n105, n106, n107, n108, n109, n110, n111, n112, n113) =AVERAGE(o104, o105, o106, o107, o108, o109, o110, o111, o112, o113) =AVERAGE(p104, p105, p106, p107, p108, p109, p110, p111, p112, p113) =AVERAGE(q104, q105, q106, q107, q108, q109, q110, q111, q112, q113) =AVERAGE(r104, r105, r106, r107, r108, r109, r110, r111, r112, r113) =AVERAGE(s104, s105, s106, s107, s108, s109, s110, s111, s112, s113) =AVERAGE(t104, t105, t106, t107, t108, t109, t110, t111, t112, t113) =STDEV.P(a104, a105, a106, a107, a108, a109, a110, a111, a112, a113) =STDEV.P(b104, b105, b106, b107, b108, b109, b110, b111, b112, b113) =STDEV.P(c104, c105, c106, c107, c108, c109, c110, c111, c112, c113) =STDEV.P(d104, d105, d106, d107, d108, d109, d110, d111, d112, d113) =STDEV.P(e104, e105, e106, e107, e108, e109, e110, e111, e112, e113) =STDEV.P(f104, f105, f106, f107, f108, f109, f110, f111, f112, f113) =STDEV.P(g104, g105, g106, g107, g108, g109, g110, g111, g112, g113) =STDEV.P(h104, h105, h106, h107, h108, h109, h110, h111, h112, h113) =STDEV.P(i104, i105, i106, i107, i108, i109, i110, i111, i112, i113) =STDEV.P(j104, j105, j106, j107, j108, j109, j110, j111, j112, j113) =STDEV.P(k104, k105, k106, k107, k108, k109, k110, k111, k112, k113) =STDEV.P(l104, l105, l106, l107, l108, l109, l110, l111, l112, l113) =STDEV.P(m104, m105, m106, m107, m108, m109, m110, m111, m112, m113) =STDEV.P(n104, n105, n106, n107, n108, n109, n110, n111, n112, n113) =STDEV.P(o104, o105, o106, o107, o108, o109, o110, o111, o112, o113) =STDEV.P(p104, p105, p106, p107, p108, p109, p110, p111, p112, p113) =STDEV.P(q104, q105, q106, q107, q108, q109, q110, q111, q112, q113) =STDEV.P(r104, r105, r106, r107, r108, r109, r110, r111, r112, r113) =STDEV.P(s104, s105, s106, s107, s108, s109, s110, s111, s112, s113) =STDEV.P(t104, t105, t106, t107, t108, t109, t110, t111, t112, t113) +=AVERAGE(a114, a115, a116, a117, a118, a119, a120, a121, a122, a123) =AVERAGE(b114, b115, b116, b117, b118, b119, b120, b121, b122, b123) =AVERAGE(c114, c115, c116, c117, c118, c119, c120, c121, c122, c123) =AVERAGE(d114, d115, d116, d117, d118, d119, d120, d121, d122, d123) =AVERAGE(e114, e115, e116, e117, e118, e119, e120, e121, e122, e123) =AVERAGE(f114, f115, f116, f117, f118, f119, f120, f121, f122, f123) =AVERAGE(g114, g115, g116, g117, g118, g119, g120, g121, g122, g123) =AVERAGE(h114, h115, h116, h117, h118, h119, h120, h121, h122, h123) =AVERAGE(i114, i115, i116, i117, i118, i119, i120, i121, i122, i123) =AVERAGE(j114, j115, j116, j117, j118, j119, j120, j121, j122, j123) =AVERAGE(k114, k115, k116, k117, k118, k119, k120, k121, k122, k123) =AVERAGE(l114, l115, l116, l117, l118, l119, l120, l121, l122, l123) =AVERAGE(m114, m115, m116, m117, m118, m119, m120, m121, m122, m123) =AVERAGE(n114, n115, n116, n117, n118, n119, n120, n121, n122, n123) =AVERAGE(o114, o115, o116, o117, o118, o119, o120, o121, o122, o123) =AVERAGE(p114, p115, p116, p117, p118, p119, p120, p121, p122, p123) =AVERAGE(q114, q115, q116, q117, q118, q119, q120, q121, q122, q123) =AVERAGE(r114, r115, r116, r117, r118, r119, r120, r121, r122, r123) =AVERAGE(s114, s115, s116, s117, s118, s119, s120, s121, s122, s123) =AVERAGE(t114, t115, t116, t117, t118, t119, t120, t121, t122, t123) =STDEV.P(a114, a115, a116, a117, a118, a119, a120, a121, a122, a123) =STDEV.P(b114, b115, b116, b117, b118, b119, b120, b121, b122, b123) =STDEV.P(c114, c115, c116, c117, c118, c119, c120, c121, c122, c123) =STDEV.P(d114, d115, d116, d117, d118, d119, d120, d121, d122, d123) =STDEV.P(e114, e115, e116, e117, e118, e119, e120, e121, e122, e123) =STDEV.P(f114, f115, f116, f117, f118, f119, f120, f121, f122, f123) =STDEV.P(g114, g115, g116, g117, g118, g119, g120, g121, g122, g123) =STDEV.P(h114, h115, h116, h117, h118, h119, h120, h121, h122, h123) =STDEV.P(i114, i115, i116, i117, i118, i119, i120, i121, i122, i123) =STDEV.P(j114, j115, j116, j117, j118, j119, j120, j121, j122, j123) =STDEV.P(k114, k115, k116, k117, k118, k119, k120, k121, k122, k123) =STDEV.P(l114, l115, l116, l117, l118, l119, l120, l121, l122, l123) =STDEV.P(m114, m115, m116, m117, m118, m119, m120, m121, m122, m123) =STDEV.P(n114, n115, n116, n117, n118, n119, n120, n121, n122, n123) =STDEV.P(o114, o115, o116, o117, o118, o119, o120, o121, o122, o123) =STDEV.P(p114, p115, p116, p117, p118, p119, p120, p121, p122, p123) =STDEV.P(q114, q115, q116, q117, q118, q119, q120, q121, q122, q123) =STDEV.P(r114, r115, r116, r117, r118, r119, r120, r121, r122, r123) =STDEV.P(s114, s115, s116, s117, s118, s119, s120, s121, s122, s123) =STDEV.P(t114, t115, t116, t117, t118, t119, t120, t121, t122, t123) +=AVERAGE(a124, a125, a126, a127, a128, a129, a130, a131, a132, a133) =AVERAGE(b124, b125, b126, b127, b128, b129, b130, b131, b132, b133) =AVERAGE(c124, c125, c126, c127, c128, c129, c130, c131, c132, c133) =AVERAGE(d124, d125, d126, d127, d128, d129, d130, d131, d132, d133) =AVERAGE(e124, e125, e126, e127, e128, e129, e130, e131, e132, e133) =AVERAGE(f124, f125, f126, f127, f128, f129, f130, f131, f132, f133) =AVERAGE(g124, g125, g126, g127, g128, g129, g130, g131, g132, g133) =AVERAGE(h124, h125, h126, h127, h128, h129, h130, h131, h132, h133) =AVERAGE(i124, i125, i126, i127, i128, i129, i130, i131, i132, i133) =AVERAGE(j124, j125, j126, j127, j128, j129, j130, j131, j132, j133) =AVERAGE(k124, k125, k126, k127, k128, k129, k130, k131, k132, k133) =AVERAGE(l124, l125, l126, l127, l128, l129, l130, l131, l132, l133) =AVERAGE(m124, m125, m126, m127, m128, m129, m130, m131, m132, m133) =AVERAGE(n124, n125, n126, n127, n128, n129, n130, n131, n132, n133) =AVERAGE(o124, o125, o126, o127, o128, o129, o130, o131, o132, o133) =AVERAGE(p124, p125, p126, p127, p128, p129, p130, p131, p132, p133) =AVERAGE(q124, q125, q126, q127, q128, q129, q130, q131, q132, q133) =AVERAGE(r124, r125, r126, r127, r128, r129, r130, r131, r132, r133) =AVERAGE(s124, s125, s126, s127, s128, s129, s130, s131, s132, s133) =AVERAGE(t124, t125, t126, t127, t128, t129, t130, t131, t132, t133) =STDEV.P(a124, a125, a126, a127, a128, a129, a130, a131, a132, a133) =STDEV.P(b124, b125, b126, b127, b128, b129, b130, b131, b132, b133) =STDEV.P(c124, c125, c126, c127, c128, c129, c130, c131, c132, c133) =STDEV.P(d124, d125, d126, d127, d128, d129, d130, d131, d132, d133) =STDEV.P(e124, e125, e126, e127, e128, e129, e130, e131, e132, e133) =STDEV.P(f124, f125, f126, f127, f128, f129, f130, f131, f132, f133) =STDEV.P(g124, g125, g126, g127, g128, g129, g130, g131, g132, g133) =STDEV.P(h124, h125, h126, h127, h128, h129, h130, h131, h132, h133) =STDEV.P(i124, i125, i126, i127, i128, i129, i130, i131, i132, i133) =STDEV.P(j124, j125, j126, j127, j128, j129, j130, j131, j132, j133) =STDEV.P(k124, k125, k126, k127, k128, k129, k130, k131, k132, k133) =STDEV.P(l124, l125, l126, l127, l128, l129, l130, l131, l132, l133) =STDEV.P(m124, m125, m126, m127, m128, m129, m130, m131, m132, m133) =STDEV.P(n124, n125, n126, n127, n128, n129, n130, n131, n132, n133) =STDEV.P(o124, o125, o126, o127, o128, o129, o130, o131, o132, o133) =STDEV.P(p124, p125, p126, p127, p128, p129, p130, p131, p132, p133) =STDEV.P(q124, q125, q126, q127, q128, q129, q130, q131, q132, q133) =STDEV.P(r124, r125, r126, r127, r128, r129, r130, r131, r132, r133) =STDEV.P(s124, s125, s126, s127, s128, s129, s130, s131, s132, s133) =STDEV.P(t124, t125, t126, t127, t128, t129, t130, t131, t132, t133) +=AVERAGE(a134, a135, a136, a137, a138, a139, a140, a141, a142, a143) =AVERAGE(b134, b135, b136, b137, b138, b139, b140, b141, b142, b143) =AVERAGE(c134, c135, c136, c137, c138, c139, c140, c141, c142, c143) =AVERAGE(d134, d135, d136, d137, d138, d139, d140, d141, d142, d143) =AVERAGE(e134, e135, e136, e137, e138, e139, e140, e141, e142, e143) =AVERAGE(f134, f135, f136, f137, f138, f139, f140, f141, f142, f143) =AVERAGE(g134, g135, g136, g137, g138, g139, g140, g141, g142, g143) =AVERAGE(h134, h135, h136, h137, h138, h139, h140, h141, h142, h143) =AVERAGE(i134, i135, i136, i137, i138, i139, i140, i141, i142, i143) =AVERAGE(j134, j135, j136, j137, j138, j139, j140, j141, j142, j143) =AVERAGE(k134, k135, k136, k137, k138, k139, k140, k141, k142, k143) =AVERAGE(l134, l135, l136, l137, l138, l139, l140, l141, l142, l143) =AVERAGE(m134, m135, m136, m137, m138, m139, m140, m141, m142, m143) =AVERAGE(n134, n135, n136, n137, n138, n139, n140, n141, n142, n143) =AVERAGE(o134, o135, o136, o137, o138, o139, o140, o141, o142, o143) =AVERAGE(p134, p135, p136, p137, p138, p139, p140, p141, p142, p143) =AVERAGE(q134, q135, q136, q137, q138, q139, q140, q141, q142, q143) =AVERAGE(r134, r135, r136, r137, r138, r139, r140, r141, r142, r143) =AVERAGE(s134, s135, s136, s137, s138, s139, s140, s141, s142, s143) =AVERAGE(t134, t135, t136, t137, t138, t139, t140, t141, t142, t143) =STDEV.P(a134, a135, a136, a137, a138, a139, a140, a141, a142, a143) =STDEV.P(b134, b135, b136, b137, b138, b139, b140, b141, b142, b143) =STDEV.P(c134, c135, c136, c137, c138, c139, c140, c141, c142, c143) =STDEV.P(d134, d135, d136, d137, d138, d139, d140, d141, d142, d143) =STDEV.P(e134, e135, e136, e137, e138, e139, e140, e141, e142, e143) =STDEV.P(f134, f135, f136, f137, f138, f139, f140, f141, f142, f143) =STDEV.P(g134, g135, g136, g137, g138, g139, g140, g141, g142, g143) =STDEV.P(h134, h135, h136, h137, h138, h139, h140, h141, h142, h143) =STDEV.P(i134, i135, i136, i137, i138, i139, i140, i141, i142, i143) =STDEV.P(j134, j135, j136, j137, j138, j139, j140, j141, j142, j143) =STDEV.P(k134, k135, k136, k137, k138, k139, k140, k141, k142, k143) =STDEV.P(l134, l135, l136, l137, l138, l139, l140, l141, l142, l143) =STDEV.P(m134, m135, m136, m137, m138, m139, m140, m141, m142, m143) =STDEV.P(n134, n135, n136, n137, n138, n139, n140, n141, n142, n143) =STDEV.P(o134, o135, o136, o137, o138, o139, o140, o141, o142, o143) =STDEV.P(p134, p135, p136, p137, p138, p139, p140, p141, p142, p143) =STDEV.P(q134, q135, q136, q137, q138, q139, q140, q141, q142, q143) =STDEV.P(r134, r135, r136, r137, r138, r139, r140, r141, r142, r143) =STDEV.P(s134, s135, s136, s137, s138, s139, s140, s141, s142, s143) =STDEV.P(t134, t135, t136, t137, t138, t139, t140, t141, t142, t143) +=AVERAGE(a144, a145, a146, a147, a148, a149, a150, a151, a152, a153) =AVERAGE(b144, b145, b146, b147, b148, b149, b150, b151, b152, b153) =AVERAGE(c144, c145, c146, c147, c148, c149, c150, c151, c152, c153) =AVERAGE(d144, d145, d146, d147, d148, d149, d150, d151, d152, d153) =AVERAGE(e144, e145, e146, e147, e148, e149, e150, e151, e152, e153) =AVERAGE(f144, f145, f146, f147, f148, f149, f150, f151, f152, f153) =AVERAGE(g144, g145, g146, g147, g148, g149, g150, g151, g152, g153) =AVERAGE(h144, h145, h146, h147, h148, h149, h150, h151, h152, h153) =AVERAGE(i144, i145, i146, i147, i148, i149, i150, i151, i152, i153) =AVERAGE(j144, j145, j146, j147, j148, j149, j150, j151, j152, j153) =AVERAGE(k144, k145, k146, k147, k148, k149, k150, k151, k152, k153) =AVERAGE(l144, l145, l146, l147, l148, l149, l150, l151, l152, l153) =AVERAGE(m144, m145, m146, m147, m148, m149, m150, m151, m152, m153) =AVERAGE(n144, n145, n146, n147, n148, n149, n150, n151, n152, n153) =AVERAGE(o144, o145, o146, o147, o148, o149, o150, o151, o152, o153) =AVERAGE(p144, p145, p146, p147, p148, p149, p150, p151, p152, p153) =AVERAGE(q144, q145, q146, q147, q148, q149, q150, q151, q152, q153) =AVERAGE(r144, r145, r146, r147, r148, r149, r150, r151, r152, r153) =AVERAGE(s144, s145, s146, s147, s148, s149, s150, s151, s152, s153) =AVERAGE(t144, t145, t146, t147, t148, t149, t150, t151, t152, t153) =STDEV.P(a144, a145, a146, a147, a148, a149, a150, a151, a152, a153) =STDEV.P(b144, b145, b146, b147, b148, b149, b150, b151, b152, b153) =STDEV.P(c144, c145, c146, c147, c148, c149, c150, c151, c152, c153) =STDEV.P(d144, d145, d146, d147, d148, d149, d150, d151, d152, d153) =STDEV.P(e144, e145, e146, e147, e148, e149, e150, e151, e152, e153) =STDEV.P(f144, f145, f146, f147, f148, f149, f150, f151, f152, f153) =STDEV.P(g144, g145, g146, g147, g148, g149, g150, g151, g152, g153) =STDEV.P(h144, h145, h146, h147, h148, h149, h150, h151, h152, h153) =STDEV.P(i144, i145, i146, i147, i148, i149, i150, i151, i152, i153) =STDEV.P(j144, j145, j146, j147, j148, j149, j150, j151, j152, j153) =STDEV.P(k144, k145, k146, k147, k148, k149, k150, k151, k152, k153) =STDEV.P(l144, l145, l146, l147, l148, l149, l150, l151, l152, l153) =STDEV.P(m144, m145, m146, m147, m148, m149, m150, m151, m152, m153) =STDEV.P(n144, n145, n146, n147, n148, n149, n150, n151, n152, n153) =STDEV.P(o144, o145, o146, o147, o148, o149, o150, o151, o152, o153) =STDEV.P(p144, p145, p146, p147, p148, p149, p150, p151, p152, p153) =STDEV.P(q144, q145, q146, q147, q148, q149, q150, q151, q152, q153) =STDEV.P(r144, r145, r146, r147, r148, r149, r150, r151, r152, r153) =STDEV.P(s144, s145, s146, s147, s148, s149, s150, s151, s152, s153) =STDEV.P(t144, t145, t146, t147, t148, t149, t150, t151, t152, t153) +=AVERAGE(a154, a155, a156, a157, a158, a159, a160, a161, a162, a163) =AVERAGE(b154, b155, b156, b157, b158, b159, b160, b161, b162, b163) =AVERAGE(c154, c155, c156, c157, c158, c159, c160, c161, c162, c163) =AVERAGE(d154, d155, d156, d157, d158, d159, d160, d161, d162, d163) =AVERAGE(e154, e155, e156, e157, e158, e159, e160, e161, e162, e163) =AVERAGE(f154, f155, f156, f157, f158, f159, f160, f161, f162, f163) =AVERAGE(g154, g155, g156, g157, g158, g159, g160, g161, g162, g163) =AVERAGE(h154, h155, h156, h157, h158, h159, h160, h161, h162, h163) =AVERAGE(i154, i155, i156, i157, i158, i159, i160, i161, i162, i163) =AVERAGE(j154, j155, j156, j157, j158, j159, j160, j161, j162, j163) =AVERAGE(k154, k155, k156, k157, k158, k159, k160, k161, k162, k163) =AVERAGE(l154, l155, l156, l157, l158, l159, l160, l161, l162, l163) =AVERAGE(m154, m155, m156, m157, m158, m159, m160, m161, m162, m163) =AVERAGE(n154, n155, n156, n157, n158, n159, n160, n161, n162, n163) =AVERAGE(o154, o155, o156, o157, o158, o159, o160, o161, o162, o163) =AVERAGE(p154, p155, p156, p157, p158, p159, p160, p161, p162, p163) =AVERAGE(q154, q155, q156, q157, q158, q159, q160, q161, q162, q163) =AVERAGE(r154, r155, r156, r157, r158, r159, r160, r161, r162, r163) =AVERAGE(s154, s155, s156, s157, s158, s159, s160, s161, s162, s163) =AVERAGE(t154, t155, t156, t157, t158, t159, t160, t161, t162, t163) =STDEV.P(a154, a155, a156, a157, a158, a159, a160, a161, a162, a163) =STDEV.P(b154, b155, b156, b157, b158, b159, b160, b161, b162, b163) =STDEV.P(c154, c155, c156, c157, c158, c159, c160, c161, c162, c163) =STDEV.P(d154, d155, d156, d157, d158, d159, d160, d161, d162, d163) =STDEV.P(e154, e155, e156, e157, e158, e159, e160, e161, e162, e163) =STDEV.P(f154, f155, f156, f157, f158, f159, f160, f161, f162, f163) =STDEV.P(g154, g155, g156, g157, g158, g159, g160, g161, g162, g163) =STDEV.P(h154, h155, h156, h157, h158, h159, h160, h161, h162, h163) =STDEV.P(i154, i155, i156, i157, i158, i159, i160, i161, i162, i163) =STDEV.P(j154, j155, j156, j157, j158, j159, j160, j161, j162, j163) =STDEV.P(k154, k155, k156, k157, k158, k159, k160, k161, k162, k163) =STDEV.P(l154, l155, l156, l157, l158, l159, l160, l161, l162, l163) =STDEV.P(m154, m155, m156, m157, m158, m159, m160, m161, m162, m163) =STDEV.P(n154, n155, n156, n157, n158, n159, n160, n161, n162, n163) =STDEV.P(o154, o155, o156, o157, o158, o159, o160, o161, o162, o163) =STDEV.P(p154, p155, p156, p157, p158, p159, p160, p161, p162, p163) =STDEV.P(q154, q155, q156, q157, q158, q159, q160, q161, q162, q163) =STDEV.P(r154, r155, r156, r157, r158, r159, r160, r161, r162, r163) =STDEV.P(s154, s155, s156, s157, s158, s159, s160, s161, s162, s163) =STDEV.P(t154, t155, t156, t157, t158, t159, t160, t161, t162, t163) +=AVERAGE(a164, a165, a166, a167, a168, a169, a170, a171, a172, a173) =AVERAGE(b164, b165, b166, b167, b168, b169, b170, b171, b172, b173) =AVERAGE(c164, c165, c166, c167, c168, c169, c170, c171, c172, c173) =AVERAGE(d164, d165, d166, d167, d168, d169, d170, d171, d172, d173) =AVERAGE(e164, e165, e166, e167, e168, e169, e170, e171, e172, e173) =AVERAGE(f164, f165, f166, f167, f168, f169, f170, f171, f172, f173) =AVERAGE(g164, g165, g166, g167, g168, g169, g170, g171, g172, g173) =AVERAGE(h164, h165, h166, h167, h168, h169, h170, h171, h172, h173) =AVERAGE(i164, i165, i166, i167, i168, i169, i170, i171, i172, i173) =AVERAGE(j164, j165, j166, j167, j168, j169, j170, j171, j172, j173) =AVERAGE(k164, k165, k166, k167, k168, k169, k170, k171, k172, k173) =AVERAGE(l164, l165, l166, l167, l168, l169, l170, l171, l172, l173) =AVERAGE(m164, m165, m166, m167, m168, m169, m170, m171, m172, m173) =AVERAGE(n164, n165, n166, n167, n168, n169, n170, n171, n172, n173) =AVERAGE(o164, o165, o166, o167, o168, o169, o170, o171, o172, o173) =AVERAGE(p164, p165, p166, p167, p168, p169, p170, p171, p172, p173) =AVERAGE(q164, q165, q166, q167, q168, q169, q170, q171, q172, q173) =AVERAGE(r164, r165, r166, r167, r168, r169, r170, r171, r172, r173) =AVERAGE(s164, s165, s166, s167, s168, s169, s170, s171, s172, s173) =AVERAGE(t164, t165, t166, t167, t168, t169, t170, t171, t172, t173) =STDEV.P(a164, a165, a166, a167, a168, a169, a170, a171, a172, a173) =STDEV.P(b164, b165, b166, b167, b168, b169, b170, b171, b172, b173) =STDEV.P(c164, c165, c166, c167, c168, c169, c170, c171, c172, c173) =STDEV.P(d164, d165, d166, d167, d168, d169, d170, d171, d172, d173) =STDEV.P(e164, e165, e166, e167, e168, e169, e170, e171, e172, e173) =STDEV.P(f164, f165, f166, f167, f168, f169, f170, f171, f172, f173) =STDEV.P(g164, g165, g166, g167, g168, g169, g170, g171, g172, g173) =STDEV.P(h164, h165, h166, h167, h168, h169, h170, h171, h172, h173) =STDEV.P(i164, i165, i166, i167, i168, i169, i170, i171, i172, i173) =STDEV.P(j164, j165, j166, j167, j168, j169, j170, j171, j172, j173) =STDEV.P(k164, k165, k166, k167, k168, k169, k170, k171, k172, k173) =STDEV.P(l164, l165, l166, l167, l168, l169, l170, l171, l172, l173) =STDEV.P(m164, m165, m166, m167, m168, m169, m170, m171, m172, m173) =STDEV.P(n164, n165, n166, n167, n168, n169, n170, n171, n172, n173) =STDEV.P(o164, o165, o166, o167, o168, o169, o170, o171, o172, o173) =STDEV.P(p164, p165, p166, p167, p168, p169, p170, p171, p172, p173) =STDEV.P(q164, q165, q166, q167, q168, q169, q170, q171, q172, q173) =STDEV.P(r164, r165, r166, r167, r168, r169, r170, r171, r172, r173) =STDEV.P(s164, s165, s166, s167, s168, s169, s170, s171, s172, s173) =STDEV.P(t164, t165, t166, t167, t168, t169, t170, t171, t172, t173) +=AVERAGE(a174, a175, a176, a177, a178, a179, a180, a181, a182, a183) =AVERAGE(b174, b175, b176, b177, b178, b179, b180, b181, b182, b183) =AVERAGE(c174, c175, c176, c177, c178, c179, c180, c181, c182, c183) =AVERAGE(d174, d175, d176, d177, d178, d179, d180, d181, d182, d183) =AVERAGE(e174, e175, e176, e177, e178, e179, e180, e181, e182, e183) =AVERAGE(f174, f175, f176, f177, f178, f179, f180, f181, f182, f183) =AVERAGE(g174, g175, g176, g177, g178, g179, g180, g181, g182, g183) =AVERAGE(h174, h175, h176, h177, h178, h179, h180, h181, h182, h183) =AVERAGE(i174, i175, i176, i177, i178, i179, i180, i181, i182, i183) =AVERAGE(j174, j175, j176, j177, j178, j179, j180, j181, j182, j183) =AVERAGE(k174, k175, k176, k177, k178, k179, k180, k181, k182, k183) =AVERAGE(l174, l175, l176, l177, l178, l179, l180, l181, l182, l183) =AVERAGE(m174, m175, m176, m177, m178, m179, m180, m181, m182, m183) =AVERAGE(n174, n175, n176, n177, n178, n179, n180, n181, n182, n183) =AVERAGE(o174, o175, o176, o177, o178, o179, o180, o181, o182, o183) =AVERAGE(p174, p175, p176, p177, p178, p179, p180, p181, p182, p183) =AVERAGE(q174, q175, q176, q177, q178, q179, q180, q181, q182, q183) =AVERAGE(r174, r175, r176, r177, r178, r179, r180, r181, r182, r183) =AVERAGE(s174, s175, s176, s177, s178, s179, s180, s181, s182, s183) =AVERAGE(t174, t175, t176, t177, t178, t179, t180, t181, t182, t183) =STDEV.P(a174, a175, a176, a177, a178, a179, a180, a181, a182, a183) =STDEV.P(b174, b175, b176, b177, b178, b179, b180, b181, b182, b183) =STDEV.P(c174, c175, c176, c177, c178, c179, c180, c181, c182, c183) =STDEV.P(d174, d175, d176, d177, d178, d179, d180, d181, d182, d183) =STDEV.P(e174, e175, e176, e177, e178, e179, e180, e181, e182, e183) =STDEV.P(f174, f175, f176, f177, f178, f179, f180, f181, f182, f183) =STDEV.P(g174, g175, g176, g177, g178, g179, g180, g181, g182, g183) =STDEV.P(h174, h175, h176, h177, h178, h179, h180, h181, h182, h183) =STDEV.P(i174, i175, i176, i177, i178, i179, i180, i181, i182, i183) =STDEV.P(j174, j175, j176, j177, j178, j179, j180, j181, j182, j183) =STDEV.P(k174, k175, k176, k177, k178, k179, k180, k181, k182, k183) =STDEV.P(l174, l175, l176, l177, l178, l179, l180, l181, l182, l183) =STDEV.P(m174, m175, m176, m177, m178, m179, m180, m181, m182, m183) =STDEV.P(n174, n175, n176, n177, n178, n179, n180, n181, n182, n183) =STDEV.P(o174, o175, o176, o177, o178, o179, o180, o181, o182, o183) =STDEV.P(p174, p175, p176, p177, p178, p179, p180, p181, p182, p183) =STDEV.P(q174, q175, q176, q177, q178, q179, q180, q181, q182, q183) =STDEV.P(r174, r175, r176, r177, r178, r179, r180, r181, r182, r183) =STDEV.P(s174, s175, s176, s177, s178, s179, s180, s181, s182, s183) =STDEV.P(t174, t175, t176, t177, t178, t179, t180, t181, t182, t183) +=AVERAGE(a184, a185, a186, a187, a188, a189, a190, a191, a192) =AVERAGE(b184, b185, b186, b187, b188, b189, b190, b191, b192) =AVERAGE(c184, c185, c186, c187, c188, c189, c190, c191, c192) =AVERAGE(d184, d185, d186, d187, d188, d189, d190, d191, d192) =AVERAGE(e184, e185, e186, e187, e188, e189, e190, e191, e192) =AVERAGE(f184, f185, f186, f187, f188, f189, f190, f191, f192) =AVERAGE(g184, g185, g186, g187, g188, g189, g190, g191, g192) =AVERAGE(h184, h185, h186, h187, h188, h189, h190, h191, h192) =AVERAGE(i184, i185, i186, i187, i188, i189, i190, i191, i192) =AVERAGE(j184, j185, j186, j187, j188, j189, j190, j191, j192) =AVERAGE(k184, k185, k186, k187, k188, k189, k190, k191, k192) =AVERAGE(l184, l185, l186, l187, l188, l189, l190, l191, l192) =AVERAGE(m184, m185, m186, m187, m188, m189, m190, m191, m192) =AVERAGE(n184, n185, n186, n187, n188, n189, n190, n191, n192) =AVERAGE(o184, o185, o186, o187, o188, o189, o190, o191, o192) =AVERAGE(p184, p185, p186, p187, p188, p189, p190, p191, p192) =AVERAGE(q184, q185, q186, q187, q188, q189, q190, q191, q192) =AVERAGE(r184, r185, r186, r187, r188, r189, r190, r191, r192) =AVERAGE(s184, s185, s186, s187, s188, s189, s190, s191, s192) =AVERAGE(t184, t185, t186, t187, t188, t189, t190, t191, t192) =STDEV.P(a184, a185, a186, a187, a188, a189, a190, a191, a192) =STDEV.P(b184, b185, b186, b187, b188, b189, b190, b191, b192) =STDEV.P(c184, c185, c186, c187, c188, c189, c190, c191, c192) =STDEV.P(d184, d185, d186, d187, d188, d189, d190, d191, d192) =STDEV.P(e184, e185, e186, e187, e188, e189, e190, e191, e192) =STDEV.P(f184, f185, f186, f187, f188, f189, f190, f191, f192) =STDEV.P(g184, g185, g186, g187, g188, g189, g190, g191, g192) =STDEV.P(h184, h185, h186, h187, h188, h189, h190, h191, h192) =STDEV.P(i184, i185, i186, i187, i188, i189, i190, i191, i192) =STDEV.P(j184, j185, j186, j187, j188, j189, j190, j191, j192) =STDEV.P(k184, k185, k186, k187, k188, k189, k190, k191, k192) =STDEV.P(l184, l185, l186, l187, l188, l189, l190, l191, l192) =STDEV.P(m184, m185, m186, m187, m188, m189, m190, m191, m192) =STDEV.P(n184, n185, n186, n187, n188, n189, n190, n191, n192) =STDEV.P(o184, o185, o186, o187, o188, o189, o190, o191, o192) =STDEV.P(p184, p185, p186, p187, p188, p189, p190, p191, p192) =STDEV.P(q184, q185, q186, q187, q188, q189, q190, q191, q192) =STDEV.P(r184, r185, r186, r187, r188, r189, r190, r191, r192) =STDEV.P(s184, s185, s186, s187, s188, s189, s190, s191, s192) =STDEV.P(t184, t185, t186, t187, t188, t189, t190, t191, t192) +=AVERAGE(a193, a194, a195, a196, a197, a198, a199, a200, a201) =AVERAGE(b193, b194, b195, b196, b197, b198, b199, b200, b201) =AVERAGE(c193, c194, c195, c196, c197, c198, c199, c200, c201) =AVERAGE(d193, d194, d195, d196, d197, d198, d199, d200, d201) =AVERAGE(e193, e194, e195, e196, e197, e198, e199, e200, e201) =AVERAGE(f193, f194, f195, f196, f197, f198, f199, f200, f201) =AVERAGE(g193, g194, g195, g196, g197, g198, g199, g200, g201) =AVERAGE(h193, h194, h195, h196, h197, h198, h199, h200, h201) =AVERAGE(i193, i194, i195, i196, i197, i198, i199, i200, i201) =AVERAGE(j193, j194, j195, j196, j197, j198, j199, j200, j201) =AVERAGE(k193, k194, k195, k196, k197, k198, k199, k200, k201) =AVERAGE(l193, l194, l195, l196, l197, l198, l199, l200, l201) =AVERAGE(m193, m194, m195, m196, m197, m198, m199, m200, m201) =AVERAGE(n193, n194, n195, n196, n197, n198, n199, n200, n201) =AVERAGE(o193, o194, o195, o196, o197, o198, o199, o200, o201) =AVERAGE(p193, p194, p195, p196, p197, p198, p199, p200, p201) =AVERAGE(q193, q194, q195, q196, q197, q198, q199, q200, q201) =AVERAGE(r193, r194, r195, r196, r197, r198, r199, r200, r201) =AVERAGE(s193, s194, s195, s196, s197, s198, s199, s200, s201) =AVERAGE(t193, t194, t195, t196, t197, t198, t199, t200, t201) =STDEV.P(a193, a194, a195, a196, a197, a198, a199, a200, a201) =STDEV.P(b193, b194, b195, b196, b197, b198, b199, b200, b201) =STDEV.P(c193, c194, c195, c196, c197, c198, c199, c200, c201) =STDEV.P(d193, d194, d195, d196, d197, d198, d199, d200, d201) =STDEV.P(e193, e194, e195, e196, e197, e198, e199, e200, e201) =STDEV.P(f193, f194, f195, f196, f197, f198, f199, f200, f201) =STDEV.P(g193, g194, g195, g196, g197, g198, g199, g200, g201) =STDEV.P(h193, h194, h195, h196, h197, h198, h199, h200, h201) =STDEV.P(i193, i194, i195, i196, i197, i198, i199, i200, i201) =STDEV.P(j193, j194, j195, j196, j197, j198, j199, j200, j201) =STDEV.P(k193, k194, k195, k196, k197, k198, k199, k200, k201) =STDEV.P(l193, l194, l195, l196, l197, l198, l199, l200, l201) =STDEV.P(m193, m194, m195, m196, m197, m198, m199, m200, m201) =STDEV.P(n193, n194, n195, n196, n197, n198, n199, n200, n201) =STDEV.P(o193, o194, o195, o196, o197, o198, o199, o200, o201) =STDEV.P(p193, p194, p195, p196, p197, p198, p199, p200, p201) =STDEV.P(q193, q194, q195, q196, q197, q198, q199, q200, q201) =STDEV.P(r193, r194, r195, r196, r197, r198, r199, r200, r201) =STDEV.P(s193, s194, s195, s196, s197, s198, s199, s200, s201) =STDEV.P(t193, t194, t195, t196, t197, t198, t199, t200, t201) +=AVERAGE(a202, a203, a204, a205, a206, a207, a208, a209, a210) =AVERAGE(b202, b203, b204, b205, b206, b207, b208, b209, b210) =AVERAGE(c202, c203, c204, c205, c206, c207, c208, c209, c210) =AVERAGE(d202, d203, d204, d205, d206, d207, d208, d209, d210) =AVERAGE(e202, e203, e204, e205, e206, e207, e208, e209, e210) =AVERAGE(f202, f203, f204, f205, f206, f207, f208, f209, f210) =AVERAGE(g202, g203, g204, g205, g206, g207, g208, g209, g210) =AVERAGE(h202, h203, h204, h205, h206, h207, h208, h209, h210) =AVERAGE(i202, i203, i204, i205, i206, i207, i208, i209, i210) =AVERAGE(j202, j203, j204, j205, j206, j207, j208, j209, j210) =AVERAGE(k202, k203, k204, k205, k206, k207, k208, k209, k210) =AVERAGE(l202, l203, l204, l205, l206, l207, l208, l209, l210) =AVERAGE(m202, m203, m204, m205, m206, m207, m208, m209, m210) =AVERAGE(n202, n203, n204, n205, n206, n207, n208, n209, n210) =AVERAGE(o202, o203, o204, o205, o206, o207, o208, o209, o210) =AVERAGE(p202, p203, p204, p205, p206, p207, p208, p209, p210) =AVERAGE(q202, q203, q204, q205, q206, q207, q208, q209, q210) =AVERAGE(r202, r203, r204, r205, r206, r207, r208, r209, r210) =AVERAGE(s202, s203, s204, s205, s206, s207, s208, s209, s210) =AVERAGE(t202, t203, t204, t205, t206, t207, t208, t209, t210) =STDEV.P(a202, a203, a204, a205, a206, a207, a208, a209, a210) =STDEV.P(b202, b203, b204, b205, b206, b207, b208, b209, b210) =STDEV.P(c202, c203, c204, c205, c206, c207, c208, c209, c210) =STDEV.P(d202, d203, d204, d205, d206, d207, d208, d209, d210) =STDEV.P(e202, e203, e204, e205, e206, e207, e208, e209, e210) =STDEV.P(f202, f203, f204, f205, f206, f207, f208, f209, f210) =STDEV.P(g202, g203, g204, g205, g206, g207, g208, g209, g210) =STDEV.P(h202, h203, h204, h205, h206, h207, h208, h209, h210) =STDEV.P(i202, i203, i204, i205, i206, i207, i208, i209, i210) =STDEV.P(j202, j203, j204, j205, j206, j207, j208, j209, j210) =STDEV.P(k202, k203, k204, k205, k206, k207, k208, k209, k210) =STDEV.P(l202, l203, l204, l205, l206, l207, l208, l209, l210) =STDEV.P(m202, m203, m204, m205, m206, m207, m208, m209, m210) =STDEV.P(n202, n203, n204, n205, n206, n207, n208, n209, n210) =STDEV.P(o202, o203, o204, o205, o206, o207, o208, o209, o210) =STDEV.P(p202, p203, p204, p205, p206, p207, p208, p209, p210) =STDEV.P(q202, q203, q204, q205, q206, q207, q208, q209, q210) =STDEV.P(r202, r203, r204, r205, r206, r207, r208, r209, r210) =STDEV.P(s202, s203, s204, s205, s206, s207, s208, s209, s210) =STDEV.P(t202, t203, t204, t205, t206, t207, t208, t209, t210) +=AVERAGE(a211, a212, a213, a214, a215, a216, a217, a218, a219) =AVERAGE(b211, b212, b213, b214, b215, b216, b217, b218, b219) =AVERAGE(c211, c212, c213, c214, c215, c216, c217, c218, c219) =AVERAGE(d211, d212, d213, d214, d215, d216, d217, d218, d219) =AVERAGE(e211, e212, e213, e214, e215, e216, e217, e218, e219) =AVERAGE(f211, f212, f213, f214, f215, f216, f217, f218, f219) =AVERAGE(g211, g212, g213, g214, g215, g216, g217, g218, g219) =AVERAGE(h211, h212, h213, h214, h215, h216, h217, h218, h219) =AVERAGE(i211, i212, i213, i214, i215, i216, i217, i218, i219) =AVERAGE(j211, j212, j213, j214, j215, j216, j217, j218, j219) =AVERAGE(k211, k212, k213, k214, k215, k216, k217, k218, k219) =AVERAGE(l211, l212, l213, l214, l215, l216, l217, l218, l219) =AVERAGE(m211, m212, m213, m214, m215, m216, m217, m218, m219) =AVERAGE(n211, n212, n213, n214, n215, n216, n217, n218, n219) =AVERAGE(o211, o212, o213, o214, o215, o216, o217, o218, o219) =AVERAGE(p211, p212, p213, p214, p215, p216, p217, p218, p219) =AVERAGE(q211, q212, q213, q214, q215, q216, q217, q218, q219) =AVERAGE(r211, r212, r213, r214, r215, r216, r217, r218, r219) =AVERAGE(s211, s212, s213, s214, s215, s216, s217, s218, s219) =AVERAGE(t211, t212, t213, t214, t215, t216, t217, t218, t219) =STDEV.P(a211, a212, a213, a214, a215, a216, a217, a218, a219) =STDEV.P(b211, b212, b213, b214, b215, b216, b217, b218, b219) =STDEV.P(c211, c212, c213, c214, c215, c216, c217, c218, c219) =STDEV.P(d211, d212, d213, d214, d215, d216, d217, d218, d219) =STDEV.P(e211, e212, e213, e214, e215, e216, e217, e218, e219) =STDEV.P(f211, f212, f213, f214, f215, f216, f217, f218, f219) =STDEV.P(g211, g212, g213, g214, g215, g216, g217, g218, g219) =STDEV.P(h211, h212, h213, h214, h215, h216, h217, h218, h219) =STDEV.P(i211, i212, i213, i214, i215, i216, i217, i218, i219) =STDEV.P(j211, j212, j213, j214, j215, j216, j217, j218, j219) =STDEV.P(k211, k212, k213, k214, k215, k216, k217, k218, k219) =STDEV.P(l211, l212, l213, l214, l215, l216, l217, l218, l219) =STDEV.P(m211, m212, m213, m214, m215, m216, m217, m218, m219) =STDEV.P(n211, n212, n213, n214, n215, n216, n217, n218, n219) =STDEV.P(o211, o212, o213, o214, o215, o216, o217, o218, o219) =STDEV.P(p211, p212, p213, p214, p215, p216, p217, p218, p219) =STDEV.P(q211, q212, q213, q214, q215, q216, q217, q218, q219) =STDEV.P(r211, r212, r213, r214, r215, r216, r217, r218, r219) =STDEV.P(s211, s212, s213, s214, s215, s216, s217, s218, s219) =STDEV.P(t211, t212, t213, t214, t215, t216, t217, t218, t219) +=AVERAGE(a220, a221, a222, a223, a224, a225, a226, a227, a228) =AVERAGE(b220, b221, b222, b223, b224, b225, b226, b227, b228) =AVERAGE(c220, c221, c222, c223, c224, c225, c226, c227, c228) =AVERAGE(d220, d221, d222, d223, d224, d225, d226, d227, d228) =AVERAGE(e220, e221, e222, e223, e224, e225, e226, e227, e228) =AVERAGE(f220, f221, f222, f223, f224, f225, f226, f227, f228) =AVERAGE(g220, g221, g222, g223, g224, g225, g226, g227, g228) =AVERAGE(h220, h221, h222, h223, h224, h225, h226, h227, h228) =AVERAGE(i220, i221, i222, i223, i224, i225, i226, i227, i228) =AVERAGE(j220, j221, j222, j223, j224, j225, j226, j227, j228) =AVERAGE(k220, k221, k222, k223, k224, k225, k226, k227, k228) =AVERAGE(l220, l221, l222, l223, l224, l225, l226, l227, l228) =AVERAGE(m220, m221, m222, m223, m224, m225, m226, m227, m228) =AVERAGE(n220, n221, n222, n223, n224, n225, n226, n227, n228) =AVERAGE(o220, o221, o222, o223, o224, o225, o226, o227, o228) =AVERAGE(p220, p221, p222, p223, p224, p225, p226, p227, p228) =AVERAGE(q220, q221, q222, q223, q224, q225, q226, q227, q228) =AVERAGE(r220, r221, r222, r223, r224, r225, r226, r227, r228) =AVERAGE(s220, s221, s222, s223, s224, s225, s226, s227, s228) =AVERAGE(t220, t221, t222, t223, t224, t225, t226, t227, t228) =STDEV.P(a220, a221, a222, a223, a224, a225, a226, a227, a228) =STDEV.P(b220, b221, b222, b223, b224, b225, b226, b227, b228) =STDEV.P(c220, c221, c222, c223, c224, c225, c226, c227, c228) =STDEV.P(d220, d221, d222, d223, d224, d225, d226, d227, d228) =STDEV.P(e220, e221, e222, e223, e224, e225, e226, e227, e228) =STDEV.P(f220, f221, f222, f223, f224, f225, f226, f227, f228) =STDEV.P(g220, g221, g222, g223, g224, g225, g226, g227, g228) =STDEV.P(h220, h221, h222, h223, h224, h225, h226, h227, h228) =STDEV.P(i220, i221, i222, i223, i224, i225, i226, i227, i228) =STDEV.P(j220, j221, j222, j223, j224, j225, j226, j227, j228) =STDEV.P(k220, k221, k222, k223, k224, k225, k226, k227, k228) =STDEV.P(l220, l221, l222, l223, l224, l225, l226, l227, l228) =STDEV.P(m220, m221, m222, m223, m224, m225, m226, m227, m228) =STDEV.P(n220, n221, n222, n223, n224, n225, n226, n227, n228) =STDEV.P(o220, o221, o222, o223, o224, o225, o226, o227, o228) =STDEV.P(p220, p221, p222, p223, p224, p225, p226, p227, p228) =STDEV.P(q220, q221, q222, q223, q224, q225, q226, q227, q228) =STDEV.P(r220, r221, r222, r223, r224, r225, r226, r227, r228) =STDEV.P(s220, s221, s222, s223, s224, s225, s226, s227, s228) =STDEV.P(t220, t221, t222, t223, t224, t225, t226, t227, t228) +=AVERAGE(a229, a230, a231, a232, a233, a234, a235, a236) =AVERAGE(b229, b230, b231, b232, b233, b234, b235, b236) =AVERAGE(c229, c230, c231, c232, c233, c234, c235, c236) =AVERAGE(d229, d230, d231, d232, d233, d234, d235, d236) =AVERAGE(e229, e230, e231, e232, e233, e234, e235, e236) =AVERAGE(f229, f230, f231, f232, f233, f234, f235, f236) =AVERAGE(g229, g230, g231, g232, g233, g234, g235, g236) =AVERAGE(h229, h230, h231, h232, h233, h234, h235, h236) =AVERAGE(i229, i230, i231, i232, i233, i234, i235, i236) =AVERAGE(j229, j230, j231, j232, j233, j234, j235, j236) =AVERAGE(k229, k230, k231, k232, k233, k234, k235, k236) =AVERAGE(l229, l230, l231, l232, l233, l234, l235, l236) =AVERAGE(m229, m230, m231, m232, m233, m234, m235, m236) =AVERAGE(n229, n230, n231, n232, n233, n234, n235, n236) =AVERAGE(o229, o230, o231, o232, o233, o234, o235, o236) =AVERAGE(p229, p230, p231, p232, p233, p234, p235, p236) =AVERAGE(q229, q230, q231, q232, q233, q234, q235, q236) =AVERAGE(r229, r230, r231, r232, r233, r234, r235, r236) =AVERAGE(s229, s230, s231, s232, s233, s234, s235, s236) =AVERAGE(t229, t230, t231, t232, t233, t234, t235, t236) =STDEV.P(a229, a230, a231, a232, a233, a234, a235, a236) =STDEV.P(b229, b230, b231, b232, b233, b234, b235, b236) =STDEV.P(c229, c230, c231, c232, c233, c234, c235, c236) =STDEV.P(d229, d230, d231, d232, d233, d234, d235, d236) =STDEV.P(e229, e230, e231, e232, e233, e234, e235, e236) =STDEV.P(f229, f230, f231, f232, f233, f234, f235, f236) =STDEV.P(g229, g230, g231, g232, g233, g234, g235, g236) =STDEV.P(h229, h230, h231, h232, h233, h234, h235, h236) =STDEV.P(i229, i230, i231, i232, i233, i234, i235, i236) =STDEV.P(j229, j230, j231, j232, j233, j234, j235, j236) =STDEV.P(k229, k230, k231, k232, k233, k234, k235, k236) =STDEV.P(l229, l230, l231, l232, l233, l234, l235, l236) =STDEV.P(m229, m230, m231, m232, m233, m234, m235, m236) =STDEV.P(n229, n230, n231, n232, n233, n234, n235, n236) =STDEV.P(o229, o230, o231, o232, o233, o234, o235, o236) =STDEV.P(p229, p230, p231, p232, p233, p234, p235, p236) =STDEV.P(q229, q230, q231, q232, q233, q234, q235, q236) =STDEV.P(r229, r230, r231, r232, r233, r234, r235, r236) =STDEV.P(s229, s230, s231, s232, s233, s234, s235, s236) =STDEV.P(t229, t230, t231, t232, t233, t234, t235, t236) +=AVERAGE(a237, a238, a239, a240, a241, a242, a243, a244) =AVERAGE(b237, b238, b239, b240, b241, b242, b243, b244) =AVERAGE(c237, c238, c239, c240, c241, c242, c243, c244) =AVERAGE(d237, d238, d239, d240, d241, d242, d243, d244) =AVERAGE(e237, e238, e239, e240, e241, e242, e243, e244) =AVERAGE(f237, f238, f239, f240, f241, f242, f243, f244) =AVERAGE(g237, g238, g239, g240, g241, g242, g243, g244) =AVERAGE(h237, h238, h239, h240, h241, h242, h243, h244) =AVERAGE(i237, i238, i239, i240, i241, i242, i243, i244) =AVERAGE(j237, j238, j239, j240, j241, j242, j243, j244) =AVERAGE(k237, k238, k239, k240, k241, k242, k243, k244) =AVERAGE(l237, l238, l239, l240, l241, l242, l243, l244) =AVERAGE(m237, m238, m239, m240, m241, m242, m243, m244) =AVERAGE(n237, n238, n239, n240, n241, n242, n243, n244) =AVERAGE(o237, o238, o239, o240, o241, o242, o243, o244) =AVERAGE(p237, p238, p239, p240, p241, p242, p243, p244) =AVERAGE(q237, q238, q239, q240, q241, q242, q243, q244) =AVERAGE(r237, r238, r239, r240, r241, r242, r243, r244) =AVERAGE(s237, s238, s239, s240, s241, s242, s243, s244) =AVERAGE(t237, t238, t239, t240, t241, t242, t243, t244) =STDEV.P(a237, a238, a239, a240, a241, a242, a243, a244) =STDEV.P(b237, b238, b239, b240, b241, b242, b243, b244) =STDEV.P(c237, c238, c239, c240, c241, c242, c243, c244) =STDEV.P(d237, d238, d239, d240, d241, d242, d243, d244) =STDEV.P(e237, e238, e239, e240, e241, e242, e243, e244) =STDEV.P(f237, f238, f239, f240, f241, f242, f243, f244) =STDEV.P(g237, g238, g239, g240, g241, g242, g243, g244) =STDEV.P(h237, h238, h239, h240, h241, h242, h243, h244) =STDEV.P(i237, i238, i239, i240, i241, i242, i243, i244) =STDEV.P(j237, j238, j239, j240, j241, j242, j243, j244) =STDEV.P(k237, k238, k239, k240, k241, k242, k243, k244) =STDEV.P(l237, l238, l239, l240, l241, l242, l243, l244) =STDEV.P(m237, m238, m239, m240, m241, m242, m243, m244) =STDEV.P(n237, n238, n239, n240, n241, n242, n243, n244) =STDEV.P(o237, o238, o239, o240, o241, o242, o243, o244) =STDEV.P(p237, p238, p239, p240, p241, p242, p243, p244) =STDEV.P(q237, q238, q239, q240, q241, q242, q243, q244) =STDEV.P(r237, r238, r239, r240, r241, r242, r243, r244) =STDEV.P(s237, s238, s239, s240, s241, s242, s243, s244) =STDEV.P(t237, t238, t239, t240, t241, t242, t243, t244) +=AVERAGE(a245, a246, a247, a248, a249, a250, a251, a252) =AVERAGE(b245, b246, b247, b248, b249, b250, b251, b252) =AVERAGE(c245, c246, c247, c248, c249, c250, c251, c252) =AVERAGE(d245, d246, d247, d248, d249, d250, d251, d252) =AVERAGE(e245, e246, e247, e248, e249, e250, e251, e252) =AVERAGE(f245, f246, f247, f248, f249, f250, f251, f252) =AVERAGE(g245, g246, g247, g248, g249, g250, g251, g252) =AVERAGE(h245, h246, h247, h248, h249, h250, h251, h252) =AVERAGE(i245, i246, i247, i248, i249, i250, i251, i252) =AVERAGE(j245, j246, j247, j248, j249, j250, j251, j252) =AVERAGE(k245, k246, k247, k248, k249, k250, k251, k252) =AVERAGE(l245, l246, l247, l248, l249, l250, l251, l252) =AVERAGE(m245, m246, m247, m248, m249, m250, m251, m252) =AVERAGE(n245, n246, n247, n248, n249, n250, n251, n252) =AVERAGE(o245, o246, o247, o248, o249, o250, o251, o252) =AVERAGE(p245, p246, p247, p248, p249, p250, p251, p252) =AVERAGE(q245, q246, q247, q248, q249, q250, q251, q252) =AVERAGE(r245, r246, r247, r248, r249, r250, r251, r252) =AVERAGE(s245, s246, s247, s248, s249, s250, s251, s252) =AVERAGE(t245, t246, t247, t248, t249, t250, t251, t252) =STDEV.P(a245, a246, a247, a248, a249, a250, a251, a252) =STDEV.P(b245, b246, b247, b248, b249, b250, b251, b252) =STDEV.P(c245, c246, c247, c248, c249, c250, c251, c252) =STDEV.P(d245, d246, d247, d248, d249, d250, d251, d252) =STDEV.P(e245, e246, e247, e248, e249, e250, e251, e252) =STDEV.P(f245, f246, f247, f248, f249, f250, f251, f252) =STDEV.P(g245, g246, g247, g248, g249, g250, g251, g252) =STDEV.P(h245, h246, h247, h248, h249, h250, h251, h252) =STDEV.P(i245, i246, i247, i248, i249, i250, i251, i252) =STDEV.P(j245, j246, j247, j248, j249, j250, j251, j252) =STDEV.P(k245, k246, k247, k248, k249, k250, k251, k252) =STDEV.P(l245, l246, l247, l248, l249, l250, l251, l252) =STDEV.P(m245, m246, m247, m248, m249, m250, m251, m252) =STDEV.P(n245, n246, n247, n248, n249, n250, n251, n252) =STDEV.P(o245, o246, o247, o248, o249, o250, o251, o252) =STDEV.P(p245, p246, p247, p248, p249, p250, p251, p252) =STDEV.P(q245, q246, q247, q248, q249, q250, q251, q252) =STDEV.P(r245, r246, r247, r248, r249, r250, r251, r252) =STDEV.P(s245, s246, s247, s248, s249, s250, s251, s252) =STDEV.P(t245, t246, t247, t248, t249, t250, t251, t252) +=AVERAGE(a253, a254, a255, a256, a257, a258, a259) =AVERAGE(b253, b254, b255, b256, b257, b258, b259) =AVERAGE(c253, c254, c255, c256, c257, c258, c259) =AVERAGE(d253, d254, d255, d256, d257, d258, d259) =AVERAGE(e253, e254, e255, e256, e257, e258, e259) =AVERAGE(f253, f254, f255, f256, f257, f258, f259) =AVERAGE(g253, g254, g255, g256, g257, g258, g259) =AVERAGE(h253, h254, h255, h256, h257, h258, h259) =AVERAGE(i253, i254, i255, i256, i257, i258, i259) =AVERAGE(j253, j254, j255, j256, j257, j258, j259) =AVERAGE(k253, k254, k255, k256, k257, k258, k259) =AVERAGE(l253, l254, l255, l256, l257, l258, l259) =AVERAGE(m253, m254, m255, m256, m257, m258, m259) =AVERAGE(n253, n254, n255, n256, n257, n258, n259) =AVERAGE(o253, o254, o255, o256, o257, o258, o259) =AVERAGE(p253, p254, p255, p256, p257, p258, p259) =AVERAGE(q253, q254, q255, q256, q257, q258, q259) =AVERAGE(r253, r254, r255, r256, r257, r258, r259) =AVERAGE(s253, s254, s255, s256, s257, s258, s259) =AVERAGE(t253, t254, t255, t256, t257, t258, t259) =STDEV.P(a253, a254, a255, a256, a257, a258, a259) =STDEV.P(b253, b254, b255, b256, b257, b258, b259) =STDEV.P(c253, c254, c255, c256, c257, c258, c259) =STDEV.P(d253, d254, d255, d256, d257, d258, d259) =STDEV.P(e253, e254, e255, e256, e257, e258, e259) =STDEV.P(f253, f254, f255, f256, f257, f258, f259) =STDEV.P(g253, g254, g255, g256, g257, g258, g259) =STDEV.P(h253, h254, h255, h256, h257, h258, h259) =STDEV.P(i253, i254, i255, i256, i257, i258, i259) =STDEV.P(j253, j254, j255, j256, j257, j258, j259) =STDEV.P(k253, k254, k255, k256, k257, k258, k259) =STDEV.P(l253, l254, l255, l256, l257, l258, l259) =STDEV.P(m253, m254, m255, m256, m257, m258, m259) =STDEV.P(n253, n254, n255, n256, n257, n258, n259) =STDEV.P(o253, o254, o255, o256, o257, o258, o259) =STDEV.P(p253, p254, p255, p256, p257, p258, p259) =STDEV.P(q253, q254, q255, q256, q257, q258, q259) =STDEV.P(r253, r254, r255, r256, r257, r258, r259) =STDEV.P(s253, s254, s255, s256, s257, s258, s259) =STDEV.P(t253, t254, t255, t256, t257, t258, t259) +=AVERAGE(a260, a261, a262, a263, a264, a265, a266) =AVERAGE(b260, b261, b262, b263, b264, b265, b266) =AVERAGE(c260, c261, c262, c263, c264, c265, c266) =AVERAGE(d260, d261, d262, d263, d264, d265, d266) =AVERAGE(e260, e261, e262, e263, e264, e265, e266) =AVERAGE(f260, f261, f262, f263, f264, f265, f266) =AVERAGE(g260, g261, g262, g263, g264, g265, g266) =AVERAGE(h260, h261, h262, h263, h264, h265, h266) =AVERAGE(i260, i261, i262, i263, i264, i265, i266) =AVERAGE(j260, j261, j262, j263, j264, j265, j266) =AVERAGE(k260, k261, k262, k263, k264, k265, k266) =AVERAGE(l260, l261, l262, l263, l264, l265, l266) =AVERAGE(m260, m261, m262, m263, m264, m265, m266) =AVERAGE(n260, n261, n262, n263, n264, n265, n266) =AVERAGE(o260, o261, o262, o263, o264, o265, o266) =AVERAGE(p260, p261, p262, p263, p264, p265, p266) =AVERAGE(q260, q261, q262, q263, q264, q265, q266) =AVERAGE(r260, r261, r262, r263, r264, r265, r266) =AVERAGE(s260, s261, s262, s263, s264, s265, s266) =AVERAGE(t260, t261, t262, t263, t264, t265, t266) =STDEV.P(a260, a261, a262, a263, a264, a265, a266) =STDEV.P(b260, b261, b262, b263, b264, b265, b266) =STDEV.P(c260, c261, c262, c263, c264, c265, c266) =STDEV.P(d260, d261, d262, d263, d264, d265, d266) =STDEV.P(e260, e261, e262, e263, e264, e265, e266) =STDEV.P(f260, f261, f262, f263, f264, f265, f266) =STDEV.P(g260, g261, g262, g263, g264, g265, g266) =STDEV.P(h260, h261, h262, h263, h264, h265, h266) =STDEV.P(i260, i261, i262, i263, i264, i265, i266) =STDEV.P(j260, j261, j262, j263, j264, j265, j266) =STDEV.P(k260, k261, k262, k263, k264, k265, k266) =STDEV.P(l260, l261, l262, l263, l264, l265, l266) =STDEV.P(m260, m261, m262, m263, m264, m265, m266) =STDEV.P(n260, n261, n262, n263, n264, n265, n266) =STDEV.P(o260, o261, o262, o263, o264, o265, o266) =STDEV.P(p260, p261, p262, p263, p264, p265, p266) =STDEV.P(q260, q261, q262, q263, q264, q265, q266) =STDEV.P(r260, r261, r262, r263, r264, r265, r266) =STDEV.P(s260, s261, s262, s263, s264, s265, s266) =STDEV.P(t260, t261, t262, t263, t264, t265, t266) +=AVERAGE(a267, a268, a269, a270, a271, a272) =AVERAGE(b267, b268, b269, b270, b271, b272) =AVERAGE(c267, c268, c269, c270, c271, c272) =AVERAGE(d267, d268, d269, d270, d271, d272) =AVERAGE(e267, e268, e269, e270, e271, e272) =AVERAGE(f267, f268, f269, f270, f271, f272) =AVERAGE(g267, g268, g269, g270, g271, g272) =AVERAGE(h267, h268, h269, h270, h271, h272) =AVERAGE(i267, i268, i269, i270, i271, i272) =AVERAGE(j267, j268, j269, j270, j271, j272) =AVERAGE(k267, k268, k269, k270, k271, k272) =AVERAGE(l267, l268, l269, l270, l271, l272) =AVERAGE(m267, m268, m269, m270, m271, m272) =AVERAGE(n267, n268, n269, n270, n271, n272) =AVERAGE(o267, o268, o269, o270, o271, o272) =AVERAGE(p267, p268, p269, p270, p271, p272) =AVERAGE(q267, q268, q269, q270, q271, q272) =AVERAGE(r267, r268, r269, r270, r271, r272) =AVERAGE(s267, s268, s269, s270, s271, s272) =AVERAGE(t267, t268, t269, t270, t271, t272) =STDEV.P(a267, a268, a269, a270, a271, a272) =STDEV.P(b267, b268, b269, b270, b271, b272) =STDEV.P(c267, c268, c269, c270, c271, c272) =STDEV.P(d267, d268, d269, d270, d271, d272) =STDEV.P(e267, e268, e269, e270, e271, e272) =STDEV.P(f267, f268, f269, f270, f271, f272) =STDEV.P(g267, g268, g269, g270, g271, g272) =STDEV.P(h267, h268, h269, h270, h271, h272) =STDEV.P(i267, i268, i269, i270, i271, i272) =STDEV.P(j267, j268, j269, j270, j271, j272) =STDEV.P(k267, k268, k269, k270, k271, k272) =STDEV.P(l267, l268, l269, l270, l271, l272) =STDEV.P(m267, m268, m269, m270, m271, m272) =STDEV.P(n267, n268, n269, n270, n271, n272) =STDEV.P(o267, o268, o269, o270, o271, o272) =STDEV.P(p267, p268, p269, p270, p271, p272) =STDEV.P(q267, q268, q269, q270, q271, q272) =STDEV.P(r267, r268, r269, r270, r271, r272) =STDEV.P(s267, s268, s269, s270, s271, s272) =STDEV.P(t267, t268, t269, t270, t271, t272) +=AVERAGE(a273, a274, a275, a276, a277, a278) =AVERAGE(b273, b274, b275, b276, b277, b278) =AVERAGE(c273, c274, c275, c276, c277, c278) =AVERAGE(d273, d274, d275, d276, d277, d278) =AVERAGE(e273, e274, e275, e276, e277, e278) =AVERAGE(f273, f274, f275, f276, f277, f278) =AVERAGE(g273, g274, g275, g276, g277, g278) =AVERAGE(h273, h274, h275, h276, h277, h278) =AVERAGE(i273, i274, i275, i276, i277, i278) =AVERAGE(j273, j274, j275, j276, j277, j278) =AVERAGE(k273, k274, k275, k276, k277, k278) =AVERAGE(l273, l274, l275, l276, l277, l278) =AVERAGE(m273, m274, m275, m276, m277, m278) =AVERAGE(n273, n274, n275, n276, n277, n278) =AVERAGE(o273, o274, o275, o276, o277, o278) =AVERAGE(p273, p274, p275, p276, p277, p278) =AVERAGE(q273, q274, q275, q276, q277, q278) =AVERAGE(r273, r274, r275, r276, r277, r278) =AVERAGE(s273, s274, s275, s276, s277, s278) =AVERAGE(t273, t274, t275, t276, t277, t278) =STDEV.P(a273, a274, a275, a276, a277, a278) =STDEV.P(b273, b274, b275, b276, b277, b278) =STDEV.P(c273, c274, c275, c276, c277, c278) =STDEV.P(d273, d274, d275, d276, d277, d278) =STDEV.P(e273, e274, e275, e276, e277, e278) =STDEV.P(f273, f274, f275, f276, f277, f278) =STDEV.P(g273, g274, g275, g276, g277, g278) =STDEV.P(h273, h274, h275, h276, h277, h278) =STDEV.P(i273, i274, i275, i276, i277, i278) =STDEV.P(j273, j274, j275, j276, j277, j278) =STDEV.P(k273, k274, k275, k276, k277, k278) =STDEV.P(l273, l274, l275, l276, l277, l278) =STDEV.P(m273, m274, m275, m276, m277, m278) =STDEV.P(n273, n274, n275, n276, n277, n278) =STDEV.P(o273, o274, o275, o276, o277, o278) =STDEV.P(p273, p274, p275, p276, p277, p278) =STDEV.P(q273, q274, q275, q276, q277, q278) =STDEV.P(r273, r274, r275, r276, r277, r278) =STDEV.P(s273, s274, s275, s276, s277, s278) =STDEV.P(t273, t274, t275, t276, t277, t278) +=AVERAGE(a279, a280, a281, a282, a283, a284) =AVERAGE(b279, b280, b281, b282, b283, b284) =AVERAGE(c279, c280, c281, c282, c283, c284) =AVERAGE(d279, d280, d281, d282, d283, d284) =AVERAGE(e279, e280, e281, e282, e283, e284) =AVERAGE(f279, f280, f281, f282, f283, f284) =AVERAGE(g279, g280, g281, g282, g283, g284) =AVERAGE(h279, h280, h281, h282, h283, h284) =AVERAGE(i279, i280, i281, i282, i283, i284) =AVERAGE(j279, j280, j281, j282, j283, j284) =AVERAGE(k279, k280, k281, k282, k283, k284) =AVERAGE(l279, l280, l281, l282, l283, l284) =AVERAGE(m279, m280, m281, m282, m283, m284) =AVERAGE(n279, n280, n281, n282, n283, n284) =AVERAGE(o279, o280, o281, o282, o283, o284) =AVERAGE(p279, p280, p281, p282, p283, p284) =AVERAGE(q279, q280, q281, q282, q283, q284) =AVERAGE(r279, r280, r281, r282, r283, r284) =AVERAGE(s279, s280, s281, s282, s283, s284) =AVERAGE(t279, t280, t281, t282, t283, t284) =STDEV.P(a279, a280, a281, a282, a283, a284) =STDEV.P(b279, b280, b281, b282, b283, b284) =STDEV.P(c279, c280, c281, c282, c283, c284) =STDEV.P(d279, d280, d281, d282, d283, d284) =STDEV.P(e279, e280, e281, e282, e283, e284) =STDEV.P(f279, f280, f281, f282, f283, f284) =STDEV.P(g279, g280, g281, g282, g283, g284) =STDEV.P(h279, h280, h281, h282, h283, h284) =STDEV.P(i279, i280, i281, i282, i283, i284) =STDEV.P(j279, j280, j281, j282, j283, j284) =STDEV.P(k279, k280, k281, k282, k283, k284) =STDEV.P(l279, l280, l281, l282, l283, l284) =STDEV.P(m279, m280, m281, m282, m283, m284) =STDEV.P(n279, n280, n281, n282, n283, n284) =STDEV.P(o279, o280, o281, o282, o283, o284) =STDEV.P(p279, p280, p281, p282, p283, p284) =STDEV.P(q279, q280, q281, q282, q283, q284) =STDEV.P(r279, r280, r281, r282, r283, r284) =STDEV.P(s279, s280, s281, s282, s283, s284) =STDEV.P(t279, t280, t281, t282, t283, t284) +=AVERAGE(a285, a286, a287, a288, a289, a290) =AVERAGE(b285, b286, b287, b288, b289, b290) =AVERAGE(c285, c286, c287, c288, c289, c290) =AVERAGE(d285, d286, d287, d288, d289, d290) =AVERAGE(e285, e286, e287, e288, e289, e290) =AVERAGE(f285, f286, f287, f288, f289, f290) =AVERAGE(g285, g286, g287, g288, g289, g290) =AVERAGE(h285, h286, h287, h288, h289, h290) =AVERAGE(i285, i286, i287, i288, i289, i290) =AVERAGE(j285, j286, j287, j288, j289, j290) =AVERAGE(k285, k286, k287, k288, k289, k290) =AVERAGE(l285, l286, l287, l288, l289, l290) =AVERAGE(m285, m286, m287, m288, m289, m290) =AVERAGE(n285, n286, n287, n288, n289, n290) =AVERAGE(o285, o286, o287, o288, o289, o290) =AVERAGE(p285, p286, p287, p288, p289, p290) =AVERAGE(q285, q286, q287, q288, q289, q290) =AVERAGE(r285, r286, r287, r288, r289, r290) =AVERAGE(s285, s286, s287, s288, s289, s290) =AVERAGE(t285, t286, t287, t288, t289, t290) =STDEV.P(a285, a286, a287, a288, a289, a290) =STDEV.P(b285, b286, b287, b288, b289, b290) =STDEV.P(c285, c286, c287, c288, c289, c290) =STDEV.P(d285, d286, d287, d288, d289, d290) =STDEV.P(e285, e286, e287, e288, e289, e290) =STDEV.P(f285, f286, f287, f288, f289, f290) =STDEV.P(g285, g286, g287, g288, g289, g290) =STDEV.P(h285, h286, h287, h288, h289, h290) =STDEV.P(i285, i286, i287, i288, i289, i290) =STDEV.P(j285, j286, j287, j288, j289, j290) =STDEV.P(k285, k286, k287, k288, k289, k290) =STDEV.P(l285, l286, l287, l288, l289, l290) =STDEV.P(m285, m286, m287, m288, m289, m290) =STDEV.P(n285, n286, n287, n288, n289, n290) =STDEV.P(o285, o286, o287, o288, o289, o290) =STDEV.P(p285, p286, p287, p288, p289, p290) =STDEV.P(q285, q286, q287, q288, q289, q290) =STDEV.P(r285, r286, r287, r288, r289, r290) =STDEV.P(s285, s286, s287, s288, s289, s290) =STDEV.P(t285, t286, t287, t288, t289, t290) +=AVERAGE(a291, a292, a293, a294, a295, a296) =AVERAGE(b291, b292, b293, b294, b295, b296) =AVERAGE(c291, c292, c293, c294, c295, c296) =AVERAGE(d291, d292, d293, d294, d295, d296) =AVERAGE(e291, e292, e293, e294, e295, e296) =AVERAGE(f291, f292, f293, f294, f295, f296) =AVERAGE(g291, g292, g293, g294, g295, g296) =AVERAGE(h291, h292, h293, h294, h295, h296) =AVERAGE(i291, i292, i293, i294, i295, i296) =AVERAGE(j291, j292, j293, j294, j295, j296) =AVERAGE(k291, k292, k293, k294, k295, k296) =AVERAGE(l291, l292, l293, l294, l295, l296) =AVERAGE(m291, m292, m293, m294, m295, m296) =AVERAGE(n291, n292, n293, n294, n295, n296) =AVERAGE(o291, o292, o293, o294, o295, o296) =AVERAGE(p291, p292, p293, p294, p295, p296) =AVERAGE(q291, q292, q293, q294, q295, q296) =AVERAGE(r291, r292, r293, r294, r295, r296) =AVERAGE(s291, s292, s293, s294, s295, s296) =AVERAGE(t291, t292, t293, t294, t295, t296) =STDEV.P(a291, a292, a293, a294, a295, a296) =STDEV.P(b291, b292, b293, b294, b295, b296) =STDEV.P(c291, c292, c293, c294, c295, c296) =STDEV.P(d291, d292, d293, d294, d295, d296) =STDEV.P(e291, e292, e293, e294, e295, e296) =STDEV.P(f291, f292, f293, f294, f295, f296) =STDEV.P(g291, g292, g293, g294, g295, g296) =STDEV.P(h291, h292, h293, h294, h295, h296) =STDEV.P(i291, i292, i293, i294, i295, i296) =STDEV.P(j291, j292, j293, j294, j295, j296) =STDEV.P(k291, k292, k293, k294, k295, k296) =STDEV.P(l291, l292, l293, l294, l295, l296) =STDEV.P(m291, m292, m293, m294, m295, m296) =STDEV.P(n291, n292, n293, n294, n295, n296) =STDEV.P(o291, o292, o293, o294, o295, o296) =STDEV.P(p291, p292, p293, p294, p295, p296) =STDEV.P(q291, q292, q293, q294, q295, q296) =STDEV.P(r291, r292, r293, r294, r295, r296) =STDEV.P(s291, s292, s293, s294, s295, s296) =STDEV.P(t291, t292, t293, t294, t295, t296) +=AVERAGE(a297, a298, a299, a300, a301, a302) =AVERAGE(b297, b298, b299, b300, b301, b302) =AVERAGE(c297, c298, c299, c300, c301, c302) =AVERAGE(d297, d298, d299, d300, d301, d302) =AVERAGE(e297, e298, e299, e300, e301, e302) =AVERAGE(f297, f298, f299, f300, f301, f302) =AVERAGE(g297, g298, g299, g300, g301, g302) =AVERAGE(h297, h298, h299, h300, h301, h302) =AVERAGE(i297, i298, i299, i300, i301, i302) =AVERAGE(j297, j298, j299, j300, j301, j302) =AVERAGE(k297, k298, k299, k300, k301, k302) =AVERAGE(l297, l298, l299, l300, l301, l302) =AVERAGE(m297, m298, m299, m300, m301, m302) =AVERAGE(n297, n298, n299, n300, n301, n302) =AVERAGE(o297, o298, o299, o300, o301, o302) =AVERAGE(p297, p298, p299, p300, p301, p302) =AVERAGE(q297, q298, q299, q300, q301, q302) =AVERAGE(r297, r298, r299, r300, r301, r302) =AVERAGE(s297, s298, s299, s300, s301, s302) =AVERAGE(t297, t298, t299, t300, t301, t302) =STDEV.P(a297, a298, a299, a300, a301, a302) =STDEV.P(b297, b298, b299, b300, b301, b302) =STDEV.P(c297, c298, c299, c300, c301, c302) =STDEV.P(d297, d298, d299, d300, d301, d302) =STDEV.P(e297, e298, e299, e300, e301, e302) =STDEV.P(f297, f298, f299, f300, f301, f302) =STDEV.P(g297, g298, g299, g300, g301, g302) =STDEV.P(h297, h298, h299, h300, h301, h302) =STDEV.P(i297, i298, i299, i300, i301, i302) =STDEV.P(j297, j298, j299, j300, j301, j302) =STDEV.P(k297, k298, k299, k300, k301, k302) =STDEV.P(l297, l298, l299, l300, l301, l302) =STDEV.P(m297, m298, m299, m300, m301, m302) =STDEV.P(n297, n298, n299, n300, n301, n302) =STDEV.P(o297, o298, o299, o300, o301, o302) =STDEV.P(p297, p298, p299, p300, p301, p302) =STDEV.P(q297, q298, q299, q300, q301, q302) =STDEV.P(r297, r298, r299, r300, r301, r302) =STDEV.P(s297, s298, s299, s300, s301, s302) =STDEV.P(t297, t298, t299, t300, t301, t302) +=AVERAGE(a303, a304, a305, a306, a307, a308) =AVERAGE(b303, b304, b305, b306, b307, b308) =AVERAGE(c303, c304, c305, c306, c307, c308) =AVERAGE(d303, d304, d305, d306, d307, d308) =AVERAGE(e303, e304, e305, e306, e307, e308) =AVERAGE(f303, f304, f305, f306, f307, f308) =AVERAGE(g303, g304, g305, g306, g307, g308) =AVERAGE(h303, h304, h305, h306, h307, h308) =AVERAGE(i303, i304, i305, i306, i307, i308) =AVERAGE(j303, j304, j305, j306, j307, j308) =AVERAGE(k303, k304, k305, k306, k307, k308) =AVERAGE(l303, l304, l305, l306, l307, l308) =AVERAGE(m303, m304, m305, m306, m307, m308) =AVERAGE(n303, n304, n305, n306, n307, n308) =AVERAGE(o303, o304, o305, o306, o307, o308) =AVERAGE(p303, p304, p305, p306, p307, p308) =AVERAGE(q303, q304, q305, q306, q307, q308) =AVERAGE(r303, r304, r305, r306, r307, r308) =AVERAGE(s303, s304, s305, s306, s307, s308) =AVERAGE(t303, t304, t305, t306, t307, t308) =STDEV.P(a303, a304, a305, a306, a307, a308) =STDEV.P(b303, b304, b305, b306, b307, b308) =STDEV.P(c303, c304, c305, c306, c307, c308) =STDEV.P(d303, d304, d305, d306, d307, d308) =STDEV.P(e303, e304, e305, e306, e307, e308) =STDEV.P(f303, f304, f305, f306, f307, f308) =STDEV.P(g303, g304, g305, g306, g307, g308) =STDEV.P(h303, h304, h305, h306, h307, h308) =STDEV.P(i303, i304, i305, i306, i307, i308) =STDEV.P(j303, j304, j305, j306, j307, j308) =STDEV.P(k303, k304, k305, k306, k307, k308) =STDEV.P(l303, l304, l305, l306, l307, l308) =STDEV.P(m303, m304, m305, m306, m307, m308) =STDEV.P(n303, n304, n305, n306, n307, n308) =STDEV.P(o303, o304, o305, o306, o307, o308) =STDEV.P(p303, p304, p305, p306, p307, p308) =STDEV.P(q303, q304, q305, q306, q307, q308) =STDEV.P(r303, r304, r305, r306, r307, r308) =STDEV.P(s303, s304, s305, s306, s307, s308) =STDEV.P(t303, t304, t305, t306, t307, t308) +=AVERAGE(a309, a310, a311, a312, a313, a314) =AVERAGE(b309, b310, b311, b312, b313, b314) =AVERAGE(c309, c310, c311, c312, c313, c314) =AVERAGE(d309, d310, d311, d312, d313, d314) =AVERAGE(e309, e310, e311, e312, e313, e314) =AVERAGE(f309, f310, f311, f312, f313, f314) =AVERAGE(g309, g310, g311, g312, g313, g314) =AVERAGE(h309, h310, h311, h312, h313, h314) =AVERAGE(i309, i310, i311, i312, i313, i314) =AVERAGE(j309, j310, j311, j312, j313, j314) =AVERAGE(k309, k310, k311, k312, k313, k314) =AVERAGE(l309, l310, l311, l312, l313, l314) =AVERAGE(m309, m310, m311, m312, m313, m314) =AVERAGE(n309, n310, n311, n312, n313, n314) =AVERAGE(o309, o310, o311, o312, o313, o314) =AVERAGE(p309, p310, p311, p312, p313, p314) =AVERAGE(q309, q310, q311, q312, q313, q314) =AVERAGE(r309, r310, r311, r312, r313, r314) =AVERAGE(s309, s310, s311, s312, s313, s314) =AVERAGE(t309, t310, t311, t312, t313, t314) =STDEV.P(a309, a310, a311, a312, a313, a314) =STDEV.P(b309, b310, b311, b312, b313, b314) =STDEV.P(c309, c310, c311, c312, c313, c314) =STDEV.P(d309, d310, d311, d312, d313, d314) =STDEV.P(e309, e310, e311, e312, e313, e314) =STDEV.P(f309, f310, f311, f312, f313, f314) =STDEV.P(g309, g310, g311, g312, g313, g314) =STDEV.P(h309, h310, h311, h312, h313, h314) =STDEV.P(i309, i310, i311, i312, i313, i314) =STDEV.P(j309, j310, j311, j312, j313, j314) =STDEV.P(k309, k310, k311, k312, k313, k314) =STDEV.P(l309, l310, l311, l312, l313, l314) =STDEV.P(m309, m310, m311, m312, m313, m314) =STDEV.P(n309, n310, n311, n312, n313, n314) =STDEV.P(o309, o310, o311, o312, o313, o314) =STDEV.P(p309, p310, p311, p312, p313, p314) =STDEV.P(q309, q310, q311, q312, q313, q314) =STDEV.P(r309, r310, r311, r312, r313, r314) =STDEV.P(s309, s310, s311, s312, s313, s314) =STDEV.P(t309, t310, t311, t312, t313, t314) +=AVERAGE(a315, a316, a317, a318, a319, a320) =AVERAGE(b315, b316, b317, b318, b319, b320) =AVERAGE(c315, c316, c317, c318, c319, c320) =AVERAGE(d315, d316, d317, d318, d319, d320) =AVERAGE(e315, e316, e317, e318, e319, e320) =AVERAGE(f315, f316, f317, f318, f319, f320) =AVERAGE(g315, g316, g317, g318, g319, g320) =AVERAGE(h315, h316, h317, h318, h319, h320) =AVERAGE(i315, i316, i317, i318, i319, i320) =AVERAGE(j315, j316, j317, j318, j319, j320) =AVERAGE(k315, k316, k317, k318, k319, k320) =AVERAGE(l315, l316, l317, l318, l319, l320) =AVERAGE(m315, m316, m317, m318, m319, m320) =AVERAGE(n315, n316, n317, n318, n319, n320) =AVERAGE(o315, o316, o317, o318, o319, o320) =AVERAGE(p315, p316, p317, p318, p319, p320) =AVERAGE(q315, q316, q317, q318, q319, q320) =AVERAGE(r315, r316, r317, r318, r319, r320) =AVERAGE(s315, s316, s317, s318, s319, s320) =AVERAGE(t315, t316, t317, t318, t319, t320) =STDEV.P(a315, a316, a317, a318, a319, a320) =STDEV.P(b315, b316, b317, b318, b319, b320) =STDEV.P(c315, c316, c317, c318, c319, c320) =STDEV.P(d315, d316, d317, d318, d319, d320) =STDEV.P(e315, e316, e317, e318, e319, e320) =STDEV.P(f315, f316, f317, f318, f319, f320) =STDEV.P(g315, g316, g317, g318, g319, g320) =STDEV.P(h315, h316, h317, h318, h319, h320) =STDEV.P(i315, i316, i317, i318, i319, i320) =STDEV.P(j315, j316, j317, j318, j319, j320) =STDEV.P(k315, k316, k317, k318, k319, k320) =STDEV.P(l315, l316, l317, l318, l319, l320) =STDEV.P(m315, m316, m317, m318, m319, m320) =STDEV.P(n315, n316, n317, n318, n319, n320) =STDEV.P(o315, o316, o317, o318, o319, o320) =STDEV.P(p315, p316, p317, p318, p319, p320) =STDEV.P(q315, q316, q317, q318, q319, q320) =STDEV.P(r315, r316, r317, r318, r319, r320) =STDEV.P(s315, s316, s317, s318, s319, s320) =STDEV.P(t315, t316, t317, t318, t319, t320) +=AVERAGE(a321, a322, a323, a324, a325) =AVERAGE(b321, b322, b323, b324, b325) =AVERAGE(c321, c322, c323, c324, c325) =AVERAGE(d321, d322, d323, d324, d325) =AVERAGE(e321, e322, e323, e324, e325) =AVERAGE(f321, f322, f323, f324, f325) =AVERAGE(g321, g322, g323, g324, g325) =AVERAGE(h321, h322, h323, h324, h325) =AVERAGE(i321, i322, i323, i324, i325) =AVERAGE(j321, j322, j323, j324, j325) =AVERAGE(k321, k322, k323, k324, k325) =AVERAGE(l321, l322, l323, l324, l325) =AVERAGE(m321, m322, m323, m324, m325) =AVERAGE(n321, n322, n323, n324, n325) =AVERAGE(o321, o322, o323, o324, o325) =AVERAGE(p321, p322, p323, p324, p325) =AVERAGE(q321, q322, q323, q324, q325) =AVERAGE(r321, r322, r323, r324, r325) =AVERAGE(s321, s322, s323, s324, s325) =AVERAGE(t321, t322, t323, t324, t325) =STDEV.P(a321, a322, a323, a324, a325) =STDEV.P(b321, b322, b323, b324, b325) =STDEV.P(c321, c322, c323, c324, c325) =STDEV.P(d321, d322, d323, d324, d325) =STDEV.P(e321, e322, e323, e324, e325) =STDEV.P(f321, f322, f323, f324, f325) =STDEV.P(g321, g322, g323, g324, g325) =STDEV.P(h321, h322, h323, h324, h325) =STDEV.P(i321, i322, i323, i324, i325) =STDEV.P(j321, j322, j323, j324, j325) =STDEV.P(k321, k322, k323, k324, k325) =STDEV.P(l321, l322, l323, l324, l325) =STDEV.P(m321, m322, m323, m324, m325) =STDEV.P(n321, n322, n323, n324, n325) =STDEV.P(o321, o322, o323, o324, o325) =STDEV.P(p321, p322, p323, p324, p325) =STDEV.P(q321, q322, q323, q324, q325) =STDEV.P(r321, r322, r323, r324, r325) =STDEV.P(s321, s322, s323, s324, s325) =STDEV.P(t321, t322, t323, t324, t325) +=AVERAGE(a326, a327, a328, a329, a330) =AVERAGE(b326, b327, b328, b329, b330) =AVERAGE(c326, c327, c328, c329, c330) =AVERAGE(d326, d327, d328, d329, d330) =AVERAGE(e326, e327, e328, e329, e330) =AVERAGE(f326, f327, f328, f329, f330) =AVERAGE(g326, g327, g328, g329, g330) =AVERAGE(h326, h327, h328, h329, h330) =AVERAGE(i326, i327, i328, i329, i330) =AVERAGE(j326, j327, j328, j329, j330) =AVERAGE(k326, k327, k328, k329, k330) =AVERAGE(l326, l327, l328, l329, l330) =AVERAGE(m326, m327, m328, m329, m330) =AVERAGE(n326, n327, n328, n329, n330) =AVERAGE(o326, o327, o328, o329, o330) =AVERAGE(p326, p327, p328, p329, p330) =AVERAGE(q326, q327, q328, q329, q330) =AVERAGE(r326, r327, r328, r329, r330) =AVERAGE(s326, s327, s328, s329, s330) =AVERAGE(t326, t327, t328, t329, t330) =STDEV.P(a326, a327, a328, a329, a330) =STDEV.P(b326, b327, b328, b329, b330) =STDEV.P(c326, c327, c328, c329, c330) =STDEV.P(d326, d327, d328, d329, d330) =STDEV.P(e326, e327, e328, e329, e330) =STDEV.P(f326, f327, f328, f329, f330) =STDEV.P(g326, g327, g328, g329, g330) =STDEV.P(h326, h327, h328, h329, h330) =STDEV.P(i326, i327, i328, i329, i330) =STDEV.P(j326, j327, j328, j329, j330) =STDEV.P(k326, k327, k328, k329, k330) =STDEV.P(l326, l327, l328, l329, l330) =STDEV.P(m326, m327, m328, m329, m330) =STDEV.P(n326, n327, n328, n329, n330) =STDEV.P(o326, o327, o328, o329, o330) =STDEV.P(p326, p327, p328, p329, p330) =STDEV.P(q326, q327, q328, q329, q330) =STDEV.P(r326, r327, r328, r329, r330) =STDEV.P(s326, s327, s328, s329, s330) =STDEV.P(t326, t327, t328, t329, t330) +=AVERAGE(a331, a332, a333, a334, a335) =AVERAGE(b331, b332, b333, b334, b335) =AVERAGE(c331, c332, c333, c334, c335) =AVERAGE(d331, d332, d333, d334, d335) =AVERAGE(e331, e332, e333, e334, e335) =AVERAGE(f331, f332, f333, f334, f335) =AVERAGE(g331, g332, g333, g334, g335) =AVERAGE(h331, h332, h333, h334, h335) =AVERAGE(i331, i332, i333, i334, i335) =AVERAGE(j331, j332, j333, j334, j335) =AVERAGE(k331, k332, k333, k334, k335) =AVERAGE(l331, l332, l333, l334, l335) =AVERAGE(m331, m332, m333, m334, m335) =AVERAGE(n331, n332, n333, n334, n335) =AVERAGE(o331, o332, o333, o334, o335) =AVERAGE(p331, p332, p333, p334, p335) =AVERAGE(q331, q332, q333, q334, q335) =AVERAGE(r331, r332, r333, r334, r335) =AVERAGE(s331, s332, s333, s334, s335) =AVERAGE(t331, t332, t333, t334, t335) =STDEV.P(a331, a332, a333, a334, a335) =STDEV.P(b331, b332, b333, b334, b335) =STDEV.P(c331, c332, c333, c334, c335) =STDEV.P(d331, d332, d333, d334, d335) =STDEV.P(e331, e332, e333, e334, e335) =STDEV.P(f331, f332, f333, f334, f335) =STDEV.P(g331, g332, g333, g334, g335) =STDEV.P(h331, h332, h333, h334, h335) =STDEV.P(i331, i332, i333, i334, i335) =STDEV.P(j331, j332, j333, j334, j335) =STDEV.P(k331, k332, k333, k334, k335) =STDEV.P(l331, l332, l333, l334, l335) =STDEV.P(m331, m332, m333, m334, m335) =STDEV.P(n331, n332, n333, n334, n335) =STDEV.P(o331, o332, o333, o334, o335) =STDEV.P(p331, p332, p333, p334, p335) =STDEV.P(q331, q332, q333, q334, q335) =STDEV.P(r331, r332, r333, r334, r335) =STDEV.P(s331, s332, s333, s334, s335) =STDEV.P(t331, t332, t333, t334, t335) +=AVERAGE(a336, a337, a338, a339, a340) =AVERAGE(b336, b337, b338, b339, b340) =AVERAGE(c336, c337, c338, c339, c340) =AVERAGE(d336, d337, d338, d339, d340) =AVERAGE(e336, e337, e338, e339, e340) =AVERAGE(f336, f337, f338, f339, f340) =AVERAGE(g336, g337, g338, g339, g340) =AVERAGE(h336, h337, h338, h339, h340) =AVERAGE(i336, i337, i338, i339, i340) =AVERAGE(j336, j337, j338, j339, j340) =AVERAGE(k336, k337, k338, k339, k340) =AVERAGE(l336, l337, l338, l339, l340) =AVERAGE(m336, m337, m338, m339, m340) =AVERAGE(n336, n337, n338, n339, n340) =AVERAGE(o336, o337, o338, o339, o340) =AVERAGE(p336, p337, p338, p339, p340) =AVERAGE(q336, q337, q338, q339, q340) =AVERAGE(r336, r337, r338, r339, r340) =AVERAGE(s336, s337, s338, s339, s340) =AVERAGE(t336, t337, t338, t339, t340) =STDEV.P(a336, a337, a338, a339, a340) =STDEV.P(b336, b337, b338, b339, b340) =STDEV.P(c336, c337, c338, c339, c340) =STDEV.P(d336, d337, d338, d339, d340) =STDEV.P(e336, e337, e338, e339, e340) =STDEV.P(f336, f337, f338, f339, f340) =STDEV.P(g336, g337, g338, g339, g340) =STDEV.P(h336, h337, h338, h339, h340) =STDEV.P(i336, i337, i338, i339, i340) =STDEV.P(j336, j337, j338, j339, j340) =STDEV.P(k336, k337, k338, k339, k340) =STDEV.P(l336, l337, l338, l339, l340) =STDEV.P(m336, m337, m338, m339, m340) =STDEV.P(n336, n337, n338, n339, n340) =STDEV.P(o336, o337, o338, o339, o340) =STDEV.P(p336, p337, p338, p339, p340) =STDEV.P(q336, q337, q338, q339, q340) =STDEV.P(r336, r337, r338, r339, r340) =STDEV.P(s336, s337, s338, s339, s340) =STDEV.P(t336, t337, t338, t339, t340) +=AVERAGE(a341, a342, a343, a344, a345) =AVERAGE(b341, b342, b343, b344, b345) =AVERAGE(c341, c342, c343, c344, c345) =AVERAGE(d341, d342, d343, d344, d345) =AVERAGE(e341, e342, e343, e344, e345) =AVERAGE(f341, f342, f343, f344, f345) =AVERAGE(g341, g342, g343, g344, g345) =AVERAGE(h341, h342, h343, h344, h345) =AVERAGE(i341, i342, i343, i344, i345) =AVERAGE(j341, j342, j343, j344, j345) =AVERAGE(k341, k342, k343, k344, k345) =AVERAGE(l341, l342, l343, l344, l345) =AVERAGE(m341, m342, m343, m344, m345) =AVERAGE(n341, n342, n343, n344, n345) =AVERAGE(o341, o342, o343, o344, o345) =AVERAGE(p341, p342, p343, p344, p345) =AVERAGE(q341, q342, q343, q344, q345) =AVERAGE(r341, r342, r343, r344, r345) =AVERAGE(s341, s342, s343, s344, s345) =AVERAGE(t341, t342, t343, t344, t345) =STDEV.P(a341, a342, a343, a344, a345) =STDEV.P(b341, b342, b343, b344, b345) =STDEV.P(c341, c342, c343, c344, c345) =STDEV.P(d341, d342, d343, d344, d345) =STDEV.P(e341, e342, e343, e344, e345) =STDEV.P(f341, f342, f343, f344, f345) =STDEV.P(g341, g342, g343, g344, g345) =STDEV.P(h341, h342, h343, h344, h345) =STDEV.P(i341, i342, i343, i344, i345) =STDEV.P(j341, j342, j343, j344, j345) =STDEV.P(k341, k342, k343, k344, k345) =STDEV.P(l341, l342, l343, l344, l345) =STDEV.P(m341, m342, m343, m344, m345) =STDEV.P(n341, n342, n343, n344, n345) =STDEV.P(o341, o342, o343, o344, o345) =STDEV.P(p341, p342, p343, p344, p345) =STDEV.P(q341, q342, q343, q344, q345) =STDEV.P(r341, r342, r343, r344, r345) =STDEV.P(s341, s342, s343, s344, s345) =STDEV.P(t341, t342, t343, t344, t345) +=AVERAGE(a346, a347, a348, a349, a350) =AVERAGE(b346, b347, b348, b349, b350) =AVERAGE(c346, c347, c348, c349, c350) =AVERAGE(d346, d347, d348, d349, d350) =AVERAGE(e346, e347, e348, e349, e350) =AVERAGE(f346, f347, f348, f349, f350) =AVERAGE(g346, g347, g348, g349, g350) =AVERAGE(h346, h347, h348, h349, h350) =AVERAGE(i346, i347, i348, i349, i350) =AVERAGE(j346, j347, j348, j349, j350) =AVERAGE(k346, k347, k348, k349, k350) =AVERAGE(l346, l347, l348, l349, l350) =AVERAGE(m346, m347, m348, m349, m350) =AVERAGE(n346, n347, n348, n349, n350) =AVERAGE(o346, o347, o348, o349, o350) =AVERAGE(p346, p347, p348, p349, p350) =AVERAGE(q346, q347, q348, q349, q350) =AVERAGE(r346, r347, r348, r349, r350) =AVERAGE(s346, s347, s348, s349, s350) =AVERAGE(t346, t347, t348, t349, t350) =STDEV.P(a346, a347, a348, a349, a350) =STDEV.P(b346, b347, b348, b349, b350) =STDEV.P(c346, c347, c348, c349, c350) =STDEV.P(d346, d347, d348, d349, d350) =STDEV.P(e346, e347, e348, e349, e350) =STDEV.P(f346, f347, f348, f349, f350) =STDEV.P(g346, g347, g348, g349, g350) =STDEV.P(h346, h347, h348, h349, h350) =STDEV.P(i346, i347, i348, i349, i350) =STDEV.P(j346, j347, j348, j349, j350) =STDEV.P(k346, k347, k348, k349, k350) =STDEV.P(l346, l347, l348, l349, l350) =STDEV.P(m346, m347, m348, m349, m350) =STDEV.P(n346, n347, n348, n349, n350) =STDEV.P(o346, o347, o348, o349, o350) =STDEV.P(p346, p347, p348, p349, p350) =STDEV.P(q346, q347, q348, q349, q350) =STDEV.P(r346, r347, r348, r349, r350) =STDEV.P(s346, s347, s348, s349, s350) =STDEV.P(t346, t347, t348, t349, t350) +=AVERAGE(a351, a352, a353, a354, a355) =AVERAGE(b351, b352, b353, b354, b355) =AVERAGE(c351, c352, c353, c354, c355) =AVERAGE(d351, d352, d353, d354, d355) =AVERAGE(e351, e352, e353, e354, e355) =AVERAGE(f351, f352, f353, f354, f355) =AVERAGE(g351, g352, g353, g354, g355) =AVERAGE(h351, h352, h353, h354, h355) =AVERAGE(i351, i352, i353, i354, i355) =AVERAGE(j351, j352, j353, j354, j355) =AVERAGE(k351, k352, k353, k354, k355) =AVERAGE(l351, l352, l353, l354, l355) =AVERAGE(m351, m352, m353, m354, m355) =AVERAGE(n351, n352, n353, n354, n355) =AVERAGE(o351, o352, o353, o354, o355) =AVERAGE(p351, p352, p353, p354, p355) =AVERAGE(q351, q352, q353, q354, q355) =AVERAGE(r351, r352, r353, r354, r355) =AVERAGE(s351, s352, s353, s354, s355) =AVERAGE(t351, t352, t353, t354, t355) =STDEV.P(a351, a352, a353, a354, a355) =STDEV.P(b351, b352, b353, b354, b355) =STDEV.P(c351, c352, c353, c354, c355) =STDEV.P(d351, d352, d353, d354, d355) =STDEV.P(e351, e352, e353, e354, e355) =STDEV.P(f351, f352, f353, f354, f355) =STDEV.P(g351, g352, g353, g354, g355) =STDEV.P(h351, h352, h353, h354, h355) =STDEV.P(i351, i352, i353, i354, i355) =STDEV.P(j351, j352, j353, j354, j355) =STDEV.P(k351, k352, k353, k354, k355) =STDEV.P(l351, l352, l353, l354, l355) =STDEV.P(m351, m352, m353, m354, m355) =STDEV.P(n351, n352, n353, n354, n355) =STDEV.P(o351, o352, o353, o354, o355) =STDEV.P(p351, p352, p353, p354, p355) =STDEV.P(q351, q352, q353, q354, q355) =STDEV.P(r351, r352, r353, r354, r355) =STDEV.P(s351, s352, s353, s354, s355) =STDEV.P(t351, t352, t353, t354, t355) +=AVERAGE(a356, a357, a358, a359, a360) =AVERAGE(b356, b357, b358, b359, b360) =AVERAGE(c356, c357, c358, c359, c360) =AVERAGE(d356, d357, d358, d359, d360) =AVERAGE(e356, e357, e358, e359, e360) =AVERAGE(f356, f357, f358, f359, f360) =AVERAGE(g356, g357, g358, g359, g360) =AVERAGE(h356, h357, h358, h359, h360) =AVERAGE(i356, i357, i358, i359, i360) =AVERAGE(j356, j357, j358, j359, j360) =AVERAGE(k356, k357, k358, k359, k360) =AVERAGE(l356, l357, l358, l359, l360) =AVERAGE(m356, m357, m358, m359, m360) =AVERAGE(n356, n357, n358, n359, n360) =AVERAGE(o356, o357, o358, o359, o360) =AVERAGE(p356, p357, p358, p359, p360) =AVERAGE(q356, q357, q358, q359, q360) =AVERAGE(r356, r357, r358, r359, r360) =AVERAGE(s356, s357, s358, s359, s360) =AVERAGE(t356, t357, t358, t359, t360) =STDEV.P(a356, a357, a358, a359, a360) =STDEV.P(b356, b357, b358, b359, b360) =STDEV.P(c356, c357, c358, c359, c360) =STDEV.P(d356, d357, d358, d359, d360) =STDEV.P(e356, e357, e358, e359, e360) =STDEV.P(f356, f357, f358, f359, f360) =STDEV.P(g356, g357, g358, g359, g360) =STDEV.P(h356, h357, h358, h359, h360) =STDEV.P(i356, i357, i358, i359, i360) =STDEV.P(j356, j357, j358, j359, j360) =STDEV.P(k356, k357, k358, k359, k360) =STDEV.P(l356, l357, l358, l359, l360) =STDEV.P(m356, m357, m358, m359, m360) =STDEV.P(n356, n357, n358, n359, n360) =STDEV.P(o356, o357, o358, o359, o360) =STDEV.P(p356, p357, p358, p359, p360) =STDEV.P(q356, q357, q358, q359, q360) =STDEV.P(r356, r357, r358, r359, r360) =STDEV.P(s356, s357, s358, s359, s360) =STDEV.P(t356, t357, t358, t359, t360) +=AVERAGE(a361, a362, a363, a364, a365) =AVERAGE(b361, b362, b363, b364, b365) =AVERAGE(c361, c362, c363, c364, c365) =AVERAGE(d361, d362, d363, d364, d365) =AVERAGE(e361, e362, e363, e364, e365) =AVERAGE(f361, f362, f363, f364, f365) =AVERAGE(g361, g362, g363, g364, g365) =AVERAGE(h361, h362, h363, h364, h365) =AVERAGE(i361, i362, i363, i364, i365) =AVERAGE(j361, j362, j363, j364, j365) =AVERAGE(k361, k362, k363, k364, k365) =AVERAGE(l361, l362, l363, l364, l365) =AVERAGE(m361, m362, m363, m364, m365) =AVERAGE(n361, n362, n363, n364, n365) =AVERAGE(o361, o362, o363, o364, o365) =AVERAGE(p361, p362, p363, p364, p365) =AVERAGE(q361, q362, q363, q364, q365) =AVERAGE(r361, r362, r363, r364, r365) =AVERAGE(s361, s362, s363, s364, s365) =AVERAGE(t361, t362, t363, t364, t365) =STDEV.P(a361, a362, a363, a364, a365) =STDEV.P(b361, b362, b363, b364, b365) =STDEV.P(c361, c362, c363, c364, c365) =STDEV.P(d361, d362, d363, d364, d365) =STDEV.P(e361, e362, e363, e364, e365) =STDEV.P(f361, f362, f363, f364, f365) =STDEV.P(g361, g362, g363, g364, g365) =STDEV.P(h361, h362, h363, h364, h365) =STDEV.P(i361, i362, i363, i364, i365) =STDEV.P(j361, j362, j363, j364, j365) =STDEV.P(k361, k362, k363, k364, k365) =STDEV.P(l361, l362, l363, l364, l365) =STDEV.P(m361, m362, m363, m364, m365) =STDEV.P(n361, n362, n363, n364, n365) =STDEV.P(o361, o362, o363, o364, o365) =STDEV.P(p361, p362, p363, p364, p365) =STDEV.P(q361, q362, q363, q364, q365) =STDEV.P(r361, r362, r363, r364, r365) =STDEV.P(s361, s362, s363, s364, s365) =STDEV.P(t361, t362, t363, t364, t365) +=AVERAGE(a366, a367, a368, a369, a370) =AVERAGE(b366, b367, b368, b369, b370) =AVERAGE(c366, c367, c368, c369, c370) =AVERAGE(d366, d367, d368, d369, d370) =AVERAGE(e366, e367, e368, e369, e370) =AVERAGE(f366, f367, f368, f369, f370) =AVERAGE(g366, g367, g368, g369, g370) =AVERAGE(h366, h367, h368, h369, h370) =AVERAGE(i366, i367, i368, i369, i370) =AVERAGE(j366, j367, j368, j369, j370) =AVERAGE(k366, k367, k368, k369, k370) =AVERAGE(l366, l367, l368, l369, l370) =AVERAGE(m366, m367, m368, m369, m370) =AVERAGE(n366, n367, n368, n369, n370) =AVERAGE(o366, o367, o368, o369, o370) =AVERAGE(p366, p367, p368, p369, p370) =AVERAGE(q366, q367, q368, q369, q370) =AVERAGE(r366, r367, r368, r369, r370) =AVERAGE(s366, s367, s368, s369, s370) =AVERAGE(t366, t367, t368, t369, t370) =STDEV.P(a366, a367, a368, a369, a370) =STDEV.P(b366, b367, b368, b369, b370) =STDEV.P(c366, c367, c368, c369, c370) =STDEV.P(d366, d367, d368, d369, d370) =STDEV.P(e366, e367, e368, e369, e370) =STDEV.P(f366, f367, f368, f369, f370) =STDEV.P(g366, g367, g368, g369, g370) =STDEV.P(h366, h367, h368, h369, h370) =STDEV.P(i366, i367, i368, i369, i370) =STDEV.P(j366, j367, j368, j369, j370) =STDEV.P(k366, k367, k368, k369, k370) =STDEV.P(l366, l367, l368, l369, l370) =STDEV.P(m366, m367, m368, m369, m370) =STDEV.P(n366, n367, n368, n369, n370) =STDEV.P(o366, o367, o368, o369, o370) =STDEV.P(p366, p367, p368, p369, p370) =STDEV.P(q366, q367, q368, q369, q370) =STDEV.P(r366, r367, r368, r369, r370) =STDEV.P(s366, s367, s368, s369, s370) =STDEV.P(t366, t367, t368, t369, t370) +=AVERAGE(a371, a372, a373, a374, a375) =AVERAGE(b371, b372, b373, b374, b375) =AVERAGE(c371, c372, c373, c374, c375) =AVERAGE(d371, d372, d373, d374, d375) =AVERAGE(e371, e372, e373, e374, e375) =AVERAGE(f371, f372, f373, f374, f375) =AVERAGE(g371, g372, g373, g374, g375) =AVERAGE(h371, h372, h373, h374, h375) =AVERAGE(i371, i372, i373, i374, i375) =AVERAGE(j371, j372, j373, j374, j375) =AVERAGE(k371, k372, k373, k374, k375) =AVERAGE(l371, l372, l373, l374, l375) =AVERAGE(m371, m372, m373, m374, m375) =AVERAGE(n371, n372, n373, n374, n375) =AVERAGE(o371, o372, o373, o374, o375) =AVERAGE(p371, p372, p373, p374, p375) =AVERAGE(q371, q372, q373, q374, q375) =AVERAGE(r371, r372, r373, r374, r375) =AVERAGE(s371, s372, s373, s374, s375) =AVERAGE(t371, t372, t373, t374, t375) =STDEV.P(a371, a372, a373, a374, a375) =STDEV.P(b371, b372, b373, b374, b375) =STDEV.P(c371, c372, c373, c374, c375) =STDEV.P(d371, d372, d373, d374, d375) =STDEV.P(e371, e372, e373, e374, e375) =STDEV.P(f371, f372, f373, f374, f375) =STDEV.P(g371, g372, g373, g374, g375) =STDEV.P(h371, h372, h373, h374, h375) =STDEV.P(i371, i372, i373, i374, i375) =STDEV.P(j371, j372, j373, j374, j375) =STDEV.P(k371, k372, k373, k374, k375) =STDEV.P(l371, l372, l373, l374, l375) =STDEV.P(m371, m372, m373, m374, m375) =STDEV.P(n371, n372, n373, n374, n375) =STDEV.P(o371, o372, o373, o374, o375) =STDEV.P(p371, p372, p373, p374, p375) =STDEV.P(q371, q372, q373, q374, q375) =STDEV.P(r371, r372, r373, r374, r375) =STDEV.P(s371, s372, s373, s374, s375) =STDEV.P(t371, t372, t373, t374, t375) +=AVERAGE(a376, a377, a378, a379, a380) =AVERAGE(b376, b377, b378, b379, b380) =AVERAGE(c376, c377, c378, c379, c380) =AVERAGE(d376, d377, d378, d379, d380) =AVERAGE(e376, e377, e378, e379, e380) =AVERAGE(f376, f377, f378, f379, f380) =AVERAGE(g376, g377, g378, g379, g380) =AVERAGE(h376, h377, h378, h379, h380) =AVERAGE(i376, i377, i378, i379, i380) =AVERAGE(j376, j377, j378, j379, j380) =AVERAGE(k376, k377, k378, k379, k380) =AVERAGE(l376, l377, l378, l379, l380) =AVERAGE(m376, m377, m378, m379, m380) =AVERAGE(n376, n377, n378, n379, n380) =AVERAGE(o376, o377, o378, o379, o380) =AVERAGE(p376, p377, p378, p379, p380) =AVERAGE(q376, q377, q378, q379, q380) =AVERAGE(r376, r377, r378, r379, r380) =AVERAGE(s376, s377, s378, s379, s380) =AVERAGE(t376, t377, t378, t379, t380) =STDEV.P(a376, a377, a378, a379, a380) =STDEV.P(b376, b377, b378, b379, b380) =STDEV.P(c376, c377, c378, c379, c380) =STDEV.P(d376, d377, d378, d379, d380) =STDEV.P(e376, e377, e378, e379, e380) =STDEV.P(f376, f377, f378, f379, f380) =STDEV.P(g376, g377, g378, g379, g380) =STDEV.P(h376, h377, h378, h379, h380) =STDEV.P(i376, i377, i378, i379, i380) =STDEV.P(j376, j377, j378, j379, j380) =STDEV.P(k376, k377, k378, k379, k380) =STDEV.P(l376, l377, l378, l379, l380) =STDEV.P(m376, m377, m378, m379, m380) =STDEV.P(n376, n377, n378, n379, n380) =STDEV.P(o376, o377, o378, o379, o380) =STDEV.P(p376, p377, p378, p379, p380) =STDEV.P(q376, q377, q378, q379, q380) =STDEV.P(r376, r377, r378, r379, r380) =STDEV.P(s376, s377, s378, s379, s380) =STDEV.P(t376, t377, t378, t379, t380) +=AVERAGE(a381, a382, a383, a384, a385) =AVERAGE(b381, b382, b383, b384, b385) =AVERAGE(c381, c382, c383, c384, c385) =AVERAGE(d381, d382, d383, d384, d385) =AVERAGE(e381, e382, e383, e384, e385) =AVERAGE(f381, f382, f383, f384, f385) =AVERAGE(g381, g382, g383, g384, g385) =AVERAGE(h381, h382, h383, h384, h385) =AVERAGE(i381, i382, i383, i384, i385) =AVERAGE(j381, j382, j383, j384, j385) =AVERAGE(k381, k382, k383, k384, k385) =AVERAGE(l381, l382, l383, l384, l385) =AVERAGE(m381, m382, m383, m384, m385) =AVERAGE(n381, n382, n383, n384, n385) =AVERAGE(o381, o382, o383, o384, o385) =AVERAGE(p381, p382, p383, p384, p385) =AVERAGE(q381, q382, q383, q384, q385) =AVERAGE(r381, r382, r383, r384, r385) =AVERAGE(s381, s382, s383, s384, s385) =AVERAGE(t381, t382, t383, t384, t385) =STDEV.P(a381, a382, a383, a384, a385) =STDEV.P(b381, b382, b383, b384, b385) =STDEV.P(c381, c382, c383, c384, c385) =STDEV.P(d381, d382, d383, d384, d385) =STDEV.P(e381, e382, e383, e384, e385) =STDEV.P(f381, f382, f383, f384, f385) =STDEV.P(g381, g382, g383, g384, g385) =STDEV.P(h381, h382, h383, h384, h385) =STDEV.P(i381, i382, i383, i384, i385) =STDEV.P(j381, j382, j383, j384, j385) =STDEV.P(k381, k382, k383, k384, k385) =STDEV.P(l381, l382, l383, l384, l385) =STDEV.P(m381, m382, m383, m384, m385) =STDEV.P(n381, n382, n383, n384, n385) =STDEV.P(o381, o382, o383, o384, o385) =STDEV.P(p381, p382, p383, p384, p385) =STDEV.P(q381, q382, q383, q384, q385) =STDEV.P(r381, r382, r383, r384, r385) =STDEV.P(s381, s382, s383, s384, s385) =STDEV.P(t381, t382, t383, t384, t385) +=AVERAGE(a386, a387, a388, a389, a390) =AVERAGE(b386, b387, b388, b389, b390) =AVERAGE(c386, c387, c388, c389, c390) =AVERAGE(d386, d387, d388, d389, d390) =AVERAGE(e386, e387, e388, e389, e390) =AVERAGE(f386, f387, f388, f389, f390) =AVERAGE(g386, g387, g388, g389, g390) =AVERAGE(h386, h387, h388, h389, h390) =AVERAGE(i386, i387, i388, i389, i390) =AVERAGE(j386, j387, j388, j389, j390) =AVERAGE(k386, k387, k388, k389, k390) =AVERAGE(l386, l387, l388, l389, l390) =AVERAGE(m386, m387, m388, m389, m390) =AVERAGE(n386, n387, n388, n389, n390) =AVERAGE(o386, o387, o388, o389, o390) =AVERAGE(p386, p387, p388, p389, p390) =AVERAGE(q386, q387, q388, q389, q390) =AVERAGE(r386, r387, r388, r389, r390) =AVERAGE(s386, s387, s388, s389, s390) =AVERAGE(t386, t387, t388, t389, t390) =STDEV.P(a386, a387, a388, a389, a390) =STDEV.P(b386, b387, b388, b389, b390) =STDEV.P(c386, c387, c388, c389, c390) =STDEV.P(d386, d387, d388, d389, d390) =STDEV.P(e386, e387, e388, e389, e390) =STDEV.P(f386, f387, f388, f389, f390) =STDEV.P(g386, g387, g388, g389, g390) =STDEV.P(h386, h387, h388, h389, h390) =STDEV.P(i386, i387, i388, i389, i390) =STDEV.P(j386, j387, j388, j389, j390) =STDEV.P(k386, k387, k388, k389, k390) =STDEV.P(l386, l387, l388, l389, l390) =STDEV.P(m386, m387, m388, m389, m390) =STDEV.P(n386, n387, n388, n389, n390) =STDEV.P(o386, o387, o388, o389, o390) =STDEV.P(p386, p387, p388, p389, p390) =STDEV.P(q386, q387, q388, q389, q390) =STDEV.P(r386, r387, r388, r389, r390) =STDEV.P(s386, s387, s388, s389, s390) =STDEV.P(t386, t387, t388, t389, t390) +=AVERAGE(a391, a392, a393, a394) =AVERAGE(b391, b392, b393, b394) =AVERAGE(c391, c392, c393, c394) =AVERAGE(d391, d392, d393, d394) =AVERAGE(e391, e392, e393, e394) =AVERAGE(f391, f392, f393, f394) =AVERAGE(g391, g392, g393, g394) =AVERAGE(h391, h392, h393, h394) =AVERAGE(i391, i392, i393, i394) =AVERAGE(j391, j392, j393, j394) =AVERAGE(k391, k392, k393, k394) =AVERAGE(l391, l392, l393, l394) =AVERAGE(m391, m392, m393, m394) =AVERAGE(n391, n392, n393, n394) =AVERAGE(o391, o392, o393, o394) =AVERAGE(p391, p392, p393, p394) =AVERAGE(q391, q392, q393, q394) =AVERAGE(r391, r392, r393, r394) =AVERAGE(s391, s392, s393, s394) =AVERAGE(t391, t392, t393, t394) =STDEV.P(a391, a392, a393, a394) =STDEV.P(b391, b392, b393, b394) =STDEV.P(c391, c392, c393, c394) =STDEV.P(d391, d392, d393, d394) =STDEV.P(e391, e392, e393, e394) =STDEV.P(f391, f392, f393, f394) =STDEV.P(g391, g392, g393, g394) =STDEV.P(h391, h392, h393, h394) =STDEV.P(i391, i392, i393, i394) =STDEV.P(j391, j392, j393, j394) =STDEV.P(k391, k392, k393, k394) =STDEV.P(l391, l392, l393, l394) =STDEV.P(m391, m392, m393, m394) =STDEV.P(n391, n392, n393, n394) =STDEV.P(o391, o392, o393, o394) =STDEV.P(p391, p392, p393, p394) =STDEV.P(q391, q392, q393, q394) =STDEV.P(r391, r392, r393, r394) =STDEV.P(s391, s392, s393, s394) =STDEV.P(t391, t392, t393, t394) +=AVERAGE(a395, a396, a397, a398) =AVERAGE(b395, b396, b397, b398) =AVERAGE(c395, c396, c397, c398) =AVERAGE(d395, d396, d397, d398) =AVERAGE(e395, e396, e397, e398) =AVERAGE(f395, f396, f397, f398) =AVERAGE(g395, g396, g397, g398) =AVERAGE(h395, h396, h397, h398) =AVERAGE(i395, i396, i397, i398) =AVERAGE(j395, j396, j397, j398) =AVERAGE(k395, k396, k397, k398) =AVERAGE(l395, l396, l397, l398) =AVERAGE(m395, m396, m397, m398) =AVERAGE(n395, n396, n397, n398) =AVERAGE(o395, o396, o397, o398) =AVERAGE(p395, p396, p397, p398) =AVERAGE(q395, q396, q397, q398) =AVERAGE(r395, r396, r397, r398) =AVERAGE(s395, s396, s397, s398) =AVERAGE(t395, t396, t397, t398) =STDEV.P(a395, a396, a397, a398) =STDEV.P(b395, b396, b397, b398) =STDEV.P(c395, c396, c397, c398) =STDEV.P(d395, d396, d397, d398) =STDEV.P(e395, e396, e397, e398) =STDEV.P(f395, f396, f397, f398) =STDEV.P(g395, g396, g397, g398) =STDEV.P(h395, h396, h397, h398) =STDEV.P(i395, i396, i397, i398) =STDEV.P(j395, j396, j397, j398) =STDEV.P(k395, k396, k397, k398) =STDEV.P(l395, l396, l397, l398) =STDEV.P(m395, m396, m397, m398) =STDEV.P(n395, n396, n397, n398) =STDEV.P(o395, o396, o397, o398) =STDEV.P(p395, p396, p397, p398) =STDEV.P(q395, q396, q397, q398) =STDEV.P(r395, r396, r397, r398) =STDEV.P(s395, s396, s397, s398) =STDEV.P(t395, t396, t397, t398) +=AVERAGE(a399, a400, a401, a402) =AVERAGE(b399, b400, b401, b402) =AVERAGE(c399, c400, c401, c402) =AVERAGE(d399, d400, d401, d402) =AVERAGE(e399, e400, e401, e402) =AVERAGE(f399, f400, f401, f402) =AVERAGE(g399, g400, g401, g402) =AVERAGE(h399, h400, h401, h402) =AVERAGE(i399, i400, i401, i402) =AVERAGE(j399, j400, j401, j402) =AVERAGE(k399, k400, k401, k402) =AVERAGE(l399, l400, l401, l402) =AVERAGE(m399, m400, m401, m402) =AVERAGE(n399, n400, n401, n402) =AVERAGE(o399, o400, o401, o402) =AVERAGE(p399, p400, p401, p402) =AVERAGE(q399, q400, q401, q402) =AVERAGE(r399, r400, r401, r402) =AVERAGE(s399, s400, s401, s402) =AVERAGE(t399, t400, t401, t402) =STDEV.P(a399, a400, a401, a402) =STDEV.P(b399, b400, b401, b402) =STDEV.P(c399, c400, c401, c402) =STDEV.P(d399, d400, d401, d402) =STDEV.P(e399, e400, e401, e402) =STDEV.P(f399, f400, f401, f402) =STDEV.P(g399, g400, g401, g402) =STDEV.P(h399, h400, h401, h402) =STDEV.P(i399, i400, i401, i402) =STDEV.P(j399, j400, j401, j402) =STDEV.P(k399, k400, k401, k402) =STDEV.P(l399, l400, l401, l402) =STDEV.P(m399, m400, m401, m402) =STDEV.P(n399, n400, n401, n402) =STDEV.P(o399, o400, o401, o402) =STDEV.P(p399, p400, p401, p402) =STDEV.P(q399, q400, q401, q402) =STDEV.P(r399, r400, r401, r402) =STDEV.P(s399, s400, s401, s402) =STDEV.P(t399, t400, t401, t402) +=AVERAGE(a403, a404, a405, a406) =AVERAGE(b403, b404, b405, b406) =AVERAGE(c403, c404, c405, c406) =AVERAGE(d403, d404, d405, d406) =AVERAGE(e403, e404, e405, e406) =AVERAGE(f403, f404, f405, f406) =AVERAGE(g403, g404, g405, g406) =AVERAGE(h403, h404, h405, h406) =AVERAGE(i403, i404, i405, i406) =AVERAGE(j403, j404, j405, j406) =AVERAGE(k403, k404, k405, k406) =AVERAGE(l403, l404, l405, l406) =AVERAGE(m403, m404, m405, m406) =AVERAGE(n403, n404, n405, n406) =AVERAGE(o403, o404, o405, o406) =AVERAGE(p403, p404, p405, p406) =AVERAGE(q403, q404, q405, q406) =AVERAGE(r403, r404, r405, r406) =AVERAGE(s403, s404, s405, s406) =AVERAGE(t403, t404, t405, t406) =STDEV.P(a403, a404, a405, a406) =STDEV.P(b403, b404, b405, b406) =STDEV.P(c403, c404, c405, c406) =STDEV.P(d403, d404, d405, d406) =STDEV.P(e403, e404, e405, e406) =STDEV.P(f403, f404, f405, f406) =STDEV.P(g403, g404, g405, g406) =STDEV.P(h403, h404, h405, h406) =STDEV.P(i403, i404, i405, i406) =STDEV.P(j403, j404, j405, j406) =STDEV.P(k403, k404, k405, k406) =STDEV.P(l403, l404, l405, l406) =STDEV.P(m403, m404, m405, m406) =STDEV.P(n403, n404, n405, n406) =STDEV.P(o403, o404, o405, o406) =STDEV.P(p403, p404, p405, p406) =STDEV.P(q403, q404, q405, q406) =STDEV.P(r403, r404, r405, r406) =STDEV.P(s403, s404, s405, s406) =STDEV.P(t403, t404, t405, t406) +=AVERAGE(a407, a408, a409, a410) =AVERAGE(b407, b408, b409, b410) =AVERAGE(c407, c408, c409, c410) =AVERAGE(d407, d408, d409, d410) =AVERAGE(e407, e408, e409, e410) =AVERAGE(f407, f408, f409, f410) =AVERAGE(g407, g408, g409, g410) =AVERAGE(h407, h408, h409, h410) =AVERAGE(i407, i408, i409, i410) =AVERAGE(j407, j408, j409, j410) =AVERAGE(k407, k408, k409, k410) =AVERAGE(l407, l408, l409, l410) =AVERAGE(m407, m408, m409, m410) =AVERAGE(n407, n408, n409, n410) =AVERAGE(o407, o408, o409, o410) =AVERAGE(p407, p408, p409, p410) =AVERAGE(q407, q408, q409, q410) =AVERAGE(r407, r408, r409, r410) =AVERAGE(s407, s408, s409, s410) =AVERAGE(t407, t408, t409, t410) =STDEV.P(a407, a408, a409, a410) =STDEV.P(b407, b408, b409, b410) =STDEV.P(c407, c408, c409, c410) =STDEV.P(d407, d408, d409, d410) =STDEV.P(e407, e408, e409, e410) =STDEV.P(f407, f408, f409, f410) =STDEV.P(g407, g408, g409, g410) =STDEV.P(h407, h408, h409, h410) =STDEV.P(i407, i408, i409, i410) =STDEV.P(j407, j408, j409, j410) =STDEV.P(k407, k408, k409, k410) =STDEV.P(l407, l408, l409, l410) =STDEV.P(m407, m408, m409, m410) =STDEV.P(n407, n408, n409, n410) =STDEV.P(o407, o408, o409, o410) =STDEV.P(p407, p408, p409, p410) =STDEV.P(q407, q408, q409, q410) =STDEV.P(r407, r408, r409, r410) =STDEV.P(s407, s408, s409, s410) =STDEV.P(t407, t408, t409, t410) + +0 0 0 0.0001 0 12.869 3.638 17 4 17 6 0 0.0001 0 12.869 3.638 17 4 17 6 +0 0 0 0.0001 0 12.884 3.639 7 3 15 4 0 0.0001 0 12.884 3.639 7 3 15 4 +0 0 0 0.0001 0 13.175 3.694 5 2 46 6 0 0.0001 0 13.175 3.694 5 2 46 6 +0 0 0 0.0001 0 12.975 3.669 14 3 32 5 0 0.0001 0 12.975 3.669 14 3 32 5 +0 0 0 0.0001 0 12.891 3.639 21 4 10 5 0 0.0001 0 12.891 3.639 21 4 10 5 +0 0 0 0.0001 0 12.913 3.682 8 3 9 4 0 0.0001 0 12.913 3.682 8 3 9 4 +0 0 0 0.0001 0 12.914 3.654 22 6 41 6 0 0.0001 0 12.914 3.654 22 6 41 6 +0 0 0 0.0001 0 13.01 3.668 7 4 18 5 0 0.0001 0 13.01 3.668 7 4 18 5 +0 0 0 0.0001 0 13.19 3.688 30 6 36 6 0 0.0001 0 13.19 3.688 30 6 36 6 +0 0 0 0.0002 0 13.002 3.684 12 6 8 3 0 0.0002 0 13.002 3.684 12 6 8 3 +1 0 0 0.0001 0 12.442 3.878 17 4 21 9 0 0.0001 0 12.655 3.758 17 4 17 6 +1 0 0 0.0001 0 11.964 3.784 7 3 5 3 0 0.0001 0 12.424 3.711 7 3 15 4 +1 0 0 0.0001 0 12.259 3.852 5 2 4 2 0 0.0001 0 12.717 3.773 5 2 46 6 +1 0 0 0.0001 0 12.263 3.852 7 2 18 8 0 0.0001 0 12.619 3.76 7 2 18 8 +1 0 0 0.0001 0 12.27 3.861 13 6 5 3 0 0.0001 0 12.58 3.75 13 6 10 5 +1 0 0 0.0001 0 12.281 3.897 8 3 12 5 0 0.0001 0 12.597 3.79 8 3 9 4 +1 0 0 0.0001 0 12.03 3.802 22 6 31 6 0 0.0001 0 12.472 3.728 22 6 41 6 +1 0 0 0.0001 0 12.571 3.904 7 4 27 7 0 0.0001 0 12.791 3.786 7 4 27 7 +1 0 0 0.0001 0 12.478 3.919 30 6 11 4 0 0.0001 0 12.834 3.803 30 6 36 6 +1 0 0 0.0004 0 12.407 3.877 18 9 39 8 0 0.0004 0 12.704 3.78 18 9 39 8 +2 0 0 0.0001 0 12.755 4.078 17 4 15 7 0 0.0001 0 12.689 3.864 17 4 17 6 +2 0 0 0.0001 0 11.691 3.847 7 3 29 8 0 0.0001 0 12.18 3.757 7 3 15 4 +2 0 0 0.0001 0 12.419 4.006 12 5 5 3 0 0.0001 0 12.618 3.851 12 5 46 6 +2 0 0 0.0001 0 12.387 4.023 20 7 4 2 0 0.0001 0 12.541 3.848 20 7 4 2 +2 0 0 0.0002 0 12.414 4.013 20 10 13 5 0 0.0002 0 12.525 3.838 20 10 10 5 +2 0 0 0.0001 0 11.966 4.022 8 3 11 5 0 0.0001 0 12.386 3.867 8 3 9 4 +2 0 0 0.0001 0 11.89 3.937 29 6 35 13 0 0.0001 0 12.278 3.798 29 6 41 6 +2 0 0 0.0001 0 12.588 4.116 17 5 16 7 0 0.0001 0 12.723 3.896 17 5 27 7 +2 0 0 0.0001 0 12.503 4.038 48 7 11 6 0 0.0001 0 12.723 3.882 48 7 36 6 +2 0 0 0.0004 0 12.188 4.034 18 9 7 5 0 0.0004 0 12.532 3.865 18 9 39 8 +3 0 0 0.0001 0 12.782 4.257 12 4 18 6 0 0.0001 0 12.712 3.962 12 4 17 6 +3 0 0 0.0004 0 11.724 3.993 11 4 12 4 0 0.0004 0 12.066 3.816 11 4 15 4 +3 0 0 0.0001 0 12.632 4.161 12 5 7 5 0 0.0001 0 12.621 3.928 12 5 46 6 +3 0 0 0.0001 0 12.618 4.195 20 7 50 9 0 0.0001 0 12.561 3.935 20 7 4 2 +3 0 0 0.0002 0 12.451 4.152 20 10 39 9 0 0.0002 0 12.506 3.916 20 10 10 5 +3 0 0 0.0001 0 11.982 4.139 8 3 7 4 0 0.0001 0 12.285 3.935 8 3 9 4 +3 0 0 0.0001 0 11.795 4.039 25 8 6 5 0 0.0001 0 12.157 3.858 25 8 41 6 +3 0 0 0.0001 0 12.558 4.251 17 5 5 3 0 0.0001 0 12.682 3.985 17 5 27 7 +3 0 0 0.0001 0 12.316 4.114 43 7 27 8 0 0.0001 0 12.622 3.94 43 7 36 6 +3 0 0 0.0004 0 12.267 4.185 29 12 13 8 0 0.0004 0 12.466 3.945 29 12 39 8 +4 0 0 0.0001 0 13.148 4.42 23 6 13 6 0 0.0001 0 12.799 4.054 23 6 17 6 +4 0 0 0.0004 0 11.564 4.029 11 4 23 6 0 0.0004 0 11.965 3.858 11 4 15 4 +4 0 0 0.0001 0 12.901 4.299 35 7 15 7 0 0.0001 0 12.677 4.002 35 7 46 6 +4 0 0 0.0001 0 12.953 4.365 22 5 16 5 0 0.0001 0 12.639 4.021 22 5 4 2 +4 0 0 0.0002 0 12.468 4.233 20 10 5 3 0 0.0002 0 12.499 3.98 20 10 10 5 +4 0 0 0.0001 0 11.83 4.186 24 4 8 4 0 0.0001 0 12.194 3.985 24 4 8 4 +4 0 0 0.0003 0 11.679 4.136 29 6 4 3 0 0.0003 0 12.062 3.914 29 6 41 6 +4 0 0 0.0001 0 12.761 4.375 27 10 24 8 0 0.0001 0 12.698 4.063 27 10 27 7 +4 0 0 0.0001 0 12.629 4.291 52 7 7 4 0 0.0001 0 12.623 4.01 52 7 36 6 +4 0 0 0.0004 0 12.561 4.384 29 12 35 7 0 0.0004 0 12.485 4.033 29 12 39 8 +5 0 0 0.0001 0 13.307 4.537 23 6 7 4 0 0.0001 0 12.884 4.134 23 6 17 6 +5 0 0 0.0005 0 11.769 4.137 13 4 7 5 0 0.0005 0 11.933 3.905 13 4 15 4 +5 0 0 0.0001 0 13.087 4.397 46 6 12 5 0 0.0001 0 12.746 4.068 46 6 46 6 +5 0 0 0.0001 0 13.505 4.555 22 5 5 3 0 0.0001 0 12.783 4.11 22 5 4 2 +5 0 0 0.0003 0 12.474 4.337 22 11 27 9 0 0.0003 0 12.495 4.039 22 11 10 5 +5 0 0 0.0002 0 11.875 4.299 11 5 8 4 0 0.0002 0 12.141 4.037 11 5 8 4 +5 0 0 0.0003 0 11.926 4.283 29 6 34 9 0 0.0003 0 12.039 3.975 29 6 41 6 +5 0 0 0.0001 0 12.688 4.44 27 10 13 7 0 0.0001 0 12.696 4.126 27 10 27 7 +5 0 0 0.0001 0 12.753 4.425 52 7 15 4 0 0.0001 0 12.645 4.079 52 7 15 4 +5 0 0 0.0007 0 12.786 4.657 34 15 26 13 0 0.0007 0 12.535 4.137 34 15 39 8 +6 0 0 0.0001 0 13.787 4.711 23 6 30 8 0 0.0001 0 13.013 4.217 23 6 17 6 +6 0 0 0.0005 0 12.078 4.248 13 4 17 5 0 0.0005 0 11.954 3.954 13 4 15 4 +6 0 0 0.0001 0 13.819 4.596 46 7 4 2 0 0.0001 0 12.899 4.144 46 7 46 6 +6 0 0 0.0002 0 13.373 4.56 18 5 8 3 0 0.0002 0 12.868 4.174 18 5 4 2 +6 0 0 0.0003 0 12.518 4.459 19 10 16 6 0 0.0003 0 12.498 4.099 19 10 10 5 +6 0 0 0.0002 0 12.058 4.372 11 5 18 8 0 0.0002 0 12.129 4.085 11 5 8 4 +6 0 0 0.0003 0 11.879 4.299 29 6 15 5 0 0.0003 0 12.016 4.022 29 6 41 6 +6 0 0 0.0001 0 12.975 4.572 27 10 11 7 0 0.0001 0 12.736 4.189 27 10 27 7 +6 0 0 0.0001 0 13.383 4.603 49 7 34 10 0 0.0001 0 12.75 4.154 49 7 15 4 +6 0 0.0001 0.0012 0 14.257 5.452 13 3 22 9 0 0.0012 0 12.781 4.325 13 3 39 8 +7 0 0 0.0001 0 13.878 4.758 23 6 7 5 0 0.0001 0 13.121 4.284 23 6 17 6 +7 0 0 0.0005 0 12.375 4.379 9 4 6 5 0 0.0005 0 12.006 4.007 9 4 15 4 +7 0 0 0.0003 0 14.758 4.732 21 8 11 6 0 0.0003 0 13.131 4.217 21 8 46 6 +7 0 0 0.0002 0 13.903 4.695 18 5 27 8 0 0.0002 0 12.997 4.239 18 5 4 2 +7 0 0 0.0004 0 12.534 4.589 20 10 5 3 0 0.0004 0 12.502 4.16 20 10 10 5 +7 0 0 0.0002 0 12.272 4.469 11 5 12 4 0 0.0002 0 12.147 4.133 11 5 8 4 +7 0 0 0.0003 0 12.355 4.455 29 6 43 12 0 0.0003 0 12.059 4.076 29 6 41 6 +7 0 0 0.0002 0 13.472 4.729 24 9 10 4 0 0.0002 0 12.828 4.257 24 9 27 7 +7 0 0 0.0002 0 14.394 4.812 44 9 9 5 0 0.0002 0 12.956 4.236 44 9 15 4 +7 0 0.0001 0.0014 0 17.072 6.877 46 15 8 4 0 0.0014 0 13.317 4.644 46 15 39 8 +8 0 0 0.0002 0 14.323 4.889 20 6 7 5 0 0.0002 0 13.255 4.352 20 6 17 6 +8 0 0 0.001 0 12.389 4.436 13 5 11 6 0 0.001 0 12.049 4.055 13 5 15 4 +8 0 0 0.0003 0 16.837 5.009 21 8 36 7 0 0.0003 0 13.543 4.305 21 8 46 6 +8 0 0 0.0003 0 14.367 4.824 29 10 28 7 0 0.0003 0 13.149 4.304 29 10 4 2 +8 0 0 0.0006 0 12.935 4.801 9 3 31 9 0 0.0006 0 12.551 4.232 9 3 10 5 +8 0 0 0.0002 0 12.275 4.49 11 5 10 5 0 0.0002 0 12.161 4.173 11 5 8 4 +8 0 0 0.0003 0 12.866 4.569 29 6 10 7 0 0.0003 0 12.148 4.131 29 6 41 6 +8 0 0 0.0002 0 13.966 4.879 24 9 16 5 0 0.0002 0 12.954 4.326 24 9 27 7 +8 0 0 0.0003 0 15.586 5.009 32 7 24 7 0 0.0003 0 13.248 4.322 32 7 15 4 +8 0 0.0001 0.0027 0 20.979 8.644 18 8 12 7 0.0001 0.0027 0 14.169 5.088 18 8 39 8 +9 0 0 0.0002 0 14.992 5.074 20 6 5 3 0 0.0002 0 13.428 4.424 20 6 17 6 +9 0 0 0.0019 0 12.695 4.583 14 5 34 16 0 0.0019 0 12.113 4.107 14 5 15 4 +9 0 0 0.0003 0 19.508 5.398 21 8 16 7 0 0.0003 0 14.14 4.414 21 8 46 6 +9 0 0 0.0005 0 15.177 5.031 24 9 33 8 0 0.0005 0 13.352 4.377 24 9 4 2 +9 0 0 0.0006 0 13.875 5.224 9 3 33 9 0 0.0006 0 12.683 4.331 9 3 10 5 +9 0 0 0.0009 0 12.429 4.556 14 5 10 5 0 0.0009 0 12.188 4.211 14 5 8 4 +9 0 0 0.0004 0 14.282 4.847 33 9 43 8 0 0.0004 0 12.362 4.202 33 9 41 6 +9 0 0 0.0002 0 14.687 5.001 24 9 34 12 0 0.0002 0 13.128 4.394 24 9 27 7 +9 0 0 0.0003 0 18.227 5.411 32 7 53 12 0 0.0003 0 13.746 4.431 32 7 15 4 +9 0 0.0002 0.0033 0 25.001 10.205 28 14 53 15 0.0001 0.0033 0 15.252 5.6 28 14 39 8 +10 0 0 0.0002 0 15.738 5.234 19 8 9 5 0 0.0002 0 13.638 4.497 19 8 17 6 +10 0 0.0001 0.0186 0 13.84 5.005 17 6 21 7 0 0.0186 0 12.27 4.189 17 6 15 4 +10 0 0 0.0003 0 23.275 5.917 21 8 105 13 0 0.0003 0 14.97 4.551 21 8 46 6 +10 0 0 0.0007 0 16.342 5.294 29 9 16 5 0 0.0007 0 13.624 4.46 29 9 4 2 +10 0 0.0001 0.0006 0 15.208 5.806 9 3 12 5 0 0.0006 0 12.913 4.465 9 3 10 5 +10 0 0 0.0014 0 12.589 4.62 14 5 6 5 0 0.0014 0 12.224 4.248 14 5 8 4 +10 0 0 0.0004 0 16.842 5.342 24 6 28 8 0 0.0004 0 12.769 4.306 24 6 41 6 +10 0 0 0.0002 0 15.994 5.256 20 9 20 7 0 0.0002 0 13.388 4.472 20 9 27 7 +10 0 0.0001 0.0003 0 23.616 6.256 58 10 66 12 0 0.0003 0 14.643 4.597 58 10 15 4 +10 0 0.0002 0.0033 0 27.865 11.027 28 14 61 15 0.0001 0.0033 0 16.398 6.093 28 14 39 8 +11 0 0 0.0002 0 16.802 5.452 19 8 6 4 0 0.0002 0 13.902 4.577 19 8 17 6 +11 0 0.0002 0.0186 0 16.321 5.943 17 6 33 15 0 0.0186 0 12.608 4.335 17 6 15 4 +11 0 0.0001 0.0003 0 28.23 6.574 21 8 28 8 0 0.0003 0 16.075 4.719 21 8 46 6 +11 0 0 0.0008 0 18.186 5.782 33 8 16 4 0 0.0008 0 14.004 4.57 33 8 4 2 +11 0 0.0001 0.0007 0 17.776 7.021 63 10 28 12 0 0.0007 0 13.318 4.678 63 10 10 5 +11 0 0 0.0016 0 12.717 4.672 15 6 21 9 0 0.0016 0 12.265 4.284 15 6 8 4 +11 0 0.0001 0.0004 0 20.952 6.036 24 6 64 14 0 0.0004 0 13.451 4.45 24 6 41 6 +11 0 0 0.0002 0 17.983 5.633 20 9 41 10 0 0.0002 0 13.771 4.569 20 9 27 7 +11 0 0.0001 0.0003 0 30.448 7.257 63 12 84 12 0 0.0003 0 15.96 4.819 63 12 15 4 +11 0 0.0003 0.0033 0 29.799 11.455 28 14 36 11 0.0001 0.0033 0 17.515 6.54 28 14 39 8 +12 0 0 0.0002 0 19.122 5.851 19 8 6 4 0 0.0002 0 14.303 4.675 19 8 17 6 +12 0 0.001 1 0 18.967 6.738 17 5 35 14 0.0001 1 0 13.097 4.52 17 5 15 4 +12 0 0.0001 0.0004 0 33.755 7.244 20 7 57 10 0 0.0004 0 17.435 4.914 20 7 46 6 +12 0 0.0001 0.0008 0 21.566 6.615 34 8 28 8 0 0.0008 0 14.586 4.728 34 8 4 2 +12 0 0.0001 0.0007 0 21.162 8.47 65 10 21 12 0.0001 0.0007 0 13.921 4.97 65 10 10 5 +12 0 0.0001 0.0022 0 13.491 4.902 25 8 22 10 0 0.0022 0 12.36 4.331 25 8 8 4 +12 0 0.0001 0.0005 0 26.517 6.946 32 7 85 14 0 0.0005 0 14.456 4.642 32 7 41 6 +12 0 0 0.0002 0 20.907 6.196 20 9 45 8 0 0.0002 0 14.32 4.694 20 9 27 7 +12 0 0.0001 0.0003 0 38.07 8.365 63 12 59 11 0 0.0003 0 17.661 5.091 63 12 15 4 +12 0 0.0004 0.0042 0 31.284 11.685 27 14 62 17 0.0001 0.0042 0 18.574 6.936 27 14 39 8 +13 0 0 0.0003 0 21.525 6.27 40 15 24 10 0 0.0003 0 14.819 4.789 40 15 17 6 +13 0 0.0001 0.0004 0 40.695 8.07 20 7 120 17 0 0.0004 0 19.097 5.139 20 7 46 6 +13 0 0.0001 0.0125 0 25.833 7.689 20 6 41 12 0 0.0125 0 15.389 4.939 20 6 4 2 +13 0 0.0001 0.0012 0 24.691 9.847 63 10 8 5 0.0001 0.0012 0 14.691 5.318 63 10 10 5 +13 0 0.0001 0.0035 0 15.323 5.468 29 9 18 8 0.0001 0.0035 0 12.571 4.412 29 9 8 4 +13 0 0.0001 0.0005 0 32.744 7.963 32 7 34 9 0 0.0005 0 15.762 4.879 32 7 41 6 +13 0 0 0.0002 0 24.03 6.761 39 14 20 6 0 0.0002 0 15.014 4.841 39 14 27 7 +13 0 0.0001 0.0003 0 44.328 9.252 36 9 62 12 0 0.0003 0 19.566 5.389 36 9 15 4 +13 0 0.0004 0.0067 0 32.661 11.941 49 17 58 16 0.0001 0.0067 0 19.58 7.293 49 17 39 8 +14 0 0 0.0007 0 23.704 6.661 18 7 5 3 0 0.0007 0 15.412 4.914 18 7 17 6 +14 0 0.0001 0.0004 0 46.711 8.743 20 7 53 9 0 0.0004 0 20.937 5.379 20 7 46 6 +14 0 0.0002 0.0963 0 29.8 8.699 26 8 41 15 0.0001 0.0963 0 16.35 5.19 26 8 4 2 +14 0 0.0002 0.0012 0 27.83 10.861 63 10 6 4 0.0001 0.0012 0 15.567 5.688 63 10 10 5 +14 0 0.0003 0.0041 0 19.399 6.738 28 10 34 14 0.0001 0.0041 0 13.027 4.567 28 10 8 4 +14 0 0.0001 0.0005 0 38.389 8.843 32 7 38 10 0 0.0005 0 17.271 5.143 32 7 41 6 +14 0 0 0.0003 0 27.59 7.376 54 14 34 8 0 0.0003 0 15.852 5.01 54 14 27 7 +14 0 0.0001 0.0003 0 48.578 9.802 43 8 47 11 0.0001 0.0003 0 21.5 5.683 43 8 15 4 +14 0 0.0006 0.0076 0 33.971 12.124 26 13 8 5 0.0002 0.0076 0 20.54 7.615 26 13 39 8 +15 0 0 0.0011 0 26.833 7.192 19 9 12 9 0 0.0011 0 16.125 5.056 19 9 17 6 +15 0 0.0001 0.0004 0 51.521 9.352 20 7 38 7 0 0.0004 0 22.849 5.628 20 7 46 6 +15 0 0.0008 0.0971 0 31.817 9.093 28 9 60 14 0.0001 0.0971 0 17.317 5.434 28 9 4 2 +15 0 0.0002 0.0019 0 30.382 11.29 64 11 10 5 0.0001 0.0019 0 16.492 6.038 64 11 10 5 +15 0 0.0004 0.0119 0 24.105 8.144 20 7 36 8 0.0001 0.0119 0 13.719 4.791 20 7 8 4 +15 0 0.0001 0.0005 0 43.024 9.51 32 7 70 15 0.0001 0.0005 0 18.88 5.416 32 7 41 6 +15 0 0.0001 0.0003 0 31.106 7.987 54 14 72 12 0 0.0003 0 16.805 5.196 54 14 27 7 +15 0 0.0001 0.0003 0 51.66 10.231 69 11 48 14 0.0001 0.0003 0 23.385 5.967 69 11 15 4 +15 0 0.0008 0.0131 0 34.668 12.207 29 11 46 16 0.0002 0.0131 0 21.423 7.902 29 11 39 8 +16 0 0.0001 0.0018 0 29.79 7.703 13 4 44 10 0 0.0018 0 16.929 5.212 13 4 17 6 +16 0 0.0001 0.0004 0 56.27 9.836 20 7 116 17 0.0001 0.0004 0 24.815 5.875 20 7 46 6 +16 0 0.0041 0.1263 0 28.701 8.182 26 7 79 14 0.0003 0.1263 0 17.986 5.596 26 7 4 2 +16 0 0.0002 0.0019 0 33.759 11.507 64 11 26 14 0.0001 0.0019 0 17.508 6.36 64 11 10 5 +16 0 0.0005 0.0119 0 28.511 9.345 20 7 22 9 0.0001 0.0119 0 14.589 5.059 20 7 8 4 +16 0 0.0001 0.0005 0 47.519 10.155 56 12 73 15 0.0001 0.0005 0 20.565 5.695 56 12 41 6 +16 0 0.0001 0.0003 0 34.457 8.531 55 14 45 12 0 0.0003 0 17.844 5.393 55 14 27 7 +16 0 0.0001 0.0004 0 54.293 10.528 30 7 54 12 0.0001 0.0004 0 25.203 6.235 30 7 15 4 +16 0 0.0012 0.1959 0 36.356 12.485 36 17 53 12 0.0003 0.1959 0 22.301 8.172 36 17 39 8 +17 0 0.0001 0.0019 0 32.398 8.194 20 9 34 7 0 0.0019 0 17.789 5.377 20 9 17 6 +17 0 0.0001 0.0004 0 60.545 10.296 20 7 85 17 0.0001 0.0004 0 26.8 6.121 20 7 46 6 +17 0 0.0085 0.1931 0 27.73 7.925 21 6 32 9 0.0008 0.1931 0 18.528 5.725 21 6 4 2 +17 0 0.0003 0.0025 0 40.465 11.638 63 11 26 8 0.0001 0.0025 0 18.784 6.653 63 11 10 5 +17 0 0.0007 0.0119 0 31.977 10.183 20 7 41 17 0.0001 0.0119 0 15.555 5.344 20 7 8 4 +17 0 0.0001 0.0005 0 51.717 10.731 56 12 75 14 0.0001 0.0005 0 22.296 5.975 56 12 41 6 +17 0 0.0001 0.0003 0 37.336 9.021 55 14 55 17 0 0.0003 0 18.927 5.594 55 14 27 7 +17 0 0.0001 0.0004 0 56.568 10.845 30 7 129 17 0.0001 0.0004 0 26.945 6.491 30 7 15 4 +17 0 0.0044 1 0 37.081 12.69 27 7 32 15 0.0005 1 0 23.122 8.423 27 7 39 8 +18 0 0.0001 0.0019 0 34.9 8.68 20 9 14 7 0 0.0019 0 18.689 5.551 20 9 17 6 +18 0 0.0001 0.0004 0 64.7 10.663 20 7 111 14 0.0001 0.0004 0 28.795 6.36 20 7 46 6 +18 0 0.0108 0.3187 0 29.903 8.126 49 14 33 10 0.0013 0.3187 0 19.126 5.851 49 14 4 2 +18 0 0.0004 0.0028 0 51.25 11.901 73 17 21 9 0.0001 0.0028 0 20.492 6.929 73 17 10 5 +18 0 0.0008 0.0121 0 34.62 10.775 26 9 19 7 0.0002 0.0121 0 16.558 5.629 26 9 8 4 +18 0 0.0001 0.0005 0 54.898 11.152 53 12 59 11 0.0001 0.0005 0 24.011 6.247 53 12 41 6 +18 0 0.0001 0.0003 0 40.317 9.555 54 15 67 13 0 0.0003 0 20.052 5.803 54 15 27 7 +18 0 0.0001 0.0004 0 58.188 11.103 30 7 55 14 0.0001 0.0004 0 28.59 6.734 30 7 15 4 +19 0 0.0002 0.0135 0 35.697 9.283 19 4 65 15 0 0.0135 0 19.54 5.738 19 4 17 6 +19 0 0.0001 0.0004 0 68.107 11.016 20 7 106 13 0.0001 0.0004 0 30.76 6.593 20 7 46 6 +19 0 0.0249 0.4141 0 40.3 9.088 66 16 34 9 0.0025 0.4141 0 20.185 6.013 66 16 4 2 +19 0 0.0006 0.0033 0 62.092 12.122 84 13 15 8 0.0001 0.0033 0 22.572 7.189 84 13 10 5 +19 0 0.0011 0.0121 0 37.684 11.388 26 9 14 6 0.0002 0.0121 0 17.615 5.917 26 9 8 4 +19 0 0.0002 0.0005 0 57.872 11.555 53 12 50 13 0.0001 0.0005 0 25.704 6.513 53 12 41 6 +19 0 0.0001 0.0003 0 42.753 10.106 54 15 37 12 0 0.0003 0 21.187 6.018 54 15 27 7 +19 0 0.0001 0.0004 0 60.616 11.456 30 7 95 12 0.0001 0.0004 0 30.191 6.97 30 7 15 4 +20 0 0.0004 0.0135 0 31.74 9.711 19 4 48 15 0.0001 0.0135 0 20.121 5.927 19 4 17 6 +20 0 0.0001 0.0004 0 71.811 11.314 20 7 148 15 0.0001 0.0004 0 32.715 6.818 20 7 46 6 +20 0 0.0515 0.5747 0 57.849 10.842 37 10 44 12 0.0048 0.5747 0 21.978 6.243 37 10 4 2 +20 0 0.0007 0.0033 0 68.479 12.459 90 15 99 14 0.0002 0.0033 0 24.758 7.44 90 15 10 5 +20 0 0.0015 0.0162 0 40.053 11.94 55 17 25 10 0.0003 0.0162 0 18.683 6.204 55 17 8 4 +20 0 0.0002 0.0006 0 60.608 11.817 68 14 65 12 0.0001 0.0006 0 27.367 6.765 68 14 41 6 +20 0 0.0001 0.0003 0 46.432 10.802 74 15 38 13 0 0.0003 0 22.39 6.246 74 15 27 7 +20 0 0.0002 0.0004 0 62.77 11.699 30 7 98 16 0.0001 0.0004 0 31.742 7.195 30 7 15 4 +21 0 0.0008 0.0228 0 28.745 10.098 22 7 98 17 0.0001 0.0228 0 20.513 6.117 22 7 17 6 +21 0 0.0001 0.0004 0 75.94 11.687 64 9 80 13 0.0001 0.0004 0 34.68 7.039 64 9 46 6 +21 0 0.0008 0.0037 0 72.169 12.678 87 13 103 16 0.0002 0.0037 0 26.913 7.678 87 13 10 5 +21 0 0.0022 0.0204 0 42.356 12.389 40 13 72 17 0.0004 0.0204 0 19.759 6.485 40 13 8 4 +21 0 0.0002 0.0006 0 63.663 12.088 68 14 94 17 0.0001 0.0006 0 29.016 7.007 68 14 41 6 +21 0 0.0001 0.0003 0 49.861 11.568 74 15 33 13 0 0.0003 0 23.638 6.488 74 15 27 7 +21 0 0.0002 0.0004 0 64.649 11.867 79 14 85 17 0.0001 0.0004 0 33.238 7.408 79 14 15 4 +22 0 0.0012 1 0 30.491 10.678 19 4 47 12 0.0001 1 0 20.946 6.315 19 4 17 6 +22 0 0.0001 0.0004 0 80.505 12.003 64 9 105 16 0.0001 0.0004 0 36.672 7.255 64 9 46 6 +22 0 0.0009 0.0038 0 74.3 12.795 73 11 66 15 0.0002 0.0038 0 28.974 7.9 73 11 10 5 +22 0 0.0033 0.0361 0 44.594 12.784 34 13 25 9 0.0005 0.0361 0 20.839 6.759 34 13 8 4 +22 0 0.0002 0.0007 0 66.347 12.369 65 14 78 15 0.0001 0.0007 0 30.639 7.24 65 14 41 6 +22 0 0.0001 0.0003 0 52.112 12.335 74 15 25 9 0 0.0003 0 24.876 6.742 74 15 27 7 +22 0 0.0002 0.0004 0 66.766 12.05 82 14 126 17 0.0001 0.0004 0 34.696 7.61 82 14 15 4 +23 0 0.0001 0.0005 0 84.342 12.209 90 10 88 14 0.0001 0.0005 0 38.658 7.461 90 10 46 6 +23 0 0.001 0.0044 0 75.874 12.964 74 12 90 16 0.0003 0.0044 0 30.928 8.111 74 12 10 5 +23 0 0.0044 0.0361 0 46.127 13.095 34 13 57 14 0.0007 0.0361 0 21.893 7.023 34 13 8 4 +23 0 0.0002 0.0008 0 68.637 12.575 65 14 82 12 0.0001 0.0008 0 32.223 7.463 65 14 41 6 +23 0 0.0001 0.0003 0 53.785 12.938 66 17 10 6 0.0001 0.0003 0 26.081 7 66 17 27 7 +23 0 0.0002 0.0004 0 69.181 12.276 126 15 90 17 0.0001 0.0004 0 36.133 7.804 126 15 15 4 +24 0 0.0001 0.0005 0 89.747 12.54 93 10 101 13 0.0001 0.0005 0 40.702 7.664 93 10 46 6 +24 0 0.0011 0.0044 0 77.064 13.032 74 12 106 16 0.0003 0.0044 0 32.773 8.308 74 12 10 5 +24 0 0.0052 0.0567 0 46.795 13.112 41 14 49 15 0.0008 0.0567 0 22.889 7.267 41 14 8 4 +24 0 0.0002 0.0008 0 70.341 12.674 65 14 70 11 0.0001 0.0008 0 33.747 7.671 65 14 41 6 +24 0 0.0001 0.0003 0 55.382 13.401 67 15 61 16 0.0001 0.0003 0 27.253 7.256 67 15 27 7 +24 0 0.0002 0.0004 0 72.083 12.465 106 15 47 13 0.0001 0.0004 0 37.571 7.991 106 15 15 4 +25 0 0.0002 0.0005 0 92.274 12.691 93 10 75 15 0.0001 0.0005 0 42.686 7.858 93 10 46 6 +25 0 0.0012 0.0072 0 78.686 13.173 96 14 90 15 0.0003 0.0072 0 34.539 8.495 96 14 10 5 +25 0 0.0059 0.0567 0 47.127 13.056 41 14 64 17 0.001 0.0567 0 23.821 7.489 41 14 8 4 +25 0 0.0002 0.0008 0 73.223 12.904 76 16 80 17 0.0001 0.0008 0 35.266 7.872 76 16 41 6 +25 0 0.0001 0.0003 0 57.032 13.727 67 15 30 11 0.0001 0.0003 0 28.398 7.505 67 15 27 7 +25 0 0.0002 0.0004 0 74.987 12.641 106 15 174 17 0.0001 0.0004 0 39.01 8.169 106 15 15 4 +26 0 0.0002 0.0005 0 93.95 12.764 82 10 108 17 0.0001 0.0005 0 44.584 8.039 82 10 46 6 +26 0 0.0013 0.0086 0 80.362 13.298 94 14 59 16 0.0004 0.0086 0 36.236 8.673 94 14 10 5 +26 0 0.0067 0.0567 0 47.865 13.121 41 14 41 14 0.0012 0.0567 0 24.712 7.698 41 14 8 4 +26 0 0.0002 0.0008 0 75.009 13.028 76 16 153 16 0.0001 0.0008 0 36.738 8.063 76 16 41 6 +26 0 0.0002 0.0004 0 59.138 14.121 74 16 26 7 0.0001 0.0004 0 29.537 7.75 74 16 27 7 +26 0 0.0002 0.0004 0 77.557 12.819 126 15 97 13 0.0001 0.0004 0 40.438 8.342 126 15 15 4 +27 0 0.0002 0.0005 0 97.417 12.984 82 10 159 17 0.0001 0.0005 0 46.471 8.216 82 10 46 6 +27 0 0.0015 0.009 0 81.949 13.371 106 14 74 14 0.0004 0.009 0 37.869 8.841 106 14 10 5 +27 0 0.0075 0.0582 0 48.209 13.15 38 14 15 5 0.0015 0.0582 0 25.551 7.893 38 14 8 4 +27 0 0.0002 0.001 0 76.116 13.156 67 14 80 15 0.0001 0.001 0 38.144 8.245 67 14 41 6 +27 0 0.0002 0.0004 0 59.802 14.152 74 16 83 17 0.0001 0.0004 0 30.618 7.979 74 16 27 7 +27 0 0.0002 0.0004 0 79.204 12.841 83 14 91 14 0.0001 0.0004 0 41.822 8.502 83 14 15 4 +28 0 0.0002 0.0006 0 100.797 13.157 80 10 129 16 0.0001 0.0006 0 48.344 8.386 80 10 46 6 +28 0 0.0016 0.0098 0 83.558 13.498 72 14 13 7 0.0004 0.0098 0 39.444 9.001 72 14 10 5 +28 0 0.0087 0.0582 0 48.428 13.158 38 14 44 13 0.0017 0.0582 0 26.34 8.074 38 14 8 4 +28 0 0.0002 0.001 0 77.687 13.259 67 14 116 14 0.0001 0.001 0 39.508 8.418 67 14 41 6 +28 0 0.0002 0.0006 0 60.545 14.19 81 17 5 4 0.0001 0.0006 0 31.65 8.193 81 17 27 7 +28 0 0.0002 0.0005 0 81.219 13.049 120 15 19 8 0.0001 0.0005 0 43.181 8.659 120 15 15 4 +29 0 0.0002 0.0006 0 103.218 13.282 80 10 126 16 0.0001 0.0006 0 50.174 8.55 80 10 46 6 +29 0 0.0019 0.0099 0 86.01 13.665 80 17 68 15 0.0005 0.0099 0 40.997 9.157 80 17 10 5 +29 0 0.0107 0.1036 0 47.719 13.021 53 17 30 9 0.002 0.1036 0 27.052 8.239 53 17 8 4 +29 0 0.0002 0.001 0 79.559 13.383 64 14 107 16 0.0001 0.001 0 40.843 8.584 64 14 41 6 +29 0 0.0002 0.0006 0 60.695 14.178 81 17 31 11 0.0001 0.0006 0 32.618 8.392 81 17 27 7 +29 0 0.0002 0.0005 0 82.787 13.162 133 17 59 16 0.0001 0.0005 0 44.501 8.809 133 17 15 4 +30 0 0.0002 0.0006 0 105.59 13.448 79 10 138 17 0.0001 0.0006 0 51.961 8.708 79 10 46 6 +30 0 0.0022 0.013 0 88.115 13.709 82 16 171 15 0.0005 0.013 0 42.517 9.304 82 16 10 5 +30 0 0.0137 0.3671 0 46.929 12.849 53 17 63 17 0.0024 0.3671 0 27.693 8.388 53 17 8 4 +30 0 0.0002 0.001 0 80.819 13.461 64 14 149 17 0.0001 0.001 0 42.132 8.741 64 14 41 6 +30 0 0.0002 0.0007 0 61.628 14.234 79 17 9 4 0.0001 0.0007 0 33.554 8.581 79 17 27 7 +30 0 0.0002 0.0005 0 84.361 13.192 95 15 108 14 0.0001 0.0005 0 45.787 8.951 95 15 15 4 +31 0 0.0002 0.0006 0 106.549 13.488 79 10 190 17 0.0001 0.0006 0 53.667 8.857 79 10 46 6 +31 0 0.0027 0.0146 0 90.18 13.891 80 16 91 15 0.0006 0.0146 0 44.006 9.447 80 16 10 5 +31 0 0.0177 1 0 45.876 12.619 25 8 55 16 0.0029 1 0 28.262 8.52 25 8 8 4 +31 0 0.0002 0.001 0 82.987 13.587 64 14 70 15 0.0001 0.001 0 43.409 8.892 64 14 41 6 +31 0 0.0002 0.0007 0 63.592 14.479 79 17 10 7 0.0001 0.0007 0 34.492 8.765 79 17 27 7 +31 0 0.0002 0.0005 0 85.732 13.314 92 15 100 15 0.0001 0.0005 0 47.035 9.087 92 15 15 4 +32 0 0.0002 0.0007 0 108.574 13.607 71 9 170 17 0.0001 0.0007 0 55.331 9.001 71 9 46 6 +32 0 0.0033 0.015 0 92.545 14.089 65 14 107 17 0.0007 0.015 0 45.477 9.588 65 14 10 5 +32 0 0.0002 0.001 0 84.811 13.688 64 14 71 16 0.0001 0.001 0 44.664 9.038 64 14 41 6 +32 0 0.0002 0.0007 0 64.374 14.449 79 17 31 10 0.0001 0.0007 0 35.398 8.937 79 17 27 7 +32 0 0.0002 0.0005 0 89.064 13.46 70 14 68 13 0.0001 0.0005 0 48.308 9.219 70 14 15 4 +33 0 0.0002 0.0007 0 109.75 13.656 71 9 84 15 0.0001 0.0007 0 56.931 9.138 71 9 46 6 +33 0 0.0039 0.0176 0 94.433 14.404 88 17 157 17 0.0008 0.0176 0 46.917 9.729 88 17 10 5 +33 0 0.0002 0.001 0 87.645 13.76 64 14 79 17 0.0001 0.001 0 45.928 9.177 64 14 41 6 +33 0 0.0002 0.0007 0 65.607 14.549 42 12 26 10 0.0001 0.0007 0 36.286 9.102 42 12 27 7 +33 0 0.0002 0.0005 0 91.239 13.573 70 14 100 14 0.0001 0.0005 0 49.571 9.348 70 14 15 4 +34 0 0.0002 0.0007 0 111.346 13.73 76 10 156 16 0.0001 0.0007 0 58.486 9.269 76 10 46 6 +34 0 0.0043 0.0217 0 96.153 14.534 33 7 77 12 0.0009 0.0217 0 48.324 9.867 33 7 10 5 +34 0 0.0003 0.001 0 90.057 13.896 63 14 100 14 0.0001 0.001 0 47.189 9.311 63 14 41 6 +34 0 0.0002 0.0007 0 66.469 14.555 82 17 54 17 0.0001 0.0007 0 37.149 9.258 82 17 27 7 +34 0 0.0002 0.0006 0 93.315 13.728 135 16 233 16 0.0001 0.0006 0 50.821 9.473 135 16 15 4 +35 0 0.0002 0.0007 0 111.29 13.682 76 10 186 17 0.0001 0.0007 0 59.953 9.392 76 10 46 6 +35 0 0.0046 0.0217 0 97.286 14.619 33 7 92 14 0.001 0.0217 0 49.684 9.999 33 7 10 5 +35 0 0.0003 0.001 0 91.163 13.984 63 14 127 16 0.0001 0.001 0 48.41 9.441 63 14 41 6 +35 0 0.0002 0.0008 0 67.719 14.626 66 17 41 13 0.0001 0.0008 0 37.998 9.407 66 17 27 7 +35 0 0.0002 0.0006 0 95.078 13.845 133 16 81 13 0.0001 0.0006 0 52.05 9.594 133 16 15 4 +36 0 0.0002 0.0007 0 112.169 13.729 76 10 94 13 0.0001 0.0007 0 61.364 9.509 76 10 46 6 +36 0 0.0046 0.0987 0 98.176 14.607 33 7 70 13 0.0011 0.0987 0 50.994 10.123 33 7 10 5 +36 0 0.0003 0.001 0 91.265 13.954 63 14 101 15 0.0001 0.001 0 49.568 9.563 63 14 41 6 +36 0 0.0002 0.0008 0 68.32 14.667 63 17 33 11 0.0001 0.0008 0 38.817 9.549 63 17 27 7 +36 0 0.0002 0.0006 0 96.543 13.909 133 16 140 15 0.0001 0.0006 0 53.253 9.711 133 16 15 4 +37 0 0.0002 0.0007 0 113.278 13.734 76 10 103 14 0.0001 0.0007 0 62.73 9.62 76 10 46 6 +37 0 0.005 0.112 0 101.01 14.738 38 11 99 16 0.0012 0.112 0 52.31 10.245 38 11 10 5 +37 0 0.0003 0.001 0 93.478 14.05 63 14 94 14 0.0001 0.001 0 50.724 9.681 63 14 41 6 +37 0 0.0002 0.0008 0 68.028 14.635 76 17 16 7 0.0001 0.0008 0 39.586 9.683 76 17 27 7 +37 0 0.0003 0.0006 0 100.359 14.138 139 16 116 17 0.0001 0.0006 0 54.492 9.827 139 16 15 4 +38 0 0.0002 0.0007 0 115.305 13.868 75 9 173 16 0.0001 0.0007 0 64.078 9.729 75 9 46 6 +38 0 0.0056 0.1539 0 101.574 14.694 34 7 90 14 0.0013 0.1539 0 53.574 10.359 34 7 10 5 +38 0 0.0003 0.001 0 94.937 14.132 63 14 183 16 0.0001 0.001 0 51.858 9.795 63 14 41 6 +38 0 0.0002 0.0009 0 68.541 14.679 47 14 37 12 0.0001 0.0009 0 40.328 9.811 47 14 27 7 +38 0 0.0003 0.0006 0 102.999 14.304 139 16 81 13 0.0001 0.0006 0 55.736 9.942 139 16 15 4 +39 0 0.0002 0.0008 0 117.779 13.97 86 10 26 7 0.0001 0.0008 0 65.421 9.835 86 10 46 6 +39 0 0.0067 0.1799 0 98.799 14.397 32 7 103 16 0.0014 0.1799 0 54.704 10.46 32 7 10 5 +39 0 0.0003 0.001 0 96.486 14.288 63 14 70 12 0.0001 0.001 0 52.973 9.908 63 14 41 6 +39 0 0.0002 0.0011 0 69.061 14.753 64 17 21 8 0.0001 0.0011 0 41.047 9.935 64 17 27 7 +39 0 0.0003 0.0006 0 104.01 14.415 119 16 141 16 0.0001 0.0006 0 56.943 10.054 119 16 15 4 +40 0 0.0003 0.0008 0 119.027 13.995 77 9 44 9 0.0001 0.0008 0 66.728 9.936 77 9 46 6 +40 0 0.0092 0.1799 0 92.606 13.975 32 7 132 16 0.0016 0.1799 0 55.629 10.545 32 7 10 5 +40 0 0.0003 0.001 0 97.316 14.407 63 14 126 16 0.0002 0.001 0 54.055 10.017 63 14 41 6 +40 0 0.0002 0.0012 0 69.305 14.852 63 17 34 11 0.0001 0.0012 0 41.736 10.055 63 17 27 7 +40 0 0.0003 0.0006 0 105.812 14.483 147 14 69 15 0.0001 0.0006 0 58.135 10.162 147 14 15 4 +41 0 0.0003 0.0008 0 120.93 14.032 76 9 50 9 0.0001 0.0008 0 68.019 10.034 76 9 46 6 +41 0 0.0145 0.1799 0 80.731 13.514 32 7 59 12 0.0019 0.1799 0 56.226 10.616 32 7 10 5 +41 0 0.0003 0.001 0 97.749 14.513 63 14 217 17 0.0002 0.001 0 55.095 10.124 63 14 41 6 +41 0 0.0002 0.0013 0 69.69 14.898 73 17 34 9 0.0001 0.0013 0 42.402 10.17 73 17 27 7 +41 0 0.0003 0.0006 0 107.352 14.597 136 14 195 16 0.0001 0.0006 0 59.307 10.267 136 14 15 4 +42 0 0.0003 0.0008 0 124.702 14.135 76 9 109 16 0.0001 0.0008 0 69.337 10.129 76 9 46 6 +42 0 0.0213 0.2024 0 66.21 12.864 62 15 88 14 0.0024 0.2024 0 56.458 10.668 62 15 10 5 +42 0 0.0003 0.001 0 96.912 14.473 63 14 24 7 0.0002 0.001 0 56.068 10.226 63 14 41 6 +42 0 0.0002 0.0013 0 69.745 15.017 73 17 52 15 0.0001 0.0013 0 43.037 10.283 73 17 27 7 +42 0 0.0003 0.0006 0 109.203 14.702 136 14 106 15 0.0002 0.0006 0 60.467 10.371 136 14 15 4 +43 0 0.0003 0.0008 0 126.946 14.111 76 9 59 12 0.0001 0.0008 0 70.646 10.22 76 9 46 6 +43 0 0.0301 0.5368 0 59.249 12.818 95 12 56 13 0.003 0.5368 0 56.522 10.717 95 12 10 5 +43 0 0.0003 0.001 0 97.67 14.551 59 13 111 16 0.0002 0.001 0 57.013 10.324 59 13 41 6 +43 0 0.0002 0.0013 0 69.028 14.988 73 17 57 16 0.0001 0.0013 0 43.628 10.39 73 17 27 7 +43 0 0.0003 0.0006 0 110.988 14.8 137 14 144 15 0.0002 0.0006 0 61.615 10.471 137 14 15 4 +44 0 0.0003 0.0008 0 130.898 14.265 123 13 82 11 0.0001 0.0008 0 71.985 10.31 123 13 46 6 +44 0 0.0394 0.6463 0 56.874 13.024 105 13 63 16 0.0038 0.6463 0 56.53 10.769 105 13 10 5 +44 0 0.0003 0.001 0 96.612 14.581 59 13 91 15 0.0002 0.001 0 57.893 10.419 59 13 41 6 +44 0 0.0003 0.0013 0 69.164 15.148 73 17 18 7 0.0001 0.0013 0 44.196 10.496 73 17 27 7 +44 0 0.0003 0.0006 0 112.525 14.856 155 16 87 14 0.0002 0.0006 0 62.747 10.569 155 16 15 4 +45 0 0.0003 0.0008 0 133.964 14.393 76 9 145 13 0.0001 0.0008 0 73.333 10.398 76 9 46 6 +45 0 0.0566 0.9654 0 58.431 13.116 104 17 36 10 0.005 0.9654 0 56.571 10.82 104 17 10 5 +45 0 0.0003 0.0011 0 96.138 14.635 65 17 51 10 0.0002 0.0011 0 58.724 10.51 65 17 41 6 +45 0 0.0003 0.0013 0 68.08 15.124 73 17 85 17 0.0001 0.0013 0 44.715 10.596 73 17 27 7 +45 0 0.0003 0.0006 0 113.795 14.875 141 14 159 15 0.0002 0.0006 0 63.856 10.662 141 14 15 4 +46 0 0.0003 0.001 0 138.346 14.577 148 15 155 15 0.0001 0.001 0 74.716 10.487 148 15 46 6 +46 0 0.0003 0.0011 0 95.775 14.642 65 17 69 14 0.0002 0.0011 0 59.513 10.598 65 17 41 6 +46 0 0.0003 0.0014 0 67.649 15.141 73 17 28 8 0.0001 0.0014 0 45.203 10.693 73 17 27 7 +46 0 0.0003 0.0006 0 116.163 14.963 120 14 152 16 0.0002 0.0006 0 64.969 10.754 120 14 15 4 +47 0 0.0003 0.001 0 141.587 14.669 148 15 113 13 0.0002 0.001 0 76.109 10.574 148 15 46 6 +47 0 0.0003 0.0011 0 96.477 14.774 63 17 104 17 0.0002 0.0011 0 60.283 10.685 63 17 41 6 +47 0 0.0003 0.0015 0 67.151 15.23 80 17 16 8 0.0001 0.0015 0 45.66 10.787 80 17 27 7 +47 0 0.0003 0.0006 0 118.856 15.028 120 14 122 15 0.0002 0.0006 0 66.092 10.843 120 14 15 4 +48 0 0.0004 0.0011 0 143.616 14.725 144 12 171 15 0.0002 0.0011 0 77.487 10.659 144 12 46 6 +48 0 0.0003 0.0011 0 96.265 14.862 89 17 112 17 0.0002 0.0011 0 61.017 10.77 89 17 41 6 +48 0 0.0003 0.0015 0 66.125 15.186 80 17 52 12 0.0001 0.0015 0 46.078 10.877 80 17 27 7 +48 0 0.0003 0.0007 0 119.481 15.024 124 14 121 17 0.0002 0.0007 0 67.182 10.928 124 14 15 4 +49 0 0.0004 0.0012 0 146.249 14.829 149 12 79 11 0.0002 0.0012 0 78.862 10.743 149 12 46 6 +49 0 0.0004 0.0011 0 94.967 14.858 89 17 98 17 0.0002 0.0011 0 61.696 10.852 89 17 41 6 +49 0 0.0004 0.0015 0 66.446 15.273 80 17 115 17 0.0001 0.0015 0 46.485 10.965 80 17 27 7 +49 0 0.0003 0.0007 0 120.804 15.023 122 14 121 13 0.0002 0.0007 0 68.254 11.01 122 14 15 4 +50 0 0.0004 0.0012 0 147.337 14.865 150 12 189 16 0.0002 0.0012 0 80.205 10.823 150 12 46 6 +50 0 0.0004 0.0011 0 94.681 14.891 109 16 108 17 0.0002 0.0011 0 62.343 10.931 109 16 41 6 +50 0 0.0004 0.0017 0 66.025 15.191 97 17 26 7 0.0001 0.0017 0 46.868 11.048 97 17 27 7 +50 0 0.0004 0.0007 0 122.482 15.117 117 14 138 16 0.0002 0.0007 0 69.317 11.091 117 14 15 4 diff --git a/PartB/90Cross10Mut2El/aggregated.tsv b/PartB/90Cross10Mut2El/aggregated.tsv new file mode 100644 index 0000000..3330d4b --- /dev/null +++ b/PartB/90Cross10Mut2El/aggregated.tsv @@ -0,0 +1,55 @@ +Runs Generation Count Mean: 51 +Runs Generation Count Mode: 51 occurred (10) time(s) +GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN +0 0 0.9575 0.99862 0 18.3459 3.4711 37 4 54 5 0.9575 0.99862 0 18.3459 3.4711 37 4 54 5 +1 0 0.98993 0.99862 0 16.9971 3.6345 36 4 38 6 0.97372 0.99862 0 17.6714 3.5528 36 4 54 5 +2 0 0.99006 0.99866 0 16.6695 3.777 29 4 29 5 0.97918 0.99866 0 17.3373 3.6275 29 4 54 5 +3 0 0.99242 0.9987 0 16.2876 3.8749 24 6 25 5 0.98248 0.9987 0 17.075 3.6895 24 6 54 5 +4 0 0.99214 0.99874 0 16.066 3.96 20 5 40 7 0.98442 0.99874 0 16.8732 3.7437 20 5 54 5 +5 0 0.99265 0.99876 0 15.8332 4.0232 18 5 46 8 0.98577 0.99876 0 16.6996 3.7902 18 5 54 5 +6 0 0.99325 0.99878 0 15.6102 4.085 22 6 48 8 0.98685 0.99878 0 16.5441 3.8322 22 6 54 5 +7 0 0.99364 0.99879 0 15.3205 4.1146 22 5 41 8 0.9877 0.99879 0 16.3913 3.8676 22 5 54 5 +8 0 0.9939 0.99882 0 15.1156 4.1637 20 5 36 7 0.9884 0.99882 0 16.2496 3.9004 20 5 54 5 +9 0 0.99398 0.99882 0 14.7068 4.1495 20 5 38 7 0.98892 0.99882 0 16.0953 3.9255 20 5 54 5 +10 0 0.99455 0.99882 0 14.6281 4.1823 23 5 37 8 0.98945 0.99882 0 15.9619 3.9487 23 5 54 5 +11 0 0.99421 0.99883 0 14.4593 4.2159 22 6 39 8 0.98985 0.99883 0 15.8367 3.9709 22 6 54 5 +12 0 0.99442 0.99883 0 14.2111 4.2177 22 6 30 7 0.9902 0.99883 0 15.7116 3.99 22 6 54 5 +13 0 0.99495 0.99884 0 13.9368 4.2122 22 5 46 10 0.99053 0.99884 0 15.5847 4.006 22 5 54 5 +14 0 0.99472 0.99884 0 13.691 4.1929 23 6 39 8 0.99083 0.99884 0 15.4586 4.0181 23 6 54 5 +15 0 0.99483 0.99884 0 13.4827 4.1906 23 6 24 7 0.99108 0.99884 0 15.335 4.029 23 6 54 5 +16 0 0.99492 0.99884 0 13.3521 4.1827 23 6 28 8 0.99131 0.99884 0 15.2186 4.0382 23 6 54 5 +17 0 0.995 0.99884 0 13.089 4.1552 23 6 40 9 0.99149 0.99884 0 15.1002 4.0445 23 6 54 5 +18 0 0.99578 0.99884 0 12.9875 4.1541 23 6 47 10 0.99173 0.99884 0 14.9891 4.0503 23 6 54 5 +19 0 0.99587 0.99884 0 12.7768 4.1332 22 6 47 10 0.99193 0.99884 0 14.8785 4.0546 22 6 54 5 +20 0 0.9954 0.99884 0 12.5131 4.0964 22 6 47 10 0.9921 0.99884 0 14.7658 4.0566 22 6 54 5 +21 0 0.99605 0.99884 0 12.3742 4.0893 22 6 25 7 0.99228 0.99884 0 14.657 4.058 22 6 54 5 +22 0 0.99609 0.99884 0 12.1783 4.0639 22 6 33 10 0.99245 0.99884 0 14.5492 4.0583 22 6 54 5 +23 0 0.99626 0.99884 0 12.068 4.0522 22 6 30 8 0.9926 0.99884 0 14.4459 4.0581 22 6 54 5 +24 0 0.99567 0.99884 0 11.8768 4.0239 21 6 30 8 0.99274 0.99884 0 14.343 4.0568 21 6 54 5 +25 0 0.99609 0.99885 0 11.6883 4.0045 18 6 26 7 0.99286 0.99885 0 14.241 4.0546 18 6 54 5 +26 0 0.9962 0.99885 0 11.5726 3.9884 18 6 30 8 0.99297 0.99885 0 14.1423 4.0521 18 6 54 5 +27 0 0.9963 0.99885 0 11.3122 3.9418 19 6 32 7 0.99312 0.99885 0 14.0412 4.0481 19 6 54 5 +28 0 0.99643 0.99885 0 11.0671 3.9068 19 6 22 7 0.99322 0.99885 0 13.9385 4.0434 19 6 54 5 +29 0 0.99631 0.99885 0 11.007 3.902 20 7 36 9 0.99332 0.99885 0 13.8408 4.0386 20 7 54 5 +30 0 0.99637 0.99885 0 10.8902 3.8835 20 7 34 9 0.99342 0.99885 0 13.7456 4.0337 20 7 54 5 +31 0 0.99634 0.99885 0 10.8467 3.8913 19 6 27 8 0.99352 0.99885 0 13.6551 4.0293 19 6 54 5 +32 0 0.99589 0.99885 0 10.6826 3.853 19 6 41 11 0.99357 0.99885 0 13.5649 4.0239 19 6 54 5 +33 0 0.99645 0.99886 0 10.5358 3.8248 17 6 28 8 0.99366 0.99886 0 13.4759 4.018 17 6 54 5 +34 0 0.99646 0.99886 0 10.4165 3.7992 21 7 42 11 0.99374 0.99886 0 13.3886 4.0117 21 7 54 5 +35 0 0.99658 0.99886 0 10.2861 3.7697 21 7 23 8 0.99382 0.99886 0 13.3022 4.0049 21 7 54 5 +36 0 0.99662 0.99888 0 10.0542 3.7157 19 7 23 7 0.99389 0.99888 0 13.2143 3.9972 19 7 54 5 +37 0 0.99682 0.99888 0 9.956 3.6938 19 7 22 7 0.99398 0.99888 0 13.1287 3.9892 19 7 54 5 +38 0 0.99629 0.99889 0 9.8289 3.6709 19 7 21 6 0.99403 0.99889 0 13.0441 3.981 19 7 54 5 +39 0 0.99674 0.99889 0 9.7076 3.6416 19 7 18 5 0.99411 0.99889 0 12.9609 3.9725 19 7 54 5 +40 0 0.99657 0.99889 0 9.574 3.6042 19 7 24 8 0.99417 0.99889 0 12.8782 3.9636 19 7 54 5 +41 0 0.99679 0.99889 0 9.4478 3.5743 19 7 24 8 0.99422 0.99889 0 12.7965 3.9544 19 7 54 5 +42 0 0.99671 0.99889 0 9.3292 3.545 19 7 19 7 0.99428 0.99889 0 12.7159 3.9447 19 7 54 5 +43 0 0.99633 0.99889 0 9.2288 3.5123 19 7 20 6 0.99434 0.99889 0 12.6365 3.9349 19 7 54 5 +44 0 0.9968 0.99889 0 9.0397 3.4644 19 7 23 6 0.99437 0.99889 0 12.5566 3.9245 19 7 54 5 +45 0 0.99695 0.99889 0 8.9201 3.4359 19 7 19 7 0.99446 0.99889 0 12.4777 3.9138 19 7 54 5 +46 0 0.99701 0.99889 0 8.8321 3.4141 19 7 29 7 0.99449 0.99889 0 12.4001 3.9033 19 7 54 5 +47 0 0.99709 0.99889 0.09851 8.8334 3.4185 19 7 22 7 0.99456 0.99889 0 12.3257 3.8931 19 7 54 5 +48 0 0.99705 0.9989 0 8.7481 3.3989 22 8 23 7 0.99461 0.9989 0 12.2527 3.8831 22 8 54 5 +49 0 0.99701 0.9989 0 8.6725 3.3714 22 8 35 9 0.99465 0.9989 0 12.1812 3.8729 22 8 54 5 +50 0 0.99703 0.9989 0 8.5735 3.3338 22 8 25 7 0.99469 0.9989 0 12.1104 3.8622 22 8 54 5 +51 0 0.99685 0.9989 0 8.4716 3.3038 22 8 18 6 0.99475 0.9989 0 12.0403 3.8516 22 8 54 5 diff --git a/PartB/90Cross10Mut2El/aggregated_fn.ods b/PartB/90Cross10Mut2El/aggregated_fn.ods new file mode 100644 index 0000000..333f1a6 Binary files /dev/null and b/PartB/90Cross10Mut2El/aggregated_fn.ods differ diff --git a/PartB/90Cross10Mut2El/aggregated_fn.tsv b/PartB/90Cross10Mut2El/aggregated_fn.tsv new file mode 100644 index 0000000..8e6316e --- /dev/null +++ b/PartB/90Cross10Mut2El/aggregated_fn.tsv @@ -0,0 +1,26 @@ +Run(RV)/(PV) CC CO OO OC +0 1073 71 1510 156 +1 970 178 1578 84 +2 1048 82 1529 151 +3 1034 93 1531 152 +4 1005 148 1595 62 +5 1047 82 1520 161 +6 1030 79 1557 144 +7 970 193 1600 47 +8 1009 104 1537 160 +9 1040 108 1410 252 + +Total results: + CC CO OO OC + 10226 1138 15367 1369 + +Averaged results: + CC CO OO OC + 1022 113 1536 136 + + +Average Hits Per Run: 2559 +Average Tests Per Run: 2810 +Average % Correct Per Run: 0.910676 +Total Hits(All runs combined): 25593 +Total Tests(All runs combined): 28100 diff --git a/PartB/90Cross10Mut2El/aggregated_runs.tsv b/PartB/90Cross10Mut2El/aggregated_runs.tsv new file mode 100644 index 0000000..788b12b --- /dev/null +++ b/PartB/90Cross10Mut2El/aggregated_runs.tsv @@ -0,0 +1,574 @@ +GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN +=AVERAGE(a55, a56, a57, a58, a59, a60, a61, a62, a63, a64) =AVERAGE(b55, b56, b57, b58, b59, b60, b61, b62, b63, b64) =AVERAGE(c55, c56, c57, c58, c59, c60, c61, c62, c63, c64) =AVERAGE(d55, d56, d57, d58, d59, d60, d61, d62, d63, d64) =AVERAGE(e55, e56, e57, e58, e59, e60, e61, e62, e63, e64) =AVERAGE(f55, f56, f57, f58, f59, f60, f61, f62, f63, f64) =AVERAGE(g55, g56, g57, g58, g59, g60, g61, g62, g63, g64) =AVERAGE(h55, h56, h57, h58, h59, h60, h61, h62, h63, h64) =AVERAGE(i55, i56, i57, i58, i59, i60, i61, i62, i63, i64) =AVERAGE(j55, j56, j57, j58, j59, j60, j61, j62, j63, j64) =AVERAGE(k55, k56, k57, k58, k59, k60, k61, k62, k63, k64) =AVERAGE(l55, l56, l57, l58, l59, l60, l61, l62, l63, l64) =AVERAGE(m55, m56, m57, m58, m59, m60, m61, m62, m63, m64) =AVERAGE(n55, n56, n57, n58, n59, n60, n61, n62, n63, n64) =AVERAGE(o55, o56, o57, o58, o59, o60, o61, o62, o63, o64) =AVERAGE(p55, p56, p57, p58, p59, p60, p61, p62, p63, p64) =AVERAGE(q55, q56, q57, q58, q59, q60, q61, q62, q63, q64) =AVERAGE(r55, r56, r57, r58, r59, r60, r61, r62, r63, r64) =AVERAGE(s55, s56, s57, s58, s59, s60, s61, s62, s63, s64) =AVERAGE(t55, t56, t57, t58, t59, t60, t61, t62, t63, t64) =STDEV.P(a55, a56, a57, a58, a59, a60, a61, a62, a63, a64) =STDEV.P(b55, b56, b57, b58, b59, b60, b61, b62, b63, b64) =STDEV.P(c55, c56, c57, c58, c59, c60, c61, c62, c63, c64) =STDEV.P(d55, d56, d57, d58, d59, d60, d61, d62, d63, d64) =STDEV.P(e55, e56, e57, e58, e59, e60, e61, e62, e63, e64) =STDEV.P(f55, f56, f57, f58, f59, f60, f61, f62, f63, f64) =STDEV.P(g55, g56, g57, g58, g59, g60, g61, g62, g63, g64) =STDEV.P(h55, h56, h57, h58, h59, h60, h61, h62, h63, h64) =STDEV.P(i55, i56, i57, i58, i59, i60, i61, i62, i63, i64) =STDEV.P(j55, j56, j57, j58, j59, j60, j61, j62, j63, j64) =STDEV.P(k55, k56, k57, k58, k59, k60, k61, k62, k63, k64) =STDEV.P(l55, l56, l57, l58, l59, l60, l61, l62, l63, l64) =STDEV.P(m55, m56, m57, m58, m59, m60, m61, m62, m63, m64) =STDEV.P(n55, n56, n57, n58, n59, n60, n61, n62, n63, n64) =STDEV.P(o55, o56, o57, o58, o59, o60, o61, o62, o63, o64) =STDEV.P(p55, p56, p57, p58, p59, p60, p61, p62, p63, p64) =STDEV.P(q55, q56, q57, q58, q59, q60, q61, q62, q63, q64) =STDEV.P(r55, r56, r57, r58, r59, r60, r61, r62, r63, r64) =STDEV.P(s55, s56, s57, s58, s59, s60, s61, s62, s63, s64) =STDEV.P(t55, t56, t57, t58, t59, t60, t61, t62, t63, t64) =STDEV.P(a2, a3, a4, a5, a6, a7, a8, a9, a10, a11, a12, a13, a14, a15, a16, a17, a18, a19, a20, a21, a22, a23, a24, a25, a26, a27, a28, a29, a30, a31, a32, a33, a34, a35, a36, a37, a38, a39, a40, a41, a42, a43, a44, a45, a46, a47, a48, a49, a50, a51, a52, a53) =STDEV.P(b2, b3, b4, b5, b6, b7, b8, b9, b10, b11, b12, b13, b14, b15, b16, b17, b18, b19, b20, b21, b22, b23, b24, b25, b26, b27, b28, b29, b30, b31, b32, b33, b34, b35, b36, b37, b38, b39, b40, b41, b42, b43, b44, b45, b46, b47, b48, b49, b50, b51, b52, b53) =STDEV.P(c2, c3, c4, c5, c6, c7, c8, c9, c10, c11, c12, c13, c14, c15, c16, c17, c18, c19, c20, c21, c22, c23, c24, c25, c26, c27, c28, c29, c30, c31, c32, c33, c34, c35, c36, c37, c38, c39, c40, c41, c42, c43, c44, c45, c46, c47, c48, c49, c50, c51, c52, c53) =STDEV.P(d2, d3, d4, d5, d6, d7, d8, d9, d10, d11, d12, d13, d14, d15, d16, d17, d18, d19, d20, d21, d22, d23, d24, d25, d26, d27, d28, d29, d30, d31, d32, d33, d34, d35, d36, d37, d38, d39, d40, d41, d42, d43, d44, d45, d46, d47, d48, d49, d50, d51, d52, d53) =STDEV.P(e2, e3, e4, e5, e6, e7, e8, e9, e10, e11, e12, e13, e14, e15, e16, e17, e18, e19, e20, e21, e22, e23, e24, e25, e26, e27, e28, e29, e30, e31, e32, e33, e34, e35, e36, e37, e38, e39, e40, e41, e42, e43, e44, e45, e46, e47, e48, e49, e50, e51, e52, e53) =STDEV.P(f2, f3, f4, f5, f6, f7, f8, f9, f10, f11, f12, f13, f14, f15, f16, f17, f18, f19, f20, f21, f22, f23, f24, f25, f26, f27, f28, f29, f30, f31, f32, f33, f34, f35, f36, f37, f38, f39, f40, f41, f42, f43, f44, f45, f46, f47, f48, f49, f50, f51, f52, f53) =STDEV.P(g2, g3, g4, g5, g6, g7, g8, g9, g10, g11, g12, g13, g14, g15, g16, g17, g18, g19, g20, g21, g22, g23, g24, g25, g26, g27, g28, g29, g30, g31, g32, g33, g34, g35, g36, g37, g38, g39, g40, g41, g42, g43, g44, g45, g46, g47, g48, g49, g50, g51, g52, g53) =STDEV.P(h2, h3, h4, h5, h6, h7, h8, h9, h10, h11, h12, h13, h14, h15, h16, h17, h18, h19, h20, h21, h22, h23, h24, h25, h26, h27, h28, h29, h30, h31, h32, h33, h34, h35, h36, h37, h38, h39, h40, h41, h42, h43, h44, h45, h46, h47, h48, h49, h50, h51, h52, h53) =STDEV.P(i2, i3, i4, i5, i6, i7, i8, i9, i10, i11, i12, i13, i14, i15, i16, i17, i18, i19, i20, i21, i22, i23, i24, i25, i26, i27, i28, i29, i30, i31, i32, i33, i34, i35, i36, i37, i38, i39, i40, i41, i42, i43, i44, i45, i46, i47, i48, i49, i50, i51, i52, i53) =STDEV.P(j2, j3, j4, j5, j6, j7, j8, j9, j10, j11, j12, j13, j14, j15, j16, j17, j18, j19, j20, j21, j22, j23, j24, j25, j26, j27, j28, j29, j30, j31, j32, j33, j34, j35, j36, j37, j38, j39, j40, j41, j42, j43, j44, j45, j46, j47, j48, j49, j50, j51, j52, j53) =STDEV.P(k2, k3, k4, k5, k6, k7, k8, k9, k10, k11, k12, k13, k14, k15, k16, k17, k18, k19, k20, k21, k22, k23, k24, k25, k26, k27, k28, k29, k30, k31, k32, k33, k34, k35, k36, k37, k38, k39, k40, k41, k42, k43, k44, k45, k46, k47, k48, k49, k50, k51, k52, k53) =STDEV.P(l2, l3, l4, l5, l6, l7, l8, l9, l10, l11, l12, l13, l14, l15, l16, l17, l18, l19, l20, l21, l22, l23, l24, l25, l26, l27, l28, l29, l30, l31, l32, l33, l34, l35, l36, l37, l38, l39, l40, l41, l42, l43, l44, l45, l46, l47, l48, l49, l50, l51, l52, l53) =STDEV.P(m2, m3, m4, m5, m6, m7, m8, m9, m10, m11, m12, m13, m14, m15, m16, m17, m18, m19, m20, m21, m22, m23, m24, m25, m26, m27, m28, m29, m30, m31, m32, m33, m34, m35, m36, m37, m38, m39, m40, m41, m42, m43, m44, m45, m46, m47, m48, m49, m50, m51, m52, m53) =STDEV.P(n2, n3, n4, n5, n6, n7, n8, n9, n10, n11, n12, n13, n14, n15, n16, n17, n18, n19, n20, n21, n22, n23, n24, n25, n26, n27, n28, n29, n30, n31, n32, n33, n34, n35, n36, n37, n38, n39, n40, n41, n42, n43, n44, n45, n46, n47, n48, n49, n50, n51, n52, n53) =STDEV.P(o2, o3, o4, o5, o6, o7, o8, o9, o10, o11, o12, o13, o14, o15, o16, o17, o18, o19, o20, o21, o22, o23, o24, o25, o26, o27, o28, o29, o30, o31, o32, o33, o34, o35, o36, o37, o38, o39, o40, o41, o42, o43, o44, o45, o46, o47, o48, o49, o50, o51, o52, o53) =STDEV.P(p2, p3, p4, p5, p6, p7, p8, p9, p10, p11, p12, p13, p14, p15, p16, p17, p18, p19, p20, p21, p22, p23, p24, p25, p26, p27, p28, p29, p30, p31, p32, p33, p34, p35, p36, p37, p38, p39, p40, p41, p42, p43, p44, p45, p46, p47, p48, p49, p50, p51, p52, p53) =STDEV.P(q2, q3, q4, q5, q6, q7, q8, q9, q10, q11, q12, q13, q14, q15, q16, q17, q18, q19, q20, q21, q22, q23, q24, q25, q26, q27, q28, q29, q30, q31, q32, q33, q34, q35, q36, q37, q38, q39, q40, q41, q42, q43, q44, q45, q46, q47, q48, q49, q50, q51, q52, q53) =STDEV.P(r2, r3, r4, r5, r6, r7, r8, r9, r10, r11, r12, r13, r14, r15, r16, r17, r18, r19, r20, r21, r22, r23, r24, r25, r26, r27, r28, r29, r30, r31, r32, r33, r34, r35, r36, r37, r38, r39, r40, r41, r42, r43, r44, r45, r46, r47, r48, r49, r50, r51, r52, r53) =STDEV.P(s2, s3, s4, s5, s6, s7, s8, s9, s10, s11, s12, s13, s14, s15, s16, s17, s18, s19, s20, s21, s22, s23, s24, s25, s26, s27, s28, s29, s30, s31, s32, s33, s34, s35, s36, s37, s38, s39, s40, s41, s42, s43, s44, s45, s46, s47, s48, s49, s50, s51, s52, s53) =STDEV.P(t2, t3, t4, t5, t6, t7, t8, t9, t10, t11, t12, t13, t14, t15, t16, t17, t18, t19, t20, t21, t22, t23, t24, t25, t26, t27, t28, t29, t30, t31, t32, t33, t34, t35, t36, t37, t38, t39, t40, t41, t42, t43, t44, t45, t46, t47, t48, t49, t50, t51, t52, t53) +=AVERAGE(a65, a66, a67, a68, a69, a70, a71, a72, a73, a74) =AVERAGE(b65, b66, b67, b68, b69, b70, b71, b72, b73, b74) =AVERAGE(c65, c66, c67, c68, c69, c70, c71, c72, c73, c74) =AVERAGE(d65, d66, d67, d68, d69, d70, d71, d72, d73, d74) =AVERAGE(e65, e66, e67, e68, e69, e70, e71, e72, e73, e74) =AVERAGE(f65, f66, f67, f68, f69, f70, f71, f72, f73, f74) =AVERAGE(g65, g66, g67, g68, g69, g70, g71, g72, g73, g74) =AVERAGE(h65, h66, h67, h68, h69, h70, h71, h72, h73, h74) =AVERAGE(i65, i66, i67, i68, i69, i70, i71, i72, i73, i74) =AVERAGE(j65, j66, j67, j68, j69, j70, j71, j72, j73, j74) =AVERAGE(k65, k66, k67, k68, k69, k70, k71, k72, k73, k74) =AVERAGE(l65, l66, l67, l68, l69, l70, l71, l72, l73, l74) =AVERAGE(m65, m66, m67, m68, m69, m70, m71, m72, m73, m74) =AVERAGE(n65, n66, n67, n68, n69, n70, n71, n72, n73, n74) =AVERAGE(o65, o66, o67, o68, o69, o70, o71, o72, o73, o74) =AVERAGE(p65, p66, p67, p68, p69, p70, p71, p72, p73, p74) =AVERAGE(q65, q66, q67, q68, q69, q70, q71, q72, q73, q74) =AVERAGE(r65, r66, r67, r68, r69, r70, r71, r72, r73, r74) =AVERAGE(s65, s66, s67, s68, s69, s70, s71, s72, s73, s74) =AVERAGE(t65, t66, t67, t68, t69, t70, t71, t72, t73, t74) =STDEV.P(a65, a66, a67, a68, a69, a70, a71, a72, a73, a74) =STDEV.P(b65, b66, b67, b68, b69, b70, b71, b72, b73, b74) =STDEV.P(c65, c66, c67, c68, c69, c70, c71, c72, c73, c74) =STDEV.P(d65, d66, d67, d68, d69, d70, d71, d72, d73, d74) =STDEV.P(e65, e66, e67, e68, e69, e70, e71, e72, e73, e74) =STDEV.P(f65, f66, f67, f68, f69, f70, f71, f72, f73, f74) =STDEV.P(g65, g66, g67, g68, g69, g70, g71, g72, g73, g74) =STDEV.P(h65, h66, h67, h68, h69, h70, h71, h72, h73, h74) =STDEV.P(i65, i66, i67, i68, i69, i70, i71, i72, i73, i74) =STDEV.P(j65, j66, j67, j68, j69, j70, j71, j72, j73, j74) =STDEV.P(k65, k66, k67, k68, k69, k70, k71, k72, k73, k74) =STDEV.P(l65, l66, l67, l68, l69, l70, l71, l72, l73, l74) =STDEV.P(m65, m66, m67, m68, m69, m70, m71, m72, m73, m74) =STDEV.P(n65, n66, n67, n68, n69, n70, n71, n72, n73, n74) =STDEV.P(o65, o66, o67, o68, o69, o70, o71, o72, o73, o74) =STDEV.P(p65, p66, p67, p68, p69, p70, p71, p72, p73, p74) =STDEV.P(q65, q66, q67, q68, q69, q70, q71, q72, q73, q74) =STDEV.P(r65, r66, r67, r68, r69, r70, r71, r72, r73, r74) =STDEV.P(s65, s66, s67, s68, s69, s70, s71, s72, s73, s74) =STDEV.P(t65, t66, t67, t68, t69, t70, t71, t72, t73, t74) +=AVERAGE(a75, a76, a77, a78, a79, a80, a81, a82, a83, a84) =AVERAGE(b75, b76, b77, b78, b79, b80, b81, b82, b83, b84) =AVERAGE(c75, c76, c77, c78, c79, c80, c81, c82, c83, c84) =AVERAGE(d75, d76, d77, d78, d79, d80, d81, d82, d83, d84) =AVERAGE(e75, e76, e77, e78, e79, e80, e81, e82, e83, e84) =AVERAGE(f75, f76, f77, f78, f79, f80, f81, f82, f83, f84) =AVERAGE(g75, g76, g77, g78, g79, g80, g81, g82, g83, g84) =AVERAGE(h75, h76, h77, h78, h79, h80, h81, h82, h83, h84) =AVERAGE(i75, i76, i77, i78, i79, i80, i81, i82, i83, i84) =AVERAGE(j75, j76, j77, j78, j79, j80, j81, j82, j83, j84) =AVERAGE(k75, k76, k77, k78, k79, k80, k81, k82, k83, k84) =AVERAGE(l75, l76, l77, l78, l79, l80, l81, l82, l83, l84) =AVERAGE(m75, m76, m77, m78, m79, m80, m81, m82, m83, m84) =AVERAGE(n75, n76, n77, n78, n79, n80, n81, n82, n83, n84) =AVERAGE(o75, o76, o77, o78, o79, o80, o81, o82, o83, o84) =AVERAGE(p75, p76, p77, p78, p79, p80, p81, p82, p83, p84) =AVERAGE(q75, q76, q77, q78, q79, q80, q81, q82, q83, q84) =AVERAGE(r75, r76, r77, r78, r79, r80, r81, r82, r83, r84) =AVERAGE(s75, s76, s77, s78, s79, s80, s81, s82, s83, s84) =AVERAGE(t75, t76, t77, t78, t79, t80, t81, t82, t83, t84) =STDEV.P(a75, a76, a77, a78, a79, a80, a81, a82, a83, a84) =STDEV.P(b75, b76, b77, b78, b79, b80, b81, b82, b83, b84) =STDEV.P(c75, c76, c77, c78, c79, c80, c81, c82, c83, c84) =STDEV.P(d75, d76, d77, d78, d79, d80, d81, d82, d83, d84) =STDEV.P(e75, e76, e77, e78, e79, e80, e81, e82, e83, e84) =STDEV.P(f75, f76, f77, f78, f79, f80, f81, f82, f83, f84) =STDEV.P(g75, g76, g77, g78, g79, g80, g81, g82, g83, g84) =STDEV.P(h75, h76, h77, h78, h79, h80, h81, h82, h83, h84) =STDEV.P(i75, i76, i77, i78, i79, i80, i81, i82, i83, i84) =STDEV.P(j75, j76, j77, j78, j79, j80, j81, j82, j83, j84) =STDEV.P(k75, k76, k77, k78, k79, k80, k81, k82, k83, k84) =STDEV.P(l75, l76, l77, l78, l79, l80, l81, l82, l83, l84) =STDEV.P(m75, m76, m77, m78, m79, m80, m81, m82, m83, m84) =STDEV.P(n75, n76, n77, n78, n79, n80, n81, n82, n83, n84) =STDEV.P(o75, o76, o77, o78, o79, o80, o81, o82, o83, o84) =STDEV.P(p75, p76, p77, p78, p79, p80, p81, p82, p83, p84) =STDEV.P(q75, q76, q77, q78, q79, q80, q81, q82, q83, q84) =STDEV.P(r75, r76, r77, r78, r79, r80, r81, r82, r83, r84) =STDEV.P(s75, s76, s77, s78, s79, s80, s81, s82, s83, s84) =STDEV.P(t75, t76, t77, t78, t79, t80, t81, t82, t83, t84) +=AVERAGE(a85, a86, a87, a88, a89, a90, a91, a92, a93, a94) =AVERAGE(b85, b86, b87, b88, b89, b90, b91, b92, b93, b94) =AVERAGE(c85, c86, c87, c88, c89, c90, c91, c92, c93, c94) =AVERAGE(d85, d86, d87, d88, d89, d90, d91, d92, d93, d94) =AVERAGE(e85, e86, e87, e88, e89, e90, e91, e92, e93, e94) =AVERAGE(f85, f86, f87, f88, f89, f90, f91, f92, f93, f94) =AVERAGE(g85, g86, g87, g88, g89, g90, g91, g92, g93, g94) =AVERAGE(h85, h86, h87, h88, h89, h90, h91, h92, h93, h94) =AVERAGE(i85, i86, i87, i88, i89, i90, i91, i92, i93, i94) =AVERAGE(j85, j86, j87, j88, j89, j90, j91, j92, j93, j94) =AVERAGE(k85, k86, k87, k88, k89, k90, k91, k92, k93, k94) =AVERAGE(l85, l86, l87, l88, l89, l90, l91, l92, l93, l94) =AVERAGE(m85, m86, m87, m88, m89, m90, m91, m92, m93, m94) =AVERAGE(n85, n86, n87, n88, n89, n90, n91, n92, n93, n94) =AVERAGE(o85, o86, o87, o88, o89, o90, o91, o92, o93, o94) =AVERAGE(p85, p86, p87, p88, p89, p90, p91, p92, p93, p94) =AVERAGE(q85, q86, q87, q88, q89, q90, q91, q92, q93, q94) =AVERAGE(r85, r86, r87, r88, r89, r90, r91, r92, r93, r94) =AVERAGE(s85, s86, s87, s88, s89, s90, s91, s92, s93, s94) =AVERAGE(t85, t86, t87, t88, t89, t90, t91, t92, t93, t94) =STDEV.P(a85, a86, a87, a88, a89, a90, a91, a92, a93, a94) =STDEV.P(b85, b86, b87, b88, b89, b90, b91, b92, b93, b94) =STDEV.P(c85, c86, c87, c88, c89, c90, c91, c92, c93, c94) =STDEV.P(d85, d86, d87, d88, d89, d90, d91, d92, d93, d94) =STDEV.P(e85, e86, e87, e88, e89, e90, e91, e92, e93, e94) =STDEV.P(f85, f86, f87, f88, f89, f90, f91, f92, f93, f94) =STDEV.P(g85, g86, g87, g88, g89, g90, g91, g92, g93, g94) =STDEV.P(h85, h86, h87, h88, h89, h90, h91, h92, h93, h94) =STDEV.P(i85, i86, i87, i88, i89, i90, i91, i92, i93, i94) =STDEV.P(j85, j86, j87, j88, j89, j90, j91, j92, j93, j94) =STDEV.P(k85, k86, k87, k88, k89, k90, k91, k92, k93, k94) =STDEV.P(l85, l86, l87, l88, l89, l90, l91, l92, l93, l94) =STDEV.P(m85, m86, m87, m88, m89, m90, m91, m92, m93, m94) =STDEV.P(n85, n86, n87, n88, n89, n90, n91, n92, n93, n94) =STDEV.P(o85, o86, o87, o88, o89, o90, o91, o92, o93, o94) =STDEV.P(p85, p86, p87, p88, p89, p90, p91, p92, p93, p94) =STDEV.P(q85, q86, q87, q88, q89, q90, q91, q92, q93, q94) =STDEV.P(r85, r86, r87, r88, r89, r90, r91, r92, r93, r94) =STDEV.P(s85, s86, s87, s88, s89, s90, s91, s92, s93, s94) =STDEV.P(t85, t86, t87, t88, t89, t90, t91, t92, t93, t94) +=AVERAGE(a95, a96, a97, a98, a99, a100, a101, a102, a103, a104) =AVERAGE(b95, b96, b97, b98, b99, b100, b101, b102, b103, b104) =AVERAGE(c95, c96, c97, c98, c99, c100, c101, c102, c103, c104) =AVERAGE(d95, d96, d97, d98, d99, d100, d101, d102, d103, d104) =AVERAGE(e95, e96, e97, e98, e99, e100, e101, e102, e103, e104) =AVERAGE(f95, f96, f97, f98, f99, f100, f101, f102, f103, f104) =AVERAGE(g95, g96, g97, g98, g99, g100, g101, g102, g103, g104) =AVERAGE(h95, h96, h97, h98, h99, h100, h101, h102, h103, h104) =AVERAGE(i95, i96, i97, i98, i99, i100, i101, i102, i103, i104) =AVERAGE(j95, j96, j97, j98, j99, j100, j101, j102, j103, j104) =AVERAGE(k95, k96, k97, k98, k99, k100, k101, k102, k103, k104) =AVERAGE(l95, l96, l97, l98, l99, l100, l101, l102, l103, l104) =AVERAGE(m95, m96, m97, m98, m99, m100, m101, m102, m103, m104) =AVERAGE(n95, n96, n97, n98, n99, n100, n101, n102, n103, n104) =AVERAGE(o95, o96, o97, o98, o99, o100, o101, o102, o103, o104) =AVERAGE(p95, p96, p97, p98, p99, p100, p101, p102, p103, p104) =AVERAGE(q95, q96, q97, q98, q99, q100, q101, q102, q103, q104) =AVERAGE(r95, r96, r97, r98, r99, r100, r101, r102, r103, r104) =AVERAGE(s95, s96, s97, s98, s99, s100, s101, s102, s103, s104) =AVERAGE(t95, t96, t97, t98, t99, t100, t101, t102, t103, t104) =STDEV.P(a95, a96, a97, a98, a99, a100, a101, a102, a103, a104) =STDEV.P(b95, b96, b97, b98, b99, b100, b101, b102, b103, b104) =STDEV.P(c95, c96, c97, c98, c99, c100, c101, c102, c103, c104) =STDEV.P(d95, d96, d97, d98, d99, d100, d101, d102, d103, d104) =STDEV.P(e95, e96, e97, e98, e99, e100, e101, e102, e103, e104) =STDEV.P(f95, f96, f97, f98, f99, f100, f101, f102, f103, f104) =STDEV.P(g95, g96, g97, g98, g99, g100, g101, g102, g103, g104) =STDEV.P(h95, h96, h97, h98, h99, h100, h101, h102, h103, h104) =STDEV.P(i95, i96, i97, i98, i99, i100, i101, i102, i103, i104) =STDEV.P(j95, j96, j97, j98, j99, j100, j101, j102, j103, j104) =STDEV.P(k95, k96, k97, k98, k99, k100, k101, k102, k103, k104) =STDEV.P(l95, l96, l97, l98, l99, l100, l101, l102, l103, l104) =STDEV.P(m95, m96, m97, m98, m99, m100, m101, m102, m103, m104) =STDEV.P(n95, n96, n97, n98, n99, n100, n101, n102, n103, n104) =STDEV.P(o95, o96, o97, o98, o99, o100, o101, o102, o103, o104) =STDEV.P(p95, p96, p97, p98, p99, p100, p101, p102, p103, p104) =STDEV.P(q95, q96, q97, q98, q99, q100, q101, q102, q103, q104) =STDEV.P(r95, r96, r97, r98, r99, r100, r101, r102, r103, r104) =STDEV.P(s95, s96, s97, s98, s99, s100, s101, s102, s103, s104) =STDEV.P(t95, t96, t97, t98, t99, t100, t101, t102, t103, t104) +=AVERAGE(a105, a106, a107, a108, a109, a110, a111, a112, a113, a114) =AVERAGE(b105, b106, b107, b108, b109, b110, b111, b112, b113, b114) =AVERAGE(c105, c106, c107, c108, c109, c110, c111, c112, c113, c114) =AVERAGE(d105, d106, d107, d108, d109, d110, d111, d112, d113, d114) =AVERAGE(e105, e106, e107, e108, e109, e110, e111, e112, e113, e114) =AVERAGE(f105, f106, f107, f108, f109, f110, f111, f112, f113, f114) =AVERAGE(g105, g106, g107, g108, g109, g110, g111, g112, g113, g114) =AVERAGE(h105, h106, h107, h108, h109, h110, h111, h112, h113, h114) =AVERAGE(i105, i106, i107, i108, i109, i110, i111, i112, i113, i114) =AVERAGE(j105, j106, j107, j108, j109, j110, j111, j112, j113, j114) =AVERAGE(k105, k106, k107, k108, k109, k110, k111, k112, k113, k114) =AVERAGE(l105, l106, l107, l108, l109, l110, l111, l112, l113, l114) =AVERAGE(m105, m106, m107, m108, m109, m110, m111, m112, m113, m114) =AVERAGE(n105, n106, n107, n108, n109, n110, n111, n112, n113, n114) =AVERAGE(o105, o106, o107, o108, o109, o110, o111, o112, o113, o114) =AVERAGE(p105, p106, p107, p108, p109, p110, p111, p112, p113, p114) =AVERAGE(q105, q106, q107, q108, q109, q110, q111, q112, q113, q114) =AVERAGE(r105, r106, r107, r108, r109, r110, r111, r112, r113, r114) =AVERAGE(s105, s106, s107, s108, s109, s110, s111, s112, s113, s114) =AVERAGE(t105, t106, t107, t108, t109, t110, t111, t112, t113, t114) =STDEV.P(a105, a106, a107, a108, a109, a110, a111, a112, a113, a114) =STDEV.P(b105, b106, b107, b108, b109, b110, b111, b112, b113, b114) =STDEV.P(c105, c106, c107, c108, c109, c110, c111, c112, c113, c114) =STDEV.P(d105, d106, d107, d108, d109, d110, d111, d112, d113, d114) =STDEV.P(e105, e106, e107, e108, e109, e110, e111, e112, e113, e114) =STDEV.P(f105, f106, f107, f108, f109, f110, f111, f112, f113, f114) =STDEV.P(g105, g106, g107, g108, g109, g110, g111, g112, g113, g114) =STDEV.P(h105, h106, h107, h108, h109, h110, h111, h112, h113, h114) =STDEV.P(i105, i106, i107, i108, i109, i110, i111, i112, i113, i114) =STDEV.P(j105, j106, j107, j108, j109, j110, j111, j112, j113, j114) =STDEV.P(k105, k106, k107, k108, k109, k110, k111, k112, k113, k114) =STDEV.P(l105, l106, l107, l108, l109, l110, l111, l112, l113, l114) =STDEV.P(m105, m106, m107, m108, m109, m110, m111, m112, m113, m114) =STDEV.P(n105, n106, n107, n108, n109, n110, n111, n112, n113, n114) =STDEV.P(o105, o106, o107, o108, o109, o110, o111, o112, o113, o114) =STDEV.P(p105, p106, p107, p108, p109, p110, p111, p112, p113, p114) =STDEV.P(q105, q106, q107, q108, q109, q110, q111, q112, q113, q114) =STDEV.P(r105, r106, r107, r108, r109, r110, r111, r112, r113, r114) =STDEV.P(s105, s106, s107, s108, s109, s110, s111, s112, s113, s114) =STDEV.P(t105, t106, t107, t108, t109, t110, t111, t112, t113, t114) +=AVERAGE(a115, a116, a117, a118, a119, a120, a121, a122, a123, a124) =AVERAGE(b115, b116, b117, b118, b119, b120, b121, b122, b123, b124) =AVERAGE(c115, c116, c117, c118, c119, c120, c121, c122, c123, c124) =AVERAGE(d115, d116, d117, d118, d119, d120, d121, d122, d123, d124) =AVERAGE(e115, e116, e117, e118, e119, e120, e121, e122, e123, e124) =AVERAGE(f115, f116, f117, f118, f119, f120, f121, f122, f123, f124) =AVERAGE(g115, g116, g117, g118, g119, g120, g121, g122, g123, g124) =AVERAGE(h115, h116, h117, h118, h119, h120, h121, h122, h123, h124) =AVERAGE(i115, i116, i117, i118, i119, i120, i121, i122, i123, i124) =AVERAGE(j115, j116, j117, j118, j119, j120, j121, j122, j123, j124) =AVERAGE(k115, k116, k117, k118, k119, k120, k121, k122, k123, k124) =AVERAGE(l115, l116, l117, l118, l119, l120, l121, l122, l123, l124) =AVERAGE(m115, m116, m117, m118, m119, m120, m121, m122, m123, m124) =AVERAGE(n115, n116, n117, n118, n119, n120, n121, n122, n123, n124) =AVERAGE(o115, o116, o117, o118, o119, o120, o121, o122, o123, o124) =AVERAGE(p115, p116, p117, p118, p119, p120, p121, p122, p123, p124) =AVERAGE(q115, q116, q117, q118, q119, q120, q121, q122, q123, q124) =AVERAGE(r115, r116, r117, r118, r119, r120, r121, r122, r123, r124) =AVERAGE(s115, s116, s117, s118, s119, s120, s121, s122, s123, s124) =AVERAGE(t115, t116, t117, t118, t119, t120, t121, t122, t123, t124) =STDEV.P(a115, a116, a117, a118, a119, a120, a121, a122, a123, a124) =STDEV.P(b115, b116, b117, b118, b119, b120, b121, b122, b123, b124) =STDEV.P(c115, c116, c117, c118, c119, c120, c121, c122, c123, c124) =STDEV.P(d115, d116, d117, d118, d119, d120, d121, d122, d123, d124) =STDEV.P(e115, e116, e117, e118, e119, e120, e121, e122, e123, e124) =STDEV.P(f115, f116, f117, f118, f119, f120, f121, f122, f123, f124) =STDEV.P(g115, g116, g117, g118, g119, g120, g121, g122, g123, g124) =STDEV.P(h115, h116, h117, h118, h119, h120, h121, h122, h123, h124) =STDEV.P(i115, i116, i117, i118, i119, i120, i121, i122, i123, i124) =STDEV.P(j115, j116, j117, j118, j119, j120, j121, j122, j123, j124) =STDEV.P(k115, k116, k117, k118, k119, k120, k121, k122, k123, k124) =STDEV.P(l115, l116, l117, l118, l119, l120, l121, l122, l123, l124) =STDEV.P(m115, m116, m117, m118, m119, m120, m121, m122, m123, m124) =STDEV.P(n115, n116, n117, n118, n119, n120, n121, n122, n123, n124) =STDEV.P(o115, o116, o117, o118, o119, o120, o121, o122, o123, o124) =STDEV.P(p115, p116, p117, p118, p119, p120, p121, p122, p123, p124) =STDEV.P(q115, q116, q117, q118, q119, q120, q121, q122, q123, q124) =STDEV.P(r115, r116, r117, r118, r119, r120, r121, r122, r123, r124) =STDEV.P(s115, s116, s117, s118, s119, s120, s121, s122, s123, s124) =STDEV.P(t115, t116, t117, t118, t119, t120, t121, t122, t123, t124) +=AVERAGE(a125, a126, a127, a128, a129, a130, a131, a132, a133, a134) =AVERAGE(b125, b126, b127, b128, b129, b130, b131, b132, b133, b134) =AVERAGE(c125, c126, c127, c128, c129, c130, c131, c132, c133, c134) =AVERAGE(d125, d126, d127, d128, d129, d130, d131, d132, d133, d134) =AVERAGE(e125, e126, e127, e128, e129, e130, e131, e132, e133, e134) =AVERAGE(f125, f126, f127, f128, f129, f130, f131, f132, f133, f134) =AVERAGE(g125, g126, g127, g128, g129, g130, g131, g132, g133, g134) =AVERAGE(h125, h126, h127, h128, h129, h130, h131, h132, h133, h134) =AVERAGE(i125, i126, i127, i128, i129, i130, i131, i132, i133, i134) =AVERAGE(j125, j126, j127, j128, j129, j130, j131, j132, j133, j134) =AVERAGE(k125, k126, k127, k128, k129, k130, k131, k132, k133, k134) =AVERAGE(l125, l126, l127, l128, l129, l130, l131, l132, l133, l134) =AVERAGE(m125, m126, m127, m128, m129, m130, m131, m132, m133, m134) =AVERAGE(n125, n126, n127, n128, n129, n130, n131, n132, n133, n134) =AVERAGE(o125, o126, o127, o128, o129, o130, o131, o132, o133, o134) =AVERAGE(p125, p126, p127, p128, p129, p130, p131, p132, p133, p134) =AVERAGE(q125, q126, q127, q128, q129, q130, q131, q132, q133, q134) =AVERAGE(r125, r126, r127, r128, r129, r130, r131, r132, r133, r134) =AVERAGE(s125, s126, s127, s128, s129, s130, s131, s132, s133, s134) =AVERAGE(t125, t126, t127, t128, t129, t130, t131, t132, t133, t134) =STDEV.P(a125, a126, a127, a128, a129, a130, a131, a132, a133, a134) =STDEV.P(b125, b126, b127, b128, b129, b130, b131, b132, b133, b134) =STDEV.P(c125, c126, c127, c128, c129, c130, c131, c132, c133, c134) =STDEV.P(d125, d126, d127, d128, d129, d130, d131, d132, d133, d134) =STDEV.P(e125, e126, e127, e128, e129, e130, e131, e132, e133, e134) =STDEV.P(f125, f126, f127, f128, f129, f130, f131, f132, f133, f134) =STDEV.P(g125, g126, g127, g128, g129, g130, g131, g132, g133, g134) =STDEV.P(h125, h126, h127, h128, h129, h130, h131, h132, h133, h134) =STDEV.P(i125, i126, i127, i128, i129, i130, i131, i132, i133, i134) =STDEV.P(j125, j126, j127, j128, j129, j130, j131, j132, j133, j134) =STDEV.P(k125, k126, k127, k128, k129, k130, k131, k132, k133, k134) =STDEV.P(l125, l126, l127, l128, l129, l130, l131, l132, l133, l134) =STDEV.P(m125, m126, m127, m128, m129, m130, m131, m132, m133, m134) =STDEV.P(n125, n126, n127, n128, n129, n130, n131, n132, n133, n134) =STDEV.P(o125, o126, o127, o128, o129, o130, o131, o132, o133, o134) =STDEV.P(p125, p126, p127, p128, p129, p130, p131, p132, p133, p134) =STDEV.P(q125, q126, q127, q128, q129, q130, q131, q132, q133, q134) =STDEV.P(r125, r126, r127, r128, r129, r130, r131, r132, r133, r134) =STDEV.P(s125, s126, s127, s128, s129, s130, s131, s132, s133, s134) =STDEV.P(t125, t126, t127, t128, t129, t130, t131, t132, t133, t134) +=AVERAGE(a135, a136, a137, a138, a139, a140, a141, a142, a143, a144) =AVERAGE(b135, b136, b137, b138, b139, b140, b141, b142, b143, b144) =AVERAGE(c135, c136, c137, c138, c139, c140, c141, c142, c143, c144) =AVERAGE(d135, d136, d137, d138, d139, d140, d141, d142, d143, d144) =AVERAGE(e135, e136, e137, e138, e139, e140, e141, e142, e143, e144) =AVERAGE(f135, f136, f137, f138, f139, f140, f141, f142, f143, f144) =AVERAGE(g135, g136, g137, g138, g139, g140, g141, g142, g143, g144) =AVERAGE(h135, h136, h137, h138, h139, h140, h141, h142, h143, h144) =AVERAGE(i135, i136, i137, i138, i139, i140, i141, i142, i143, i144) =AVERAGE(j135, j136, j137, j138, j139, j140, j141, j142, j143, j144) =AVERAGE(k135, k136, k137, k138, k139, k140, k141, k142, k143, k144) =AVERAGE(l135, l136, l137, l138, l139, l140, l141, l142, l143, l144) =AVERAGE(m135, m136, m137, m138, m139, m140, m141, m142, m143, m144) =AVERAGE(n135, n136, n137, n138, n139, n140, n141, n142, n143, n144) =AVERAGE(o135, o136, o137, o138, o139, o140, o141, o142, o143, o144) =AVERAGE(p135, p136, p137, p138, p139, p140, p141, p142, p143, p144) =AVERAGE(q135, q136, q137, q138, q139, q140, q141, q142, q143, q144) =AVERAGE(r135, r136, r137, r138, r139, r140, r141, r142, r143, r144) =AVERAGE(s135, s136, s137, s138, s139, s140, s141, s142, s143, s144) =AVERAGE(t135, t136, t137, t138, t139, t140, t141, t142, t143, t144) =STDEV.P(a135, a136, a137, a138, a139, a140, a141, a142, a143, a144) =STDEV.P(b135, b136, b137, b138, b139, b140, b141, b142, b143, b144) =STDEV.P(c135, c136, c137, c138, c139, c140, c141, c142, c143, c144) =STDEV.P(d135, d136, d137, d138, d139, d140, d141, d142, d143, d144) =STDEV.P(e135, e136, e137, e138, e139, e140, e141, e142, e143, e144) =STDEV.P(f135, f136, f137, f138, f139, f140, f141, f142, f143, f144) =STDEV.P(g135, g136, g137, g138, g139, g140, g141, g142, g143, g144) =STDEV.P(h135, h136, h137, h138, h139, h140, h141, h142, h143, h144) =STDEV.P(i135, i136, i137, i138, i139, i140, i141, i142, i143, i144) =STDEV.P(j135, j136, j137, j138, j139, j140, j141, j142, j143, j144) =STDEV.P(k135, k136, k137, k138, k139, k140, k141, k142, k143, k144) =STDEV.P(l135, l136, l137, l138, l139, l140, l141, l142, l143, l144) =STDEV.P(m135, m136, m137, m138, m139, m140, m141, m142, m143, m144) =STDEV.P(n135, n136, n137, n138, n139, n140, n141, n142, n143, n144) =STDEV.P(o135, o136, o137, o138, o139, o140, o141, o142, o143, o144) =STDEV.P(p135, p136, p137, p138, p139, p140, p141, p142, p143, p144) =STDEV.P(q135, q136, q137, q138, q139, q140, q141, q142, q143, q144) =STDEV.P(r135, r136, r137, r138, r139, r140, r141, r142, r143, r144) =STDEV.P(s135, s136, s137, s138, s139, s140, s141, s142, s143, s144) =STDEV.P(t135, t136, t137, t138, t139, t140, t141, t142, t143, t144) +=AVERAGE(a145, a146, a147, a148, a149, a150, a151, a152, a153, a154) =AVERAGE(b145, b146, b147, b148, b149, b150, b151, b152, b153, b154) =AVERAGE(c145, c146, c147, c148, c149, c150, c151, c152, c153, c154) =AVERAGE(d145, d146, d147, d148, d149, d150, d151, d152, d153, d154) =AVERAGE(e145, e146, e147, e148, e149, e150, e151, e152, e153, e154) =AVERAGE(f145, f146, f147, f148, f149, f150, f151, f152, f153, f154) =AVERAGE(g145, g146, g147, g148, g149, g150, g151, g152, g153, g154) =AVERAGE(h145, h146, h147, h148, h149, h150, h151, h152, h153, h154) =AVERAGE(i145, i146, i147, i148, i149, i150, i151, i152, i153, i154) =AVERAGE(j145, j146, j147, j148, j149, j150, j151, j152, j153, j154) =AVERAGE(k145, k146, k147, k148, k149, k150, k151, k152, k153, k154) =AVERAGE(l145, l146, l147, l148, l149, l150, l151, l152, l153, l154) =AVERAGE(m145, m146, m147, m148, m149, m150, m151, m152, m153, m154) =AVERAGE(n145, n146, n147, n148, n149, n150, n151, n152, n153, n154) =AVERAGE(o145, o146, o147, o148, o149, o150, o151, o152, o153, o154) =AVERAGE(p145, p146, p147, p148, p149, p150, p151, p152, p153, p154) =AVERAGE(q145, q146, q147, q148, q149, q150, q151, q152, q153, q154) =AVERAGE(r145, r146, r147, r148, r149, r150, r151, r152, r153, r154) =AVERAGE(s145, s146, s147, s148, s149, s150, s151, s152, s153, s154) =AVERAGE(t145, t146, t147, t148, t149, t150, t151, t152, t153, t154) =STDEV.P(a145, a146, a147, a148, a149, a150, a151, a152, a153, a154) =STDEV.P(b145, b146, b147, b148, b149, b150, b151, b152, b153, b154) =STDEV.P(c145, c146, c147, c148, c149, c150, c151, c152, c153, c154) =STDEV.P(d145, d146, d147, d148, d149, d150, d151, d152, d153, d154) =STDEV.P(e145, e146, e147, e148, e149, e150, e151, e152, e153, e154) =STDEV.P(f145, f146, f147, f148, f149, f150, f151, f152, f153, f154) =STDEV.P(g145, g146, g147, g148, g149, g150, g151, g152, g153, g154) =STDEV.P(h145, h146, h147, h148, h149, h150, h151, h152, h153, h154) =STDEV.P(i145, i146, i147, i148, i149, i150, i151, i152, i153, i154) =STDEV.P(j145, j146, j147, j148, j149, j150, j151, j152, j153, j154) =STDEV.P(k145, k146, k147, k148, k149, k150, k151, k152, k153, k154) =STDEV.P(l145, l146, l147, l148, l149, l150, l151, l152, l153, l154) =STDEV.P(m145, m146, m147, m148, m149, m150, m151, m152, m153, m154) =STDEV.P(n145, n146, n147, n148, n149, n150, n151, n152, n153, n154) =STDEV.P(o145, o146, o147, o148, o149, o150, o151, o152, o153, o154) =STDEV.P(p145, p146, p147, p148, p149, p150, p151, p152, p153, p154) =STDEV.P(q145, q146, q147, q148, q149, q150, q151, q152, q153, q154) =STDEV.P(r145, r146, r147, r148, r149, r150, r151, r152, r153, r154) =STDEV.P(s145, s146, s147, s148, s149, s150, s151, s152, s153, s154) =STDEV.P(t145, t146, t147, t148, t149, t150, t151, t152, t153, t154) +=AVERAGE(a155, a156, a157, a158, a159, a160, a161, a162, a163, a164) =AVERAGE(b155, b156, b157, b158, b159, b160, b161, b162, b163, b164) =AVERAGE(c155, c156, c157, c158, c159, c160, c161, c162, c163, c164) =AVERAGE(d155, d156, d157, d158, d159, d160, d161, d162, d163, d164) =AVERAGE(e155, e156, e157, e158, e159, e160, e161, e162, e163, e164) =AVERAGE(f155, f156, f157, f158, f159, f160, f161, f162, f163, f164) =AVERAGE(g155, g156, g157, g158, g159, g160, g161, g162, g163, g164) =AVERAGE(h155, h156, h157, h158, h159, h160, h161, h162, h163, h164) =AVERAGE(i155, i156, i157, i158, i159, i160, i161, i162, i163, i164) =AVERAGE(j155, j156, j157, j158, j159, j160, j161, j162, j163, j164) =AVERAGE(k155, k156, k157, k158, k159, k160, k161, k162, k163, k164) =AVERAGE(l155, l156, l157, l158, l159, l160, l161, l162, l163, l164) =AVERAGE(m155, m156, m157, m158, m159, m160, m161, m162, m163, m164) =AVERAGE(n155, n156, n157, n158, n159, n160, n161, n162, n163, n164) =AVERAGE(o155, o156, o157, o158, o159, o160, o161, o162, o163, o164) =AVERAGE(p155, p156, p157, p158, p159, p160, p161, p162, p163, p164) =AVERAGE(q155, q156, q157, q158, q159, q160, q161, q162, q163, q164) =AVERAGE(r155, r156, r157, r158, r159, r160, r161, r162, r163, r164) =AVERAGE(s155, s156, s157, s158, s159, s160, s161, s162, s163, s164) =AVERAGE(t155, t156, t157, t158, t159, t160, t161, t162, t163, t164) =STDEV.P(a155, a156, a157, a158, a159, a160, a161, a162, a163, a164) =STDEV.P(b155, b156, b157, b158, b159, b160, b161, b162, b163, b164) =STDEV.P(c155, c156, c157, c158, c159, c160, c161, c162, c163, c164) =STDEV.P(d155, d156, d157, d158, d159, d160, d161, d162, d163, d164) =STDEV.P(e155, e156, e157, e158, e159, e160, e161, e162, e163, e164) =STDEV.P(f155, f156, f157, f158, f159, f160, f161, f162, f163, f164) =STDEV.P(g155, g156, g157, g158, g159, g160, g161, g162, g163, g164) =STDEV.P(h155, h156, h157, h158, h159, h160, h161, h162, h163, h164) =STDEV.P(i155, i156, i157, i158, i159, i160, i161, i162, i163, i164) =STDEV.P(j155, j156, j157, j158, j159, j160, j161, j162, j163, j164) =STDEV.P(k155, k156, k157, k158, k159, k160, k161, k162, k163, k164) =STDEV.P(l155, l156, l157, l158, l159, l160, l161, l162, l163, l164) =STDEV.P(m155, m156, m157, m158, m159, m160, m161, m162, m163, m164) =STDEV.P(n155, n156, n157, n158, n159, n160, n161, n162, n163, n164) =STDEV.P(o155, o156, o157, o158, o159, o160, o161, o162, o163, o164) =STDEV.P(p155, p156, p157, p158, p159, p160, p161, p162, p163, p164) =STDEV.P(q155, q156, q157, q158, q159, q160, q161, q162, q163, q164) =STDEV.P(r155, r156, r157, r158, r159, r160, r161, r162, r163, r164) =STDEV.P(s155, s156, s157, s158, s159, s160, s161, s162, s163, s164) =STDEV.P(t155, t156, t157, t158, t159, t160, t161, t162, t163, t164) +=AVERAGE(a165, a166, a167, a168, a169, a170, a171, a172, a173, a174) =AVERAGE(b165, b166, b167, b168, b169, b170, b171, b172, b173, b174) =AVERAGE(c165, c166, c167, c168, c169, c170, c171, c172, c173, c174) =AVERAGE(d165, d166, d167, d168, d169, d170, d171, d172, d173, d174) =AVERAGE(e165, e166, e167, e168, e169, e170, e171, e172, e173, e174) =AVERAGE(f165, f166, f167, f168, f169, f170, f171, f172, f173, f174) =AVERAGE(g165, g166, g167, g168, g169, g170, g171, g172, g173, g174) =AVERAGE(h165, h166, h167, h168, h169, h170, h171, h172, h173, h174) =AVERAGE(i165, i166, i167, i168, i169, i170, i171, i172, i173, i174) =AVERAGE(j165, j166, j167, j168, j169, j170, j171, j172, j173, j174) =AVERAGE(k165, k166, k167, k168, k169, k170, k171, k172, k173, k174) =AVERAGE(l165, l166, l167, l168, l169, l170, l171, l172, l173, l174) =AVERAGE(m165, m166, m167, m168, m169, m170, m171, m172, m173, m174) =AVERAGE(n165, n166, n167, n168, n169, n170, n171, n172, n173, n174) =AVERAGE(o165, o166, o167, o168, o169, o170, o171, o172, o173, o174) =AVERAGE(p165, p166, p167, p168, p169, p170, p171, p172, p173, p174) =AVERAGE(q165, q166, q167, q168, q169, q170, q171, q172, q173, q174) =AVERAGE(r165, r166, r167, r168, r169, r170, r171, r172, r173, r174) =AVERAGE(s165, s166, s167, s168, s169, s170, s171, s172, s173, s174) =AVERAGE(t165, t166, t167, t168, t169, t170, t171, t172, t173, t174) =STDEV.P(a165, a166, a167, a168, a169, a170, a171, a172, a173, a174) =STDEV.P(b165, b166, b167, b168, b169, b170, b171, b172, b173, b174) =STDEV.P(c165, c166, c167, c168, c169, c170, c171, c172, c173, c174) =STDEV.P(d165, d166, d167, d168, d169, d170, d171, d172, d173, d174) =STDEV.P(e165, e166, e167, e168, e169, e170, e171, e172, e173, e174) =STDEV.P(f165, f166, f167, f168, f169, f170, f171, f172, f173, f174) =STDEV.P(g165, g166, g167, g168, g169, g170, g171, g172, g173, g174) =STDEV.P(h165, h166, h167, h168, h169, h170, h171, h172, h173, h174) =STDEV.P(i165, i166, i167, i168, i169, i170, i171, i172, i173, i174) =STDEV.P(j165, j166, j167, j168, j169, j170, j171, j172, j173, j174) =STDEV.P(k165, k166, k167, k168, k169, k170, k171, k172, k173, k174) =STDEV.P(l165, l166, l167, l168, l169, l170, l171, l172, l173, l174) =STDEV.P(m165, m166, m167, m168, m169, m170, m171, m172, m173, m174) =STDEV.P(n165, n166, n167, n168, n169, n170, n171, n172, n173, n174) =STDEV.P(o165, o166, o167, o168, o169, o170, o171, o172, o173, o174) =STDEV.P(p165, p166, p167, p168, p169, p170, p171, p172, p173, p174) =STDEV.P(q165, q166, q167, q168, q169, q170, q171, q172, q173, q174) =STDEV.P(r165, r166, r167, r168, r169, r170, r171, r172, r173, r174) =STDEV.P(s165, s166, s167, s168, s169, s170, s171, s172, s173, s174) =STDEV.P(t165, t166, t167, t168, t169, t170, t171, t172, t173, t174) +=AVERAGE(a175, a176, a177, a178, a179, a180, a181, a182, a183, a184) =AVERAGE(b175, b176, b177, b178, b179, b180, b181, b182, b183, b184) =AVERAGE(c175, c176, c177, c178, c179, c180, c181, c182, c183, c184) =AVERAGE(d175, d176, d177, d178, d179, d180, d181, d182, d183, d184) =AVERAGE(e175, e176, e177, e178, e179, e180, e181, e182, e183, e184) =AVERAGE(f175, f176, f177, f178, f179, f180, f181, f182, f183, f184) =AVERAGE(g175, g176, g177, g178, g179, g180, g181, g182, g183, g184) =AVERAGE(h175, h176, h177, h178, h179, h180, h181, h182, h183, h184) =AVERAGE(i175, i176, i177, i178, i179, i180, i181, i182, i183, i184) =AVERAGE(j175, j176, j177, j178, j179, j180, j181, j182, j183, j184) =AVERAGE(k175, k176, k177, k178, k179, k180, k181, k182, k183, k184) =AVERAGE(l175, l176, l177, l178, l179, l180, l181, l182, l183, l184) =AVERAGE(m175, m176, m177, m178, m179, m180, m181, m182, m183, m184) =AVERAGE(n175, n176, n177, n178, n179, n180, n181, n182, n183, n184) =AVERAGE(o175, o176, o177, o178, o179, o180, o181, o182, o183, o184) =AVERAGE(p175, p176, p177, p178, p179, p180, p181, p182, p183, p184) =AVERAGE(q175, q176, q177, q178, q179, q180, q181, q182, q183, q184) =AVERAGE(r175, r176, r177, r178, r179, r180, r181, r182, r183, r184) =AVERAGE(s175, s176, s177, s178, s179, s180, s181, s182, s183, s184) =AVERAGE(t175, t176, t177, t178, t179, t180, t181, t182, t183, t184) =STDEV.P(a175, a176, a177, a178, a179, a180, a181, a182, a183, a184) =STDEV.P(b175, b176, b177, b178, b179, b180, b181, b182, b183, b184) =STDEV.P(c175, c176, c177, c178, c179, c180, c181, c182, c183, c184) =STDEV.P(d175, d176, d177, d178, d179, d180, d181, d182, d183, d184) =STDEV.P(e175, e176, e177, e178, e179, e180, e181, e182, e183, e184) =STDEV.P(f175, f176, f177, f178, f179, f180, f181, f182, f183, f184) =STDEV.P(g175, g176, g177, g178, g179, g180, g181, g182, g183, g184) =STDEV.P(h175, h176, h177, h178, h179, h180, h181, h182, h183, h184) =STDEV.P(i175, i176, i177, i178, i179, i180, i181, i182, i183, i184) =STDEV.P(j175, j176, j177, j178, j179, j180, j181, j182, j183, j184) =STDEV.P(k175, k176, k177, k178, k179, k180, k181, k182, k183, k184) =STDEV.P(l175, l176, l177, l178, l179, l180, l181, l182, l183, l184) =STDEV.P(m175, m176, m177, m178, m179, m180, m181, m182, m183, m184) =STDEV.P(n175, n176, n177, n178, n179, n180, n181, n182, n183, n184) =STDEV.P(o175, o176, o177, o178, o179, o180, o181, o182, o183, o184) =STDEV.P(p175, p176, p177, p178, p179, p180, p181, p182, p183, p184) =STDEV.P(q175, q176, q177, q178, q179, q180, q181, q182, q183, q184) =STDEV.P(r175, r176, r177, r178, r179, r180, r181, r182, r183, r184) =STDEV.P(s175, s176, s177, s178, s179, s180, s181, s182, s183, s184) =STDEV.P(t175, t176, t177, t178, t179, t180, t181, t182, t183, t184) +=AVERAGE(a185, a186, a187, a188, a189, a190, a191, a192, a193, a194) =AVERAGE(b185, b186, b187, b188, b189, b190, b191, b192, b193, b194) =AVERAGE(c185, c186, c187, c188, c189, c190, c191, c192, c193, c194) =AVERAGE(d185, d186, d187, d188, d189, d190, d191, d192, d193, d194) =AVERAGE(e185, e186, e187, e188, e189, e190, e191, e192, e193, e194) =AVERAGE(f185, f186, f187, f188, f189, f190, f191, f192, f193, f194) =AVERAGE(g185, g186, g187, g188, g189, g190, g191, g192, g193, g194) =AVERAGE(h185, h186, h187, h188, h189, h190, h191, h192, h193, h194) =AVERAGE(i185, i186, i187, i188, i189, i190, i191, i192, i193, i194) =AVERAGE(j185, j186, j187, j188, j189, j190, j191, j192, j193, j194) =AVERAGE(k185, k186, k187, k188, k189, k190, k191, k192, k193, k194) =AVERAGE(l185, l186, l187, l188, l189, l190, l191, l192, l193, l194) =AVERAGE(m185, m186, m187, m188, m189, m190, m191, m192, m193, m194) =AVERAGE(n185, n186, n187, n188, n189, n190, n191, n192, n193, n194) =AVERAGE(o185, o186, o187, o188, o189, o190, o191, o192, o193, o194) =AVERAGE(p185, p186, p187, p188, p189, p190, p191, p192, p193, p194) =AVERAGE(q185, q186, q187, q188, q189, q190, q191, q192, q193, q194) =AVERAGE(r185, r186, r187, r188, r189, r190, r191, r192, r193, r194) =AVERAGE(s185, s186, s187, s188, s189, s190, s191, s192, s193, s194) =AVERAGE(t185, t186, t187, t188, t189, t190, t191, t192, t193, t194) =STDEV.P(a185, a186, a187, a188, a189, a190, a191, a192, a193, a194) =STDEV.P(b185, b186, b187, b188, b189, b190, b191, b192, b193, b194) =STDEV.P(c185, c186, c187, c188, c189, c190, c191, c192, c193, c194) =STDEV.P(d185, d186, d187, d188, d189, d190, d191, d192, d193, d194) =STDEV.P(e185, e186, e187, e188, e189, e190, e191, e192, e193, e194) =STDEV.P(f185, f186, f187, f188, f189, f190, f191, f192, f193, f194) =STDEV.P(g185, g186, g187, g188, g189, g190, g191, g192, g193, g194) =STDEV.P(h185, h186, h187, h188, h189, h190, h191, h192, h193, h194) =STDEV.P(i185, i186, i187, i188, i189, i190, i191, i192, i193, i194) =STDEV.P(j185, j186, j187, j188, j189, j190, j191, j192, j193, j194) =STDEV.P(k185, k186, k187, k188, k189, k190, k191, k192, k193, k194) =STDEV.P(l185, l186, l187, l188, l189, l190, l191, l192, l193, l194) =STDEV.P(m185, m186, m187, m188, m189, m190, m191, m192, m193, m194) =STDEV.P(n185, n186, n187, n188, n189, n190, n191, n192, n193, n194) =STDEV.P(o185, o186, o187, o188, o189, o190, o191, o192, o193, o194) =STDEV.P(p185, p186, p187, p188, p189, p190, p191, p192, p193, p194) =STDEV.P(q185, q186, q187, q188, q189, q190, q191, q192, q193, q194) =STDEV.P(r185, r186, r187, r188, r189, r190, r191, r192, r193, r194) =STDEV.P(s185, s186, s187, s188, s189, s190, s191, s192, s193, s194) =STDEV.P(t185, t186, t187, t188, t189, t190, t191, t192, t193, t194) +=AVERAGE(a195, a196, a197, a198, a199, a200, a201, a202, a203, a204) =AVERAGE(b195, b196, b197, b198, b199, b200, b201, b202, b203, b204) =AVERAGE(c195, c196, c197, c198, c199, c200, c201, c202, c203, c204) =AVERAGE(d195, d196, d197, d198, d199, d200, d201, d202, d203, d204) =AVERAGE(e195, e196, e197, e198, e199, e200, e201, e202, e203, e204) =AVERAGE(f195, f196, f197, f198, f199, f200, f201, f202, f203, f204) =AVERAGE(g195, g196, g197, g198, g199, g200, g201, g202, g203, g204) =AVERAGE(h195, h196, h197, h198, h199, h200, h201, h202, h203, h204) =AVERAGE(i195, i196, i197, i198, i199, i200, i201, i202, i203, i204) =AVERAGE(j195, j196, j197, j198, j199, j200, j201, j202, j203, j204) =AVERAGE(k195, k196, k197, k198, k199, k200, k201, k202, k203, k204) =AVERAGE(l195, l196, l197, l198, l199, l200, l201, l202, l203, l204) =AVERAGE(m195, m196, m197, m198, m199, m200, m201, m202, m203, m204) =AVERAGE(n195, n196, n197, n198, n199, n200, n201, n202, n203, n204) =AVERAGE(o195, o196, o197, o198, o199, o200, o201, o202, o203, o204) =AVERAGE(p195, p196, p197, p198, p199, p200, p201, p202, p203, p204) =AVERAGE(q195, q196, q197, q198, q199, q200, q201, q202, q203, q204) =AVERAGE(r195, r196, r197, r198, r199, r200, r201, r202, r203, r204) =AVERAGE(s195, s196, s197, s198, s199, s200, s201, s202, s203, s204) =AVERAGE(t195, t196, t197, t198, t199, t200, t201, t202, t203, t204) =STDEV.P(a195, a196, a197, a198, a199, a200, a201, a202, a203, a204) =STDEV.P(b195, b196, b197, b198, b199, b200, b201, b202, b203, b204) =STDEV.P(c195, c196, c197, c198, c199, c200, c201, c202, c203, c204) =STDEV.P(d195, d196, d197, d198, d199, d200, d201, d202, d203, d204) =STDEV.P(e195, e196, e197, e198, e199, e200, e201, e202, e203, e204) =STDEV.P(f195, f196, f197, f198, f199, f200, f201, f202, f203, f204) =STDEV.P(g195, g196, g197, g198, g199, g200, g201, g202, g203, g204) =STDEV.P(h195, h196, h197, h198, h199, h200, h201, h202, h203, h204) =STDEV.P(i195, i196, i197, i198, i199, i200, i201, i202, i203, i204) =STDEV.P(j195, j196, j197, j198, j199, j200, j201, j202, j203, j204) =STDEV.P(k195, k196, k197, k198, k199, k200, k201, k202, k203, k204) =STDEV.P(l195, l196, l197, l198, l199, l200, l201, l202, l203, l204) =STDEV.P(m195, m196, m197, m198, m199, m200, m201, m202, m203, m204) =STDEV.P(n195, n196, n197, n198, n199, n200, n201, n202, n203, n204) =STDEV.P(o195, o196, o197, o198, o199, o200, o201, o202, o203, o204) =STDEV.P(p195, p196, p197, p198, p199, p200, p201, p202, p203, p204) =STDEV.P(q195, q196, q197, q198, q199, q200, q201, q202, q203, q204) =STDEV.P(r195, r196, r197, r198, r199, r200, r201, r202, r203, r204) =STDEV.P(s195, s196, s197, s198, s199, s200, s201, s202, s203, s204) =STDEV.P(t195, t196, t197, t198, t199, t200, t201, t202, t203, t204) +=AVERAGE(a205, a206, a207, a208, a209, a210, a211, a212, a213, a214) =AVERAGE(b205, b206, b207, b208, b209, b210, b211, b212, b213, b214) =AVERAGE(c205, c206, c207, c208, c209, c210, c211, c212, c213, c214) =AVERAGE(d205, d206, d207, d208, d209, d210, d211, d212, d213, d214) =AVERAGE(e205, e206, e207, e208, e209, e210, e211, e212, e213, e214) =AVERAGE(f205, f206, f207, f208, f209, f210, f211, f212, f213, f214) =AVERAGE(g205, g206, g207, g208, g209, g210, g211, g212, g213, g214) =AVERAGE(h205, h206, h207, h208, h209, h210, h211, h212, h213, h214) =AVERAGE(i205, i206, i207, i208, i209, i210, i211, i212, i213, i214) =AVERAGE(j205, j206, j207, j208, j209, j210, j211, j212, j213, j214) =AVERAGE(k205, k206, k207, k208, k209, k210, k211, k212, k213, k214) =AVERAGE(l205, l206, l207, l208, l209, l210, l211, l212, l213, l214) =AVERAGE(m205, m206, m207, m208, m209, m210, m211, m212, m213, m214) =AVERAGE(n205, n206, n207, n208, n209, n210, n211, n212, n213, n214) =AVERAGE(o205, o206, o207, o208, o209, o210, o211, o212, o213, o214) =AVERAGE(p205, p206, p207, p208, p209, p210, p211, p212, p213, p214) =AVERAGE(q205, q206, q207, q208, q209, q210, q211, q212, q213, q214) =AVERAGE(r205, r206, r207, r208, r209, r210, r211, r212, r213, r214) =AVERAGE(s205, s206, s207, s208, s209, s210, s211, s212, s213, s214) =AVERAGE(t205, t206, t207, t208, t209, t210, t211, t212, t213, t214) =STDEV.P(a205, a206, a207, a208, a209, a210, a211, a212, a213, a214) =STDEV.P(b205, b206, b207, b208, b209, b210, b211, b212, b213, b214) =STDEV.P(c205, c206, c207, c208, c209, c210, c211, c212, c213, c214) =STDEV.P(d205, d206, d207, d208, d209, d210, d211, d212, d213, d214) =STDEV.P(e205, e206, e207, e208, e209, e210, e211, e212, e213, e214) =STDEV.P(f205, f206, f207, f208, f209, f210, f211, f212, f213, f214) =STDEV.P(g205, g206, g207, g208, g209, g210, g211, g212, g213, g214) =STDEV.P(h205, h206, h207, h208, h209, h210, h211, h212, h213, h214) =STDEV.P(i205, i206, i207, i208, i209, i210, i211, i212, i213, i214) =STDEV.P(j205, j206, j207, j208, j209, j210, j211, j212, j213, j214) =STDEV.P(k205, k206, k207, k208, k209, k210, k211, k212, k213, k214) =STDEV.P(l205, l206, l207, l208, l209, l210, l211, l212, l213, l214) =STDEV.P(m205, m206, m207, m208, m209, m210, m211, m212, m213, m214) =STDEV.P(n205, n206, n207, n208, n209, n210, n211, n212, n213, n214) =STDEV.P(o205, o206, o207, o208, o209, o210, o211, o212, o213, o214) =STDEV.P(p205, p206, p207, p208, p209, p210, p211, p212, p213, p214) =STDEV.P(q205, q206, q207, q208, q209, q210, q211, q212, q213, q214) =STDEV.P(r205, r206, r207, r208, r209, r210, r211, r212, r213, r214) =STDEV.P(s205, s206, s207, s208, s209, s210, s211, s212, s213, s214) =STDEV.P(t205, t206, t207, t208, t209, t210, t211, t212, t213, t214) +=AVERAGE(a215, a216, a217, a218, a219, a220, a221, a222, a223, a224) =AVERAGE(b215, b216, b217, b218, b219, b220, b221, b222, b223, b224) =AVERAGE(c215, c216, c217, c218, c219, c220, c221, c222, c223, c224) =AVERAGE(d215, d216, d217, d218, d219, d220, d221, d222, d223, d224) =AVERAGE(e215, e216, e217, e218, e219, e220, e221, e222, e223, e224) =AVERAGE(f215, f216, f217, f218, f219, f220, f221, f222, f223, f224) =AVERAGE(g215, g216, g217, g218, g219, g220, g221, g222, g223, g224) =AVERAGE(h215, h216, h217, h218, h219, h220, h221, h222, h223, h224) =AVERAGE(i215, i216, i217, i218, i219, i220, i221, i222, i223, i224) =AVERAGE(j215, j216, j217, j218, j219, j220, j221, j222, j223, j224) =AVERAGE(k215, k216, k217, k218, k219, k220, k221, k222, k223, k224) =AVERAGE(l215, l216, l217, l218, l219, l220, l221, l222, l223, l224) =AVERAGE(m215, m216, m217, m218, m219, m220, m221, m222, m223, m224) =AVERAGE(n215, n216, n217, n218, n219, n220, n221, n222, n223, n224) =AVERAGE(o215, o216, o217, o218, o219, o220, o221, o222, o223, o224) =AVERAGE(p215, p216, p217, p218, p219, p220, p221, p222, p223, p224) =AVERAGE(q215, q216, q217, q218, q219, q220, q221, q222, q223, q224) =AVERAGE(r215, r216, r217, r218, r219, r220, r221, r222, r223, r224) =AVERAGE(s215, s216, s217, s218, s219, s220, s221, s222, s223, s224) =AVERAGE(t215, t216, t217, t218, t219, t220, t221, t222, t223, t224) =STDEV.P(a215, a216, a217, a218, a219, a220, a221, a222, a223, a224) =STDEV.P(b215, b216, b217, b218, b219, b220, b221, b222, b223, b224) =STDEV.P(c215, c216, c217, c218, c219, c220, c221, c222, c223, c224) =STDEV.P(d215, d216, d217, d218, d219, d220, d221, d222, d223, d224) =STDEV.P(e215, e216, e217, e218, e219, e220, e221, e222, e223, e224) =STDEV.P(f215, f216, f217, f218, f219, f220, f221, f222, f223, f224) =STDEV.P(g215, g216, g217, g218, g219, g220, g221, g222, g223, g224) =STDEV.P(h215, h216, h217, h218, h219, h220, h221, h222, h223, h224) =STDEV.P(i215, i216, i217, i218, i219, i220, i221, i222, i223, i224) =STDEV.P(j215, j216, j217, j218, j219, j220, j221, j222, j223, j224) =STDEV.P(k215, k216, k217, k218, k219, k220, k221, k222, k223, k224) =STDEV.P(l215, l216, l217, l218, l219, l220, l221, l222, l223, l224) =STDEV.P(m215, m216, m217, m218, m219, m220, m221, m222, m223, m224) =STDEV.P(n215, n216, n217, n218, n219, n220, n221, n222, n223, n224) =STDEV.P(o215, o216, o217, o218, o219, o220, o221, o222, o223, o224) =STDEV.P(p215, p216, p217, p218, p219, p220, p221, p222, p223, p224) =STDEV.P(q215, q216, q217, q218, q219, q220, q221, q222, q223, q224) =STDEV.P(r215, r216, r217, r218, r219, r220, r221, r222, r223, r224) =STDEV.P(s215, s216, s217, s218, s219, s220, s221, s222, s223, s224) =STDEV.P(t215, t216, t217, t218, t219, t220, t221, t222, t223, t224) +=AVERAGE(a225, a226, a227, a228, a229, a230, a231, a232, a233, a234) =AVERAGE(b225, b226, b227, b228, b229, b230, b231, b232, b233, b234) =AVERAGE(c225, c226, c227, c228, c229, c230, c231, c232, c233, c234) =AVERAGE(d225, d226, d227, d228, d229, d230, d231, d232, d233, d234) =AVERAGE(e225, e226, e227, e228, e229, e230, e231, e232, e233, e234) =AVERAGE(f225, f226, f227, f228, f229, f230, f231, f232, f233, f234) =AVERAGE(g225, g226, g227, g228, g229, g230, g231, g232, g233, g234) =AVERAGE(h225, h226, h227, h228, h229, h230, h231, h232, h233, h234) =AVERAGE(i225, i226, i227, i228, i229, i230, i231, i232, i233, i234) =AVERAGE(j225, j226, j227, j228, j229, j230, j231, j232, j233, j234) =AVERAGE(k225, k226, k227, k228, k229, k230, k231, k232, k233, k234) =AVERAGE(l225, l226, l227, l228, l229, l230, l231, l232, l233, l234) =AVERAGE(m225, m226, m227, m228, m229, m230, m231, m232, m233, m234) =AVERAGE(n225, n226, n227, n228, n229, n230, n231, n232, n233, n234) =AVERAGE(o225, o226, o227, o228, o229, o230, o231, o232, o233, o234) =AVERAGE(p225, p226, p227, p228, p229, p230, p231, p232, p233, p234) =AVERAGE(q225, q226, q227, q228, q229, q230, q231, q232, q233, q234) =AVERAGE(r225, r226, r227, r228, r229, r230, r231, r232, r233, r234) =AVERAGE(s225, s226, s227, s228, s229, s230, s231, s232, s233, s234) =AVERAGE(t225, t226, t227, t228, t229, t230, t231, t232, t233, t234) =STDEV.P(a225, a226, a227, a228, a229, a230, a231, a232, a233, a234) =STDEV.P(b225, b226, b227, b228, b229, b230, b231, b232, b233, b234) =STDEV.P(c225, c226, c227, c228, c229, c230, c231, c232, c233, c234) =STDEV.P(d225, d226, d227, d228, d229, d230, d231, d232, d233, d234) =STDEV.P(e225, e226, e227, e228, e229, e230, e231, e232, e233, e234) =STDEV.P(f225, f226, f227, f228, f229, f230, f231, f232, f233, f234) =STDEV.P(g225, g226, g227, g228, g229, g230, g231, g232, g233, g234) =STDEV.P(h225, h226, h227, h228, h229, h230, h231, h232, h233, h234) =STDEV.P(i225, i226, i227, i228, i229, i230, i231, i232, i233, i234) =STDEV.P(j225, j226, j227, j228, j229, j230, j231, j232, j233, j234) =STDEV.P(k225, k226, k227, k228, k229, k230, k231, k232, k233, k234) =STDEV.P(l225, l226, l227, l228, l229, l230, l231, l232, l233, l234) =STDEV.P(m225, m226, m227, m228, m229, m230, m231, m232, m233, m234) =STDEV.P(n225, n226, n227, n228, n229, n230, n231, n232, n233, n234) =STDEV.P(o225, o226, o227, o228, o229, o230, o231, o232, o233, o234) =STDEV.P(p225, p226, p227, p228, p229, p230, p231, p232, p233, p234) =STDEV.P(q225, q226, q227, q228, q229, q230, q231, q232, q233, q234) =STDEV.P(r225, r226, r227, r228, r229, r230, r231, r232, r233, r234) =STDEV.P(s225, s226, s227, s228, s229, s230, s231, s232, s233, s234) =STDEV.P(t225, t226, t227, t228, t229, t230, t231, t232, t233, t234) +=AVERAGE(a235, a236, a237, a238, a239, a240, a241, a242, a243, a244) =AVERAGE(b235, b236, b237, b238, b239, b240, b241, b242, b243, b244) =AVERAGE(c235, c236, c237, c238, c239, c240, c241, c242, c243, c244) =AVERAGE(d235, d236, d237, d238, d239, d240, d241, d242, d243, d244) =AVERAGE(e235, e236, e237, e238, e239, e240, e241, e242, e243, e244) =AVERAGE(f235, f236, f237, f238, f239, f240, f241, f242, f243, f244) =AVERAGE(g235, g236, g237, g238, g239, g240, g241, g242, g243, g244) =AVERAGE(h235, h236, h237, h238, h239, h240, h241, h242, h243, h244) =AVERAGE(i235, i236, i237, i238, i239, i240, i241, i242, i243, i244) =AVERAGE(j235, j236, j237, j238, j239, j240, j241, j242, j243, j244) =AVERAGE(k235, k236, k237, k238, k239, k240, k241, k242, k243, k244) =AVERAGE(l235, l236, l237, l238, l239, l240, l241, l242, l243, l244) =AVERAGE(m235, m236, m237, m238, m239, m240, m241, m242, m243, m244) =AVERAGE(n235, n236, n237, n238, n239, n240, n241, n242, n243, n244) =AVERAGE(o235, o236, o237, o238, o239, o240, o241, o242, o243, o244) =AVERAGE(p235, p236, p237, p238, p239, p240, p241, p242, p243, p244) =AVERAGE(q235, q236, q237, q238, q239, q240, q241, q242, q243, q244) =AVERAGE(r235, r236, r237, r238, r239, r240, r241, r242, r243, r244) =AVERAGE(s235, s236, s237, s238, s239, s240, s241, s242, s243, s244) =AVERAGE(t235, t236, t237, t238, t239, t240, t241, t242, t243, t244) =STDEV.P(a235, a236, a237, a238, a239, a240, a241, a242, a243, a244) =STDEV.P(b235, b236, b237, b238, b239, b240, b241, b242, b243, b244) =STDEV.P(c235, c236, c237, c238, c239, c240, c241, c242, c243, c244) =STDEV.P(d235, d236, d237, d238, d239, d240, d241, d242, d243, d244) =STDEV.P(e235, e236, e237, e238, e239, e240, e241, e242, e243, e244) =STDEV.P(f235, f236, f237, f238, f239, f240, f241, f242, f243, f244) =STDEV.P(g235, g236, g237, g238, g239, g240, g241, g242, g243, g244) =STDEV.P(h235, h236, h237, h238, h239, h240, h241, h242, h243, h244) =STDEV.P(i235, i236, i237, i238, i239, i240, i241, i242, i243, i244) =STDEV.P(j235, j236, j237, j238, j239, j240, j241, j242, j243, j244) =STDEV.P(k235, k236, k237, k238, k239, k240, k241, k242, k243, k244) =STDEV.P(l235, l236, l237, l238, l239, l240, l241, l242, l243, l244) =STDEV.P(m235, m236, m237, m238, m239, m240, m241, m242, m243, m244) =STDEV.P(n235, n236, n237, n238, n239, n240, n241, n242, n243, n244) =STDEV.P(o235, o236, o237, o238, o239, o240, o241, o242, o243, o244) =STDEV.P(p235, p236, p237, p238, p239, p240, p241, p242, p243, p244) =STDEV.P(q235, q236, q237, q238, q239, q240, q241, q242, q243, q244) =STDEV.P(r235, r236, r237, r238, r239, r240, r241, r242, r243, r244) =STDEV.P(s235, s236, s237, s238, s239, s240, s241, s242, s243, s244) =STDEV.P(t235, t236, t237, t238, t239, t240, t241, t242, t243, t244) +=AVERAGE(a245, a246, a247, a248, a249, a250, a251, a252, a253, a254) =AVERAGE(b245, b246, b247, b248, b249, b250, b251, b252, b253, b254) =AVERAGE(c245, c246, c247, c248, c249, c250, c251, c252, c253, c254) =AVERAGE(d245, d246, d247, d248, d249, d250, d251, d252, d253, d254) =AVERAGE(e245, e246, e247, e248, e249, e250, e251, e252, e253, e254) =AVERAGE(f245, f246, f247, f248, f249, f250, f251, f252, f253, f254) =AVERAGE(g245, g246, g247, g248, g249, g250, g251, g252, g253, g254) =AVERAGE(h245, h246, h247, h248, h249, h250, h251, h252, h253, h254) =AVERAGE(i245, i246, i247, i248, i249, i250, i251, i252, i253, i254) =AVERAGE(j245, j246, j247, j248, j249, j250, j251, j252, j253, j254) =AVERAGE(k245, k246, k247, k248, k249, k250, k251, k252, k253, k254) =AVERAGE(l245, l246, l247, l248, l249, l250, l251, l252, l253, l254) =AVERAGE(m245, m246, m247, m248, m249, m250, m251, m252, m253, m254) =AVERAGE(n245, n246, n247, n248, n249, n250, n251, n252, n253, n254) =AVERAGE(o245, o246, o247, o248, o249, o250, o251, o252, o253, o254) =AVERAGE(p245, p246, p247, p248, p249, p250, p251, p252, p253, p254) =AVERAGE(q245, q246, q247, q248, q249, q250, q251, q252, q253, q254) =AVERAGE(r245, r246, r247, r248, r249, r250, r251, r252, r253, r254) =AVERAGE(s245, s246, s247, s248, s249, s250, s251, s252, s253, s254) =AVERAGE(t245, t246, t247, t248, t249, t250, t251, t252, t253, t254) =STDEV.P(a245, a246, a247, a248, a249, a250, a251, a252, a253, a254) =STDEV.P(b245, b246, b247, b248, b249, b250, b251, b252, b253, b254) =STDEV.P(c245, c246, c247, c248, c249, c250, c251, c252, c253, c254) =STDEV.P(d245, d246, d247, d248, d249, d250, d251, d252, d253, d254) =STDEV.P(e245, e246, e247, e248, e249, e250, e251, e252, e253, e254) =STDEV.P(f245, f246, f247, f248, f249, f250, f251, f252, f253, f254) =STDEV.P(g245, g246, g247, g248, g249, g250, g251, g252, g253, g254) =STDEV.P(h245, h246, h247, h248, h249, h250, h251, h252, h253, h254) =STDEV.P(i245, i246, i247, i248, i249, i250, i251, i252, i253, i254) =STDEV.P(j245, j246, j247, j248, j249, j250, j251, j252, j253, j254) =STDEV.P(k245, k246, k247, k248, k249, k250, k251, k252, k253, k254) =STDEV.P(l245, l246, l247, l248, l249, l250, l251, l252, l253, l254) =STDEV.P(m245, m246, m247, m248, m249, m250, m251, m252, m253, m254) =STDEV.P(n245, n246, n247, n248, n249, n250, n251, n252, n253, n254) =STDEV.P(o245, o246, o247, o248, o249, o250, o251, o252, o253, o254) =STDEV.P(p245, p246, p247, p248, p249, p250, p251, p252, p253, p254) =STDEV.P(q245, q246, q247, q248, q249, q250, q251, q252, q253, q254) =STDEV.P(r245, r246, r247, r248, r249, r250, r251, r252, r253, r254) =STDEV.P(s245, s246, s247, s248, s249, s250, s251, s252, s253, s254) =STDEV.P(t245, t246, t247, t248, t249, t250, t251, t252, t253, t254) +=AVERAGE(a255, a256, a257, a258, a259, a260, a261, a262, a263, a264) =AVERAGE(b255, b256, b257, b258, b259, b260, b261, b262, b263, b264) =AVERAGE(c255, c256, c257, c258, c259, c260, c261, c262, c263, c264) =AVERAGE(d255, d256, d257, d258, d259, d260, d261, d262, d263, d264) =AVERAGE(e255, e256, e257, e258, e259, e260, e261, e262, e263, e264) =AVERAGE(f255, f256, f257, f258, f259, f260, f261, f262, f263, f264) =AVERAGE(g255, g256, g257, g258, g259, g260, g261, g262, g263, g264) =AVERAGE(h255, h256, h257, h258, h259, h260, h261, h262, h263, h264) =AVERAGE(i255, i256, i257, i258, i259, i260, i261, i262, i263, i264) =AVERAGE(j255, j256, j257, j258, j259, j260, j261, j262, j263, j264) =AVERAGE(k255, k256, k257, k258, k259, k260, k261, k262, k263, k264) =AVERAGE(l255, l256, l257, l258, l259, l260, l261, l262, l263, l264) =AVERAGE(m255, m256, m257, m258, m259, m260, m261, m262, m263, m264) =AVERAGE(n255, n256, n257, n258, n259, n260, n261, n262, n263, n264) =AVERAGE(o255, o256, o257, o258, o259, o260, o261, o262, o263, o264) =AVERAGE(p255, p256, p257, p258, p259, p260, p261, p262, p263, p264) =AVERAGE(q255, q256, q257, q258, q259, q260, q261, q262, q263, q264) =AVERAGE(r255, r256, r257, r258, r259, r260, r261, r262, r263, r264) =AVERAGE(s255, s256, s257, s258, s259, s260, s261, s262, s263, s264) =AVERAGE(t255, t256, t257, t258, t259, t260, t261, t262, t263, t264) =STDEV.P(a255, a256, a257, a258, a259, a260, a261, a262, a263, a264) =STDEV.P(b255, b256, b257, b258, b259, b260, b261, b262, b263, b264) =STDEV.P(c255, c256, c257, c258, c259, c260, c261, c262, c263, c264) =STDEV.P(d255, d256, d257, d258, d259, d260, d261, d262, d263, d264) =STDEV.P(e255, e256, e257, e258, e259, e260, e261, e262, e263, e264) =STDEV.P(f255, f256, f257, f258, f259, f260, f261, f262, f263, f264) =STDEV.P(g255, g256, g257, g258, g259, g260, g261, g262, g263, g264) =STDEV.P(h255, h256, h257, h258, h259, h260, h261, h262, h263, h264) =STDEV.P(i255, i256, i257, i258, i259, i260, i261, i262, i263, i264) =STDEV.P(j255, j256, j257, j258, j259, j260, j261, j262, j263, j264) =STDEV.P(k255, k256, k257, k258, k259, k260, k261, k262, k263, k264) =STDEV.P(l255, l256, l257, l258, l259, l260, l261, l262, l263, l264) =STDEV.P(m255, m256, m257, m258, m259, m260, m261, m262, m263, m264) =STDEV.P(n255, n256, n257, n258, n259, n260, n261, n262, n263, n264) =STDEV.P(o255, o256, o257, o258, o259, o260, o261, o262, o263, o264) =STDEV.P(p255, p256, p257, p258, p259, p260, p261, p262, p263, p264) =STDEV.P(q255, q256, q257, q258, q259, q260, q261, q262, q263, q264) =STDEV.P(r255, r256, r257, r258, r259, r260, r261, r262, r263, r264) =STDEV.P(s255, s256, s257, s258, s259, s260, s261, s262, s263, s264) =STDEV.P(t255, t256, t257, t258, t259, t260, t261, t262, t263, t264) +=AVERAGE(a265, a266, a267, a268, a269, a270, a271, a272, a273, a274) =AVERAGE(b265, b266, b267, b268, b269, b270, b271, b272, b273, b274) =AVERAGE(c265, c266, c267, c268, c269, c270, c271, c272, c273, c274) =AVERAGE(d265, d266, d267, d268, d269, d270, d271, d272, d273, d274) =AVERAGE(e265, e266, e267, e268, e269, e270, e271, e272, e273, e274) =AVERAGE(f265, f266, f267, f268, f269, f270, f271, f272, f273, f274) =AVERAGE(g265, g266, g267, g268, g269, g270, g271, g272, g273, g274) =AVERAGE(h265, h266, h267, h268, h269, h270, h271, h272, h273, h274) =AVERAGE(i265, i266, i267, i268, i269, i270, i271, i272, i273, i274) =AVERAGE(j265, j266, j267, j268, j269, j270, j271, j272, j273, j274) =AVERAGE(k265, k266, k267, k268, k269, k270, k271, k272, k273, k274) =AVERAGE(l265, l266, l267, l268, l269, l270, l271, l272, l273, l274) =AVERAGE(m265, m266, m267, m268, m269, m270, m271, m272, m273, m274) =AVERAGE(n265, n266, n267, n268, n269, n270, n271, n272, n273, n274) =AVERAGE(o265, o266, o267, o268, o269, o270, o271, o272, o273, o274) =AVERAGE(p265, p266, p267, p268, p269, p270, p271, p272, p273, p274) =AVERAGE(q265, q266, q267, q268, q269, q270, q271, q272, q273, q274) =AVERAGE(r265, r266, r267, r268, r269, r270, r271, r272, r273, r274) =AVERAGE(s265, s266, s267, s268, s269, s270, s271, s272, s273, s274) =AVERAGE(t265, t266, t267, t268, t269, t270, t271, t272, t273, t274) =STDEV.P(a265, a266, a267, a268, a269, a270, a271, a272, a273, a274) =STDEV.P(b265, b266, b267, b268, b269, b270, b271, b272, b273, b274) =STDEV.P(c265, c266, c267, c268, c269, c270, c271, c272, c273, c274) =STDEV.P(d265, d266, d267, d268, d269, d270, d271, d272, d273, d274) =STDEV.P(e265, e266, e267, e268, e269, e270, e271, e272, e273, e274) =STDEV.P(f265, f266, f267, f268, f269, f270, f271, f272, f273, f274) =STDEV.P(g265, g266, g267, g268, g269, g270, g271, g272, g273, g274) =STDEV.P(h265, h266, h267, h268, h269, h270, h271, h272, h273, h274) =STDEV.P(i265, i266, i267, i268, i269, i270, i271, i272, i273, i274) =STDEV.P(j265, j266, j267, j268, j269, j270, j271, j272, j273, j274) =STDEV.P(k265, k266, k267, k268, k269, k270, k271, k272, k273, k274) =STDEV.P(l265, l266, l267, l268, l269, l270, l271, l272, l273, l274) =STDEV.P(m265, m266, m267, m268, m269, m270, m271, m272, m273, m274) =STDEV.P(n265, n266, n267, n268, n269, n270, n271, n272, n273, n274) =STDEV.P(o265, o266, o267, o268, o269, o270, o271, o272, o273, o274) =STDEV.P(p265, p266, p267, p268, p269, p270, p271, p272, p273, p274) =STDEV.P(q265, q266, q267, q268, q269, q270, q271, q272, q273, q274) =STDEV.P(r265, r266, r267, r268, r269, r270, r271, r272, r273, r274) =STDEV.P(s265, s266, s267, s268, s269, s270, s271, s272, s273, s274) =STDEV.P(t265, t266, t267, t268, t269, t270, t271, t272, t273, t274) +=AVERAGE(a275, a276, a277, a278, a279, a280, a281, a282, a283, a284) =AVERAGE(b275, b276, b277, b278, b279, b280, b281, b282, b283, b284) =AVERAGE(c275, c276, c277, c278, c279, c280, c281, c282, c283, c284) =AVERAGE(d275, d276, d277, d278, d279, d280, d281, d282, d283, d284) =AVERAGE(e275, e276, e277, e278, e279, e280, e281, e282, e283, e284) =AVERAGE(f275, f276, f277, f278, f279, f280, f281, f282, f283, f284) =AVERAGE(g275, g276, g277, g278, g279, g280, g281, g282, g283, g284) =AVERAGE(h275, h276, h277, h278, h279, h280, h281, h282, h283, h284) =AVERAGE(i275, i276, i277, i278, i279, i280, i281, i282, i283, i284) =AVERAGE(j275, j276, j277, j278, j279, j280, j281, j282, j283, j284) =AVERAGE(k275, k276, k277, k278, k279, k280, k281, k282, k283, k284) =AVERAGE(l275, l276, l277, l278, l279, l280, l281, l282, l283, l284) =AVERAGE(m275, m276, m277, m278, m279, m280, m281, m282, m283, m284) =AVERAGE(n275, n276, n277, n278, n279, n280, n281, n282, n283, n284) =AVERAGE(o275, o276, o277, o278, o279, o280, o281, o282, o283, o284) =AVERAGE(p275, p276, p277, p278, p279, p280, p281, p282, p283, p284) =AVERAGE(q275, q276, q277, q278, q279, q280, q281, q282, q283, q284) =AVERAGE(r275, r276, r277, r278, r279, r280, r281, r282, r283, r284) =AVERAGE(s275, s276, s277, s278, s279, s280, s281, s282, s283, s284) =AVERAGE(t275, t276, t277, t278, t279, t280, t281, t282, t283, t284) =STDEV.P(a275, a276, a277, a278, a279, a280, a281, a282, a283, a284) =STDEV.P(b275, b276, b277, b278, b279, b280, b281, b282, b283, b284) =STDEV.P(c275, c276, c277, c278, c279, c280, c281, c282, c283, c284) =STDEV.P(d275, d276, d277, d278, d279, d280, d281, d282, d283, d284) =STDEV.P(e275, e276, e277, e278, e279, e280, e281, e282, e283, e284) =STDEV.P(f275, f276, f277, f278, f279, f280, f281, f282, f283, f284) =STDEV.P(g275, g276, g277, g278, g279, g280, g281, g282, g283, g284) =STDEV.P(h275, h276, h277, h278, h279, h280, h281, h282, h283, h284) =STDEV.P(i275, i276, i277, i278, i279, i280, i281, i282, i283, i284) =STDEV.P(j275, j276, j277, j278, j279, j280, j281, j282, j283, j284) =STDEV.P(k275, k276, k277, k278, k279, k280, k281, k282, k283, k284) =STDEV.P(l275, l276, l277, l278, l279, l280, l281, l282, l283, l284) =STDEV.P(m275, m276, m277, m278, m279, m280, m281, m282, m283, m284) =STDEV.P(n275, n276, n277, n278, n279, n280, n281, n282, n283, n284) =STDEV.P(o275, o276, o277, o278, o279, o280, o281, o282, o283, o284) =STDEV.P(p275, p276, p277, p278, p279, p280, p281, p282, p283, p284) =STDEV.P(q275, q276, q277, q278, q279, q280, q281, q282, q283, q284) =STDEV.P(r275, r276, r277, r278, r279, r280, r281, r282, r283, r284) =STDEV.P(s275, s276, s277, s278, s279, s280, s281, s282, s283, s284) =STDEV.P(t275, t276, t277, t278, t279, t280, t281, t282, t283, t284) +=AVERAGE(a285, a286, a287, a288, a289, a290, a291, a292, a293, a294) =AVERAGE(b285, b286, b287, b288, b289, b290, b291, b292, b293, b294) =AVERAGE(c285, c286, c287, c288, c289, c290, c291, c292, c293, c294) =AVERAGE(d285, d286, d287, d288, d289, d290, d291, d292, d293, d294) =AVERAGE(e285, e286, e287, e288, e289, e290, e291, e292, e293, e294) =AVERAGE(f285, f286, f287, f288, f289, f290, f291, f292, f293, f294) =AVERAGE(g285, g286, g287, g288, g289, g290, g291, g292, g293, g294) =AVERAGE(h285, h286, h287, h288, h289, h290, h291, h292, h293, h294) =AVERAGE(i285, i286, i287, i288, i289, i290, i291, i292, i293, i294) =AVERAGE(j285, j286, j287, j288, j289, j290, j291, j292, j293, j294) =AVERAGE(k285, k286, k287, k288, k289, k290, k291, k292, k293, k294) =AVERAGE(l285, l286, l287, l288, l289, l290, l291, l292, l293, l294) =AVERAGE(m285, m286, m287, m288, m289, m290, m291, m292, m293, m294) =AVERAGE(n285, n286, n287, n288, n289, n290, n291, n292, n293, n294) =AVERAGE(o285, o286, o287, o288, o289, o290, o291, o292, o293, o294) =AVERAGE(p285, p286, p287, p288, p289, p290, p291, p292, p293, p294) =AVERAGE(q285, q286, q287, q288, q289, q290, q291, q292, q293, q294) =AVERAGE(r285, r286, r287, r288, r289, r290, r291, r292, r293, r294) =AVERAGE(s285, s286, s287, s288, s289, s290, s291, s292, s293, s294) =AVERAGE(t285, t286, t287, t288, t289, t290, t291, t292, t293, t294) =STDEV.P(a285, a286, a287, a288, a289, a290, a291, a292, a293, a294) =STDEV.P(b285, b286, b287, b288, b289, b290, b291, b292, b293, b294) =STDEV.P(c285, c286, c287, c288, c289, c290, c291, c292, c293, c294) =STDEV.P(d285, d286, d287, d288, d289, d290, d291, d292, d293, d294) =STDEV.P(e285, e286, e287, e288, e289, e290, e291, e292, e293, e294) =STDEV.P(f285, f286, f287, f288, f289, f290, f291, f292, f293, f294) =STDEV.P(g285, g286, g287, g288, g289, g290, g291, g292, g293, g294) =STDEV.P(h285, h286, h287, h288, h289, h290, h291, h292, h293, h294) =STDEV.P(i285, i286, i287, i288, i289, i290, i291, i292, i293, i294) =STDEV.P(j285, j286, j287, j288, j289, j290, j291, j292, j293, j294) =STDEV.P(k285, k286, k287, k288, k289, k290, k291, k292, k293, k294) =STDEV.P(l285, l286, l287, l288, l289, l290, l291, l292, l293, l294) =STDEV.P(m285, m286, m287, m288, m289, m290, m291, m292, m293, m294) =STDEV.P(n285, n286, n287, n288, n289, n290, n291, n292, n293, n294) =STDEV.P(o285, o286, o287, o288, o289, o290, o291, o292, o293, o294) =STDEV.P(p285, p286, p287, p288, p289, p290, p291, p292, p293, p294) =STDEV.P(q285, q286, q287, q288, q289, q290, q291, q292, q293, q294) =STDEV.P(r285, r286, r287, r288, r289, r290, r291, r292, r293, r294) =STDEV.P(s285, s286, s287, s288, s289, s290, s291, s292, s293, s294) =STDEV.P(t285, t286, t287, t288, t289, t290, t291, t292, t293, t294) +=AVERAGE(a295, a296, a297, a298, a299, a300, a301, a302, a303, a304) =AVERAGE(b295, b296, b297, b298, b299, b300, b301, b302, b303, b304) =AVERAGE(c295, c296, c297, c298, c299, c300, c301, c302, c303, c304) =AVERAGE(d295, d296, d297, d298, d299, d300, d301, d302, d303, d304) =AVERAGE(e295, e296, e297, e298, e299, e300, e301, e302, e303, e304) =AVERAGE(f295, f296, f297, f298, f299, f300, f301, f302, f303, f304) =AVERAGE(g295, g296, g297, g298, g299, g300, g301, g302, g303, g304) =AVERAGE(h295, h296, h297, h298, h299, h300, h301, h302, h303, h304) =AVERAGE(i295, i296, i297, i298, i299, i300, i301, i302, i303, i304) =AVERAGE(j295, j296, j297, j298, j299, j300, j301, j302, j303, j304) =AVERAGE(k295, k296, k297, k298, k299, k300, k301, k302, k303, k304) =AVERAGE(l295, l296, l297, l298, l299, l300, l301, l302, l303, l304) =AVERAGE(m295, m296, m297, m298, m299, m300, m301, m302, m303, m304) =AVERAGE(n295, n296, n297, n298, n299, n300, n301, n302, n303, n304) =AVERAGE(o295, o296, o297, o298, o299, o300, o301, o302, o303, o304) =AVERAGE(p295, p296, p297, p298, p299, p300, p301, p302, p303, p304) =AVERAGE(q295, q296, q297, q298, q299, q300, q301, q302, q303, q304) =AVERAGE(r295, r296, r297, r298, r299, r300, r301, r302, r303, r304) =AVERAGE(s295, s296, s297, s298, s299, s300, s301, s302, s303, s304) =AVERAGE(t295, t296, t297, t298, t299, t300, t301, t302, t303, t304) =STDEV.P(a295, a296, a297, a298, a299, a300, a301, a302, a303, a304) =STDEV.P(b295, b296, b297, b298, b299, b300, b301, b302, b303, b304) =STDEV.P(c295, c296, c297, c298, c299, c300, c301, c302, c303, c304) =STDEV.P(d295, d296, d297, d298, d299, d300, d301, d302, d303, d304) =STDEV.P(e295, e296, e297, e298, e299, e300, e301, e302, e303, e304) =STDEV.P(f295, f296, f297, f298, f299, f300, f301, f302, f303, f304) =STDEV.P(g295, g296, g297, g298, g299, g300, g301, g302, g303, g304) =STDEV.P(h295, h296, h297, h298, h299, h300, h301, h302, h303, h304) =STDEV.P(i295, i296, i297, i298, i299, i300, i301, i302, i303, i304) =STDEV.P(j295, j296, j297, j298, j299, j300, j301, j302, j303, j304) =STDEV.P(k295, k296, k297, k298, k299, k300, k301, k302, k303, k304) =STDEV.P(l295, l296, l297, l298, l299, l300, l301, l302, l303, l304) =STDEV.P(m295, m296, m297, m298, m299, m300, m301, m302, m303, m304) =STDEV.P(n295, n296, n297, n298, n299, n300, n301, n302, n303, n304) =STDEV.P(o295, o296, o297, o298, o299, o300, o301, o302, o303, o304) =STDEV.P(p295, p296, p297, p298, p299, p300, p301, p302, p303, p304) =STDEV.P(q295, q296, q297, q298, q299, q300, q301, q302, q303, q304) =STDEV.P(r295, r296, r297, r298, r299, r300, r301, r302, r303, r304) =STDEV.P(s295, s296, s297, s298, s299, s300, s301, s302, s303, s304) =STDEV.P(t295, t296, t297, t298, t299, t300, t301, t302, t303, t304) +=AVERAGE(a305, a306, a307, a308, a309, a310, a311, a312, a313, a314) =AVERAGE(b305, b306, b307, b308, b309, b310, b311, b312, b313, b314) =AVERAGE(c305, c306, c307, c308, c309, c310, c311, c312, c313, c314) =AVERAGE(d305, d306, d307, d308, d309, d310, d311, d312, d313, d314) =AVERAGE(e305, e306, e307, e308, e309, e310, e311, e312, e313, e314) =AVERAGE(f305, f306, f307, f308, f309, f310, f311, f312, f313, f314) =AVERAGE(g305, g306, g307, g308, g309, g310, g311, g312, g313, g314) =AVERAGE(h305, h306, h307, h308, h309, h310, h311, h312, h313, h314) =AVERAGE(i305, i306, i307, i308, i309, i310, i311, i312, i313, i314) =AVERAGE(j305, j306, j307, j308, j309, j310, j311, j312, j313, j314) =AVERAGE(k305, k306, k307, k308, k309, k310, k311, k312, k313, k314) =AVERAGE(l305, l306, l307, l308, l309, l310, l311, l312, l313, l314) =AVERAGE(m305, m306, m307, m308, m309, m310, m311, m312, m313, m314) =AVERAGE(n305, n306, n307, n308, n309, n310, n311, n312, n313, n314) =AVERAGE(o305, o306, o307, o308, o309, o310, o311, o312, o313, o314) =AVERAGE(p305, p306, p307, p308, p309, p310, p311, p312, p313, p314) =AVERAGE(q305, q306, q307, q308, q309, q310, q311, q312, q313, q314) =AVERAGE(r305, r306, r307, r308, r309, r310, r311, r312, r313, r314) =AVERAGE(s305, s306, s307, s308, s309, s310, s311, s312, s313, s314) =AVERAGE(t305, t306, t307, t308, t309, t310, t311, t312, t313, t314) =STDEV.P(a305, a306, a307, a308, a309, a310, a311, a312, a313, a314) =STDEV.P(b305, b306, b307, b308, b309, b310, b311, b312, b313, b314) =STDEV.P(c305, c306, c307, c308, c309, c310, c311, c312, c313, c314) =STDEV.P(d305, d306, d307, d308, d309, d310, d311, d312, d313, d314) =STDEV.P(e305, e306, e307, e308, e309, e310, e311, e312, e313, e314) =STDEV.P(f305, f306, f307, f308, f309, f310, f311, f312, f313, f314) =STDEV.P(g305, g306, g307, g308, g309, g310, g311, g312, g313, g314) =STDEV.P(h305, h306, h307, h308, h309, h310, h311, h312, h313, h314) =STDEV.P(i305, i306, i307, i308, i309, i310, i311, i312, i313, i314) =STDEV.P(j305, j306, j307, j308, j309, j310, j311, j312, j313, j314) =STDEV.P(k305, k306, k307, k308, k309, k310, k311, k312, k313, k314) =STDEV.P(l305, l306, l307, l308, l309, l310, l311, l312, l313, l314) =STDEV.P(m305, m306, m307, m308, m309, m310, m311, m312, m313, m314) =STDEV.P(n305, n306, n307, n308, n309, n310, n311, n312, n313, n314) =STDEV.P(o305, o306, o307, o308, o309, o310, o311, o312, o313, o314) =STDEV.P(p305, p306, p307, p308, p309, p310, p311, p312, p313, p314) =STDEV.P(q305, q306, q307, q308, q309, q310, q311, q312, q313, q314) =STDEV.P(r305, r306, r307, r308, r309, r310, r311, r312, r313, r314) =STDEV.P(s305, s306, s307, s308, s309, s310, s311, s312, s313, s314) =STDEV.P(t305, t306, t307, t308, t309, t310, t311, t312, t313, t314) +=AVERAGE(a315, a316, a317, a318, a319, a320, a321, a322, a323, a324) =AVERAGE(b315, b316, b317, b318, b319, b320, b321, b322, b323, b324) =AVERAGE(c315, c316, c317, c318, c319, c320, c321, c322, c323, c324) =AVERAGE(d315, d316, d317, d318, d319, d320, d321, d322, d323, d324) =AVERAGE(e315, e316, e317, e318, e319, e320, e321, e322, e323, e324) =AVERAGE(f315, f316, f317, f318, f319, f320, f321, f322, f323, f324) =AVERAGE(g315, g316, g317, g318, g319, g320, g321, g322, g323, g324) =AVERAGE(h315, h316, h317, h318, h319, h320, h321, h322, h323, h324) =AVERAGE(i315, i316, i317, i318, i319, i320, i321, i322, i323, i324) =AVERAGE(j315, j316, j317, j318, j319, j320, j321, j322, j323, j324) =AVERAGE(k315, k316, k317, k318, k319, k320, k321, k322, k323, k324) =AVERAGE(l315, l316, l317, l318, l319, l320, l321, l322, l323, l324) =AVERAGE(m315, m316, m317, m318, m319, m320, m321, m322, m323, m324) =AVERAGE(n315, n316, n317, n318, n319, n320, n321, n322, n323, n324) =AVERAGE(o315, o316, o317, o318, o319, o320, o321, o322, o323, o324) =AVERAGE(p315, p316, p317, p318, p319, p320, p321, p322, p323, p324) =AVERAGE(q315, q316, q317, q318, q319, q320, q321, q322, q323, q324) =AVERAGE(r315, r316, r317, r318, r319, r320, r321, r322, r323, r324) =AVERAGE(s315, s316, s317, s318, s319, s320, s321, s322, s323, s324) =AVERAGE(t315, t316, t317, t318, t319, t320, t321, t322, t323, t324) =STDEV.P(a315, a316, a317, a318, a319, a320, a321, a322, a323, a324) =STDEV.P(b315, b316, b317, b318, b319, b320, b321, b322, b323, b324) =STDEV.P(c315, c316, c317, c318, c319, c320, c321, c322, c323, c324) =STDEV.P(d315, d316, d317, d318, d319, d320, d321, d322, d323, d324) =STDEV.P(e315, e316, e317, e318, e319, e320, e321, e322, e323, e324) =STDEV.P(f315, f316, f317, f318, f319, f320, f321, f322, f323, f324) =STDEV.P(g315, g316, g317, g318, g319, g320, g321, g322, g323, g324) =STDEV.P(h315, h316, h317, h318, h319, h320, h321, h322, h323, h324) =STDEV.P(i315, i316, i317, i318, i319, i320, i321, i322, i323, i324) =STDEV.P(j315, j316, j317, j318, j319, j320, j321, j322, j323, j324) =STDEV.P(k315, k316, k317, k318, k319, k320, k321, k322, k323, k324) =STDEV.P(l315, l316, l317, l318, l319, l320, l321, l322, l323, l324) =STDEV.P(m315, m316, m317, m318, m319, m320, m321, m322, m323, m324) =STDEV.P(n315, n316, n317, n318, n319, n320, n321, n322, n323, n324) =STDEV.P(o315, o316, o317, o318, o319, o320, o321, o322, o323, o324) =STDEV.P(p315, p316, p317, p318, p319, p320, p321, p322, p323, p324) =STDEV.P(q315, q316, q317, q318, q319, q320, q321, q322, q323, q324) =STDEV.P(r315, r316, r317, r318, r319, r320, r321, r322, r323, r324) =STDEV.P(s315, s316, s317, s318, s319, s320, s321, s322, s323, s324) =STDEV.P(t315, t316, t317, t318, t319, t320, t321, t322, t323, t324) +=AVERAGE(a325, a326, a327, a328, a329, a330, a331, a332, a333, a334) =AVERAGE(b325, b326, b327, b328, b329, b330, b331, b332, b333, b334) =AVERAGE(c325, c326, c327, c328, c329, c330, c331, c332, c333, c334) =AVERAGE(d325, d326, d327, d328, d329, d330, d331, d332, d333, d334) =AVERAGE(e325, e326, e327, e328, e329, e330, e331, e332, e333, e334) =AVERAGE(f325, f326, f327, f328, f329, f330, f331, f332, f333, f334) =AVERAGE(g325, g326, g327, g328, g329, g330, g331, g332, g333, g334) =AVERAGE(h325, h326, h327, h328, h329, h330, h331, h332, h333, h334) =AVERAGE(i325, i326, i327, i328, i329, i330, i331, i332, i333, i334) =AVERAGE(j325, j326, j327, j328, j329, j330, j331, j332, j333, j334) =AVERAGE(k325, k326, k327, k328, k329, k330, k331, k332, k333, k334) =AVERAGE(l325, l326, l327, l328, l329, l330, l331, l332, l333, l334) =AVERAGE(m325, m326, m327, m328, m329, m330, m331, m332, m333, m334) =AVERAGE(n325, n326, n327, n328, n329, n330, n331, n332, n333, n334) =AVERAGE(o325, o326, o327, o328, o329, o330, o331, o332, o333, o334) =AVERAGE(p325, p326, p327, p328, p329, p330, p331, p332, p333, p334) =AVERAGE(q325, q326, q327, q328, q329, q330, q331, q332, q333, q334) =AVERAGE(r325, r326, r327, r328, r329, r330, r331, r332, r333, r334) =AVERAGE(s325, s326, s327, s328, s329, s330, s331, s332, s333, s334) =AVERAGE(t325, t326, t327, t328, t329, t330, t331, t332, t333, t334) =STDEV.P(a325, a326, a327, a328, a329, a330, a331, a332, a333, a334) =STDEV.P(b325, b326, b327, b328, b329, b330, b331, b332, b333, b334) =STDEV.P(c325, c326, c327, c328, c329, c330, c331, c332, c333, c334) =STDEV.P(d325, d326, d327, d328, d329, d330, d331, d332, d333, d334) =STDEV.P(e325, e326, e327, e328, e329, e330, e331, e332, e333, e334) =STDEV.P(f325, f326, f327, f328, f329, f330, f331, f332, f333, f334) =STDEV.P(g325, g326, g327, g328, g329, g330, g331, g332, g333, g334) =STDEV.P(h325, h326, h327, h328, h329, h330, h331, h332, h333, h334) =STDEV.P(i325, i326, i327, i328, i329, i330, i331, i332, i333, i334) =STDEV.P(j325, j326, j327, j328, j329, j330, j331, j332, j333, j334) =STDEV.P(k325, k326, k327, k328, k329, k330, k331, k332, k333, k334) =STDEV.P(l325, l326, l327, l328, l329, l330, l331, l332, l333, l334) =STDEV.P(m325, m326, m327, m328, m329, m330, m331, m332, m333, m334) =STDEV.P(n325, n326, n327, n328, n329, n330, n331, n332, n333, n334) =STDEV.P(o325, o326, o327, o328, o329, o330, o331, o332, o333, o334) =STDEV.P(p325, p326, p327, p328, p329, p330, p331, p332, p333, p334) =STDEV.P(q325, q326, q327, q328, q329, q330, q331, q332, q333, q334) =STDEV.P(r325, r326, r327, r328, r329, r330, r331, r332, r333, r334) =STDEV.P(s325, s326, s327, s328, s329, s330, s331, s332, s333, s334) =STDEV.P(t325, t326, t327, t328, t329, t330, t331, t332, t333, t334) +=AVERAGE(a335, a336, a337, a338, a339, a340, a341, a342, a343, a344) =AVERAGE(b335, b336, b337, b338, b339, b340, b341, b342, b343, b344) =AVERAGE(c335, c336, c337, c338, c339, c340, c341, c342, c343, c344) =AVERAGE(d335, d336, d337, d338, d339, d340, d341, d342, d343, d344) =AVERAGE(e335, e336, e337, e338, e339, e340, e341, e342, e343, e344) =AVERAGE(f335, f336, f337, f338, f339, f340, f341, f342, f343, f344) =AVERAGE(g335, g336, g337, g338, g339, g340, g341, g342, g343, g344) =AVERAGE(h335, h336, h337, h338, h339, h340, h341, h342, h343, h344) =AVERAGE(i335, i336, i337, i338, i339, i340, i341, i342, i343, i344) =AVERAGE(j335, j336, j337, j338, j339, j340, j341, j342, j343, j344) =AVERAGE(k335, k336, k337, k338, k339, k340, k341, k342, k343, k344) =AVERAGE(l335, l336, l337, l338, l339, l340, l341, l342, l343, l344) =AVERAGE(m335, m336, m337, m338, m339, m340, m341, m342, m343, m344) =AVERAGE(n335, n336, n337, n338, n339, n340, n341, n342, n343, n344) =AVERAGE(o335, o336, o337, o338, o339, o340, o341, o342, o343, o344) =AVERAGE(p335, p336, p337, p338, p339, p340, p341, p342, p343, p344) =AVERAGE(q335, q336, q337, q338, q339, q340, q341, q342, q343, q344) =AVERAGE(r335, r336, r337, r338, r339, r340, r341, r342, r343, r344) =AVERAGE(s335, s336, s337, s338, s339, s340, s341, s342, s343, s344) =AVERAGE(t335, t336, t337, t338, t339, t340, t341, t342, t343, t344) =STDEV.P(a335, a336, a337, a338, a339, a340, a341, a342, a343, a344) =STDEV.P(b335, b336, b337, b338, b339, b340, b341, b342, b343, b344) =STDEV.P(c335, c336, c337, c338, c339, c340, c341, c342, c343, c344) =STDEV.P(d335, d336, d337, d338, d339, d340, d341, d342, d343, d344) =STDEV.P(e335, e336, e337, e338, e339, e340, e341, e342, e343, e344) =STDEV.P(f335, f336, f337, f338, f339, f340, f341, f342, f343, f344) =STDEV.P(g335, g336, g337, g338, g339, g340, g341, g342, g343, g344) =STDEV.P(h335, h336, h337, h338, h339, h340, h341, h342, h343, h344) =STDEV.P(i335, i336, i337, i338, i339, i340, i341, i342, i343, i344) =STDEV.P(j335, j336, j337, j338, j339, j340, j341, j342, j343, j344) =STDEV.P(k335, k336, k337, k338, k339, k340, k341, k342, k343, k344) =STDEV.P(l335, l336, l337, l338, l339, l340, l341, l342, l343, l344) =STDEV.P(m335, m336, m337, m338, m339, m340, m341, m342, m343, m344) =STDEV.P(n335, n336, n337, n338, n339, n340, n341, n342, n343, n344) =STDEV.P(o335, o336, o337, o338, o339, o340, o341, o342, o343, o344) =STDEV.P(p335, p336, p337, p338, p339, p340, p341, p342, p343, p344) =STDEV.P(q335, q336, q337, q338, q339, q340, q341, q342, q343, q344) =STDEV.P(r335, r336, r337, r338, r339, r340, r341, r342, r343, r344) =STDEV.P(s335, s336, s337, s338, s339, s340, s341, s342, s343, s344) =STDEV.P(t335, t336, t337, t338, t339, t340, t341, t342, t343, t344) +=AVERAGE(a345, a346, a347, a348, a349, a350, a351, a352, a353, a354) =AVERAGE(b345, b346, b347, b348, b349, b350, b351, b352, b353, b354) =AVERAGE(c345, c346, c347, c348, c349, c350, c351, c352, c353, c354) =AVERAGE(d345, d346, d347, d348, d349, d350, d351, d352, d353, d354) =AVERAGE(e345, e346, e347, e348, e349, e350, e351, e352, e353, e354) =AVERAGE(f345, f346, f347, f348, f349, f350, f351, f352, f353, f354) =AVERAGE(g345, g346, g347, g348, g349, g350, g351, g352, g353, g354) =AVERAGE(h345, h346, h347, h348, h349, h350, h351, h352, h353, h354) =AVERAGE(i345, i346, i347, i348, i349, i350, i351, i352, i353, i354) =AVERAGE(j345, j346, j347, j348, j349, j350, j351, j352, j353, j354) =AVERAGE(k345, k346, k347, k348, k349, k350, k351, k352, k353, k354) =AVERAGE(l345, l346, l347, l348, l349, l350, l351, l352, l353, l354) =AVERAGE(m345, m346, m347, m348, m349, m350, m351, m352, m353, m354) =AVERAGE(n345, n346, n347, n348, n349, n350, n351, n352, n353, n354) =AVERAGE(o345, o346, o347, o348, o349, o350, o351, o352, o353, o354) =AVERAGE(p345, p346, p347, p348, p349, p350, p351, p352, p353, p354) =AVERAGE(q345, q346, q347, q348, q349, q350, q351, q352, q353, q354) =AVERAGE(r345, r346, r347, r348, r349, r350, r351, r352, r353, r354) =AVERAGE(s345, s346, s347, s348, s349, s350, s351, s352, s353, s354) =AVERAGE(t345, t346, t347, t348, t349, t350, t351, t352, t353, t354) =STDEV.P(a345, a346, a347, a348, a349, a350, a351, a352, a353, a354) =STDEV.P(b345, b346, b347, b348, b349, b350, b351, b352, b353, b354) =STDEV.P(c345, c346, c347, c348, c349, c350, c351, c352, c353, c354) =STDEV.P(d345, d346, d347, d348, d349, d350, d351, d352, d353, d354) =STDEV.P(e345, e346, e347, e348, e349, e350, e351, e352, e353, e354) =STDEV.P(f345, f346, f347, f348, f349, f350, f351, f352, f353, f354) =STDEV.P(g345, g346, g347, g348, g349, g350, g351, g352, g353, g354) =STDEV.P(h345, h346, h347, h348, h349, h350, h351, h352, h353, h354) =STDEV.P(i345, i346, i347, i348, i349, i350, i351, i352, i353, i354) =STDEV.P(j345, j346, j347, j348, j349, j350, j351, j352, j353, j354) =STDEV.P(k345, k346, k347, k348, k349, k350, k351, k352, k353, k354) =STDEV.P(l345, l346, l347, l348, l349, l350, l351, l352, l353, l354) =STDEV.P(m345, m346, m347, m348, m349, m350, m351, m352, m353, m354) =STDEV.P(n345, n346, n347, n348, n349, n350, n351, n352, n353, n354) =STDEV.P(o345, o346, o347, o348, o349, o350, o351, o352, o353, o354) =STDEV.P(p345, p346, p347, p348, p349, p350, p351, p352, p353, p354) =STDEV.P(q345, q346, q347, q348, q349, q350, q351, q352, q353, q354) =STDEV.P(r345, r346, r347, r348, r349, r350, r351, r352, r353, r354) =STDEV.P(s345, s346, s347, s348, s349, s350, s351, s352, s353, s354) =STDEV.P(t345, t346, t347, t348, t349, t350, t351, t352, t353, t354) +=AVERAGE(a355, a356, a357, a358, a359, a360, a361, a362, a363, a364) =AVERAGE(b355, b356, b357, b358, b359, b360, b361, b362, b363, b364) =AVERAGE(c355, c356, c357, c358, c359, c360, c361, c362, c363, c364) =AVERAGE(d355, d356, d357, d358, d359, d360, d361, d362, d363, d364) =AVERAGE(e355, e356, e357, e358, e359, e360, e361, e362, e363, e364) =AVERAGE(f355, f356, f357, f358, f359, f360, f361, f362, f363, f364) =AVERAGE(g355, g356, g357, g358, g359, g360, g361, g362, g363, g364) =AVERAGE(h355, h356, h357, h358, h359, h360, h361, h362, h363, h364) =AVERAGE(i355, i356, i357, i358, i359, i360, i361, i362, i363, i364) =AVERAGE(j355, j356, j357, j358, j359, j360, j361, j362, j363, j364) =AVERAGE(k355, k356, k357, k358, k359, k360, k361, k362, k363, k364) =AVERAGE(l355, l356, l357, l358, l359, l360, l361, l362, l363, l364) =AVERAGE(m355, m356, m357, m358, m359, m360, m361, m362, m363, m364) =AVERAGE(n355, n356, n357, n358, n359, n360, n361, n362, n363, n364) =AVERAGE(o355, o356, o357, o358, o359, o360, o361, o362, o363, o364) =AVERAGE(p355, p356, p357, p358, p359, p360, p361, p362, p363, p364) =AVERAGE(q355, q356, q357, q358, q359, q360, q361, q362, q363, q364) =AVERAGE(r355, r356, r357, r358, r359, r360, r361, r362, r363, r364) =AVERAGE(s355, s356, s357, s358, s359, s360, s361, s362, s363, s364) =AVERAGE(t355, t356, t357, t358, t359, t360, t361, t362, t363, t364) =STDEV.P(a355, a356, a357, a358, a359, a360, a361, a362, a363, a364) =STDEV.P(b355, b356, b357, b358, b359, b360, b361, b362, b363, b364) =STDEV.P(c355, c356, c357, c358, c359, c360, c361, c362, c363, c364) =STDEV.P(d355, d356, d357, d358, d359, d360, d361, d362, d363, d364) =STDEV.P(e355, e356, e357, e358, e359, e360, e361, e362, e363, e364) =STDEV.P(f355, f356, f357, f358, f359, f360, f361, f362, f363, f364) =STDEV.P(g355, g356, g357, g358, g359, g360, g361, g362, g363, g364) =STDEV.P(h355, h356, h357, h358, h359, h360, h361, h362, h363, h364) =STDEV.P(i355, i356, i357, i358, i359, i360, i361, i362, i363, i364) =STDEV.P(j355, j356, j357, j358, j359, j360, j361, j362, j363, j364) =STDEV.P(k355, k356, k357, k358, k359, k360, k361, k362, k363, k364) =STDEV.P(l355, l356, l357, l358, l359, l360, l361, l362, l363, l364) =STDEV.P(m355, m356, m357, m358, m359, m360, m361, m362, m363, m364) =STDEV.P(n355, n356, n357, n358, n359, n360, n361, n362, n363, n364) =STDEV.P(o355, o356, o357, o358, o359, o360, o361, o362, o363, o364) =STDEV.P(p355, p356, p357, p358, p359, p360, p361, p362, p363, p364) =STDEV.P(q355, q356, q357, q358, q359, q360, q361, q362, q363, q364) =STDEV.P(r355, r356, r357, r358, r359, r360, r361, r362, r363, r364) =STDEV.P(s355, s356, s357, s358, s359, s360, s361, s362, s363, s364) =STDEV.P(t355, t356, t357, t358, t359, t360, t361, t362, t363, t364) +=AVERAGE(a365, a366, a367, a368, a369, a370, a371, a372, a373, a374) =AVERAGE(b365, b366, b367, b368, b369, b370, b371, b372, b373, b374) =AVERAGE(c365, c366, c367, c368, c369, c370, c371, c372, c373, c374) =AVERAGE(d365, d366, d367, d368, d369, d370, d371, d372, d373, d374) =AVERAGE(e365, e366, e367, e368, e369, e370, e371, e372, e373, e374) =AVERAGE(f365, f366, f367, f368, f369, f370, f371, f372, f373, f374) =AVERAGE(g365, g366, g367, g368, g369, g370, g371, g372, g373, g374) =AVERAGE(h365, h366, h367, h368, h369, h370, h371, h372, h373, h374) =AVERAGE(i365, i366, i367, i368, i369, i370, i371, i372, i373, i374) =AVERAGE(j365, j366, j367, j368, j369, j370, j371, j372, j373, j374) =AVERAGE(k365, k366, k367, k368, k369, k370, k371, k372, k373, k374) =AVERAGE(l365, l366, l367, l368, l369, l370, l371, l372, l373, l374) =AVERAGE(m365, m366, m367, m368, m369, m370, m371, m372, m373, m374) =AVERAGE(n365, n366, n367, n368, n369, n370, n371, n372, n373, n374) =AVERAGE(o365, o366, o367, o368, o369, o370, o371, o372, o373, o374) =AVERAGE(p365, p366, p367, p368, p369, p370, p371, p372, p373, p374) =AVERAGE(q365, q366, q367, q368, q369, q370, q371, q372, q373, q374) =AVERAGE(r365, r366, r367, r368, r369, r370, r371, r372, r373, r374) =AVERAGE(s365, s366, s367, s368, s369, s370, s371, s372, s373, s374) =AVERAGE(t365, t366, t367, t368, t369, t370, t371, t372, t373, t374) =STDEV.P(a365, a366, a367, a368, a369, a370, a371, a372, a373, a374) =STDEV.P(b365, b366, b367, b368, b369, b370, b371, b372, b373, b374) =STDEV.P(c365, c366, c367, c368, c369, c370, c371, c372, c373, c374) =STDEV.P(d365, d366, d367, d368, d369, d370, d371, d372, d373, d374) =STDEV.P(e365, e366, e367, e368, e369, e370, e371, e372, e373, e374) =STDEV.P(f365, f366, f367, f368, f369, f370, f371, f372, f373, f374) =STDEV.P(g365, g366, g367, g368, g369, g370, g371, g372, g373, g374) =STDEV.P(h365, h366, h367, h368, h369, h370, h371, h372, h373, h374) =STDEV.P(i365, i366, i367, i368, i369, i370, i371, i372, i373, i374) =STDEV.P(j365, j366, j367, j368, j369, j370, j371, j372, j373, j374) =STDEV.P(k365, k366, k367, k368, k369, k370, k371, k372, k373, k374) =STDEV.P(l365, l366, l367, l368, l369, l370, l371, l372, l373, l374) =STDEV.P(m365, m366, m367, m368, m369, m370, m371, m372, m373, m374) =STDEV.P(n365, n366, n367, n368, n369, n370, n371, n372, n373, n374) =STDEV.P(o365, o366, o367, o368, o369, o370, o371, o372, o373, o374) =STDEV.P(p365, p366, p367, p368, p369, p370, p371, p372, p373, p374) =STDEV.P(q365, q366, q367, q368, q369, q370, q371, q372, q373, q374) =STDEV.P(r365, r366, r367, r368, r369, r370, r371, r372, r373, r374) =STDEV.P(s365, s366, s367, s368, s369, s370, s371, s372, s373, s374) =STDEV.P(t365, t366, t367, t368, t369, t370, t371, t372, t373, t374) +=AVERAGE(a375, a376, a377, a378, a379, a380, a381, a382, a383, a384) =AVERAGE(b375, b376, b377, b378, b379, b380, b381, b382, b383, b384) =AVERAGE(c375, c376, c377, c378, c379, c380, c381, c382, c383, c384) =AVERAGE(d375, d376, d377, d378, d379, d380, d381, d382, d383, d384) =AVERAGE(e375, e376, e377, e378, e379, e380, e381, e382, e383, e384) =AVERAGE(f375, f376, f377, f378, f379, f380, f381, f382, f383, f384) =AVERAGE(g375, g376, g377, g378, g379, g380, g381, g382, g383, g384) =AVERAGE(h375, h376, h377, h378, h379, h380, h381, h382, h383, h384) =AVERAGE(i375, i376, i377, i378, i379, i380, i381, i382, i383, i384) =AVERAGE(j375, j376, j377, j378, j379, j380, j381, j382, j383, j384) =AVERAGE(k375, k376, k377, k378, k379, k380, k381, k382, k383, k384) =AVERAGE(l375, l376, l377, l378, l379, l380, l381, l382, l383, l384) =AVERAGE(m375, m376, m377, m378, m379, m380, m381, m382, m383, m384) =AVERAGE(n375, n376, n377, n378, n379, n380, n381, n382, n383, n384) =AVERAGE(o375, o376, o377, o378, o379, o380, o381, o382, o383, o384) =AVERAGE(p375, p376, p377, p378, p379, p380, p381, p382, p383, p384) =AVERAGE(q375, q376, q377, q378, q379, q380, q381, q382, q383, q384) =AVERAGE(r375, r376, r377, r378, r379, r380, r381, r382, r383, r384) =AVERAGE(s375, s376, s377, s378, s379, s380, s381, s382, s383, s384) =AVERAGE(t375, t376, t377, t378, t379, t380, t381, t382, t383, t384) =STDEV.P(a375, a376, a377, a378, a379, a380, a381, a382, a383, a384) =STDEV.P(b375, b376, b377, b378, b379, b380, b381, b382, b383, b384) =STDEV.P(c375, c376, c377, c378, c379, c380, c381, c382, c383, c384) =STDEV.P(d375, d376, d377, d378, d379, d380, d381, d382, d383, d384) =STDEV.P(e375, e376, e377, e378, e379, e380, e381, e382, e383, e384) =STDEV.P(f375, f376, f377, f378, f379, f380, f381, f382, f383, f384) =STDEV.P(g375, g376, g377, g378, g379, g380, g381, g382, g383, g384) =STDEV.P(h375, h376, h377, h378, h379, h380, h381, h382, h383, h384) =STDEV.P(i375, i376, i377, i378, i379, i380, i381, i382, i383, i384) =STDEV.P(j375, j376, j377, j378, j379, j380, j381, j382, j383, j384) =STDEV.P(k375, k376, k377, k378, k379, k380, k381, k382, k383, k384) =STDEV.P(l375, l376, l377, l378, l379, l380, l381, l382, l383, l384) =STDEV.P(m375, m376, m377, m378, m379, m380, m381, m382, m383, m384) =STDEV.P(n375, n376, n377, n378, n379, n380, n381, n382, n383, n384) =STDEV.P(o375, o376, o377, o378, o379, o380, o381, o382, o383, o384) =STDEV.P(p375, p376, p377, p378, p379, p380, p381, p382, p383, p384) =STDEV.P(q375, q376, q377, q378, q379, q380, q381, q382, q383, q384) =STDEV.P(r375, r376, r377, r378, r379, r380, r381, r382, r383, r384) =STDEV.P(s375, s376, s377, s378, s379, s380, s381, s382, s383, s384) =STDEV.P(t375, t376, t377, t378, t379, t380, t381, t382, t383, t384) +=AVERAGE(a385, a386, a387, a388, a389, a390, a391, a392, a393, a394) =AVERAGE(b385, b386, b387, b388, b389, b390, b391, b392, b393, b394) =AVERAGE(c385, c386, c387, c388, c389, c390, c391, c392, c393, c394) =AVERAGE(d385, d386, d387, d388, d389, d390, d391, d392, d393, d394) =AVERAGE(e385, e386, e387, e388, e389, e390, e391, e392, e393, e394) =AVERAGE(f385, f386, f387, f388, f389, f390, f391, f392, f393, f394) =AVERAGE(g385, g386, g387, g388, g389, g390, g391, g392, g393, g394) =AVERAGE(h385, h386, h387, h388, h389, h390, h391, h392, h393, h394) =AVERAGE(i385, i386, i387, i388, i389, i390, i391, i392, i393, i394) =AVERAGE(j385, j386, j387, j388, j389, j390, j391, j392, j393, j394) =AVERAGE(k385, k386, k387, k388, k389, k390, k391, k392, k393, k394) =AVERAGE(l385, l386, l387, l388, l389, l390, l391, l392, l393, l394) =AVERAGE(m385, m386, m387, m388, m389, m390, m391, m392, m393, m394) =AVERAGE(n385, n386, n387, n388, n389, n390, n391, n392, n393, n394) =AVERAGE(o385, o386, o387, o388, o389, o390, o391, o392, o393, o394) =AVERAGE(p385, p386, p387, p388, p389, p390, p391, p392, p393, p394) =AVERAGE(q385, q386, q387, q388, q389, q390, q391, q392, q393, q394) =AVERAGE(r385, r386, r387, r388, r389, r390, r391, r392, r393, r394) =AVERAGE(s385, s386, s387, s388, s389, s390, s391, s392, s393, s394) =AVERAGE(t385, t386, t387, t388, t389, t390, t391, t392, t393, t394) =STDEV.P(a385, a386, a387, a388, a389, a390, a391, a392, a393, a394) =STDEV.P(b385, b386, b387, b388, b389, b390, b391, b392, b393, b394) =STDEV.P(c385, c386, c387, c388, c389, c390, c391, c392, c393, c394) =STDEV.P(d385, d386, d387, d388, d389, d390, d391, d392, d393, d394) =STDEV.P(e385, e386, e387, e388, e389, e390, e391, e392, e393, e394) =STDEV.P(f385, f386, f387, f388, f389, f390, f391, f392, f393, f394) =STDEV.P(g385, g386, g387, g388, g389, g390, g391, g392, g393, g394) =STDEV.P(h385, h386, h387, h388, h389, h390, h391, h392, h393, h394) =STDEV.P(i385, i386, i387, i388, i389, i390, i391, i392, i393, i394) =STDEV.P(j385, j386, j387, j388, j389, j390, j391, j392, j393, j394) =STDEV.P(k385, k386, k387, k388, k389, k390, k391, k392, k393, k394) =STDEV.P(l385, l386, l387, l388, l389, l390, l391, l392, l393, l394) =STDEV.P(m385, m386, m387, m388, m389, m390, m391, m392, m393, m394) =STDEV.P(n385, n386, n387, n388, n389, n390, n391, n392, n393, n394) =STDEV.P(o385, o386, o387, o388, o389, o390, o391, o392, o393, o394) =STDEV.P(p385, p386, p387, p388, p389, p390, p391, p392, p393, p394) =STDEV.P(q385, q386, q387, q388, q389, q390, q391, q392, q393, q394) =STDEV.P(r385, r386, r387, r388, r389, r390, r391, r392, r393, r394) =STDEV.P(s385, s386, s387, s388, s389, s390, s391, s392, s393, s394) =STDEV.P(t385, t386, t387, t388, t389, t390, t391, t392, t393, t394) +=AVERAGE(a395, a396, a397, a398, a399, a400, a401, a402, a403, a404) =AVERAGE(b395, b396, b397, b398, b399, b400, b401, b402, b403, b404) =AVERAGE(c395, c396, c397, c398, c399, c400, c401, c402, c403, c404) =AVERAGE(d395, d396, d397, d398, d399, d400, d401, d402, d403, d404) =AVERAGE(e395, e396, e397, e398, e399, e400, e401, e402, e403, e404) =AVERAGE(f395, f396, f397, f398, f399, f400, f401, f402, f403, f404) =AVERAGE(g395, g396, g397, g398, g399, g400, g401, g402, g403, g404) =AVERAGE(h395, h396, h397, h398, h399, h400, h401, h402, h403, h404) =AVERAGE(i395, i396, i397, i398, i399, i400, i401, i402, i403, i404) =AVERAGE(j395, j396, j397, j398, j399, j400, j401, j402, j403, j404) =AVERAGE(k395, k396, k397, k398, k399, k400, k401, k402, k403, k404) =AVERAGE(l395, l396, l397, l398, l399, l400, l401, l402, l403, l404) =AVERAGE(m395, m396, m397, m398, m399, m400, m401, m402, m403, m404) =AVERAGE(n395, n396, n397, n398, n399, n400, n401, n402, n403, n404) =AVERAGE(o395, o396, o397, o398, o399, o400, o401, o402, o403, o404) =AVERAGE(p395, p396, p397, p398, p399, p400, p401, p402, p403, p404) =AVERAGE(q395, q396, q397, q398, q399, q400, q401, q402, q403, q404) =AVERAGE(r395, r396, r397, r398, r399, r400, r401, r402, r403, r404) =AVERAGE(s395, s396, s397, s398, s399, s400, s401, s402, s403, s404) =AVERAGE(t395, t396, t397, t398, t399, t400, t401, t402, t403, t404) =STDEV.P(a395, a396, a397, a398, a399, a400, a401, a402, a403, a404) =STDEV.P(b395, b396, b397, b398, b399, b400, b401, b402, b403, b404) =STDEV.P(c395, c396, c397, c398, c399, c400, c401, c402, c403, c404) =STDEV.P(d395, d396, d397, d398, d399, d400, d401, d402, d403, d404) =STDEV.P(e395, e396, e397, e398, e399, e400, e401, e402, e403, e404) =STDEV.P(f395, f396, f397, f398, f399, f400, f401, f402, f403, f404) =STDEV.P(g395, g396, g397, g398, g399, g400, g401, g402, g403, g404) =STDEV.P(h395, h396, h397, h398, h399, h400, h401, h402, h403, h404) =STDEV.P(i395, i396, i397, i398, i399, i400, i401, i402, i403, i404) =STDEV.P(j395, j396, j397, j398, j399, j400, j401, j402, j403, j404) =STDEV.P(k395, k396, k397, k398, k399, k400, k401, k402, k403, k404) =STDEV.P(l395, l396, l397, l398, l399, l400, l401, l402, l403, l404) =STDEV.P(m395, m396, m397, m398, m399, m400, m401, m402, m403, m404) =STDEV.P(n395, n396, n397, n398, n399, n400, n401, n402, n403, n404) =STDEV.P(o395, o396, o397, o398, o399, o400, o401, o402, o403, o404) =STDEV.P(p395, p396, p397, p398, p399, p400, p401, p402, p403, p404) =STDEV.P(q395, q396, q397, q398, q399, q400, q401, q402, q403, q404) =STDEV.P(r395, r396, r397, r398, r399, r400, r401, r402, r403, r404) =STDEV.P(s395, s396, s397, s398, s399, s400, s401, s402, s403, s404) =STDEV.P(t395, t396, t397, t398, t399, t400, t401, t402, t403, t404) +=AVERAGE(a405, a406, a407, a408, a409, a410, a411, a412, a413, a414) =AVERAGE(b405, b406, b407, b408, b409, b410, b411, b412, b413, b414) =AVERAGE(c405, c406, c407, c408, c409, c410, c411, c412, c413, c414) =AVERAGE(d405, d406, d407, d408, d409, d410, d411, d412, d413, d414) =AVERAGE(e405, e406, e407, e408, e409, e410, e411, e412, e413, e414) =AVERAGE(f405, f406, f407, f408, f409, f410, f411, f412, f413, f414) =AVERAGE(g405, g406, g407, g408, g409, g410, g411, g412, g413, g414) =AVERAGE(h405, h406, h407, h408, h409, h410, h411, h412, h413, h414) =AVERAGE(i405, i406, i407, i408, i409, i410, i411, i412, i413, i414) =AVERAGE(j405, j406, j407, j408, j409, j410, j411, j412, j413, j414) =AVERAGE(k405, k406, k407, k408, k409, k410, k411, k412, k413, k414) =AVERAGE(l405, l406, l407, l408, l409, l410, l411, l412, l413, l414) =AVERAGE(m405, m406, m407, m408, m409, m410, m411, m412, m413, m414) =AVERAGE(n405, n406, n407, n408, n409, n410, n411, n412, n413, n414) =AVERAGE(o405, o406, o407, o408, o409, o410, o411, o412, o413, o414) =AVERAGE(p405, p406, p407, p408, p409, p410, p411, p412, p413, p414) =AVERAGE(q405, q406, q407, q408, q409, q410, q411, q412, q413, q414) =AVERAGE(r405, r406, r407, r408, r409, r410, r411, r412, r413, r414) =AVERAGE(s405, s406, s407, s408, s409, s410, s411, s412, s413, s414) =AVERAGE(t405, t406, t407, t408, t409, t410, t411, t412, t413, t414) =STDEV.P(a405, a406, a407, a408, a409, a410, a411, a412, a413, a414) =STDEV.P(b405, b406, b407, b408, b409, b410, b411, b412, b413, b414) =STDEV.P(c405, c406, c407, c408, c409, c410, c411, c412, c413, c414) =STDEV.P(d405, d406, d407, d408, d409, d410, d411, d412, d413, d414) =STDEV.P(e405, e406, e407, e408, e409, e410, e411, e412, e413, e414) =STDEV.P(f405, f406, f407, f408, f409, f410, f411, f412, f413, f414) =STDEV.P(g405, g406, g407, g408, g409, g410, g411, g412, g413, g414) =STDEV.P(h405, h406, h407, h408, h409, h410, h411, h412, h413, h414) =STDEV.P(i405, i406, i407, i408, i409, i410, i411, i412, i413, i414) =STDEV.P(j405, j406, j407, j408, j409, j410, j411, j412, j413, j414) =STDEV.P(k405, k406, k407, k408, k409, k410, k411, k412, k413, k414) =STDEV.P(l405, l406, l407, l408, l409, l410, l411, l412, l413, l414) =STDEV.P(m405, m406, m407, m408, m409, m410, m411, m412, m413, m414) =STDEV.P(n405, n406, n407, n408, n409, n410, n411, n412, n413, n414) =STDEV.P(o405, o406, o407, o408, o409, o410, o411, o412, o413, o414) =STDEV.P(p405, p406, p407, p408, p409, p410, p411, p412, p413, p414) =STDEV.P(q405, q406, q407, q408, q409, q410, q411, q412, q413, q414) =STDEV.P(r405, r406, r407, r408, r409, r410, r411, r412, r413, r414) =STDEV.P(s405, s406, s407, s408, s409, s410, s411, s412, s413, s414) =STDEV.P(t405, t406, t407, t408, t409, t410, t411, t412, t413, t414) +=AVERAGE(a415, a416, a417, a418, a419, a420, a421, a422, a423, a424) =AVERAGE(b415, b416, b417, b418, b419, b420, b421, b422, b423, b424) =AVERAGE(c415, c416, c417, c418, c419, c420, c421, c422, c423, c424) =AVERAGE(d415, d416, d417, d418, d419, d420, d421, d422, d423, d424) =AVERAGE(e415, e416, e417, e418, e419, e420, e421, e422, e423, e424) =AVERAGE(f415, f416, f417, f418, f419, f420, f421, f422, f423, f424) =AVERAGE(g415, g416, g417, g418, g419, g420, g421, g422, g423, g424) =AVERAGE(h415, h416, h417, h418, h419, h420, h421, h422, h423, h424) =AVERAGE(i415, i416, i417, i418, i419, i420, i421, i422, i423, i424) =AVERAGE(j415, j416, j417, j418, j419, j420, j421, j422, j423, j424) =AVERAGE(k415, k416, k417, k418, k419, k420, k421, k422, k423, k424) =AVERAGE(l415, l416, l417, l418, l419, l420, l421, l422, l423, l424) =AVERAGE(m415, m416, m417, m418, m419, m420, m421, m422, m423, m424) =AVERAGE(n415, n416, n417, n418, n419, n420, n421, n422, n423, n424) =AVERAGE(o415, o416, o417, o418, o419, o420, o421, o422, o423, o424) =AVERAGE(p415, p416, p417, p418, p419, p420, p421, p422, p423, p424) =AVERAGE(q415, q416, q417, q418, q419, q420, q421, q422, q423, q424) =AVERAGE(r415, r416, r417, r418, r419, r420, r421, r422, r423, r424) =AVERAGE(s415, s416, s417, s418, s419, s420, s421, s422, s423, s424) =AVERAGE(t415, t416, t417, t418, t419, t420, t421, t422, t423, t424) =STDEV.P(a415, a416, a417, a418, a419, a420, a421, a422, a423, a424) =STDEV.P(b415, b416, b417, b418, b419, b420, b421, b422, b423, b424) =STDEV.P(c415, c416, c417, c418, c419, c420, c421, c422, c423, c424) =STDEV.P(d415, d416, d417, d418, d419, d420, d421, d422, d423, d424) =STDEV.P(e415, e416, e417, e418, e419, e420, e421, e422, e423, e424) =STDEV.P(f415, f416, f417, f418, f419, f420, f421, f422, f423, f424) =STDEV.P(g415, g416, g417, g418, g419, g420, g421, g422, g423, g424) =STDEV.P(h415, h416, h417, h418, h419, h420, h421, h422, h423, h424) =STDEV.P(i415, i416, i417, i418, i419, i420, i421, i422, i423, i424) =STDEV.P(j415, j416, j417, j418, j419, j420, j421, j422, j423, j424) =STDEV.P(k415, k416, k417, k418, k419, k420, k421, k422, k423, k424) =STDEV.P(l415, l416, l417, l418, l419, l420, l421, l422, l423, l424) =STDEV.P(m415, m416, m417, m418, m419, m420, m421, m422, m423, m424) =STDEV.P(n415, n416, n417, n418, n419, n420, n421, n422, n423, n424) =STDEV.P(o415, o416, o417, o418, o419, o420, o421, o422, o423, o424) =STDEV.P(p415, p416, p417, p418, p419, p420, p421, p422, p423, p424) =STDEV.P(q415, q416, q417, q418, q419, q420, q421, q422, q423, q424) =STDEV.P(r415, r416, r417, r418, r419, r420, r421, r422, r423, r424) =STDEV.P(s415, s416, s417, s418, s419, s420, s421, s422, s423, s424) =STDEV.P(t415, t416, t417, t418, t419, t420, t421, t422, t423, t424) +=AVERAGE(a425, a426, a427, a428, a429, a430, a431, a432, a433, a434) =AVERAGE(b425, b426, b427, b428, b429, b430, b431, b432, b433, b434) =AVERAGE(c425, c426, c427, c428, c429, c430, c431, c432, c433, c434) =AVERAGE(d425, d426, d427, d428, d429, d430, d431, d432, d433, d434) =AVERAGE(e425, e426, e427, e428, e429, e430, e431, e432, e433, e434) =AVERAGE(f425, f426, f427, f428, f429, f430, f431, f432, f433, f434) =AVERAGE(g425, g426, g427, g428, g429, g430, g431, g432, g433, g434) =AVERAGE(h425, h426, h427, h428, h429, h430, h431, h432, h433, h434) =AVERAGE(i425, i426, i427, i428, i429, i430, i431, i432, i433, i434) =AVERAGE(j425, j426, j427, j428, j429, j430, j431, j432, j433, j434) =AVERAGE(k425, k426, k427, k428, k429, k430, k431, k432, k433, k434) =AVERAGE(l425, l426, l427, l428, l429, l430, l431, l432, l433, l434) =AVERAGE(m425, m426, m427, m428, m429, m430, m431, m432, m433, m434) =AVERAGE(n425, n426, n427, n428, n429, n430, n431, n432, n433, n434) =AVERAGE(o425, o426, o427, o428, o429, o430, o431, o432, o433, o434) =AVERAGE(p425, p426, p427, p428, p429, p430, p431, p432, p433, p434) =AVERAGE(q425, q426, q427, q428, q429, q430, q431, q432, q433, q434) =AVERAGE(r425, r426, r427, r428, r429, r430, r431, r432, r433, r434) =AVERAGE(s425, s426, s427, s428, s429, s430, s431, s432, s433, s434) =AVERAGE(t425, t426, t427, t428, t429, t430, t431, t432, t433, t434) =STDEV.P(a425, a426, a427, a428, a429, a430, a431, a432, a433, a434) =STDEV.P(b425, b426, b427, b428, b429, b430, b431, b432, b433, b434) =STDEV.P(c425, c426, c427, c428, c429, c430, c431, c432, c433, c434) =STDEV.P(d425, d426, d427, d428, d429, d430, d431, d432, d433, d434) =STDEV.P(e425, e426, e427, e428, e429, e430, e431, e432, e433, e434) =STDEV.P(f425, f426, f427, f428, f429, f430, f431, f432, f433, f434) =STDEV.P(g425, g426, g427, g428, g429, g430, g431, g432, g433, g434) =STDEV.P(h425, h426, h427, h428, h429, h430, h431, h432, h433, h434) =STDEV.P(i425, i426, i427, i428, i429, i430, i431, i432, i433, i434) =STDEV.P(j425, j426, j427, j428, j429, j430, j431, j432, j433, j434) =STDEV.P(k425, k426, k427, k428, k429, k430, k431, k432, k433, k434) =STDEV.P(l425, l426, l427, l428, l429, l430, l431, l432, l433, l434) =STDEV.P(m425, m426, m427, m428, m429, m430, m431, m432, m433, m434) =STDEV.P(n425, n426, n427, n428, n429, n430, n431, n432, n433, n434) =STDEV.P(o425, o426, o427, o428, o429, o430, o431, o432, o433, o434) =STDEV.P(p425, p426, p427, p428, p429, p430, p431, p432, p433, p434) =STDEV.P(q425, q426, q427, q428, q429, q430, q431, q432, q433, q434) =STDEV.P(r425, r426, r427, r428, r429, r430, r431, r432, r433, r434) =STDEV.P(s425, s426, s427, s428, s429, s430, s431, s432, s433, s434) =STDEV.P(t425, t426, t427, t428, t429, t430, t431, t432, t433, t434) +=AVERAGE(a435, a436, a437, a438, a439, a440, a441, a442, a443, a444) =AVERAGE(b435, b436, b437, b438, b439, b440, b441, b442, b443, b444) =AVERAGE(c435, c436, c437, c438, c439, c440, c441, c442, c443, c444) =AVERAGE(d435, d436, d437, d438, d439, d440, d441, d442, d443, d444) =AVERAGE(e435, e436, e437, e438, e439, e440, e441, e442, e443, e444) =AVERAGE(f435, f436, f437, f438, f439, f440, f441, f442, f443, f444) =AVERAGE(g435, g436, g437, g438, g439, g440, g441, g442, g443, g444) =AVERAGE(h435, h436, h437, h438, h439, h440, h441, h442, h443, h444) =AVERAGE(i435, i436, i437, i438, i439, i440, i441, i442, i443, i444) =AVERAGE(j435, j436, j437, j438, j439, j440, j441, j442, j443, j444) =AVERAGE(k435, k436, k437, k438, k439, k440, k441, k442, k443, k444) =AVERAGE(l435, l436, l437, l438, l439, l440, l441, l442, l443, l444) =AVERAGE(m435, m436, m437, m438, m439, m440, m441, m442, m443, m444) =AVERAGE(n435, n436, n437, n438, n439, n440, n441, n442, n443, n444) =AVERAGE(o435, o436, o437, o438, o439, o440, o441, o442, o443, o444) =AVERAGE(p435, p436, p437, p438, p439, p440, p441, p442, p443, p444) =AVERAGE(q435, q436, q437, q438, q439, q440, q441, q442, q443, q444) =AVERAGE(r435, r436, r437, r438, r439, r440, r441, r442, r443, r444) =AVERAGE(s435, s436, s437, s438, s439, s440, s441, s442, s443, s444) =AVERAGE(t435, t436, t437, t438, t439, t440, t441, t442, t443, t444) =STDEV.P(a435, a436, a437, a438, a439, a440, a441, a442, a443, a444) =STDEV.P(b435, b436, b437, b438, b439, b440, b441, b442, b443, b444) =STDEV.P(c435, c436, c437, c438, c439, c440, c441, c442, c443, c444) =STDEV.P(d435, d436, d437, d438, d439, d440, d441, d442, d443, d444) =STDEV.P(e435, e436, e437, e438, e439, e440, e441, e442, e443, e444) =STDEV.P(f435, f436, f437, f438, f439, f440, f441, f442, f443, f444) =STDEV.P(g435, g436, g437, g438, g439, g440, g441, g442, g443, g444) =STDEV.P(h435, h436, h437, h438, h439, h440, h441, h442, h443, h444) =STDEV.P(i435, i436, i437, i438, i439, i440, i441, i442, i443, i444) =STDEV.P(j435, j436, j437, j438, j439, j440, j441, j442, j443, j444) =STDEV.P(k435, k436, k437, k438, k439, k440, k441, k442, k443, k444) =STDEV.P(l435, l436, l437, l438, l439, l440, l441, l442, l443, l444) =STDEV.P(m435, m436, m437, m438, m439, m440, m441, m442, m443, m444) =STDEV.P(n435, n436, n437, n438, n439, n440, n441, n442, n443, n444) =STDEV.P(o435, o436, o437, o438, o439, o440, o441, o442, o443, o444) =STDEV.P(p435, p436, p437, p438, p439, p440, p441, p442, p443, p444) =STDEV.P(q435, q436, q437, q438, q439, q440, q441, q442, q443, q444) =STDEV.P(r435, r436, r437, r438, r439, r440, r441, r442, r443, r444) =STDEV.P(s435, s436, s437, s438, s439, s440, s441, s442, s443, s444) =STDEV.P(t435, t436, t437, t438, t439, t440, t441, t442, t443, t444) +=AVERAGE(a445, a446, a447, a448, a449, a450, a451, a452, a453, a454) =AVERAGE(b445, b446, b447, b448, b449, b450, b451, b452, b453, b454) =AVERAGE(c445, c446, c447, c448, c449, c450, c451, c452, c453, c454) =AVERAGE(d445, d446, d447, d448, d449, d450, d451, d452, d453, d454) =AVERAGE(e445, e446, e447, e448, e449, e450, e451, e452, e453, e454) =AVERAGE(f445, f446, f447, f448, f449, f450, f451, f452, f453, f454) =AVERAGE(g445, g446, g447, g448, g449, g450, g451, g452, g453, g454) =AVERAGE(h445, h446, h447, h448, h449, h450, h451, h452, h453, h454) =AVERAGE(i445, i446, i447, i448, i449, i450, i451, i452, i453, i454) =AVERAGE(j445, j446, j447, j448, j449, j450, j451, j452, j453, j454) =AVERAGE(k445, k446, k447, k448, k449, k450, k451, k452, k453, k454) =AVERAGE(l445, l446, l447, l448, l449, l450, l451, l452, l453, l454) =AVERAGE(m445, m446, m447, m448, m449, m450, m451, m452, m453, m454) =AVERAGE(n445, n446, n447, n448, n449, n450, n451, n452, n453, n454) =AVERAGE(o445, o446, o447, o448, o449, o450, o451, o452, o453, o454) =AVERAGE(p445, p446, p447, p448, p449, p450, p451, p452, p453, p454) =AVERAGE(q445, q446, q447, q448, q449, q450, q451, q452, q453, q454) =AVERAGE(r445, r446, r447, r448, r449, r450, r451, r452, r453, r454) =AVERAGE(s445, s446, s447, s448, s449, s450, s451, s452, s453, s454) =AVERAGE(t445, t446, t447, t448, t449, t450, t451, t452, t453, t454) =STDEV.P(a445, a446, a447, a448, a449, a450, a451, a452, a453, a454) =STDEV.P(b445, b446, b447, b448, b449, b450, b451, b452, b453, b454) =STDEV.P(c445, c446, c447, c448, c449, c450, c451, c452, c453, c454) =STDEV.P(d445, d446, d447, d448, d449, d450, d451, d452, d453, d454) =STDEV.P(e445, e446, e447, e448, e449, e450, e451, e452, e453, e454) =STDEV.P(f445, f446, f447, f448, f449, f450, f451, f452, f453, f454) =STDEV.P(g445, g446, g447, g448, g449, g450, g451, g452, g453, g454) =STDEV.P(h445, h446, h447, h448, h449, h450, h451, h452, h453, h454) =STDEV.P(i445, i446, i447, i448, i449, i450, i451, i452, i453, i454) =STDEV.P(j445, j446, j447, j448, j449, j450, j451, j452, j453, j454) =STDEV.P(k445, k446, k447, k448, k449, k450, k451, k452, k453, k454) =STDEV.P(l445, l446, l447, l448, l449, l450, l451, l452, l453, l454) =STDEV.P(m445, m446, m447, m448, m449, m450, m451, m452, m453, m454) =STDEV.P(n445, n446, n447, n448, n449, n450, n451, n452, n453, n454) =STDEV.P(o445, o446, o447, o448, o449, o450, o451, o452, o453, o454) =STDEV.P(p445, p446, p447, p448, p449, p450, p451, p452, p453, p454) =STDEV.P(q445, q446, q447, q448, q449, q450, q451, q452, q453, q454) =STDEV.P(r445, r446, r447, r448, r449, r450, r451, r452, r453, r454) =STDEV.P(s445, s446, s447, s448, s449, s450, s451, s452, s453, s454) =STDEV.P(t445, t446, t447, t448, t449, t450, t451, t452, t453, t454) +=AVERAGE(a455, a456, a457, a458, a459, a460, a461, a462, a463, a464) =AVERAGE(b455, b456, b457, b458, b459, b460, b461, b462, b463, b464) =AVERAGE(c455, c456, c457, c458, c459, c460, c461, c462, c463, c464) =AVERAGE(d455, d456, d457, d458, d459, d460, d461, d462, d463, d464) =AVERAGE(e455, e456, e457, e458, e459, e460, e461, e462, e463, e464) =AVERAGE(f455, f456, f457, f458, f459, f460, f461, f462, f463, f464) =AVERAGE(g455, g456, g457, g458, g459, g460, g461, g462, g463, g464) =AVERAGE(h455, h456, h457, h458, h459, h460, h461, h462, h463, h464) =AVERAGE(i455, i456, i457, i458, i459, i460, i461, i462, i463, i464) =AVERAGE(j455, j456, j457, j458, j459, j460, j461, j462, j463, j464) =AVERAGE(k455, k456, k457, k458, k459, k460, k461, k462, k463, k464) =AVERAGE(l455, l456, l457, l458, l459, l460, l461, l462, l463, l464) =AVERAGE(m455, m456, m457, m458, m459, m460, m461, m462, m463, m464) =AVERAGE(n455, n456, n457, n458, n459, n460, n461, n462, n463, n464) =AVERAGE(o455, o456, o457, o458, o459, o460, o461, o462, o463, o464) =AVERAGE(p455, p456, p457, p458, p459, p460, p461, p462, p463, p464) =AVERAGE(q455, q456, q457, q458, q459, q460, q461, q462, q463, q464) =AVERAGE(r455, r456, r457, r458, r459, r460, r461, r462, r463, r464) =AVERAGE(s455, s456, s457, s458, s459, s460, s461, s462, s463, s464) =AVERAGE(t455, t456, t457, t458, t459, t460, t461, t462, t463, t464) =STDEV.P(a455, a456, a457, a458, a459, a460, a461, a462, a463, a464) =STDEV.P(b455, b456, b457, b458, b459, b460, b461, b462, b463, b464) =STDEV.P(c455, c456, c457, c458, c459, c460, c461, c462, c463, c464) =STDEV.P(d455, d456, d457, d458, d459, d460, d461, d462, d463, d464) =STDEV.P(e455, e456, e457, e458, e459, e460, e461, e462, e463, e464) =STDEV.P(f455, f456, f457, f458, f459, f460, f461, f462, f463, f464) =STDEV.P(g455, g456, g457, g458, g459, g460, g461, g462, g463, g464) =STDEV.P(h455, h456, h457, h458, h459, h460, h461, h462, h463, h464) =STDEV.P(i455, i456, i457, i458, i459, i460, i461, i462, i463, i464) =STDEV.P(j455, j456, j457, j458, j459, j460, j461, j462, j463, j464) =STDEV.P(k455, k456, k457, k458, k459, k460, k461, k462, k463, k464) =STDEV.P(l455, l456, l457, l458, l459, l460, l461, l462, l463, l464) =STDEV.P(m455, m456, m457, m458, m459, m460, m461, m462, m463, m464) =STDEV.P(n455, n456, n457, n458, n459, n460, n461, n462, n463, n464) =STDEV.P(o455, o456, o457, o458, o459, o460, o461, o462, o463, o464) =STDEV.P(p455, p456, p457, p458, p459, p460, p461, p462, p463, p464) =STDEV.P(q455, q456, q457, q458, q459, q460, q461, q462, q463, q464) =STDEV.P(r455, r456, r457, r458, r459, r460, r461, r462, r463, r464) =STDEV.P(s455, s456, s457, s458, s459, s460, s461, s462, s463, s464) =STDEV.P(t455, t456, t457, t458, t459, t460, t461, t462, t463, t464) +=AVERAGE(a465, a466, a467, a468, a469, a470, a471, a472, a473, a474) =AVERAGE(b465, b466, b467, b468, b469, b470, b471, b472, b473, b474) =AVERAGE(c465, c466, c467, c468, c469, c470, c471, c472, c473, c474) =AVERAGE(d465, d466, d467, d468, d469, d470, d471, d472, d473, d474) =AVERAGE(e465, e466, e467, e468, e469, e470, e471, e472, e473, e474) =AVERAGE(f465, f466, f467, f468, f469, f470, f471, f472, f473, f474) =AVERAGE(g465, g466, g467, g468, g469, g470, g471, g472, g473, g474) =AVERAGE(h465, h466, h467, h468, h469, h470, h471, h472, h473, h474) =AVERAGE(i465, i466, i467, i468, i469, i470, i471, i472, i473, i474) =AVERAGE(j465, j466, j467, j468, j469, j470, j471, j472, j473, j474) =AVERAGE(k465, k466, k467, k468, k469, k470, k471, k472, k473, k474) =AVERAGE(l465, l466, l467, l468, l469, l470, l471, l472, l473, l474) =AVERAGE(m465, m466, m467, m468, m469, m470, m471, m472, m473, m474) =AVERAGE(n465, n466, n467, n468, n469, n470, n471, n472, n473, n474) =AVERAGE(o465, o466, o467, o468, o469, o470, o471, o472, o473, o474) =AVERAGE(p465, p466, p467, p468, p469, p470, p471, p472, p473, p474) =AVERAGE(q465, q466, q467, q468, q469, q470, q471, q472, q473, q474) =AVERAGE(r465, r466, r467, r468, r469, r470, r471, r472, r473, r474) =AVERAGE(s465, s466, s467, s468, s469, s470, s471, s472, s473, s474) =AVERAGE(t465, t466, t467, t468, t469, t470, t471, t472, t473, t474) =STDEV.P(a465, a466, a467, a468, a469, a470, a471, a472, a473, a474) =STDEV.P(b465, b466, b467, b468, b469, b470, b471, b472, b473, b474) =STDEV.P(c465, c466, c467, c468, c469, c470, c471, c472, c473, c474) =STDEV.P(d465, d466, d467, d468, d469, d470, d471, d472, d473, d474) =STDEV.P(e465, e466, e467, e468, e469, e470, e471, e472, e473, e474) =STDEV.P(f465, f466, f467, f468, f469, f470, f471, f472, f473, f474) =STDEV.P(g465, g466, g467, g468, g469, g470, g471, g472, g473, g474) =STDEV.P(h465, h466, h467, h468, h469, h470, h471, h472, h473, h474) =STDEV.P(i465, i466, i467, i468, i469, i470, i471, i472, i473, i474) =STDEV.P(j465, j466, j467, j468, j469, j470, j471, j472, j473, j474) =STDEV.P(k465, k466, k467, k468, k469, k470, k471, k472, k473, k474) =STDEV.P(l465, l466, l467, l468, l469, l470, l471, l472, l473, l474) =STDEV.P(m465, m466, m467, m468, m469, m470, m471, m472, m473, m474) =STDEV.P(n465, n466, n467, n468, n469, n470, n471, n472, n473, n474) =STDEV.P(o465, o466, o467, o468, o469, o470, o471, o472, o473, o474) =STDEV.P(p465, p466, p467, p468, p469, p470, p471, p472, p473, p474) =STDEV.P(q465, q466, q467, q468, q469, q470, q471, q472, q473, q474) =STDEV.P(r465, r466, r467, r468, r469, r470, r471, r472, r473, r474) =STDEV.P(s465, s466, s467, s468, s469, s470, s471, s472, s473, s474) =STDEV.P(t465, t466, t467, t468, t469, t470, t471, t472, t473, t474) +=AVERAGE(a475, a476, a477, a478, a479, a480, a481, a482, a483, a484) =AVERAGE(b475, b476, b477, b478, b479, b480, b481, b482, b483, b484) =AVERAGE(c475, c476, c477, c478, c479, c480, c481, c482, c483, c484) =AVERAGE(d475, d476, d477, d478, d479, d480, d481, d482, d483, d484) =AVERAGE(e475, e476, e477, e478, e479, e480, e481, e482, e483, e484) =AVERAGE(f475, f476, f477, f478, f479, f480, f481, f482, f483, f484) =AVERAGE(g475, g476, g477, g478, g479, g480, g481, g482, g483, g484) =AVERAGE(h475, h476, h477, h478, h479, h480, h481, h482, h483, h484) =AVERAGE(i475, i476, i477, i478, i479, i480, i481, i482, i483, i484) =AVERAGE(j475, j476, j477, j478, j479, j480, j481, j482, j483, j484) =AVERAGE(k475, k476, k477, k478, k479, k480, k481, k482, k483, k484) =AVERAGE(l475, l476, l477, l478, l479, l480, l481, l482, l483, l484) =AVERAGE(m475, m476, m477, m478, m479, m480, m481, m482, m483, m484) =AVERAGE(n475, n476, n477, n478, n479, n480, n481, n482, n483, n484) =AVERAGE(o475, o476, o477, o478, o479, o480, o481, o482, o483, o484) =AVERAGE(p475, p476, p477, p478, p479, p480, p481, p482, p483, p484) =AVERAGE(q475, q476, q477, q478, q479, q480, q481, q482, q483, q484) =AVERAGE(r475, r476, r477, r478, r479, r480, r481, r482, r483, r484) =AVERAGE(s475, s476, s477, s478, s479, s480, s481, s482, s483, s484) =AVERAGE(t475, t476, t477, t478, t479, t480, t481, t482, t483, t484) =STDEV.P(a475, a476, a477, a478, a479, a480, a481, a482, a483, a484) =STDEV.P(b475, b476, b477, b478, b479, b480, b481, b482, b483, b484) =STDEV.P(c475, c476, c477, c478, c479, c480, c481, c482, c483, c484) =STDEV.P(d475, d476, d477, d478, d479, d480, d481, d482, d483, d484) =STDEV.P(e475, e476, e477, e478, e479, e480, e481, e482, e483, e484) =STDEV.P(f475, f476, f477, f478, f479, f480, f481, f482, f483, f484) =STDEV.P(g475, g476, g477, g478, g479, g480, g481, g482, g483, g484) =STDEV.P(h475, h476, h477, h478, h479, h480, h481, h482, h483, h484) =STDEV.P(i475, i476, i477, i478, i479, i480, i481, i482, i483, i484) =STDEV.P(j475, j476, j477, j478, j479, j480, j481, j482, j483, j484) =STDEV.P(k475, k476, k477, k478, k479, k480, k481, k482, k483, k484) =STDEV.P(l475, l476, l477, l478, l479, l480, l481, l482, l483, l484) =STDEV.P(m475, m476, m477, m478, m479, m480, m481, m482, m483, m484) =STDEV.P(n475, n476, n477, n478, n479, n480, n481, n482, n483, n484) =STDEV.P(o475, o476, o477, o478, o479, o480, o481, o482, o483, o484) =STDEV.P(p475, p476, p477, p478, p479, p480, p481, p482, p483, p484) =STDEV.P(q475, q476, q477, q478, q479, q480, q481, q482, q483, q484) =STDEV.P(r475, r476, r477, r478, r479, r480, r481, r482, r483, r484) =STDEV.P(s475, s476, s477, s478, s479, s480, s481, s482, s483, s484) =STDEV.P(t475, t476, t477, t478, t479, t480, t481, t482, t483, t484) +=AVERAGE(a485, a486, a487, a488, a489, a490, a491, a492, a493, a494) =AVERAGE(b485, b486, b487, b488, b489, b490, b491, b492, b493, b494) =AVERAGE(c485, c486, c487, c488, c489, c490, c491, c492, c493, c494) =AVERAGE(d485, d486, d487, d488, d489, d490, d491, d492, d493, d494) =AVERAGE(e485, e486, e487, e488, e489, e490, e491, e492, e493, e494) =AVERAGE(f485, f486, f487, f488, f489, f490, f491, f492, f493, f494) =AVERAGE(g485, g486, g487, g488, g489, g490, g491, g492, g493, g494) =AVERAGE(h485, h486, h487, h488, h489, h490, h491, h492, h493, h494) =AVERAGE(i485, i486, i487, i488, i489, i490, i491, i492, i493, i494) =AVERAGE(j485, j486, j487, j488, j489, j490, j491, j492, j493, j494) =AVERAGE(k485, k486, k487, k488, k489, k490, k491, k492, k493, k494) =AVERAGE(l485, l486, l487, l488, l489, l490, l491, l492, l493, l494) =AVERAGE(m485, m486, m487, m488, m489, m490, m491, m492, m493, m494) =AVERAGE(n485, n486, n487, n488, n489, n490, n491, n492, n493, n494) =AVERAGE(o485, o486, o487, o488, o489, o490, o491, o492, o493, o494) =AVERAGE(p485, p486, p487, p488, p489, p490, p491, p492, p493, p494) =AVERAGE(q485, q486, q487, q488, q489, q490, q491, q492, q493, q494) =AVERAGE(r485, r486, r487, r488, r489, r490, r491, r492, r493, r494) =AVERAGE(s485, s486, s487, s488, s489, s490, s491, s492, s493, s494) =AVERAGE(t485, t486, t487, t488, t489, t490, t491, t492, t493, t494) =STDEV.P(a485, a486, a487, a488, a489, a490, a491, a492, a493, a494) =STDEV.P(b485, b486, b487, b488, b489, b490, b491, b492, b493, b494) =STDEV.P(c485, c486, c487, c488, c489, c490, c491, c492, c493, c494) =STDEV.P(d485, d486, d487, d488, d489, d490, d491, d492, d493, d494) =STDEV.P(e485, e486, e487, e488, e489, e490, e491, e492, e493, e494) =STDEV.P(f485, f486, f487, f488, f489, f490, f491, f492, f493, f494) =STDEV.P(g485, g486, g487, g488, g489, g490, g491, g492, g493, g494) =STDEV.P(h485, h486, h487, h488, h489, h490, h491, h492, h493, h494) =STDEV.P(i485, i486, i487, i488, i489, i490, i491, i492, i493, i494) =STDEV.P(j485, j486, j487, j488, j489, j490, j491, j492, j493, j494) =STDEV.P(k485, k486, k487, k488, k489, k490, k491, k492, k493, k494) =STDEV.P(l485, l486, l487, l488, l489, l490, l491, l492, l493, l494) =STDEV.P(m485, m486, m487, m488, m489, m490, m491, m492, m493, m494) =STDEV.P(n485, n486, n487, n488, n489, n490, n491, n492, n493, n494) =STDEV.P(o485, o486, o487, o488, o489, o490, o491, o492, o493, o494) =STDEV.P(p485, p486, p487, p488, p489, p490, p491, p492, p493, p494) =STDEV.P(q485, q486, q487, q488, q489, q490, q491, q492, q493, q494) =STDEV.P(r485, r486, r487, r488, r489, r490, r491, r492, r493, r494) =STDEV.P(s485, s486, s487, s488, s489, s490, s491, s492, s493, s494) =STDEV.P(t485, t486, t487, t488, t489, t490, t491, t492, t493, t494) +=AVERAGE(a495, a496, a497, a498, a499, a500, a501, a502, a503, a504) =AVERAGE(b495, b496, b497, b498, b499, b500, b501, b502, b503, b504) =AVERAGE(c495, c496, c497, c498, c499, c500, c501, c502, c503, c504) =AVERAGE(d495, d496, d497, d498, d499, d500, d501, d502, d503, d504) =AVERAGE(e495, e496, e497, e498, e499, e500, e501, e502, e503, e504) =AVERAGE(f495, f496, f497, f498, f499, f500, f501, f502, f503, f504) =AVERAGE(g495, g496, g497, g498, g499, g500, g501, g502, g503, g504) =AVERAGE(h495, h496, h497, h498, h499, h500, h501, h502, h503, h504) =AVERAGE(i495, i496, i497, i498, i499, i500, i501, i502, i503, i504) =AVERAGE(j495, j496, j497, j498, j499, j500, j501, j502, j503, j504) =AVERAGE(k495, k496, k497, k498, k499, k500, k501, k502, k503, k504) =AVERAGE(l495, l496, l497, l498, l499, l500, l501, l502, l503, l504) =AVERAGE(m495, m496, m497, m498, m499, m500, m501, m502, m503, m504) =AVERAGE(n495, n496, n497, n498, n499, n500, n501, n502, n503, n504) =AVERAGE(o495, o496, o497, o498, o499, o500, o501, o502, o503, o504) =AVERAGE(p495, p496, p497, p498, p499, p500, p501, p502, p503, p504) =AVERAGE(q495, q496, q497, q498, q499, q500, q501, q502, q503, q504) =AVERAGE(r495, r496, r497, r498, r499, r500, r501, r502, r503, r504) =AVERAGE(s495, s496, s497, s498, s499, s500, s501, s502, s503, s504) =AVERAGE(t495, t496, t497, t498, t499, t500, t501, t502, t503, t504) =STDEV.P(a495, a496, a497, a498, a499, a500, a501, a502, a503, a504) =STDEV.P(b495, b496, b497, b498, b499, b500, b501, b502, b503, b504) =STDEV.P(c495, c496, c497, c498, c499, c500, c501, c502, c503, c504) =STDEV.P(d495, d496, d497, d498, d499, d500, d501, d502, d503, d504) =STDEV.P(e495, e496, e497, e498, e499, e500, e501, e502, e503, e504) =STDEV.P(f495, f496, f497, f498, f499, f500, f501, f502, f503, f504) =STDEV.P(g495, g496, g497, g498, g499, g500, g501, g502, g503, g504) =STDEV.P(h495, h496, h497, h498, h499, h500, h501, h502, h503, h504) =STDEV.P(i495, i496, i497, i498, i499, i500, i501, i502, i503, i504) =STDEV.P(j495, j496, j497, j498, j499, j500, j501, j502, j503, j504) =STDEV.P(k495, k496, k497, k498, k499, k500, k501, k502, k503, k504) =STDEV.P(l495, l496, l497, l498, l499, l500, l501, l502, l503, l504) =STDEV.P(m495, m496, m497, m498, m499, m500, m501, m502, m503, m504) =STDEV.P(n495, n496, n497, n498, n499, n500, n501, n502, n503, n504) =STDEV.P(o495, o496, o497, o498, o499, o500, o501, o502, o503, o504) =STDEV.P(p495, p496, p497, p498, p499, p500, p501, p502, p503, p504) =STDEV.P(q495, q496, q497, q498, q499, q500, q501, q502, q503, q504) =STDEV.P(r495, r496, r497, r498, r499, r500, r501, r502, r503, r504) =STDEV.P(s495, s496, s497, s498, s499, s500, s501, s502, s503, s504) =STDEV.P(t495, t496, t497, t498, t499, t500, t501, t502, t503, t504) +=AVERAGE(a505, a506, a507, a508, a509, a510, a511, a512, a513, a514) =AVERAGE(b505, b506, b507, b508, b509, b510, b511, b512, b513, b514) =AVERAGE(c505, c506, c507, c508, c509, c510, c511, c512, c513, c514) =AVERAGE(d505, d506, d507, d508, d509, d510, d511, d512, d513, d514) =AVERAGE(e505, e506, e507, e508, e509, e510, e511, e512, e513, e514) =AVERAGE(f505, f506, f507, f508, f509, f510, f511, f512, f513, f514) =AVERAGE(g505, g506, g507, g508, g509, g510, g511, g512, g513, g514) =AVERAGE(h505, h506, h507, h508, h509, h510, h511, h512, h513, h514) =AVERAGE(i505, i506, i507, i508, i509, i510, i511, i512, i513, i514) =AVERAGE(j505, j506, j507, j508, j509, j510, j511, j512, j513, j514) =AVERAGE(k505, k506, k507, k508, k509, k510, k511, k512, k513, k514) =AVERAGE(l505, l506, l507, l508, l509, l510, l511, l512, l513, l514) =AVERAGE(m505, m506, m507, m508, m509, m510, m511, m512, m513, m514) =AVERAGE(n505, n506, n507, n508, n509, n510, n511, n512, n513, n514) =AVERAGE(o505, o506, o507, o508, o509, o510, o511, o512, o513, o514) =AVERAGE(p505, p506, p507, p508, p509, p510, p511, p512, p513, p514) =AVERAGE(q505, q506, q507, q508, q509, q510, q511, q512, q513, q514) =AVERAGE(r505, r506, r507, r508, r509, r510, r511, r512, r513, r514) =AVERAGE(s505, s506, s507, s508, s509, s510, s511, s512, s513, s514) =AVERAGE(t505, t506, t507, t508, t509, t510, t511, t512, t513, t514) =STDEV.P(a505, a506, a507, a508, a509, a510, a511, a512, a513, a514) =STDEV.P(b505, b506, b507, b508, b509, b510, b511, b512, b513, b514) =STDEV.P(c505, c506, c507, c508, c509, c510, c511, c512, c513, c514) =STDEV.P(d505, d506, d507, d508, d509, d510, d511, d512, d513, d514) =STDEV.P(e505, e506, e507, e508, e509, e510, e511, e512, e513, e514) =STDEV.P(f505, f506, f507, f508, f509, f510, f511, f512, f513, f514) =STDEV.P(g505, g506, g507, g508, g509, g510, g511, g512, g513, g514) =STDEV.P(h505, h506, h507, h508, h509, h510, h511, h512, h513, h514) =STDEV.P(i505, i506, i507, i508, i509, i510, i511, i512, i513, i514) =STDEV.P(j505, j506, j507, j508, j509, j510, j511, j512, j513, j514) =STDEV.P(k505, k506, k507, k508, k509, k510, k511, k512, k513, k514) =STDEV.P(l505, l506, l507, l508, l509, l510, l511, l512, l513, l514) =STDEV.P(m505, m506, m507, m508, m509, m510, m511, m512, m513, m514) =STDEV.P(n505, n506, n507, n508, n509, n510, n511, n512, n513, n514) =STDEV.P(o505, o506, o507, o508, o509, o510, o511, o512, o513, o514) =STDEV.P(p505, p506, p507, p508, p509, p510, p511, p512, p513, p514) =STDEV.P(q505, q506, q507, q508, q509, q510, q511, q512, q513, q514) =STDEV.P(r505, r506, r507, r508, r509, r510, r511, r512, r513, r514) =STDEV.P(s505, s506, s507, s508, s509, s510, s511, s512, s513, s514) =STDEV.P(t505, t506, t507, t508, t509, t510, t511, t512, t513, t514) +=AVERAGE(a515, a516, a517, a518, a519, a520, a521, a522, a523, a524) =AVERAGE(b515, b516, b517, b518, b519, b520, b521, b522, b523, b524) =AVERAGE(c515, c516, c517, c518, c519, c520, c521, c522, c523, c524) =AVERAGE(d515, d516, d517, d518, d519, d520, d521, d522, d523, d524) =AVERAGE(e515, e516, e517, e518, e519, e520, e521, e522, e523, e524) =AVERAGE(f515, f516, f517, f518, f519, f520, f521, f522, f523, f524) =AVERAGE(g515, g516, g517, g518, g519, g520, g521, g522, g523, g524) =AVERAGE(h515, h516, h517, h518, h519, h520, h521, h522, h523, h524) =AVERAGE(i515, i516, i517, i518, i519, i520, i521, i522, i523, i524) =AVERAGE(j515, j516, j517, j518, j519, j520, j521, j522, j523, j524) =AVERAGE(k515, k516, k517, k518, k519, k520, k521, k522, k523, k524) =AVERAGE(l515, l516, l517, l518, l519, l520, l521, l522, l523, l524) =AVERAGE(m515, m516, m517, m518, m519, m520, m521, m522, m523, m524) =AVERAGE(n515, n516, n517, n518, n519, n520, n521, n522, n523, n524) =AVERAGE(o515, o516, o517, o518, o519, o520, o521, o522, o523, o524) =AVERAGE(p515, p516, p517, p518, p519, p520, p521, p522, p523, p524) =AVERAGE(q515, q516, q517, q518, q519, q520, q521, q522, q523, q524) =AVERAGE(r515, r516, r517, r518, r519, r520, r521, r522, r523, r524) =AVERAGE(s515, s516, s517, s518, s519, s520, s521, s522, s523, s524) =AVERAGE(t515, t516, t517, t518, t519, t520, t521, t522, t523, t524) =STDEV.P(a515, a516, a517, a518, a519, a520, a521, a522, a523, a524) =STDEV.P(b515, b516, b517, b518, b519, b520, b521, b522, b523, b524) =STDEV.P(c515, c516, c517, c518, c519, c520, c521, c522, c523, c524) =STDEV.P(d515, d516, d517, d518, d519, d520, d521, d522, d523, d524) =STDEV.P(e515, e516, e517, e518, e519, e520, e521, e522, e523, e524) =STDEV.P(f515, f516, f517, f518, f519, f520, f521, f522, f523, f524) =STDEV.P(g515, g516, g517, g518, g519, g520, g521, g522, g523, g524) =STDEV.P(h515, h516, h517, h518, h519, h520, h521, h522, h523, h524) =STDEV.P(i515, i516, i517, i518, i519, i520, i521, i522, i523, i524) =STDEV.P(j515, j516, j517, j518, j519, j520, j521, j522, j523, j524) =STDEV.P(k515, k516, k517, k518, k519, k520, k521, k522, k523, k524) =STDEV.P(l515, l516, l517, l518, l519, l520, l521, l522, l523, l524) =STDEV.P(m515, m516, m517, m518, m519, m520, m521, m522, m523, m524) =STDEV.P(n515, n516, n517, n518, n519, n520, n521, n522, n523, n524) =STDEV.P(o515, o516, o517, o518, o519, o520, o521, o522, o523, o524) =STDEV.P(p515, p516, p517, p518, p519, p520, p521, p522, p523, p524) =STDEV.P(q515, q516, q517, q518, q519, q520, q521, q522, q523, q524) =STDEV.P(r515, r516, r517, r518, r519, r520, r521, r522, r523, r524) =STDEV.P(s515, s516, s517, s518, s519, s520, s521, s522, s523, s524) =STDEV.P(t515, t516, t517, t518, t519, t520, t521, t522, t523, t524) +=AVERAGE(a525, a526, a527, a528, a529, a530, a531, a532, a533, a534) =AVERAGE(b525, b526, b527, b528, b529, b530, b531, b532, b533, b534) =AVERAGE(c525, c526, c527, c528, c529, c530, c531, c532, c533, c534) =AVERAGE(d525, d526, d527, d528, d529, d530, d531, d532, d533, d534) =AVERAGE(e525, e526, e527, e528, e529, e530, e531, e532, e533, e534) =AVERAGE(f525, f526, f527, f528, f529, f530, f531, f532, f533, f534) =AVERAGE(g525, g526, g527, g528, g529, g530, g531, g532, g533, g534) =AVERAGE(h525, h526, h527, h528, h529, h530, h531, h532, h533, h534) =AVERAGE(i525, i526, i527, i528, i529, i530, i531, i532, i533, i534) =AVERAGE(j525, j526, j527, j528, j529, j530, j531, j532, j533, j534) =AVERAGE(k525, k526, k527, k528, k529, k530, k531, k532, k533, k534) =AVERAGE(l525, l526, l527, l528, l529, l530, l531, l532, l533, l534) =AVERAGE(m525, m526, m527, m528, m529, m530, m531, m532, m533, m534) =AVERAGE(n525, n526, n527, n528, n529, n530, n531, n532, n533, n534) =AVERAGE(o525, o526, o527, o528, o529, o530, o531, o532, o533, o534) =AVERAGE(p525, p526, p527, p528, p529, p530, p531, p532, p533, p534) =AVERAGE(q525, q526, q527, q528, q529, q530, q531, q532, q533, q534) =AVERAGE(r525, r526, r527, r528, r529, r530, r531, r532, r533, r534) =AVERAGE(s525, s526, s527, s528, s529, s530, s531, s532, s533, s534) =AVERAGE(t525, t526, t527, t528, t529, t530, t531, t532, t533, t534) =STDEV.P(a525, a526, a527, a528, a529, a530, a531, a532, a533, a534) =STDEV.P(b525, b526, b527, b528, b529, b530, b531, b532, b533, b534) =STDEV.P(c525, c526, c527, c528, c529, c530, c531, c532, c533, c534) =STDEV.P(d525, d526, d527, d528, d529, d530, d531, d532, d533, d534) =STDEV.P(e525, e526, e527, e528, e529, e530, e531, e532, e533, e534) =STDEV.P(f525, f526, f527, f528, f529, f530, f531, f532, f533, f534) =STDEV.P(g525, g526, g527, g528, g529, g530, g531, g532, g533, g534) =STDEV.P(h525, h526, h527, h528, h529, h530, h531, h532, h533, h534) =STDEV.P(i525, i526, i527, i528, i529, i530, i531, i532, i533, i534) =STDEV.P(j525, j526, j527, j528, j529, j530, j531, j532, j533, j534) =STDEV.P(k525, k526, k527, k528, k529, k530, k531, k532, k533, k534) =STDEV.P(l525, l526, l527, l528, l529, l530, l531, l532, l533, l534) =STDEV.P(m525, m526, m527, m528, m529, m530, m531, m532, m533, m534) =STDEV.P(n525, n526, n527, n528, n529, n530, n531, n532, n533, n534) =STDEV.P(o525, o526, o527, o528, o529, o530, o531, o532, o533, o534) =STDEV.P(p525, p526, p527, p528, p529, p530, p531, p532, p533, p534) =STDEV.P(q525, q526, q527, q528, q529, q530, q531, q532, q533, q534) =STDEV.P(r525, r526, r527, r528, r529, r530, r531, r532, r533, r534) =STDEV.P(s525, s526, s527, s528, s529, s530, s531, s532, s533, s534) =STDEV.P(t525, t526, t527, t528, t529, t530, t531, t532, t533, t534) +=AVERAGE(a535, a536, a537, a538, a539, a540, a541, a542, a543, a544) =AVERAGE(b535, b536, b537, b538, b539, b540, b541, b542, b543, b544) =AVERAGE(c535, c536, c537, c538, c539, c540, c541, c542, c543, c544) =AVERAGE(d535, d536, d537, d538, d539, d540, d541, d542, d543, d544) =AVERAGE(e535, e536, e537, e538, e539, e540, e541, e542, e543, e544) =AVERAGE(f535, f536, f537, f538, f539, f540, f541, f542, f543, f544) =AVERAGE(g535, g536, g537, g538, g539, g540, g541, g542, g543, g544) =AVERAGE(h535, h536, h537, h538, h539, h540, h541, h542, h543, h544) =AVERAGE(i535, i536, i537, i538, i539, i540, i541, i542, i543, i544) =AVERAGE(j535, j536, j537, j538, j539, j540, j541, j542, j543, j544) =AVERAGE(k535, k536, k537, k538, k539, k540, k541, k542, k543, k544) =AVERAGE(l535, l536, l537, l538, l539, l540, l541, l542, l543, l544) =AVERAGE(m535, m536, m537, m538, m539, m540, m541, m542, m543, m544) =AVERAGE(n535, n536, n537, n538, n539, n540, n541, n542, n543, n544) =AVERAGE(o535, o536, o537, o538, o539, o540, o541, o542, o543, o544) =AVERAGE(p535, p536, p537, p538, p539, p540, p541, p542, p543, p544) =AVERAGE(q535, q536, q537, q538, q539, q540, q541, q542, q543, q544) =AVERAGE(r535, r536, r537, r538, r539, r540, r541, r542, r543, r544) =AVERAGE(s535, s536, s537, s538, s539, s540, s541, s542, s543, s544) =AVERAGE(t535, t536, t537, t538, t539, t540, t541, t542, t543, t544) =STDEV.P(a535, a536, a537, a538, a539, a540, a541, a542, a543, a544) =STDEV.P(b535, b536, b537, b538, b539, b540, b541, b542, b543, b544) =STDEV.P(c535, c536, c537, c538, c539, c540, c541, c542, c543, c544) =STDEV.P(d535, d536, d537, d538, d539, d540, d541, d542, d543, d544) =STDEV.P(e535, e536, e537, e538, e539, e540, e541, e542, e543, e544) =STDEV.P(f535, f536, f537, f538, f539, f540, f541, f542, f543, f544) =STDEV.P(g535, g536, g537, g538, g539, g540, g541, g542, g543, g544) =STDEV.P(h535, h536, h537, h538, h539, h540, h541, h542, h543, h544) =STDEV.P(i535, i536, i537, i538, i539, i540, i541, i542, i543, i544) =STDEV.P(j535, j536, j537, j538, j539, j540, j541, j542, j543, j544) =STDEV.P(k535, k536, k537, k538, k539, k540, k541, k542, k543, k544) =STDEV.P(l535, l536, l537, l538, l539, l540, l541, l542, l543, l544) =STDEV.P(m535, m536, m537, m538, m539, m540, m541, m542, m543, m544) =STDEV.P(n535, n536, n537, n538, n539, n540, n541, n542, n543, n544) =STDEV.P(o535, o536, o537, o538, o539, o540, o541, o542, o543, o544) =STDEV.P(p535, p536, p537, p538, p539, p540, p541, p542, p543, p544) =STDEV.P(q535, q536, q537, q538, q539, q540, q541, q542, q543, q544) =STDEV.P(r535, r536, r537, r538, r539, r540, r541, r542, r543, r544) =STDEV.P(s535, s536, s537, s538, s539, s540, s541, s542, s543, s544) =STDEV.P(t535, t536, t537, t538, t539, t540, t541, t542, t543, t544) +=AVERAGE(a545, a546, a547, a548, a549, a550, a551, a552, a553, a554) =AVERAGE(b545, b546, b547, b548, b549, b550, b551, b552, b553, b554) =AVERAGE(c545, c546, c547, c548, c549, c550, c551, c552, c553, c554) =AVERAGE(d545, d546, d547, d548, d549, d550, d551, d552, d553, d554) =AVERAGE(e545, e546, e547, e548, e549, e550, e551, e552, e553, e554) =AVERAGE(f545, f546, f547, f548, f549, f550, f551, f552, f553, f554) =AVERAGE(g545, g546, g547, g548, g549, g550, g551, g552, g553, g554) =AVERAGE(h545, h546, h547, h548, h549, h550, h551, h552, h553, h554) =AVERAGE(i545, i546, i547, i548, i549, i550, i551, i552, i553, i554) =AVERAGE(j545, j546, j547, j548, j549, j550, j551, j552, j553, j554) =AVERAGE(k545, k546, k547, k548, k549, k550, k551, k552, k553, k554) =AVERAGE(l545, l546, l547, l548, l549, l550, l551, l552, l553, l554) =AVERAGE(m545, m546, m547, m548, m549, m550, m551, m552, m553, m554) =AVERAGE(n545, n546, n547, n548, n549, n550, n551, n552, n553, n554) =AVERAGE(o545, o546, o547, o548, o549, o550, o551, o552, o553, o554) =AVERAGE(p545, p546, p547, p548, p549, p550, p551, p552, p553, p554) =AVERAGE(q545, q546, q547, q548, q549, q550, q551, q552, q553, q554) =AVERAGE(r545, r546, r547, r548, r549, r550, r551, r552, r553, r554) =AVERAGE(s545, s546, s547, s548, s549, s550, s551, s552, s553, s554) =AVERAGE(t545, t546, t547, t548, t549, t550, t551, t552, t553, t554) =STDEV.P(a545, a546, a547, a548, a549, a550, a551, a552, a553, a554) =STDEV.P(b545, b546, b547, b548, b549, b550, b551, b552, b553, b554) =STDEV.P(c545, c546, c547, c548, c549, c550, c551, c552, c553, c554) =STDEV.P(d545, d546, d547, d548, d549, d550, d551, d552, d553, d554) =STDEV.P(e545, e546, e547, e548, e549, e550, e551, e552, e553, e554) =STDEV.P(f545, f546, f547, f548, f549, f550, f551, f552, f553, f554) =STDEV.P(g545, g546, g547, g548, g549, g550, g551, g552, g553, g554) =STDEV.P(h545, h546, h547, h548, h549, h550, h551, h552, h553, h554) =STDEV.P(i545, i546, i547, i548, i549, i550, i551, i552, i553, i554) =STDEV.P(j545, j546, j547, j548, j549, j550, j551, j552, j553, j554) =STDEV.P(k545, k546, k547, k548, k549, k550, k551, k552, k553, k554) =STDEV.P(l545, l546, l547, l548, l549, l550, l551, l552, l553, l554) =STDEV.P(m545, m546, m547, m548, m549, m550, m551, m552, m553, m554) =STDEV.P(n545, n546, n547, n548, n549, n550, n551, n552, n553, n554) =STDEV.P(o545, o546, o547, o548, o549, o550, o551, o552, o553, o554) =STDEV.P(p545, p546, p547, p548, p549, p550, p551, p552, p553, p554) =STDEV.P(q545, q546, q547, q548, q549, q550, q551, q552, q553, q554) =STDEV.P(r545, r546, r547, r548, r549, r550, r551, r552, r553, r554) =STDEV.P(s545, s546, s547, s548, s549, s550, s551, s552, s553, s554) =STDEV.P(t545, t546, t547, t548, t549, t550, t551, t552, t553, t554) +=AVERAGE(a555, a556, a557, a558, a559, a560, a561, a562, a563, a564) =AVERAGE(b555, b556, b557, b558, b559, b560, b561, b562, b563, b564) =AVERAGE(c555, c556, c557, c558, c559, c560, c561, c562, c563, c564) =AVERAGE(d555, d556, d557, d558, d559, d560, d561, d562, d563, d564) =AVERAGE(e555, e556, e557, e558, e559, e560, e561, e562, e563, e564) =AVERAGE(f555, f556, f557, f558, f559, f560, f561, f562, f563, f564) =AVERAGE(g555, g556, g557, g558, g559, g560, g561, g562, g563, g564) =AVERAGE(h555, h556, h557, h558, h559, h560, h561, h562, h563, h564) =AVERAGE(i555, i556, i557, i558, i559, i560, i561, i562, i563, i564) =AVERAGE(j555, j556, j557, j558, j559, j560, j561, j562, j563, j564) =AVERAGE(k555, k556, k557, k558, k559, k560, k561, k562, k563, k564) =AVERAGE(l555, l556, l557, l558, l559, l560, l561, l562, l563, l564) =AVERAGE(m555, m556, m557, m558, m559, m560, m561, m562, m563, m564) =AVERAGE(n555, n556, n557, n558, n559, n560, n561, n562, n563, n564) =AVERAGE(o555, o556, o557, o558, o559, o560, o561, o562, o563, o564) =AVERAGE(p555, p556, p557, p558, p559, p560, p561, p562, p563, p564) =AVERAGE(q555, q556, q557, q558, q559, q560, q561, q562, q563, q564) =AVERAGE(r555, r556, r557, r558, r559, r560, r561, r562, r563, r564) =AVERAGE(s555, s556, s557, s558, s559, s560, s561, s562, s563, s564) =AVERAGE(t555, t556, t557, t558, t559, t560, t561, t562, t563, t564) =STDEV.P(a555, a556, a557, a558, a559, a560, a561, a562, a563, a564) =STDEV.P(b555, b556, b557, b558, b559, b560, b561, b562, b563, b564) =STDEV.P(c555, c556, c557, c558, c559, c560, c561, c562, c563, c564) =STDEV.P(d555, d556, d557, d558, d559, d560, d561, d562, d563, d564) =STDEV.P(e555, e556, e557, e558, e559, e560, e561, e562, e563, e564) =STDEV.P(f555, f556, f557, f558, f559, f560, f561, f562, f563, f564) =STDEV.P(g555, g556, g557, g558, g559, g560, g561, g562, g563, g564) =STDEV.P(h555, h556, h557, h558, h559, h560, h561, h562, h563, h564) =STDEV.P(i555, i556, i557, i558, i559, i560, i561, i562, i563, i564) =STDEV.P(j555, j556, j557, j558, j559, j560, j561, j562, j563, j564) =STDEV.P(k555, k556, k557, k558, k559, k560, k561, k562, k563, k564) =STDEV.P(l555, l556, l557, l558, l559, l560, l561, l562, l563, l564) =STDEV.P(m555, m556, m557, m558, m559, m560, m561, m562, m563, m564) =STDEV.P(n555, n556, n557, n558, n559, n560, n561, n562, n563, n564) =STDEV.P(o555, o556, o557, o558, o559, o560, o561, o562, o563, o564) =STDEV.P(p555, p556, p557, p558, p559, p560, p561, p562, p563, p564) =STDEV.P(q555, q556, q557, q558, q559, q560, q561, q562, q563, q564) =STDEV.P(r555, r556, r557, r558, r559, r560, r561, r562, r563, r564) =STDEV.P(s555, s556, s557, s558, s559, s560, s561, s562, s563, s564) =STDEV.P(t555, t556, t557, t558, t559, t560, t561, t562, t563, t564) +=AVERAGE(a565, a566, a567, a568, a569, a570, a571, a572, a573, a574) =AVERAGE(b565, b566, b567, b568, b569, b570, b571, b572, b573, b574) =AVERAGE(c565, c566, c567, c568, c569, c570, c571, c572, c573, c574) =AVERAGE(d565, d566, d567, d568, d569, d570, d571, d572, d573, d574) =AVERAGE(e565, e566, e567, e568, e569, e570, e571, e572, e573, e574) =AVERAGE(f565, f566, f567, f568, f569, f570, f571, f572, f573, f574) =AVERAGE(g565, g566, g567, g568, g569, g570, g571, g572, g573, g574) =AVERAGE(h565, h566, h567, h568, h569, h570, h571, h572, h573, h574) =AVERAGE(i565, i566, i567, i568, i569, i570, i571, i572, i573, i574) =AVERAGE(j565, j566, j567, j568, j569, j570, j571, j572, j573, j574) =AVERAGE(k565, k566, k567, k568, k569, k570, k571, k572, k573, k574) =AVERAGE(l565, l566, l567, l568, l569, l570, l571, l572, l573, l574) =AVERAGE(m565, m566, m567, m568, m569, m570, m571, m572, m573, m574) =AVERAGE(n565, n566, n567, n568, n569, n570, n571, n572, n573, n574) =AVERAGE(o565, o566, o567, o568, o569, o570, o571, o572, o573, o574) =AVERAGE(p565, p566, p567, p568, p569, p570, p571, p572, p573, p574) =AVERAGE(q565, q566, q567, q568, q569, q570, q571, q572, q573, q574) =AVERAGE(r565, r566, r567, r568, r569, r570, r571, r572, r573, r574) =AVERAGE(s565, s566, s567, s568, s569, s570, s571, s572, s573, s574) =AVERAGE(t565, t566, t567, t568, t569, t570, t571, t572, t573, t574) =STDEV.P(a565, a566, a567, a568, a569, a570, a571, a572, a573, a574) =STDEV.P(b565, b566, b567, b568, b569, b570, b571, b572, b573, b574) =STDEV.P(c565, c566, c567, c568, c569, c570, c571, c572, c573, c574) =STDEV.P(d565, d566, d567, d568, d569, d570, d571, d572, d573, d574) =STDEV.P(e565, e566, e567, e568, e569, e570, e571, e572, e573, e574) =STDEV.P(f565, f566, f567, f568, f569, f570, f571, f572, f573, f574) =STDEV.P(g565, g566, g567, g568, g569, g570, g571, g572, g573, g574) =STDEV.P(h565, h566, h567, h568, h569, h570, h571, h572, h573, h574) =STDEV.P(i565, i566, i567, i568, i569, i570, i571, i572, i573, i574) =STDEV.P(j565, j566, j567, j568, j569, j570, j571, j572, j573, j574) =STDEV.P(k565, k566, k567, k568, k569, k570, k571, k572, k573, k574) =STDEV.P(l565, l566, l567, l568, l569, l570, l571, l572, l573, l574) =STDEV.P(m565, m566, m567, m568, m569, m570, m571, m572, m573, m574) =STDEV.P(n565, n566, n567, n568, n569, n570, n571, n572, n573, n574) =STDEV.P(o565, o566, o567, o568, o569, o570, o571, o572, o573, o574) =STDEV.P(p565, p566, p567, p568, p569, p570, p571, p572, p573, p574) =STDEV.P(q565, q566, q567, q568, q569, q570, q571, q572, q573, q574) =STDEV.P(r565, r566, r567, r568, r569, r570, r571, r572, r573, r574) =STDEV.P(s565, s566, s567, s568, s569, s570, s571, s572, s573, s574) =STDEV.P(t565, t566, t567, t568, t569, t570, t571, t572, t573, t574) + +0 0 0.9618 0.9987 0 18.488 3.483 53 6 63 6 0.9618 0.9987 0 18.488 3.483 53 6 63 6 +0 0 0.954 0.9985 0 18.733 3.529 54 5 76 6 0.954 0.9985 0 18.733 3.529 54 5 76 6 +0 0 0.9557 0.9988 0 18.878 3.519 17 5 52 6 0.9557 0.9988 0 18.878 3.519 17 5 52 6 +0 0 0.9601 0.9986 0 18.423 3.468 72 6 25 5 0.9601 0.9986 0 18.423 3.468 72 6 25 5 +0 0 0.9588 0.9987 0 18.071 3.425 14 5 27 4 0.9588 0.9987 0 18.071 3.425 14 5 27 4 +0 0 0.9537 0.9985 0 18.658 3.483 9 3 49 6 0.9537 0.9985 0 18.658 3.483 9 3 49 6 +0 0 0.9579 0.9985 0 18.08 3.451 59 6 63 6 0.9579 0.9985 0 18.08 3.451 59 6 63 6 +0 0 0.9576 0.9986 0 18.254 3.481 38 5 64 6 0.9576 0.9986 0 18.254 3.481 38 5 64 6 +0 0 0.9576 0.9986 0 17.976 3.432 50 5 78 6 0.9576 0.9986 0 17.976 3.432 50 5 78 6 +0 0 0.9578 0.9987 0 17.898 3.44 8 3 43 6 0.9578 0.9987 0 17.898 3.44 8 3 43 6 +1 0 0.9906 0.9987 0 17.299 3.671 53 6 26 5 0.9762 0.9987 0 17.893 3.577 53 6 63 6 +1 0 0.9906 0.9985 0 17.523 3.717 54 5 47 5 0.9723 0.9985 0 18.128 3.623 54 5 76 6 +1 0 0.989 0.9988 0 17.116 3.655 17 5 36 8 0.9724 0.9988 0 17.997 3.587 17 5 52 6 +1 0 0.9882 0.9986 0 17.133 3.641 72 6 30 6 0.9741 0.9986 0 17.778 3.555 72 6 25 5 +1 0 0.9896 0.9987 0 16.917 3.591 9 4 93 8 0.9742 0.9987 0 17.494 3.508 9 4 27 4 +1 0 0.989 0.9985 0 17.172 3.644 9 3 13 3 0.9714 0.9985 0 17.915 3.563 9 3 49 6 +1 0 0.9907 0.9985 0 16.735 3.597 59 6 58 7 0.9743 0.9985 0 17.407 3.524 59 6 63 6 +1 0 0.9897 0.9986 0 16.772 3.617 38 5 40 7 0.9736 0.9986 0 17.513 3.549 38 5 64 6 +1 0 0.9904 0.9986 0 16.702 3.622 50 5 19 6 0.974 0.9986 0 17.339 3.527 50 5 78 6 +1 0 0.9915 0.9987 0 16.602 3.59 8 3 26 7 0.9747 0.9987 0 17.25 3.515 8 3 43 6 +2 0 0.9882 0.9987 0 17.491 3.888 53 6 68 9 0.9802 0.9987 0 17.759 3.681 53 6 63 6 +2 0 0.9896 0.9985 0 17.415 3.889 54 5 6 3 0.9781 0.9985 0 17.89 3.712 54 5 76 6 +2 0 0.9926 0.9988 0 16.345 3.72 17 5 76 10 0.9791 0.9988 0 17.446 3.631 17 5 52 6 +2 0 0.9898 0.9988 0 16.573 3.748 20 4 15 9 0.9794 0.9988 0 17.376 3.619 20 4 25 5 +2 0 0.9898 0.9987 0 16.483 3.739 9 4 49 7 0.9794 0.9987 0 17.157 3.585 9 4 27 4 +2 0 0.9908 0.9986 0 16.47 3.713 12 6 13 4 0.9778 0.9986 0 17.433 3.613 12 6 49 6 +2 0 0.9911 0.9986 0 16.362 3.753 11 3 17 4 0.9799 0.9986 0 17.059 3.6 11 3 63 6 +2 0 0.9905 0.9986 0 16.32 3.744 38 5 12 4 0.9793 0.9986 0 17.115 3.614 38 5 64 6 +2 0 0.9906 0.9986 0 16.304 3.778 50 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3.775 10 6 52 6 +5 0 0.9918 0.9988 0 16.193 4.008 20 4 46 8 0.9855 0.9988 0 16.815 3.772 20 4 25 5 +5 0 0.9942 0.9987 0 15.799 4.079 12 4 43 8 0.9861 0.9987 0 16.514 3.776 12 4 27 4 +5 0 0.9928 0.9988 0 15.702 3.999 3 1 30 9 0.9851 0.9988 0 16.71 3.773 3 1 49 6 +5 0 0.9928 0.9987 0 15.747 4.087 53 9 62 8 0.9861 0.9987 0 16.491 3.799 53 9 63 6 +5 0 0.9939 0.9988 0 15.912 4.016 19 8 35 9 0.9862 0.9988 0 16.55 3.786 19 8 64 6 +5 0 0.9938 0.9987 0 14.804 3.881 3 1 58 9 0.9864 0.9987 0 16.19 3.745 3 1 78 6 +5 0 0.9908 0.9987 0 16.262 4.024 28 6 75 9 0.9852 0.9987 0 16.752 3.768 28 6 43 6 +6 0 0.9942 0.9988 0 15.95 4.146 33 9 96 10 0.9874 0.9988 0 16.998 3.896 33 9 63 6 +6 0 0.9922 0.9987 0 15.661 4.084 5 3 31 7 0.9864 0.9987 0 16.915 3.887 5 3 76 6 +6 0 0.9948 0.9989 0 15.468 4 10 6 11 4 0.9868 0.9989 0 16.505 3.807 10 6 52 6 +6 0 0.9936 0.9988 0 15.933 4.077 20 4 12 5 0.9866 0.9988 0 16.689 3.815 20 4 25 5 +6 0 0.994 0.9989 0 15.569 4.158 51 11 75 9 0.9872 0.9989 0 16.379 3.831 51 11 27 4 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4.164 28 6 13 6 0.9881 0.9987 0 16.368 3.885 28 6 43 6 +9 0 0.9956 0.9989 0 15.077 4.218 29 6 37 10 0.9896 0.9989 0 16.503 3.985 29 6 63 6 +9 0 0.9937 0.9988 0 15.53 4.237 17 4 68 13 0.9884 0.9988 0 16.515 3.979 17 4 76 6 +9 0 0.9948 0.9989 0 14.486 4.052 10 6 13 5 0.9889 0.9989 0 16.008 3.883 10 6 52 6 +9 0 0.993 0.9988 0 14.91 4.099 20 4 53 11 0.9889 0.9988 0 16.251 3.901 20 4 25 5 +9 0 0.995 0.9989 0 14.905 4.277 51 11 75 9 0.9892 0.9989 0 16.064 3.965 51 11 27 4 +9 0 0.9922 0.9988 0 14.308 4.119 3 1 40 7 0.9881 0.9988 0 15.95 3.907 3 1 49 6 +9 0 0.992 0.9989 0 15.047 4.263 25 5 9 3 0.9887 0.9989 0 16.123 3.975 25 5 63 6 +9 0 0.9949 0.9988 0 14.702 4.172 12 6 10 4 0.9892 0.9988 0 15.945 3.918 12 6 64 6 +9 0 0.9938 0.9987 0 13.629 3.983 13 5 50 8 0.9895 0.9987 0 15.415 3.838 13 5 78 6 +9 0 0.9948 0.9987 0 14.474 4.075 28 6 28 6 0.9887 0.9987 0 16.179 3.904 28 6 43 6 +10 0 0.9948 0.9989 0 14.704 4.213 29 6 41 10 0.9901 0.9989 0 16.339 4.005 29 6 63 6 +10 0 0.9937 0.9988 0 15.895 4.351 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12 52 6 +17 0 0.9942 0.9988 0 13.246 4.132 20 4 26 8 0.9914 0.9988 0 15.274 4.029 20 4 25 5 +17 0 0.9956 0.9989 0 13.472 4.282 45 10 60 11 0.9917 0.9989 0 15.204 4.12 45 10 27 4 +17 0 0.995 0.9988 0 12.792 4.166 3 1 21 9 0.9909 0.9988 0 14.897 4.035 3 1 49 6 +17 0 0.9945 0.9989 0 13.411 4.229 29 6 67 17 0.9914 0.9989 0 15.207 4.105 29 6 63 6 +17 0 0.9947 0.9989 0 12.442 4.027 21 8 28 9 0.9916 0.9989 0 14.822 3.99 21 8 64 6 +17 0 0.9962 0.9987 0 12.003 3.868 13 5 65 10 0.9921 0.9987 0 14.152 3.867 13 5 78 6 +17 0 0.9954 0.9988 0 12.674 4.111 29 7 47 9 0.9914 0.9988 0 14.988 4.008 29 7 43 6 +18 0 0.9964 0.9989 0 13.668 4.291 28 8 34 9 0.9922 0.9989 0 15.328 4.112 28 8 63 6 +18 0 0.996 0.9988 0 14.244 4.307 17 4 72 17 0.9912 0.9988 0 15.841 4.164 17 4 76 6 +18 0 0.9962 0.9989 0 13.736 4.36 27 12 18 6 0.9917 0.9989 0 15.037 4.05 27 12 52 6 +18 0 0.9961 0.9988 0 12.653 4.057 20 4 112 17 0.9916 0.9988 0 15.136 4.031 20 4 25 5 +18 0 0.994 0.9989 0 13.209 4.215 45 10 23 6 0.9919 0.9989 0 15.099 4.125 45 10 27 4 +18 0 0.9956 0.9988 0 12.765 4.148 10 3 17 5 0.9912 0.9988 0 14.785 4.041 10 3 49 6 +18 0 0.9954 0.9989 0 13.191 4.221 28 6 87 14 0.9917 0.9989 0 15.101 4.111 28 6 63 6 +18 0 0.9951 0.9989 0 12.25 3.993 21 8 26 10 0.9918 0.9989 0 14.686 3.99 21 8 64 6 +18 0 0.9968 0.9987 0 11.656 3.845 13 5 50 13 0.9923 0.9987 0 14.021 3.866 13 5 78 6 +18 0 0.9962 0.9988 0 12.503 4.104 29 7 39 12 0.9917 0.9988 0 14.857 4.013 29 7 43 6 +19 0 0.9976 0.9989 0 13.281 4.222 19 6 132 13 0.9925 0.9989 0 15.226 4.118 19 6 63 6 +19 0 0.9962 0.9988 0 14.088 4.322 17 4 61 13 0.9915 0.9988 0 15.753 4.172 17 4 76 6 +19 0 0.9952 0.9989 0 13.21 4.264 27 12 21 6 0.9919 0.9989 0 14.946 4.061 27 12 52 6 +19 0 0.995 0.9988 0 12.72 4.136 20 4 49 10 0.9918 0.9988 0 15.015 4.036 20 4 25 5 +19 0 0.9956 0.9989 0 13.235 4.273 45 10 47 15 0.992 0.9989 0 15.006 4.133 45 10 27 4 +19 0 0.997 0.9988 0 12.397 4.103 10 3 33 10 0.9914 0.9988 0 14.665 4.044 10 3 49 6 +19 0 0.9954 0.9989 0 12.773 4.155 28 6 46 11 0.9918 0.9989 0 14.985 4.114 28 6 63 6 +19 0 0.9955 0.9989 0 12.029 3.928 21 8 12 5 0.992 0.9989 0 14.554 3.987 21 8 64 6 +19 0 0.9968 0.9987 0 11.61 3.856 13 5 38 8 0.9926 0.9987 0 13.9 3.865 13 5 78 6 +19 0 0.9944 0.9988 0 12.425 4.073 29 7 33 10 0.9918 0.9988 0 14.735 4.016 29 7 43 6 +20 0 0.9954 0.9989 0 12.794 4.144 19 6 69 11 0.9926 0.9989 0 15.11 4.119 19 6 63 6 +20 0 0.9946 0.9988 0 14.002 4.375 17 4 41 13 0.9916 0.9988 0 15.669 4.182 17 4 76 6 +20 0 0.9944 0.9989 0 13.174 4.268 27 12 111 12 0.992 0.9989 0 14.861 4.071 27 12 52 6 +20 0 0.9956 0.9988 0 12.237 4.073 20 4 9 5 0.992 0.9988 0 14.883 4.038 20 4 25 5 +20 0 0.9951 0.9989 0 12.792 4.22 45 10 58 10 0.9922 0.9989 0 14.9 4.137 45 10 27 4 +20 0 0.9946 0.9988 0 12.158 4.05 10 3 14 5 0.9916 0.9988 0 14.546 4.044 10 3 49 6 +20 0 0.9956 0.9989 0 12.608 4.113 28 6 38 7 0.992 0.9989 0 14.872 4.113 28 6 63 6 +20 0 0.9965 0.9989 0 11.634 3.834 21 8 68 14 0.9922 0.9989 0 14.415 3.98 21 8 64 6 +20 0 0.9968 0.9987 0 11.295 3.79 13 5 19 8 0.9928 0.9987 0 13.776 3.862 13 5 78 6 +20 0 0.9954 0.9988 0 12.437 4.097 29 7 49 15 0.992 0.9988 0 14.626 4.02 29 7 43 6 +21 0 0.9962 0.9989 0 12.502 4.087 19 6 23 8 0.9928 0.9989 0 14.991 4.118 19 6 63 6 +21 0 0.9958 0.9988 0 13.956 4.409 17 4 37 13 0.9918 0.9988 0 15.592 4.192 17 4 76 6 +21 0 0.9952 0.9989 0 12.994 4.26 27 12 21 5 0.9921 0.9989 0 14.776 4.079 27 12 52 6 +21 0 0.9958 0.9988 0 11.93 4.012 20 4 15 7 0.9922 0.9988 0 14.748 4.037 20 4 25 5 +21 0 0.9959 0.9989 0 12.694 4.214 45 10 24 10 0.9924 0.9989 0 14.8 4.14 45 10 27 4 +21 0 0.9964 0.9988 0 12.056 4.08 10 3 10 3 0.9918 0.9988 0 14.433 4.046 10 3 49 6 +21 0 0.9958 0.9989 0 12.437 4.103 28 6 18 7 0.9922 0.9989 0 14.761 4.113 28 6 63 6 +21 0 0.9969 0.9989 0 11.648 3.843 21 8 14 5 0.9924 0.9989 0 14.289 3.974 21 8 64 6 +21 0 0.996 0.9987 0 11.108 3.74 13 5 46 8 0.9929 0.9987 0 13.655 3.856 13 5 78 6 +21 0 0.9965 0.9988 0 12.417 4.145 29 7 43 7 0.9922 0.9988 0 14.525 4.025 29 7 43 6 +22 0 0.996 0.9989 0 12.348 4.027 19 6 23 11 0.9929 0.9989 0 14.876 4.114 19 6 63 6 +22 0 0.9973 0.9988 0 13.532 4.331 17 4 44 13 0.9921 0.9988 0 15.502 4.198 17 4 76 6 +22 0 0.995 0.9989 0 12.768 4.231 27 12 38 10 0.9922 0.9989 0 14.689 4.086 27 12 52 6 +22 0 0.9958 0.9988 0 11.881 4.041 20 4 48 15 0.9923 0.9988 0 14.624 4.037 20 4 25 5 +22 0 0.9957 0.9989 0 12.449 4.174 45 10 54 13 0.9925 0.9989 0 14.698 4.142 45 10 27 4 +22 0 0.9954 0.9988 0 11.846 4.018 10 3 20 8 0.992 0.9988 0 14.32 4.045 10 3 49 6 +22 0 0.9964 0.9989 0 12.391 4.12 28 6 39 11 0.9924 0.9989 0 14.658 4.113 28 6 63 6 +22 0 0.9971 0.9989 0 11.258 3.761 21 8 39 10 0.9926 0.9989 0 14.157 3.964 21 8 64 6 +22 0 0.9958 0.9987 0 11.177 3.814 13 5 27 9 0.9931 0.9987 0 13.547 3.854 13 5 78 6 +22 0 0.9964 0.9988 0 12.133 4.122 29 7 6 3 0.9924 0.9988 0 14.421 4.03 29 7 43 6 +23 0 0.9959 0.9989 0 12.097 4.014 19 6 34 10 0.993 0.9989 0 14.761 4.11 19 6 63 6 +23 0 0.9959 0.9988 0 13.183 4.273 17 4 37 10 0.9922 0.9988 0 15.405 4.201 17 4 76 6 +23 0 0.9968 0.9989 0 12.786 4.245 24 10 37 15 0.9924 0.9989 0 14.61 4.093 24 10 52 6 +23 0 0.9964 0.9988 0 11.846 4.022 20 4 8 3 0.9925 0.9988 0 14.508 4.036 20 4 25 5 +23 0 0.9971 0.9989 0 12.263 4.143 45 10 56 11 0.9927 0.9989 0 14.596 4.142 45 10 27 4 +23 0 0.9944 0.9988 0 11.863 4.021 8 4 17 5 0.9921 0.9988 0 14.218 4.044 8 4 49 6 +23 0 0.9962 0.9989 0 12.759 4.23 28 6 36 8 0.9925 0.9989 0 14.579 4.118 28 6 63 6 +23 0 0.9971 0.9989 0 11.374 3.793 21 8 32 11 0.9928 0.9989 0 14.041 3.957 21 8 64 6 +23 0 0.9962 0.9987 0 10.88 3.764 13 5 33 8 0.9932 0.9987 0 13.436 3.851 13 5 78 6 +23 0 0.9966 0.9988 0 11.629 4.017 29 7 15 6 0.9926 0.9988 0 14.305 4.029 29 7 43 6 +24 0 0.9949 0.9989 0 11.879 4.003 19 6 27 8 0.9931 0.9989 0 14.645 4.105 19 6 63 6 +24 0 0.9956 0.9988 0 12.949 4.233 17 4 23 8 0.9923 0.9988 0 15.307 4.203 17 4 76 6 +24 0 0.9956 0.9989 0 12.569 4.216 24 10 27 8 0.9926 0.9989 0 14.528 4.098 24 10 52 6 +24 0 0.9962 0.9988 0 11.66 3.976 20 4 39 8 0.9926 0.9988 0 14.394 4.034 20 4 25 5 +24 0 0.9943 0.9989 0 12.035 4.105 45 10 26 9 0.9928 0.9989 0 14.494 4.14 45 10 27 4 +24 0 0.9968 0.9988 0 11.667 3.992 8 4 22 6 0.9923 0.9988 0 14.116 4.041 8 4 49 6 +24 0 0.9952 0.9989 0 12.433 4.152 28 6 23 7 0.9927 0.9989 0 14.493 4.12 28 6 63 6 +24 0 0.9959 0.9989 0 11.138 3.74 21 8 58 13 0.993 0.9989 0 13.925 3.949 21 8 64 6 +24 0 0.9962 0.9987 0 10.549 3.722 3 1 34 8 0.9933 0.9987 0 13.32 3.846 3 1 78 6 +24 0 0.996 0.9988 0 11.889 4.1 29 7 21 8 0.9927 0.9988 0 14.208 4.032 29 7 43 6 +25 0 0.9958 0.9989 0 11.695 3.958 19 6 27 8 0.9932 0.9989 0 14.532 4.1 19 6 63 6 +25 0 0.9962 0.9988 0 13.152 4.291 17 4 10 4 0.9925 0.9988 0 15.224 4.206 17 4 76 6 +25 0 0.995 0.9989 0 12.328 4.194 24 10 30 9 0.9927 0.9989 0 14.444 4.101 24 10 52 6 +25 0 0.9958 0.9989 0 11.377 3.938 12 6 8 4 0.9928 0.9989 0 14.278 4.03 12 6 25 5 +25 0 0.996 0.9989 0 11.871 4.083 20 8 16 8 0.9929 0.9989 0 14.393 4.138 20 8 27 4 +25 0 0.997 0.9988 0 11.66 4.019 8 4 39 10 0.9924 0.9988 0 14.021 4.041 8 4 49 6 +25 0 0.996 0.9989 0 12.021 4.064 28 6 63 12 0.9928 0.9989 0 14.398 4.117 28 6 63 6 +25 0 0.9967 0.9989 0 10.396 3.635 21 8 20 5 0.9931 0.9989 0 13.789 3.936 21 8 64 6 +25 0 0.996 0.9987 0 10.579 3.754 3 1 22 5 0.9934 0.9987 0 13.215 3.842 3 1 78 6 +25 0 0.9964 0.9988 0 11.804 4.109 29 7 28 9 0.9928 0.9988 0 14.116 4.035 29 7 43 6 +26 0 0.9962 0.9989 0 11.848 4.015 19 6 64 13 0.9933 0.9989 0 14.433 4.096 19 6 63 6 +26 0 0.996 0.9988 0 12.875 4.23 17 4 38 10 0.9926 0.9988 0 15.137 4.207 17 4 76 6 +26 0 0.9946 0.9989 0 11.859 4.092 26 12 31 9 0.9927 0.9989 0 14.348 4.101 26 12 52 6 +26 0 0.9952 0.9989 0 11.273 3.927 10 6 7 3 0.9929 0.9989 0 14.167 4.026 10 6 25 5 +26 0 0.9969 0.9989 0 11.714 4.031 20 8 13 5 0.993 0.9989 0 14.294 4.134 20 8 27 4 +26 0 0.9972 0.9988 0 11.493 3.973 8 4 47 11 0.9926 0.9988 0 13.928 4.038 8 4 49 6 +26 0 0.9958 0.9989 0 11.917 4.074 28 6 28 9 0.9929 0.9989 0 14.306 4.116 28 6 63 6 +26 0 0.9969 0.9989 0 10.464 3.683 21 8 22 7 0.9932 0.9989 0 13.666 3.927 21 8 64 6 +26 0 0.997 0.9987 0 10.524 3.746 3 1 11 4 0.9935 0.9987 0 13.115 3.838 3 1 78 6 +26 0 0.9962 0.9988 0 11.759 4.113 29 7 46 11 0.993 0.9988 0 14.029 4.038 29 7 43 6 +27 0 0.9968 0.9989 0 11.383 3.898 19 6 19 7 0.9935 0.9989 0 14.324 4.089 19 6 63 6 +27 0 0.9952 0.9988 0 12.416 4.162 17 4 19 6 0.9927 0.9988 0 15.04 4.205 17 4 76 6 +27 0 0.995 0.9989 0 11.308 3.961 26 12 8 3 0.9928 0.9989 0 14.239 4.096 26 12 52 6 +27 0 0.9956 0.9989 0 11.03 3.902 10 6 12 5 0.993 0.9989 0 14.055 4.022 10 6 25 5 +27 0 0.9965 0.9989 0 11.476 4.022 36 9 96 13 0.9932 0.9989 0 14.193 4.13 36 9 27 4 +27 0 0.9968 0.9988 0 11.551 3.992 8 4 38 6 0.9928 0.9988 0 13.843 4.036 8 4 49 6 +27 0 0.9974 0.9989 0 11.541 4.019 28 6 37 8 0.9931 0.9989 0 14.207 4.112 28 6 63 6 +27 0 0.9971 0.9989 0 10.384 3.679 21 8 40 8 0.9934 0.9989 0 13.549 3.918 21 8 64 6 +27 0 0.9958 0.9987 0 10.386 3.717 3 1 29 10 0.9936 0.9987 0 13.018 3.834 3 1 78 6 +27 0 0.9968 0.9988 0 11.647 4.066 29 7 22 6 0.9931 0.9988 0 13.944 4.039 29 7 43 6 +28 0 0.9972 0.9989 0 11.005 3.853 19 6 19 8 0.9936 0.9989 0 14.209 4.081 19 6 63 6 +28 0 0.996 0.9988 0 12.326 4.176 17 4 29 7 0.9928 0.9988 0 14.947 4.204 17 4 76 6 +28 0 0.9956 0.9989 0 11.192 3.961 26 12 37 11 0.9929 0.9989 0 14.134 4.091 26 12 52 6 +28 0 0.9968 0.9989 0 10.639 3.782 10 6 17 7 0.9931 0.9989 0 13.937 4.014 10 6 25 5 +28 0 0.997 0.9989 0 11.161 3.978 36 9 29 8 0.9933 0.9989 0 14.088 4.125 36 9 27 4 +28 0 0.996 0.9988 0 11.121 3.932 8 4 17 5 0.9929 0.9988 0 13.749 4.033 8 4 49 6 +28 0 0.9964 0.9989 0 11.39 4.002 28 6 18 5 0.9932 0.9989 0 14.11 4.109 28 6 63 6 +28 0 0.9965 0.9989 0 10.134 3.612 21 8 9 5 0.9935 0.9989 0 13.431 3.908 21 8 64 6 +28 0 0.9964 0.9987 0 10.357 3.752 3 1 24 11 0.9937 0.9987 0 12.926 3.831 3 1 78 6 +28 0 0.9964 0.9988 0 11.346 4.02 29 7 24 7 0.9932 0.9988 0 13.854 4.038 29 7 43 6 +29 0 0.9966 0.9989 0 11.062 3.875 19 6 34 10 0.9937 0.9989 0 14.104 4.074 19 6 63 6 +29 0 0.9958 0.9988 0 12.064 4.151 17 4 39 13 0.9929 0.9988 0 14.85 4.202 17 4 76 6 +29 0 0.9962 0.9989 0 10.973 3.917 26 12 15 7 0.993 0.9989 0 14.029 4.086 26 12 52 6 +29 0 0.9958 0.9989 0 10.48 3.766 10 6 20 5 0.9932 0.9989 0 13.822 4.005 10 6 25 5 +29 0 0.9962 0.9989 0 11.237 3.997 36 9 20 8 0.9934 0.9989 0 13.993 4.121 36 9 27 4 +29 0 0.996 0.9988 0 11.141 3.933 8 4 60 12 0.993 0.9988 0 13.662 4.03 8 4 49 6 +29 0 0.9964 0.9989 0 11.243 3.954 35 15 11 5 0.9933 0.9989 0 14.014 4.103 35 15 63 6 +29 0 0.9969 0.9989 0 10.206 3.66 21 8 44 12 0.9936 0.9989 0 13.324 3.899 21 8 64 6 +29 0 0.9966 0.9987 0 10.131 3.677 3 1 30 9 0.9938 0.9987 0 12.833 3.826 3 1 78 6 +29 0 0.9966 0.9988 0 11.533 4.09 29 7 88 16 0.9933 0.9988 0 13.777 4.04 29 7 43 6 +30 0 0.996 0.9989 0 10.873 3.833 19 6 23 8 0.9938 0.9989 0 14 4.067 19 6 63 6 +30 0 0.9954 0.9988 0 11.987 4.13 17 4 31 17 0.993 0.9988 0 14.758 4.2 17 4 76 6 +30 0 0.9966 0.9989 0 10.672 3.865 26 12 12 5 0.9931 0.9989 0 13.92 4.078 26 12 52 6 +30 0 0.9956 0.9989 0 10.415 3.796 10 6 17 5 0.9933 0.9989 0 13.712 3.999 10 6 25 5 +30 0 0.9968 0.9989 0 11.104 3.95 36 9 40 9 0.9935 0.9989 0 13.9 4.115 36 9 27 4 +30 0 0.9972 0.9988 0 11.015 3.917 8 4 74 17 0.9931 0.9988 0 13.577 4.026 8 4 49 6 +30 0 0.9968 0.9989 0 11.235 3.956 35 15 19 6 0.9934 0.9989 0 13.925 4.099 35 15 63 6 +30 0 0.9963 0.9989 0 10.409 3.729 21 8 83 15 0.9937 0.9989 0 13.23 3.894 21 8 64 6 +30 0 0.9968 0.9987 0 10.118 3.679 3 1 31 9 0.9939 0.9987 0 12.745 3.821 3 1 78 6 +30 0 0.9962 0.9988 0 11.074 3.98 29 7 15 6 0.9934 0.9988 0 13.689 4.038 29 7 43 6 +31 0 0.9968 0.9989 0 10.729 3.83 19 6 11 4 0.9939 0.9989 0 13.898 4.059 19 6 63 6 +31 0 0.996 0.9988 0 11.821 4.08 17 4 25 10 0.9931 0.9988 0 14.666 4.196 17 4 76 6 +31 0 0.997 0.9989 0 10.638 3.875 26 12 33 8 0.9933 0.9989 0 13.818 4.072 26 12 52 6 +31 0 0.9966 0.9989 0 10.497 3.872 10 6 23 8 0.9934 0.9989 0 13.611 3.995 10 6 25 5 +31 0 0.9967 0.9989 0 11.052 3.951 36 9 17 5 0.9936 0.9989 0 13.811 4.11 36 9 27 4 +31 0 0.9968 0.9988 0 11.301 4.019 8 4 42 11 0.9932 0.9988 0 13.506 4.026 8 4 49 6 +31 0 0.997 0.9989 0 11.247 3.978 25 10 35 10 0.9935 0.9989 0 13.841 4.095 25 10 63 6 +31 0 0.9965 0.9989 0 10.514 3.771 21 8 33 9 0.9938 0.9989 0 13.145 3.89 21 8 64 6 +31 0 0.9946 0.9987 0 9.688 3.576 3 1 28 10 0.9939 0.9987 0 12.65 3.814 3 1 78 6 +31 0 0.9954 0.9988 0 10.98 3.961 29 7 29 8 0.9935 0.9988 0 13.605 4.036 29 7 43 6 +32 0 0.9965 0.9989 0 10.552 3.776 19 6 45 12 0.9939 0.9989 0 13.796 4.051 19 6 63 6 +32 0 0.9948 0.9988 0 11.628 4.062 17 4 68 15 0.9931 0.9988 0 14.574 4.192 17 4 76 6 +32 0 0.9964 0.9989 0 10.601 3.872 26 12 29 9 0.9934 0.9989 0 13.72 4.066 26 12 52 6 +32 0 0.9948 0.9989 0 10.256 3.82 10 6 22 10 0.9934 0.9989 0 13.51 3.989 10 6 25 5 +32 0 0.9951 0.9989 0 10.699 3.849 36 9 12 5 0.9936 0.9989 0 13.717 4.102 36 9 27 4 +32 0 0.996 0.9988 0 11.479 4.034 8 4 72 16 0.9933 0.9988 0 13.444 4.026 8 4 49 6 +32 0 0.997 0.9989 0 11.05 3.955 25 10 71 12 0.9936 0.9989 0 13.757 4.091 25 10 63 6 +32 0 0.9967 0.9989 0 10.29 3.731 21 8 29 9 0.9939 0.9989 0 13.058 3.885 21 8 64 6 +32 0 0.9962 0.9987 0 9.452 3.518 3 1 25 9 0.994 0.9987 0 12.553 3.805 3 1 78 6 +32 0 0.9954 0.9988 0 10.819 3.913 29 7 40 16 0.9935 0.9988 0 13.52 4.032 29 7 43 6 +33 0 0.9967 0.9989 0 10.533 3.789 19 6 17 7 0.994 0.9989 0 13.7 4.043 19 6 63 6 +33 0 0.9949 0.9988 0 11.482 4.013 17 4 22 7 0.9932 0.9988 0 14.483 4.187 17 4 76 6 +33 0 0.9972 0.9989 0 10.431 3.853 26 12 29 9 0.9935 0.9989 0 13.624 4.06 26 12 52 6 +33 0 0.9966 0.9989 0 10.149 3.786 10 6 35 14 0.9935 0.9989 0 13.411 3.983 10 6 25 5 +33 0 0.9968 0.9989 0 10.258 3.759 36 9 37 10 0.9937 0.9989 0 13.615 4.092 36 9 27 4 +33 0 0.9966 0.9988 0 11.179 3.963 8 4 38 8 0.9934 0.9988 0 13.377 4.024 8 4 49 6 +33 0 0.9968 0.9989 0 11.003 3.956 25 10 31 7 0.9937 0.9989 0 13.676 4.087 25 10 63 6 +33 0 0.9957 0.9989 0 10.324 3.788 21 8 43 11 0.9939 0.9989 0 12.978 3.882 21 8 64 6 +33 0 0.997 0.9987 0 9.176 3.448 3 1 10 4 0.9941 0.9987 0 12.454 3.794 3 1 78 6 +33 0 0.9962 0.9989 0 10.823 3.893 12 5 23 12 0.9936 0.9989 0 13.441 4.028 12 5 43 6 +34 0 0.9965 0.9989 0 10.543 3.79 19 6 64 17 0.9941 0.9989 0 13.61 4.036 19 6 63 6 +34 0 0.996 0.9988 0 11.416 4.005 17 4 56 14 0.9933 0.9988 0 14.396 4.182 17 4 76 6 +34 0 0.9956 0.9989 0 10.215 3.785 26 12 36 10 0.9935 0.9989 0 13.526 4.052 26 12 52 6 +34 0 0.9966 0.9989 0 10.269 3.826 8 5 22 9 0.9936 0.9989 0 13.321 3.979 8 5 25 5 +34 0 0.9969 0.9989 0 9.931 3.674 36 9 15 4 0.9938 0.9989 0 13.51 4.08 36 9 27 4 +34 0 0.997 0.9988 0 10.894 3.921 39 9 47 11 0.9935 0.9988 0 13.307 4.021 39 9 49 6 +34 0 0.997 0.9989 0 11.053 3.967 30 12 52 17 0.9938 0.9989 0 13.601 4.083 30 12 63 6 +34 0 0.9947 0.9989 0 10.136 3.742 21 8 45 11 0.9939 0.9989 0 12.897 3.878 21 8 64 6 +34 0 0.9976 0.9987 0 8.907 3.375 3 1 47 9 0.9942 0.9987 0 12.352 3.782 3 1 78 6 +34 0 0.9967 0.9989 0 10.801 3.907 12 5 39 9 0.9937 0.9989 0 13.366 4.024 12 5 43 6 +35 0 0.9962 0.9989 0 10.345 3.731 19 6 23 10 0.9941 0.9989 0 13.52 4.027 19 6 63 6 +35 0 0.9972 0.9988 0 11.07 3.945 17 4 19 9 0.9934 0.9988 0 14.303 4.175 17 4 76 6 +35 0 0.9974 0.9989 0 10.148 3.787 26 12 10 5 0.9936 0.9989 0 13.432 4.045 26 12 52 6 +35 0 0.9964 0.9989 0 10.089 3.784 8 5 29 8 0.9937 0.9989 0 13.231 3.973 8 5 25 5 +35 0 0.9962 0.9989 0 9.982 3.682 36 9 24 10 0.9939 0.9989 0 13.412 4.069 36 9 27 4 +35 0 0.9968 0.9988 0 10.957 3.951 39 9 28 11 0.9936 0.9988 0 13.241 4.019 39 9 49 6 +35 0 0.9966 0.9989 0 11.035 3.954 30 12 19 5 0.9939 0.9989 0 13.529 4.08 30 12 63 6 +35 0 0.9969 0.9989 0 9.85 3.658 21 8 39 14 0.994 0.9989 0 12.812 3.872 21 8 64 6 +35 0 0.9968 0.9987 0 8.611 3.286 3 1 11 4 0.9943 0.9987 0 12.248 3.768 3 1 78 6 +35 0 0.9953 0.9989 0 10.774 3.919 12 5 35 7 0.9937 0.9989 0 13.294 4.021 12 5 43 6 +36 0 0.9978 0.9989 0 10.037 3.66 19 6 21 8 0.9942 0.9989 0 13.425 4.017 19 6 63 6 +36 0 0.996 0.9988 0 10.761 3.895 17 4 16 7 0.9935 0.9988 0 14.207 4.168 17 4 76 6 +36 0 0.997 0.9989 0 9.84 3.699 26 12 26 11 0.9937 0.9989 0 13.335 4.035 26 12 52 6 +36 0 0.996 0.9989 0 10.081 3.799 8 5 19 6 0.9937 0.9989 0 13.146 3.969 8 5 25 5 +36 0 0.9958 0.9989 0 9.764 3.608 36 9 13 5 0.9939 0.9989 0 13.313 4.056 36 9 27 4 +36 0 0.9962 0.9988 0 10.715 3.887 7 4 45 12 0.9937 0.9988 0 13.173 4.016 7 4 49 6 +36 0 0.9976 0.9989 0 10.691 3.871 30 12 48 11 0.994 0.9989 0 13.453 4.074 30 12 63 6 +36 0 0.9959 0.9989 0 9.67 3.642 21 8 12 4 0.9941 0.9989 0 12.727 3.866 21 8 64 6 +36 0 0.997 0.9989 0 8.364 3.2 22 6 14 8 0.9943 0.9989 0 12.143 3.753 22 6 78 6 +36 0 0.9969 0.9989 0 10.619 3.896 12 5 18 7 0.9938 0.9989 0 13.221 4.018 12 5 43 6 +37 0 0.9968 0.9989 0 9.872 3.628 19 6 35 10 0.9943 0.9989 0 13.332 4.007 19 6 63 6 +37 0 0.9972 0.9988 0 10.541 3.897 17 4 22 8 0.9936 0.9988 0 14.111 4.16 17 4 76 6 +37 0 0.9958 0.9989 0 9.944 3.735 26 12 8 4 0.9938 0.9989 0 13.246 4.027 26 12 52 6 +37 0 0.9956 0.9989 0 10.061 3.771 8 5 18 8 0.9938 0.9989 0 13.065 3.964 8 5 25 5 +37 0 0.9977 0.9989 0 9.629 3.54 36 9 32 10 0.994 0.9989 0 13.216 4.043 36 9 27 4 +37 0 0.9968 0.9988 0 10.404 3.805 7 4 7 3 0.9938 0.9988 0 13.1 4.01 7 4 49 6 +37 0 0.997 0.9989 0 10.625 3.841 30 12 57 11 0.9941 0.9989 0 13.378 4.068 30 12 63 6 +37 0 0.9965 0.9989 0 9.522 3.603 21 8 15 6 0.9941 0.9989 0 12.643 3.859 21 8 64 6 +37 0 0.9976 0.9989 0 8.273 3.19 22 6 21 8 0.9944 0.9989 0 12.041 3.738 22 6 78 6 +37 0 0.9972 0.9989 0 10.689 3.928 12 5 13 7 0.9939 0.9989 0 13.155 4.016 12 5 43 6 +38 0 0.9964 0.9989 0 9.538 3.567 19 6 9 3 0.9944 0.9989 0 13.235 3.996 19 6 63 6 +38 0 0.996 0.9989 0 10.54 3.913 10 5 10 4 0.9936 0.9989 0 14.019 4.154 10 5 76 6 +38 0 0.9962 0.9989 0 9.769 3.684 26 12 24 7 0.9938 0.9989 0 13.157 4.018 26 12 52 6 +38 0 0.9966 0.9989 0 9.91 3.769 8 5 7 3 0.9939 0.9989 0 12.984 3.959 8 5 25 5 +38 0 0.9966 0.9989 0 9.628 3.545 36 9 28 9 0.9941 0.9989 0 13.124 4.03 36 9 27 4 +38 0 0.9962 0.9988 0 10.203 3.759 7 4 32 8 0.9938 0.9988 0 13.026 4.004 7 4 49 6 +38 0 0.9964 0.9989 0 10.454 3.833 30 12 47 13 0.9941 0.9989 0 13.303 4.062 30 12 63 6 +38 0 0.9971 0.9989 0 9.592 3.633 21 8 17 7 0.9942 0.9989 0 12.564 3.853 21 8 64 6 +38 0 0.9966 0.9989 0 8.264 3.192 22 6 11 3 0.9945 0.9989 0 11.945 3.724 22 6 78 6 +38 0 0.9948 0.9989 0 10.391 3.814 12 5 25 7 0.9939 0.9989 0 13.084 4.01 12 5 43 6 +39 0 0.997 0.9989 0 9.238 3.483 19 6 11 5 0.9944 0.9989 0 13.135 3.983 19 6 63 6 +39 0 0.9962 0.9989 0 10.431 3.885 10 5 14 5 0.9937 0.9989 0 13.93 4.147 10 5 76 6 +39 0 0.996 0.9989 0 9.862 3.729 26 12 27 8 0.9939 0.9989 0 13.075 4.011 26 12 52 6 +39 0 0.9968 0.9989 0 9.773 3.774 8 5 17 6 0.9939 0.9989 0 12.904 3.954 8 5 25 5 +39 0 0.9977 0.9989 0 9.671 3.536 36 9 19 6 0.9942 0.9989 0 13.038 4.018 36 9 27 4 +39 0 0.9958 0.9988 0 10.334 3.795 7 4 31 7 0.9939 0.9988 0 12.959 3.998 7 4 49 6 +39 0 0.9972 0.9989 0 10.169 3.729 30 12 5 2 0.9942 0.9989 0 13.225 4.054 30 12 63 6 +39 0 0.9967 0.9989 0 9.293 3.552 21 8 13 5 0.9943 0.9989 0 12.483 3.846 21 8 64 6 +39 0 0.997 0.9989 0 8.088 3.128 22 6 31 8 0.9946 0.9989 0 11.848 3.709 22 6 78 6 +39 0 0.997 0.9989 0 10.217 3.805 12 5 14 7 0.994 0.9989 0 13.012 4.005 12 5 43 6 +40 0 0.9972 0.9989 0 9.203 3.458 19 6 10 5 0.9945 0.9989 0 13.039 3.97 19 6 63 6 +40 0 0.9966 0.9989 0 10.233 3.846 10 5 17 7 0.9937 0.9989 0 13.84 4.14 10 5 76 6 +40 0 0.9968 0.9989 0 9.677 3.657 26 12 12 7 0.994 0.9989 0 12.992 4.003 26 12 52 6 +40 0 0.9962 0.9989 0 9.759 3.766 8 5 39 13 0.994 0.9989 0 12.827 3.949 8 5 25 5 +40 0 0.9973 0.9989 0 9.691 3.511 36 9 33 10 0.9943 0.9989 0 12.956 4.005 36 9 27 4 +40 0 0.9964 0.9988 0 9.906 3.686 7 4 28 10 0.9939 0.9988 0 12.884 3.991 7 4 49 6 +40 0 0.9966 0.9989 0 9.986 3.703 30 12 48 13 0.9943 0.9989 0 13.146 4.045 30 12 63 6 +40 0 0.9963 0.9989 0 9.226 3.549 21 8 30 11 0.9943 0.9989 0 12.403 3.839 21 8 64 6 +40 0 0.9962 0.9989 0 8.063 3.123 22 6 20 7 0.9946 0.9989 0 11.756 3.695 22 6 78 6 +40 0 0.9961 0.9989 0 9.996 3.743 12 5 10 5 0.9941 0.9989 0 12.939 3.999 12 5 43 6 +41 0 0.9974 0.9989 0 9.174 3.481 19 6 30 13 0.9946 0.9989 0 12.947 3.959 19 6 63 6 +41 0 0.9966 0.9989 0 9.945 3.75 10 5 30 13 0.9938 0.9989 0 13.747 4.131 10 5 76 6 +41 0 0.9962 0.9989 0 9.555 3.634 26 12 8 4 0.994 0.9989 0 12.91 3.994 26 12 52 6 +41 0 0.9968 0.9989 0 9.566 3.703 8 5 9 4 0.994 0.9989 0 12.749 3.943 8 5 25 5 +41 0 0.9966 0.9989 0 9.626 3.538 36 9 17 7 0.9943 0.9989 0 12.877 3.994 36 9 27 4 +41 0 0.9966 0.9988 0 9.601 3.611 7 4 33 14 0.994 0.9988 0 12.806 3.982 7 4 49 6 +41 0 0.997 0.9989 0 10.117 3.753 30 12 32 11 0.9943 0.9989 0 13.074 4.038 30 12 63 6 +41 0 0.9971 0.9989 0 8.918 3.45 21 8 21 6 0.9944 0.9989 0 12.32 3.829 21 8 64 6 +41 0 0.9972 0.9989 0 7.937 3.051 22 6 11 5 0.9947 0.9989 0 11.665 3.68 22 6 78 6 +41 0 0.9964 0.9989 0 10.039 3.772 12 5 51 11 0.9941 0.9989 0 12.87 3.994 12 5 43 6 +42 0 0.9974 0.9989 0 8.983 3.437 19 6 32 11 0.9946 0.9989 0 12.855 3.946 19 6 63 6 +42 0 0.9946 0.9989 0 9.993 3.765 10 5 15 7 0.9938 0.9989 0 13.66 4.122 10 5 76 6 +42 0 0.9972 0.9989 0 9.383 3.604 26 12 27 9 0.9941 0.9989 0 12.828 3.985 26 12 52 6 +42 0 0.9972 0.9989 0 9.473 3.671 8 5 12 6 0.9941 0.9989 0 12.673 3.937 8 5 25 5 +42 0 0.9966 0.9989 0 9.382 3.476 36 9 11 4 0.9944 0.9989 0 12.796 3.982 36 9 27 4 +42 0 0.9972 0.9988 0 9.602 3.613 7 4 14 6 0.9941 0.9988 0 12.731 3.973 7 4 49 6 +42 0 0.9978 0.9989 0 9.984 3.717 30 12 20 6 0.9944 0.9989 0 13.002 4.031 30 12 63 6 +42 0 0.9959 0.9989 0 8.666 3.352 21 8 20 6 0.9944 0.9989 0 12.235 3.818 21 8 64 6 +42 0 0.9972 0.9989 0 7.775 3.024 22 6 7 3 0.9947 0.9989 0 11.575 3.664 22 6 78 6 +42 0 0.996 0.9989 0 10.051 3.791 12 5 39 13 0.9942 0.9989 0 12.804 3.989 12 5 43 6 +43 0 0.9972 0.9989 0 8.842 3.38 19 6 18 6 0.9947 0.9989 0 12.763 3.934 19 6 63 6 +43 0 0.995 0.9989 0 9.742 3.665 10 5 10 4 0.9939 0.9989 0 13.57 4.112 10 5 76 6 +43 0 0.9966 0.9989 0 9.187 3.547 26 12 24 9 0.9941 0.9989 0 12.745 3.975 26 12 52 6 +43 0 0.996 0.9989 0 9.365 3.591 8 5 49 8 0.9942 0.9989 0 12.598 3.929 8 5 25 5 +43 0 0.9962 0.9989 0 9.379 3.507 36 9 13 6 0.9944 0.9989 0 12.718 3.971 36 9 27 4 +43 0 0.9968 0.9988 0 9.458 3.557 7 4 14 5 0.9941 0.9988 0 12.657 3.964 7 4 49 6 +43 0 0.9976 0.9989 0 9.957 3.718 30 12 25 10 0.9945 0.9989 0 12.933 4.023 30 12 63 6 +43 0 0.9959 0.9989 0 8.775 3.379 21 8 15 5 0.9945 0.9989 0 12.157 3.808 21 8 64 6 +43 0 0.9968 0.9989 0 7.708 3.024 22 6 7 3 0.9948 0.9989 0 11.487 3.65 22 6 78 6 +43 0 0.9952 0.9989 0 9.875 3.755 12 5 26 12 0.9942 0.9989 0 12.737 3.983 12 5 43 6 +44 0 0.9968 0.9989 0 8.813 3.394 19 6 13 5 0.9947 0.9989 0 12.676 3.922 19 6 63 6 +44 0 0.9958 0.9989 0 9.674 3.676 10 5 9 5 0.9939 0.9989 0 13.484 4.102 10 5 76 6 +44 0 0.9974 0.9989 0 9.058 3.495 26 12 19 7 0.9942 0.9989 0 12.663 3.964 26 12 52 6 +44 0 0.9974 0.9989 0 9.097 3.528 8 5 28 10 0.9942 0.9989 0 12.52 3.92 8 5 25 5 +44 0 0.9971 0.9989 0 8.96 3.403 36 9 31 9 0.9945 0.9989 0 12.635 3.959 36 9 27 4 +44 0 0.9968 0.9988 0 9.264 3.482 7 4 41 10 0.9942 0.9988 0 12.582 3.953 7 4 49 6 +44 0 0.9968 0.9989 0 9.71 3.644 30 12 28 7 0.9945 0.9989 0 12.861 4.015 30 12 63 6 +44 0 0.9971 0.9989 0 8.458 3.296 21 8 7 3 0.9945 0.9989 0 12.074 3.797 21 8 64 6 +44 0 0.9968 0.9989 0 7.641 3.014 22 6 48 10 0.9948 0.9989 0 11.401 3.636 22 6 78 6 +44 0 0.996 0.9989 0 9.722 3.712 12 5 9 3 0.9942 0.9989 0 12.67 3.977 12 5 43 6 +45 0 0.9974 0.9989 0 8.676 3.344 19 6 7 3 0.9948 0.9989 0 12.589 3.909 19 6 63 6 +45 0 0.997 0.9989 0 9.555 3.645 10 5 28 8 0.994 0.9989 0 13.398 4.092 10 5 76 6 +45 0 0.9978 0.9989 0 8.835 3.458 26 12 18 8 0.9943 0.9989 0 12.58 3.953 26 12 52 6 +45 0 0.9968 0.9989 0 8.733 3.401 8 5 25 12 0.9943 0.9989 0 12.438 3.909 8 5 25 5 +45 0 0.996 0.9989 0 8.721 3.326 36 9 36 9 0.9945 0.9989 0 12.55 3.945 36 9 27 4 +45 0 0.997 0.9988 0 9.203 3.497 7 4 11 5 0.9943 0.9988 0 12.508 3.943 7 4 49 6 +45 0 0.997 0.9989 0 9.677 3.646 30 12 11 6 0.9946 0.9989 0 12.792 4.007 30 12 63 6 +45 0 0.9963 0.9989 0 8.403 3.299 21 8 8 4 0.9946 0.9989 0 11.995 3.786 21 8 64 6 +45 0 0.9976 0.9989 0 7.663 3.019 22 6 22 9 0.9949 0.9989 0 11.32 3.622 22 6 78 6 +45 0 0.9966 0.9989 0 9.735 3.724 12 5 27 6 0.9943 0.9989 0 12.607 3.972 12 5 43 6 +46 0 0.9968 0.9989 0 8.582 3.335 19 6 20 6 0.9948 0.9989 0 12.503 3.897 19 6 63 6 +46 0 0.9968 0.9989 0 9.266 3.571 10 5 10 4 0.994 0.9989 0 13.311 4.081 10 5 76 6 +46 0 0.9976 0.9989 0 8.882 3.456 26 12 13 5 0.9944 0.9989 0 12.501 3.943 26 12 52 6 +46 0 0.9974 0.9989 0 8.801 3.433 8 5 82 15 0.9944 0.9989 0 12.361 3.899 8 5 25 5 +46 0 0.9962 0.9989 0 8.609 3.284 36 9 7 3 0.9945 0.9989 0 12.466 3.931 36 9 27 4 +46 0 0.9972 0.9988 0 9.107 3.48 7 4 18 6 0.9943 0.9988 0 12.436 3.933 7 4 49 6 +46 0 0.9978 0.9989 0 9.638 3.635 30 12 61 14 0.9947 0.9989 0 12.725 3.999 30 12 63 6 +46 0 0.9971 0.9989 0 8.216 3.229 21 8 39 12 0.9946 0.9989 0 11.914 3.774 21 8 64 6 +46 0 0.997 0.9989 0 7.484 2.98 22 6 13 5 0.9949 0.9989 0 11.238 3.609 22 6 78 6 +46 0 0.9962 0.9989 0 9.736 3.738 12 5 32 8 0.9943 0.9989 0 12.546 3.967 12 5 43 6 +47 0 0.998 0.9989 0.9851 8.473 3.303 19 6 7 3 0.9949 0.9989 0 12.419 3.884 19 6 63 6 +47 0 0.9958 0.9989 0 9.221 3.555 10 5 44 14 0.9941 0.9989 0 13.225 4.07 10 5 76 6 +47 0 0.9974 0.9989 0 9.034 3.526 26 12 10 4 0.9944 0.9989 0 12.429 3.934 26 12 52 6 +47 0 0.9972 0.9989 0 8.844 3.441 8 5 32 8 0.9944 0.9989 0 12.287 3.889 8 5 25 5 +47 0 0.9968 0.9989 0 8.631 3.313 36 9 53 11 0.9946 0.9989 0 12.386 3.918 36 9 27 4 +47 0 0.9974 0.9988 0 8.983 3.462 7 4 17 7 0.9944 0.9988 0 12.364 3.924 7 4 49 6 +47 0 0.9974 0.9989 0 9.508 3.618 30 12 27 11 0.9947 0.9989 0 12.658 3.991 30 12 63 6 +47 0 0.9973 0.9989 0 8.103 3.192 21 8 17 6 0.9947 0.9989 0 11.835 3.762 21 8 64 6 +47 0 0.9972 0.9989 0 7.52 2.98 22 6 7 3 0.995 0.9989 0 11.161 3.596 22 6 78 6 +47 0 0.9964 0.9989 0 10.017 3.795 12 5 12 5 0.9944 0.9989 0 12.493 3.963 12 5 43 6 +48 0 0.9976 0.9989 0 8.368 3.257 19 6 34 9 0.995 0.9989 0 12.337 3.872 19 6 63 6 +48 0 0.9974 0.9989 0 9.134 3.539 10 5 23 8 0.9941 0.9989 0 13.142 4.059 10 5 76 6 +48 0 0.9972 0.9989 0 8.966 3.522 26 12 69 14 0.9945 0.9989 0 12.358 3.925 26 12 52 6 +48 0 0.9976 0.9989 0 8.958 3.482 8 5 24 7 0.9945 0.9989 0 12.219 3.881 8 5 25 5 +48 0 0.9962 0.9989 0 8.552 3.269 36 9 17 7 0.9946 0.9989 0 12.308 3.905 36 9 27 4 +48 0 0.9978 0.9989 0 8.836 3.42 44 13 21 7 0.9945 0.9989 0 12.292 3.913 44 13 49 6 +48 0 0.997 0.9989 0 9.439 3.624 30 12 12 5 0.9948 0.9989 0 12.592 3.984 30 12 63 6 +48 0 0.9973 0.9989 0 7.99 3.174 21 8 14 8 0.9947 0.9989 0 11.756 3.75 21 8 64 6 +48 0 0.9966 0.9989 0 7.324 2.926 22 6 8 4 0.995 0.9989 0 11.083 3.582 22 6 78 6 +48 0 0.9958 0.9989 0 9.914 3.776 12 5 15 5 0.9944 0.9989 0 12.44 3.96 12 5 43 6 +49 0 0.9974 0.9989 0 8.224 3.22 19 6 32 12 0.995 0.9989 0 12.255 3.859 19 6 63 6 +49 0 0.9966 0.9989 0 9.158 3.526 10 5 76 14 0.9942 0.9989 0 13.062 4.049 10 5 76 6 +49 0 0.9966 0.9989 0 8.947 3.52 26 12 34 10 0.9945 0.9989 0 12.29 3.917 26 12 52 6 +49 0 0.9976 0.9989 0 9.01 3.493 8 5 10 4 0.9945 0.9989 0 12.155 3.873 8 5 25 5 +49 0 0.997 0.9989 0 8.505 3.239 36 9 25 7 0.9947 0.9989 0 12.232 3.892 36 9 27 4 +49 0 0.9976 0.9989 0 8.751 3.383 44 13 43 13 0.9945 0.9989 0 12.221 3.903 44 13 49 6 +49 0 0.9972 0.9989 0 9.221 3.56 30 12 29 7 0.9948 0.9989 0 12.525 3.975 30 12 63 6 +49 0 0.9963 0.9989 0 7.856 3.119 21 8 45 12 0.9948 0.9989 0 11.678 3.737 21 8 64 6 +49 0 0.9974 0.9989 0 7.281 2.911 22 6 31 9 0.9951 0.9989 0 11.007 3.569 22 6 78 6 +49 0 0.9964 0.9989 0 9.772 3.743 12 5 28 6 0.9944 0.9989 0 12.387 3.955 12 5 43 6 +50 0 0.9972 0.9989 0 8.125 3.18 19 6 28 10 0.995 0.9989 0 12.174 3.845 19 6 63 6 +50 0 0.9974 0.9989 0 8.743 3.401 10 5 14 5 0.9942 0.9989 0 12.978 4.036 10 5 76 6 +50 0 0.9972 0.9989 0 8.689 3.408 26 12 14 5 0.9946 0.9989 0 12.219 3.907 26 12 52 6 +50 0 0.9972 0.9989 0 8.878 3.421 8 5 35 13 0.9946 0.9989 0 12.091 3.864 8 5 25 5 +50 0 0.9972 0.9989 0 8.462 3.242 36 9 55 13 0.9947 0.9989 0 12.158 3.879 36 9 27 4 +50 0 0.9972 0.9989 0 8.849 3.389 44 13 11 6 0.9946 0.9989 0 12.155 3.893 44 13 49 6 +50 0 0.997 0.9989 0 9.324 3.587 30 12 19 7 0.9949 0.9989 0 12.462 3.968 30 12 63 6 +50 0 0.9971 0.9989 0 7.702 3.064 21 8 9 4 0.9948 0.9989 0 11.6 3.724 21 8 64 6 +50 0 0.9974 0.9989 0 7.269 2.901 22 6 13 5 0.9951 0.9989 0 10.933 3.555 22 6 78 6 +50 0 0.9954 0.9989 0 9.694 3.745 12 5 56 11 0.9944 0.9989 0 12.334 3.951 12 5 43 6 +51 0 0.997 0.9989 0 7.994 3.16 19 6 21 6 0.9951 0.9989 0 12.093 3.832 19 6 63 6 +51 0 0.9962 0.9989 0 8.605 3.343 10 5 14 5 0.9943 0.9989 0 12.893 4.023 10 5 76 6 +51 0 0.9968 0.9989 0 8.606 3.393 26 12 11 6 0.9946 0.9989 0 12.15 3.897 26 12 52 6 +51 0 0.9972 0.9989 0 8.82 3.401 8 5 17 8 0.9947 0.9989 0 12.028 3.856 8 5 25 5 +51 0 0.9976 0.9989 0 8.212 3.163 36 9 15 5 0.9948 0.9989 0 12.082 3.865 36 9 27 4 +51 0 0.9972 0.9989 0 8.705 3.343 44 13 16 5 0.9946 0.9989 0 12.089 3.882 44 13 49 6 +51 0 0.9964 0.9989 0 9.369 3.61 30 12 37 12 0.9949 0.9989 0 12.402 3.961 30 12 63 6 +51 0 0.9973 0.9989 0 7.593 3.034 21 8 7 3 0.9949 0.9989 0 11.523 3.711 21 8 64 6 +51 0 0.997 0.9989 0 7.068 2.835 22 6 19 8 0.9951 0.9989 0 10.859 3.542 22 6 78 6 +51 0 0.9958 0.9989 0 9.744 3.756 12 5 26 10 0.9945 0.9989 0 12.284 3.947 12 5 43 6 diff --git a/PartB/90Cross10Mut2El/run_0/regress.bst b/PartB/90Cross10Mut2El/run_0/regress.bst new file mode 100644 index 0000000..71ebc45 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_0/regress.bst @@ -0,0 +1,22 @@ +=== BEST-OF-RUN === + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +TREE-equ: +y = (((0.00647 * convex) + ((log((minor - area)) / (perimeter / -0.91529)) + (eccentricity * exp(0.91780)))) - minor) diff --git a/PartB/90Cross10Mut2El/run_0/regress.fn b/PartB/90Cross10Mut2El/run_0/regress.fn new file mode 100644 index 0000000..1e03f24 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_0/regress.fn @@ -0,0 +1,16 @@ +Hits: 2583, Total Size: 2810, Percent Hit: 91.921708 +CC: 1073 +CO: 71 +OO: 1510 +OC: 156 +Fitness: 0.998937 +Hits: 940 + + +y = (((0.00647 * convex) + ((log((minor - area)) / (perimeter / -0.91529)) + (eccentricity * exp(0.91780)))) - minor) + + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) diff --git a/PartB/90Cross10Mut2El/run_0/regress.gen b/PartB/90Cross10Mut2El/run_0/regress.gen new file mode 100644 index 0000000..e69de29 diff --git a/PartB/90Cross10Mut2El/run_0/regress.his b/PartB/90Cross10Mut2El/run_0/regress.his new file mode 100644 index 0000000..a6cc2d6 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_0/regress.his @@ -0,0 +1,1152 @@ +=== BEST-OF-RUN === + current generation: 0 + generation: 0 + nodes: 53 + depth: 6 + hits: 766 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 766 + raw fitness: 766.0000 + standardized fitness: 766.0000 + adjusted fitness: 0.9987 +TREE: + (- (log (- (+ (+ (log 0.34644) + (* perimeter minor)) + (- (/ eccentricity major) + (/ perimeter major))) + (log (exp (- perimeter area))))) + (exp (* (+ (- (- eccentricity perimeter) + (- extent 0.75115)) + (+ (* convex -0.42079) + (/ eccentricity area))) + (/ (* (/ convex perimeter) + (+ -0.88022 eccentricity)) + (+ (/ extent eccentricity) + (exp 0.57485)))))) +=== BEST-OF-RUN === + current generation: 1 + generation: 0 + nodes: 53 + depth: 6 + hits: 766 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 766 + raw fitness: 766.0000 + standardized fitness: 766.0000 + adjusted fitness: 0.9987 +TREE: + (- (log (- (+ (+ (log 0.34644) + (* perimeter minor)) + (- (/ eccentricity major) + (/ perimeter major))) + (log (exp (- perimeter area))))) + (exp (* (+ (- (- eccentricity perimeter) + (- extent 0.75115)) + (+ (* convex -0.42079) + (/ eccentricity area))) + (/ (* (/ convex perimeter) + (+ -0.88022 eccentricity)) + (+ (/ extent eccentricity) + (exp 0.57485)))))) +=== BEST-OF-RUN === + current generation: 2 + generation: 0 + nodes: 53 + depth: 6 + hits: 766 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 766 + raw fitness: 766.0000 + standardized fitness: 766.0000 + adjusted fitness: 0.9987 +TREE: + (- (log (- (+ (+ (log 0.34644) + (* perimeter minor)) + (- (/ eccentricity major) + (/ perimeter major))) + (log (exp (- perimeter area))))) + (exp (* (+ (- (- eccentricity perimeter) + (- extent 0.75115)) + (+ (* convex -0.42079) + (/ eccentricity area))) + (/ (* (/ convex perimeter) + (+ -0.88022 eccentricity)) + (+ (/ extent eccentricity) + (exp 0.57485)))))) +=== BEST-OF-RUN === + current generation: 3 + generation: 3 + nodes: 33 + depth: 9 + hits: 848 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 848 + raw fitness: 848.0000 + standardized fitness: 848.0000 + adjusted fitness: 0.9988 +TREE: + (/ (exp (- (- -0.10054 0.60885) + (log minor))) + (- (+ (- major major) + (log -0.60662)) + (/ (* (/ (* (exp (* perimeter + (+ eccentricity extent))) area) convex) + (* area -0.19964)) + (- eccentricity major)))) +=== BEST-OF-RUN === + current generation: 4 + generation: 3 + nodes: 33 + depth: 9 + hits: 848 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 848 + raw fitness: 848.0000 + standardized fitness: 848.0000 + adjusted fitness: 0.9988 +TREE: + (/ (exp (- (- -0.10054 0.60885) + (log minor))) + (- (+ (- major major) + (log -0.60662)) + (/ (* (/ (* (exp (* perimeter + (+ eccentricity extent))) area) convex) + (* area -0.19964)) + (- eccentricity major)))) +=== BEST-OF-RUN === + current generation: 5 + generation: 3 + nodes: 33 + depth: 9 + hits: 848 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 848 + raw fitness: 848.0000 + standardized fitness: 848.0000 + adjusted fitness: 0.9988 +TREE: + (/ (exp (- (- -0.10054 0.60885) + (log minor))) + (- (+ (- major major) + (log -0.60662)) + (/ (* (/ (* (exp (* perimeter + (+ eccentricity extent))) area) convex) + (* area -0.19964)) + (- eccentricity major)))) +=== BEST-OF-RUN === + current generation: 6 + generation: 3 + nodes: 33 + depth: 9 + hits: 848 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 848 + raw fitness: 848.0000 + standardized fitness: 848.0000 + adjusted fitness: 0.9988 +TREE: + (/ (exp (- (- -0.10054 0.60885) + (log minor))) + (- (+ (- major major) + (log -0.60662)) + (/ (* (/ (* (exp (* perimeter + (+ eccentricity extent))) area) convex) + (* area -0.19964)) + (- eccentricity major)))) +=== BEST-OF-RUN === + current generation: 7 + generation: 7 + nodes: 29 + depth: 6 + hits: 906 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 906 + raw fitness: 906.0000 + standardized fitness: 906.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (log (exp (/ perimeter -0.60247))) + (+ eccentricity area)) + (- (- minor 0.62193) + (+ (exp (* extent -0.97898)) + (+ (+ (log minor) + (* major perimeter)) + (log (log area)))))) +=== BEST-OF-RUN === + current generation: 8 + generation: 7 + nodes: 29 + depth: 6 + hits: 906 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 906 + raw fitness: 906.0000 + standardized fitness: 906.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (log (exp (/ perimeter -0.60247))) + (+ eccentricity area)) + (- (- minor 0.62193) + (+ (exp (* extent -0.97898)) + (+ (+ (log minor) + (* major perimeter)) + (log (log area)))))) +=== BEST-OF-RUN === + current generation: 9 + generation: 7 + nodes: 29 + depth: 6 + hits: 906 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 906 + raw fitness: 906.0000 + standardized fitness: 906.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (log (exp (/ perimeter -0.60247))) + (+ eccentricity area)) + (- (- minor 0.62193) + (+ (exp (* extent -0.97898)) + (+ (+ (log minor) + (* major perimeter)) + (log (log area)))))) +=== BEST-OF-RUN === + current generation: 10 + generation: 7 + nodes: 29 + depth: 6 + hits: 906 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 906 + raw fitness: 906.0000 + standardized fitness: 906.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (log (exp (/ perimeter -0.60247))) + (+ eccentricity area)) + (- (- minor 0.62193) + (+ (exp (* extent -0.97898)) + (+ (+ (log minor) + (* major perimeter)) + (log (log area)))))) +=== BEST-OF-RUN === + current generation: 11 + generation: 7 + nodes: 29 + depth: 6 + hits: 906 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 906 + raw fitness: 906.0000 + standardized fitness: 906.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (log (exp (/ perimeter -0.60247))) + (+ eccentricity area)) + (- (- minor 0.62193) + (+ (exp (* extent -0.97898)) + (+ (+ (log minor) + (* major perimeter)) + (log (log area)))))) +=== BEST-OF-RUN === + current generation: 12 + generation: 7 + nodes: 29 + depth: 6 + hits: 906 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 906 + raw fitness: 906.0000 + standardized fitness: 906.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (log (exp (/ perimeter -0.60247))) + (+ eccentricity area)) + (- (- minor 0.62193) + (+ (exp (* extent -0.97898)) + (+ (+ (log minor) + (* major perimeter)) + (log (log area)))))) +=== BEST-OF-RUN === + current generation: 13 + generation: 7 + nodes: 29 + depth: 6 + hits: 906 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 906 + raw fitness: 906.0000 + standardized fitness: 906.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (log (exp (/ perimeter -0.60247))) + (+ eccentricity area)) + (- (- minor 0.62193) + (+ (exp (* extent -0.97898)) + (+ (+ (log minor) + (* major perimeter)) + (log (log area)))))) +=== BEST-OF-RUN === + current generation: 14 + generation: 7 + nodes: 29 + depth: 6 + hits: 906 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 906 + raw fitness: 906.0000 + standardized fitness: 906.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (log (exp (/ perimeter -0.60247))) + (+ eccentricity area)) + (- (- minor 0.62193) + (+ (exp (* extent -0.97898)) + (+ (+ (log minor) + (* major perimeter)) + (log (log area)))))) +=== BEST-OF-RUN === + current generation: 15 + generation: 15 + nodes: 28 + depth: 8 + hits: 939 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 939 + raw fitness: 939.0000 + standardized fitness: 939.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (/ (log (+ (/ extent extent) + (log major))) + (- (- extent perimeter) eccentricity)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 16 + generation: 15 + nodes: 28 + depth: 8 + hits: 939 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 939 + raw fitness: 939.0000 + standardized fitness: 939.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (/ (log (+ (/ extent extent) + (log major))) + (- (- extent perimeter) eccentricity)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 17 + generation: 15 + nodes: 28 + depth: 8 + hits: 939 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 939 + raw fitness: 939.0000 + standardized fitness: 939.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (/ (log (+ (/ extent extent) + (log major))) + (- (- extent perimeter) eccentricity)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 18 + generation: 15 + nodes: 28 + depth: 8 + hits: 939 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 939 + raw fitness: 939.0000 + standardized fitness: 939.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (/ (log (+ (/ extent extent) + (log major))) + (- (- extent perimeter) eccentricity)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 19 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 20 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 21 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 22 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 23 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 24 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 25 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 26 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 27 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 28 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 29 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 30 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 31 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 32 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 33 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 34 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 35 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 36 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 37 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 38 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 39 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 40 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 41 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 42 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 43 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 44 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 45 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 46 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 47 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 48 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 49 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 50 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) +=== BEST-OF-RUN === + current generation: 51 + generation: 19 + nodes: 19 + depth: 6 + hits: 940 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 940 + raw fitness: 940.0000 + standardized fitness: 940.0000 + adjusted fitness: 0.9989 +TREE: + (- (+ (* 0.00647 convex) + (+ (/ (log (- minor area)) + (/ perimeter -0.91529)) + (* eccentricity + (exp 0.91780)))) minor) diff --git a/PartB/90Cross10Mut2El/run_0/regress.prg b/PartB/90Cross10Mut2El/run_0/regress.prg new file mode 100644 index 0000000..693e67c --- /dev/null +++ b/PartB/90Cross10Mut2El/run_0/regress.prg @@ -0,0 +1,1002 @@ +not starting from checkpoint file. +1000 fitness cases: + area = 13698.00000, perimeter = 478.59900, major_axis_length = 199.06026, minor_axis_length = 88.78965, eccentricity = 0.89501, convex_area = 13932.00000, extent = 0.57559, type = C + area = 11870.00000, perimeter = 432.29800, major_axis_length = 177.36482, minor_axis_length = 86.76659, eccentricity = 0.87217, convex_area = 12143.00000, extent = 0.77083, type = O + area = 14504.00000, perimeter = 502.50699, major_axis_length = 212.24757, minor_axis_length = 87.93213, eccentricity = 0.91014, convex_area = 14895.00000, extent = 0.55342, type = C + area = 13450.00000, perimeter = 465.39801, major_axis_length = 193.37497, minor_axis_length = 89.50690, eccentricity = 0.88643, convex_area = 13661.00000, extent = 0.61579, type = C + area = 14005.00000, perimeter = 485.45599, major_axis_length = 207.13385, minor_axis_length = 86.87551, eccentricity = 0.90779, convex_area = 14212.00000, extent = 0.56381, type = C + area = 13400.00000, perimeter = 468.22800, major_axis_length = 187.62874, minor_axis_length = 92.69112, eccentricity = 0.86945, convex_area = 13756.00000, extent = 0.59971, type = O + area = 15043.00000, perimeter = 498.29901, major_axis_length = 206.01170, minor_axis_length = 94.76669, eccentricity = 0.88792, convex_area = 15414.00000, extent = 0.58688, type = C + area = 10821.00000, perimeter = 418.00201, major_axis_length = 176.55823, minor_axis_length = 79.08772, eccentricity = 0.89406, convex_area = 10986.00000, extent = 0.59041, type = O + area = 11671.00000, perimeter = 430.23999, major_axis_length = 177.18015, minor_axis_length = 84.81886, eccentricity = 0.87797, convex_area = 11895.00000, extent = 0.67462, type = O + area = 11382.00000, perimeter = 418.33600, major_axis_length = 169.88297, minor_axis_length = 86.66009, eccentricity = 0.86011, convex_area = 11575.00000, extent = 0.62000, type = O + area = 14625.00000, perimeter = 497.25201, major_axis_length = 212.79851, minor_axis_length = 88.36369, eccentricity = 0.90971, convex_area = 14924.00000, extent = 0.54895, type = C + area = 11565.00000, perimeter = 428.48599, major_axis_length = 180.71834, minor_axis_length = 81.82832, eccentricity = 0.89161, convex_area = 11737.00000, extent = 0.76407, type = O + area = 14019.00000, perimeter = 482.45401, major_axis_length = 197.19820, minor_axis_length = 92.67004, eccentricity = 0.88270, convex_area = 14411.00000, extent = 0.57615, type = C + area = 12429.00000, perimeter = 469.60800, major_axis_length = 202.41467, minor_axis_length = 78.88987, eccentricity = 0.92092, convex_area = 12714.00000, extent = 0.55685, 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0.9618 0.9987 0.0000 18.488 3.483 53 6 63 6 0.9618 0.9987 0.0000 18.488 3.483 53 6 63 6 +1 0 0.9906 0.9987 0.0000 17.299 3.671 53 6 26 5 0.9762 0.9987 0.0000 17.893 3.577 53 6 63 6 +2 0 0.9882 0.9987 0.0000 17.491 3.888 53 6 68 9 0.9802 0.9987 0.0000 17.759 3.681 53 6 63 6 +3 0 0.9912 0.9988 0.0000 17.086 3.961 33 9 26 5 0.9829 0.9988 0.0000 17.591 3.751 33 9 63 6 +4 0 0.9928 0.9988 0.0000 16.699 4.059 33 9 35 6 0.9849 0.9988 0.0000 17.412 3.812 33 9 63 6 +5 0 0.9928 0.9988 0.0000 15.972 4.063 33 9 10 6 0.9862 0.9988 0.0000 17.172 3.854 33 9 63 6 +6 0 0.9942 0.9988 0.0000 15.950 4.146 33 9 96 10 0.9874 0.9988 0.0000 16.998 3.896 33 9 63 6 +7 0 0.9942 0.9989 0.0000 15.586 4.146 29 6 9 4 0.9882 0.9989 0.0000 16.821 3.927 29 6 63 6 +8 0 0.9949 0.9989 0.0000 15.379 4.212 29 6 47 7 0.9890 0.9989 0.0000 16.661 3.959 29 6 63 6 +9 0 0.9956 0.9989 0.0000 15.077 4.218 29 6 37 10 0.9896 0.9989 0.0000 16.503 3.985 29 6 63 6 +10 0 0.9948 0.9989 0.0000 14.704 4.213 29 6 41 10 0.9901 0.9989 0.0000 16.339 4.005 29 6 63 6 +11 0 0.9947 0.9989 0.0000 14.516 4.244 29 6 23 6 0.9905 0.9989 0.0000 16.187 4.025 29 6 63 6 +12 0 0.9941 0.9989 0.0000 14.579 4.314 29 6 15 5 0.9908 0.9989 0.0000 16.063 4.048 29 6 63 6 +13 0 0.9948 0.9989 0.0000 14.089 4.274 29 6 68 11 0.9910 0.9989 0.0000 15.922 4.064 29 6 63 6 +14 0 0.9932 0.9989 0.0000 14.164 4.296 29 6 25 6 0.9912 0.9989 0.0000 15.805 4.079 29 6 63 6 +15 0 0.9960 0.9989 0.0000 13.747 4.248 28 8 21 9 0.9915 0.9989 0.0000 15.677 4.090 28 8 63 6 +16 0 0.9965 0.9989 0.0000 13.550 4.230 28 8 16 7 0.9918 0.9989 0.0000 15.551 4.098 28 8 63 6 +17 0 0.9954 0.9989 0.0000 13.191 4.178 28 8 24 6 0.9920 0.9989 0.0000 15.420 4.102 28 8 63 6 +18 0 0.9964 0.9989 0.0000 13.668 4.291 28 8 34 9 0.9922 0.9989 0.0000 15.328 4.112 28 8 63 6 +19 0 0.9976 0.9989 0.0000 13.281 4.222 19 6 132 13 0.9925 0.9989 0.0000 15.226 4.118 19 6 63 6 +20 0 0.9954 0.9989 0.0000 12.794 4.144 19 6 69 11 0.9926 0.9989 0.0000 15.110 4.119 19 6 63 6 +21 0 0.9962 0.9989 0.0000 12.502 4.087 19 6 23 8 0.9928 0.9989 0.0000 14.991 4.118 19 6 63 6 +22 0 0.9960 0.9989 0.0000 12.348 4.027 19 6 23 11 0.9929 0.9989 0.0000 14.876 4.114 19 6 63 6 +23 0 0.9959 0.9989 0.0000 12.097 4.014 19 6 34 10 0.9930 0.9989 0.0000 14.761 4.110 19 6 63 6 +24 0 0.9949 0.9989 0.0000 11.879 4.003 19 6 27 8 0.9931 0.9989 0.0000 14.645 4.105 19 6 63 6 +25 0 0.9958 0.9989 0.0000 11.695 3.958 19 6 27 8 0.9932 0.9989 0.0000 14.532 4.100 19 6 63 6 +26 0 0.9962 0.9989 0.0000 11.848 4.015 19 6 64 13 0.9933 0.9989 0.0000 14.433 4.096 19 6 63 6 +27 0 0.9968 0.9989 0.0000 11.383 3.898 19 6 19 7 0.9935 0.9989 0.0000 14.324 4.089 19 6 63 6 +28 0 0.9972 0.9989 0.0000 11.005 3.853 19 6 19 8 0.9936 0.9989 0.0000 14.209 4.081 19 6 63 6 +29 0 0.9966 0.9989 0.0000 11.062 3.875 19 6 34 10 0.9937 0.9989 0.0000 14.104 4.074 19 6 63 6 +30 0 0.9960 0.9989 0.0000 10.873 3.833 19 6 23 8 0.9938 0.9989 0.0000 14.000 4.067 19 6 63 6 +31 0 0.9968 0.9989 0.0000 10.729 3.830 19 6 11 4 0.9939 0.9989 0.0000 13.898 4.059 19 6 63 6 +32 0 0.9965 0.9989 0.0000 10.552 3.776 19 6 45 12 0.9939 0.9989 0.0000 13.796 4.051 19 6 63 6 +33 0 0.9967 0.9989 0.0000 10.533 3.789 19 6 17 7 0.9940 0.9989 0.0000 13.700 4.043 19 6 63 6 +34 0 0.9965 0.9989 0.0000 10.543 3.790 19 6 64 17 0.9941 0.9989 0.0000 13.610 4.036 19 6 63 6 +35 0 0.9962 0.9989 0.0000 10.345 3.731 19 6 23 10 0.9941 0.9989 0.0000 13.520 4.027 19 6 63 6 +36 0 0.9978 0.9989 0.0000 10.037 3.660 19 6 21 8 0.9942 0.9989 0.0000 13.425 4.017 19 6 63 6 +37 0 0.9968 0.9989 0.0000 9.872 3.628 19 6 35 10 0.9943 0.9989 0.0000 13.332 4.007 19 6 63 6 +38 0 0.9964 0.9989 0.0000 9.538 3.567 19 6 9 3 0.9944 0.9989 0.0000 13.235 3.996 19 6 63 6 +39 0 0.9970 0.9989 0.0000 9.238 3.483 19 6 11 5 0.9944 0.9989 0.0000 13.135 3.983 19 6 63 6 +40 0 0.9972 0.9989 0.0000 9.203 3.458 19 6 10 5 0.9945 0.9989 0.0000 13.039 3.970 19 6 63 6 +41 0 0.9974 0.9989 0.0000 9.174 3.481 19 6 30 13 0.9946 0.9989 0.0000 12.947 3.959 19 6 63 6 +42 0 0.9974 0.9989 0.0000 8.983 3.437 19 6 32 11 0.9946 0.9989 0.0000 12.855 3.946 19 6 63 6 +43 0 0.9972 0.9989 0.0000 8.842 3.380 19 6 18 6 0.9947 0.9989 0.0000 12.763 3.934 19 6 63 6 +44 0 0.9968 0.9989 0.0000 8.813 3.394 19 6 13 5 0.9947 0.9989 0.0000 12.676 3.922 19 6 63 6 +45 0 0.9974 0.9989 0.0000 8.676 3.344 19 6 7 3 0.9948 0.9989 0.0000 12.589 3.909 19 6 63 6 +46 0 0.9968 0.9989 0.0000 8.582 3.335 19 6 20 6 0.9948 0.9989 0.0000 12.503 3.897 19 6 63 6 +47 0 0.9980 0.9989 0.9851 8.473 3.303 19 6 7 3 0.9949 0.9989 0.0000 12.419 3.884 19 6 63 6 +48 0 0.9976 0.9989 0.0000 8.368 3.257 19 6 34 9 0.9950 0.9989 0.0000 12.337 3.872 19 6 63 6 +49 0 0.9974 0.9989 0.0000 8.224 3.220 19 6 32 12 0.9950 0.9989 0.0000 12.255 3.859 19 6 63 6 +50 0 0.9972 0.9989 0.0000 8.125 3.180 19 6 28 10 0.9950 0.9989 0.0000 12.174 3.845 19 6 63 6 +51 0 0.9970 0.9989 0.0000 7.994 3.160 19 6 21 6 0.9951 0.9989 0.0000 12.093 3.832 19 6 63 6 diff --git a/PartB/90Cross10Mut2El/run_0/regress.sys b/PartB/90Cross10Mut2El/run_0/regress.sys new file mode 100644 index 0000000..e48b8a2 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_0/regress.sys @@ -0,0 +1,205 @@ + +[ lil-gp Genetic Programming System. +[ Portions copyright (c) 1995 Michigan State University. All rights reserved. +[ kernel version 1.0; 11 July 1995. + + +initialization: + parameter database. + ephemeral random constants. + generation spaces. +updating function set(s): + set 0: removed. +building function set(s): + set 0: * / + - exp log area perimeter major minor eccentricity convex extent R + tree 0 uses function set 0. + function set complete. + no random number seed specfied; using 330. +creating initial population(s): + 7336 trees were generated to fill the population of 5000 (5000 trees). + initial population(s) complete. + + +starting evolution. +no checkpointing will be done. +=== generation 0. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 1. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 2. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 3. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 4. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 5. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 6. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 7. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 8. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 9. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 10. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 11. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 12. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 13. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 14. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 15. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 16. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 17. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 18. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 19. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 20. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 21. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 22. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 23. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 24. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 25. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 26. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 27. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 28. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 29. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 30. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 31. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 32. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 33. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 34. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 35. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 36. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 37. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 38. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 39. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 40. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 41. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 42. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 43. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 44. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 45. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 46. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 47. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 48. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 49. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 50. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 51. + evaluation complete. (0s wall) + +SYSTEM STATISTICS + +------- memory ------- + allocated: 80782980 + freed: 80734980 + not freed: 48000 + max allocated: 2564518 + malloc'ed blocks: 846542 + realloc'ed blocks: 7 + free'ed blocks: 846536 + +------- time ------- + overall: 18s wall + evaluation: 17s wall + breeding: 1s wall + +------- generation spaces ------- + space 0 size: 200 + space 1 size: 100 + +------- ephemeral random constants ------- + used: 8393 + freed: 8393 + allocated: 5500 + blocks: 10 diff --git a/PartB/90Cross10Mut2El/run_1/regress.bst b/PartB/90Cross10Mut2El/run_1/regress.bst new file mode 100644 index 0000000..579c9af --- /dev/null +++ b/PartB/90Cross10Mut2El/run_1/regress.bst @@ -0,0 +1,19 @@ +=== BEST-OF-RUN === + generation: 38 + nodes: 10 + depth: 5 + hits: 901 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 901 + raw fitness: 901.0000 + standardized fitness: 901.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (* (/ (* major eccentricity) -0.57094) + (exp eccentricity)))) +TREE-equ: +y = log(exp((((major * eccentricity) / -0.57094) * exp(eccentricity)))) diff --git a/PartB/90Cross10Mut2El/run_1/regress.fn b/PartB/90Cross10Mut2El/run_1/regress.fn new file mode 100644 index 0000000..d79f3e5 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_1/regress.fn @@ -0,0 +1,13 @@ +Hits: 2548, Total Size: 2810, Percent Hit: 90.676157 +CC: 970 +CO: 178 +OO: 1578 +OC: 84 +Fitness: 0.998891 +Hits: 901 + + +y = log(exp((((major * eccentricity) / -0.57094) * exp(eccentricity)))) + + (log (exp (* (/ (* major eccentricity) -0.57094) + (exp eccentricity)))) diff --git a/PartB/90Cross10Mut2El/run_1/regress.gen b/PartB/90Cross10Mut2El/run_1/regress.gen new file mode 100644 index 0000000..e69de29 diff --git a/PartB/90Cross10Mut2El/run_1/regress.his b/PartB/90Cross10Mut2El/run_1/regress.his new file mode 100644 index 0000000..184b2dd --- /dev/null +++ b/PartB/90Cross10Mut2El/run_1/regress.his @@ -0,0 +1,1068 @@ +=== BEST-OF-RUN === + current generation: 0 + generation: 0 + nodes: 54 + depth: 5 + hits: 679 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 679 + raw fitness: 679.0000 + standardized fitness: 679.0000 + adjusted fitness: 0.9985 +TREE: + (/ (+ (+ (* (log eccentricity) + (- minor extent)) + (* (- convex convex) + (* major major))) + (- (* (exp extent) + (log major)) + (exp (/ 0.77720 minor)))) + (- (+ (+ (+ area area) + (exp extent)) + (* (* perimeter perimeter) + (/ 0.00149 extent))) + (/ (/ (* extent convex) + (* convex perimeter)) + (+ (exp major) + (exp area))))) +=== BEST-OF-RUN === + current generation: 1 + generation: 0 + nodes: 54 + depth: 5 + hits: 679 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 679 + raw fitness: 679.0000 + standardized fitness: 679.0000 + adjusted fitness: 0.9985 +TREE: + (/ (+ (+ (* (log eccentricity) + (- minor extent)) + (* (- convex convex) + (* major major))) + (- (* (exp extent) + (log major)) + (exp (/ 0.77720 minor)))) + (- (+ (+ (+ area area) + (exp extent)) + (* (* perimeter perimeter) + (/ 0.00149 extent))) + (/ (/ (* extent convex) + (* convex perimeter)) + (+ (exp major) + (exp area))))) +=== BEST-OF-RUN === + current generation: 2 + generation: 0 + nodes: 54 + depth: 5 + hits: 679 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 679 + raw fitness: 679.0000 + standardized fitness: 679.0000 + adjusted fitness: 0.9985 +TREE: + (/ (+ (+ (* (log eccentricity) + (- minor extent)) + (* (- convex convex) + (* major major))) + (- (* (exp extent) + (log major)) + (exp (/ 0.77720 minor)))) + (- (+ (+ (+ area area) + (exp extent)) + (* (* perimeter perimeter) + (/ 0.00149 extent))) + (/ (/ (* extent convex) + (* convex perimeter)) + (+ (exp major) + (exp area))))) +=== BEST-OF-RUN === + current generation: 3 + generation: 3 + nodes: 24 + depth: 7 + hits: 683 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 683 + raw fitness: 683.0000 + standardized fitness: 683.0000 + adjusted fitness: 0.9985 +TREE: + (- (* (log (log minor)) + (* (- perimeter extent) + (- (exp (+ (* eccentricity 0.02329) + (/ perimeter eccentricity))) perimeter))) + (exp (* (log perimeter) minor))) +=== BEST-OF-RUN === + current generation: 4 + generation: 3 + nodes: 24 + depth: 7 + hits: 683 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 683 + raw fitness: 683.0000 + standardized fitness: 683.0000 + adjusted fitness: 0.9985 +TREE: + (- (* (log (log minor)) + (* (- perimeter extent) + (- (exp (+ (* eccentricity 0.02329) + (/ perimeter eccentricity))) perimeter))) + (exp (* (log perimeter) minor))) +=== BEST-OF-RUN === + current generation: 5 + generation: 5 + nodes: 5 + depth: 3 + hits: 779 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 779 + raw fitness: 779.0000 + standardized fitness: 779.0000 + adjusted fitness: 0.9987 +TREE: + (log (* (exp 0.10921) eccentricity)) +=== BEST-OF-RUN === + current generation: 6 + generation: 5 + nodes: 5 + depth: 3 + hits: 779 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 779 + raw fitness: 779.0000 + standardized fitness: 779.0000 + adjusted fitness: 0.9987 +TREE: + (log (* (exp 0.10921) eccentricity)) +=== BEST-OF-RUN === + current generation: 7 + generation: 5 + nodes: 5 + depth: 3 + hits: 779 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 779 + raw fitness: 779.0000 + standardized fitness: 779.0000 + adjusted fitness: 0.9987 +TREE: + (log (* (exp 0.10921) eccentricity)) +=== BEST-OF-RUN === + current generation: 8 + generation: 8 + nodes: 17 + depth: 4 + hits: 862 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 862 + raw fitness: 862.0000 + standardized fitness: 862.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (exp convex)) + (- (* 0.03970 area) + (/ perimeter eccentricity))) + (+ convex + (- convex -0.85606))) +=== BEST-OF-RUN === + current generation: 9 + generation: 8 + nodes: 17 + depth: 4 + hits: 862 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 862 + raw fitness: 862.0000 + standardized fitness: 862.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (exp convex)) + (- (* 0.03970 area) + (/ perimeter eccentricity))) + (+ convex + (- convex -0.85606))) +=== BEST-OF-RUN === + current generation: 10 + generation: 8 + nodes: 17 + depth: 4 + hits: 862 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 862 + raw fitness: 862.0000 + standardized fitness: 862.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (exp convex)) + (- (* 0.03970 area) + (/ perimeter eccentricity))) + (+ convex + (- convex -0.85606))) +=== BEST-OF-RUN === + current generation: 11 + generation: 8 + nodes: 17 + depth: 4 + hits: 862 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 862 + raw fitness: 862.0000 + standardized fitness: 862.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (exp convex)) + (- (* 0.03970 area) + (/ perimeter eccentricity))) + (+ convex + (- convex -0.85606))) +=== BEST-OF-RUN === + current generation: 12 + generation: 8 + nodes: 17 + depth: 4 + hits: 862 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 862 + raw fitness: 862.0000 + standardized fitness: 862.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (exp convex)) + (- (* 0.03970 area) + (/ perimeter eccentricity))) + (+ convex + (- convex -0.85606))) +=== BEST-OF-RUN === + current generation: 13 + generation: 8 + nodes: 17 + depth: 4 + hits: 862 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 862 + raw fitness: 862.0000 + standardized fitness: 862.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (exp convex)) + (- (* 0.03970 area) + (/ perimeter eccentricity))) + (+ convex + (- convex -0.85606))) +=== BEST-OF-RUN === + current generation: 14 + generation: 8 + nodes: 17 + depth: 4 + hits: 862 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 862 + raw fitness: 862.0000 + standardized fitness: 862.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (exp convex)) + (- (* 0.03970 area) + (/ perimeter eccentricity))) + (+ convex + (- convex -0.85606))) +=== BEST-OF-RUN === + current generation: 15 + generation: 8 + nodes: 17 + depth: 4 + hits: 862 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 862 + raw fitness: 862.0000 + standardized fitness: 862.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (exp convex)) + (- (* 0.03970 area) + (/ perimeter eccentricity))) + (+ convex + (- convex -0.85606))) +=== BEST-OF-RUN === + current generation: 16 + generation: 8 + nodes: 17 + depth: 4 + hits: 862 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 862 + raw fitness: 862.0000 + standardized fitness: 862.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (exp convex)) + (- (* 0.03970 area) + (/ perimeter eccentricity))) + (+ convex + (- convex -0.85606))) +=== BEST-OF-RUN === + current generation: 17 + generation: 8 + nodes: 17 + depth: 4 + hits: 862 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 862 + raw fitness: 862.0000 + standardized fitness: 862.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (exp convex)) + (- (* 0.03970 area) + (/ perimeter eccentricity))) + (+ convex + (- convex -0.85606))) +=== BEST-OF-RUN === + current generation: 18 + generation: 8 + nodes: 17 + depth: 4 + hits: 862 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 862 + raw fitness: 862.0000 + standardized fitness: 862.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (exp convex)) + (- (* 0.03970 area) + (/ perimeter eccentricity))) + (+ convex + (- convex -0.85606))) +=== BEST-OF-RUN === + current generation: 19 + generation: 8 + nodes: 17 + depth: 4 + hits: 862 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 862 + raw fitness: 862.0000 + standardized fitness: 862.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (exp convex)) + (- (* 0.03970 area) + (/ perimeter eccentricity))) + (+ convex + (- convex -0.85606))) +=== BEST-OF-RUN === + current generation: 20 + generation: 8 + nodes: 17 + depth: 4 + hits: 862 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 862 + raw fitness: 862.0000 + standardized fitness: 862.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (exp convex)) + (- (* 0.03970 area) + (/ perimeter eccentricity))) + (+ convex + (- convex -0.85606))) +=== BEST-OF-RUN === + current generation: 21 + generation: 8 + nodes: 17 + depth: 4 + hits: 862 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 862 + raw fitness: 862.0000 + standardized fitness: 862.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (exp convex)) + (- (* 0.03970 area) + (/ perimeter eccentricity))) + (+ convex + (- convex -0.85606))) +=== BEST-OF-RUN === + current generation: 22 + generation: 8 + nodes: 17 + depth: 4 + hits: 862 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 862 + raw fitness: 862.0000 + standardized fitness: 862.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (exp convex)) + (- (* 0.03970 area) + (/ perimeter eccentricity))) + (+ convex + (- convex -0.85606))) +=== BEST-OF-RUN === + current generation: 23 + generation: 8 + nodes: 17 + depth: 4 + hits: 862 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 862 + raw fitness: 862.0000 + standardized fitness: 862.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (exp convex)) + (- (* 0.03970 area) + (/ perimeter eccentricity))) + (+ convex + (- convex -0.85606))) +=== BEST-OF-RUN === + current generation: 24 + generation: 8 + nodes: 17 + depth: 4 + hits: 862 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 862 + raw fitness: 862.0000 + standardized fitness: 862.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (exp convex)) + (- (* 0.03970 area) + (/ perimeter eccentricity))) + (+ convex + (- convex -0.85606))) +=== BEST-OF-RUN === + current generation: 25 + generation: 8 + nodes: 17 + depth: 4 + hits: 862 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 862 + raw fitness: 862.0000 + standardized fitness: 862.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (exp convex)) + (- (* 0.03970 area) + (/ perimeter eccentricity))) + (+ convex + (- convex -0.85606))) +=== BEST-OF-RUN === + current generation: 26 + generation: 8 + nodes: 17 + depth: 4 + hits: 862 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 862 + raw fitness: 862.0000 + standardized fitness: 862.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (exp convex)) + (- (* 0.03970 area) + (/ perimeter eccentricity))) + (+ convex + (- convex -0.85606))) +=== BEST-OF-RUN === + current generation: 27 + generation: 8 + nodes: 17 + depth: 4 + hits: 862 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 862 + raw fitness: 862.0000 + standardized fitness: 862.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (exp convex)) + (- (* 0.03970 area) + (/ perimeter eccentricity))) + (+ convex + (- convex -0.85606))) +=== BEST-OF-RUN === + current generation: 28 + generation: 8 + nodes: 17 + depth: 4 + hits: 862 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 862 + raw fitness: 862.0000 + standardized fitness: 862.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (exp convex)) + (- (* 0.03970 area) + (/ perimeter eccentricity))) + (+ convex + (- convex -0.85606))) +=== BEST-OF-RUN === + current generation: 29 + generation: 8 + nodes: 17 + depth: 4 + hits: 862 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 862 + raw fitness: 862.0000 + standardized fitness: 862.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (exp convex)) + (- (* 0.03970 area) + (/ perimeter eccentricity))) + (+ convex + (- convex -0.85606))) +=== BEST-OF-RUN === + current generation: 30 + generation: 8 + nodes: 17 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14146.00000, perimeter = 481.18600, major_axis_length = 202.58720, minor_axis_length = 89.94490, eccentricity = 0.89604, convex_area = 14495.00000, extent = 0.60360, type = C + area = 10841.00000, perimeter = 419.10001, major_axis_length = 166.86517, minor_axis_length = 84.30315, eccentricity = 0.86299, convex_area = 11258.00000, extent = 0.69476, type = O + area = 10318.00000, perimeter = 413.21100, major_axis_length = 173.16096, minor_axis_length = 76.91557, eccentricity = 0.89593, convex_area = 10614.00000, extent = 0.68196, type = O + area = 13509.00000, perimeter = 480.46600, major_axis_length = 207.13716, minor_axis_length = 83.94016, eccentricity = 0.91421, convex_area = 13732.00000, extent = 0.59563, type = C + area = 10453.00000, perimeter = 411.44800, major_axis_length = 175.73219, minor_axis_length = 76.61852, eccentricity = 0.89995, convex_area = 10589.00000, extent = 0.80563, type = O + area = 11601.00000, perimeter = 435.55701, major_axis_length = 187.09186, minor_axis_length = 79.52679, eccentricity = 0.90516, convex_area = 11757.00000, extent = 0.72011, type = O + area = 14533.00000, perimeter = 487.20401, major_axis_length = 196.81499, minor_axis_length = 95.84308, eccentricity = 0.87342, convex_area = 14873.00000, extent = 0.65112, type = C + area = 13927.00000, perimeter = 479.35501, major_axis_length = 202.79362, minor_axis_length = 88.48322, eccentricity = 0.89979, convex_area = 14264.00000, extent = 0.77085, type = C + area = 13117.00000, perimeter = 460.57401, major_axis_length = 192.40407, minor_axis_length = 87.62899, eccentricity = 0.89027, convex_area = 13575.00000, extent = 0.78451, type = C + area = 11180.00000, perimeter = 415.41000, major_axis_length = 169.46371, minor_axis_length = 85.45352, eccentricity = 0.86355, convex_area = 11359.00000, extent = 0.77882, type = O + area = 10367.00000, perimeter = 413.95999, major_axis_length = 176.56651, minor_axis_length = 75.28862, eccentricity = 0.90453, convex_area = 10529.00000, extent = 0.56038, type = O + area = 12555.00000, perimeter = 444.57999, major_axis_length = 184.82533, minor_axis_length = 87.36723, eccentricity = 0.88122, convex_area = 12773.00000, extent = 0.65221, type = C + area = 11486.00000, perimeter = 420.85300, major_axis_length = 175.25751, minor_axis_length = 83.86408, eccentricity = 0.87808, convex_area = 11615.00000, extent = 0.77650, type = O + area = 16788.00000, perimeter = 533.48798, major_axis_length = 230.12933, minor_axis_length = 93.76288, eccentricity = 0.91323, convex_area = 17041.00000, extent = 0.57268, type = C + area = 10647.00000, perimeter = 411.13300, major_axis_length = 170.06084, minor_axis_length = 80.81935, eccentricity = 0.87986, convex_area = 10829.00000, extent = 0.80659, type = O + area = 12743.00000, perimeter = 442.73499, major_axis_length = 181.13968, minor_axis_length = 90.30119, eccentricity = 0.86688, convex_area = 12899.00000, extent = 0.72511, type = O + area = 13259.00000, perimeter = 464.40799, major_axis_length = 198.21152, minor_axis_length = 85.81574, eccentricity = 0.90142, convex_area = 13445.00000, extent = 0.58205, type = O + area = 15151.00000, perimeter = 496.19299, major_axis_length = 207.93149, minor_axis_length = 93.96302, eccentricity = 0.89207, convex_area = 15547.00000, extent = 0.76140, type = C + area = 11312.00000, perimeter = 421.54599, major_axis_length = 168.25601, minor_axis_length = 87.21075, eccentricity = 0.85519, convex_area = 11622.00000, extent = 0.76921, type = O diff --git a/PartB/90Cross10Mut2El/run_1/regress.stt b/PartB/90Cross10Mut2El/run_1/regress.stt new file mode 100644 index 0000000..ef2f340 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_1/regress.stt @@ -0,0 +1,53 @@ +GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN +0 0 0.9540 0.9985 0.0000 18.733 3.529 54 5 76 6 0.9540 0.9985 0.0000 18.733 3.529 54 5 76 6 +1 0 0.9906 0.9985 0.0000 17.523 3.717 54 5 47 5 0.9723 0.9985 0.0000 18.128 3.623 54 5 76 6 +2 0 0.9896 0.9985 0.0000 17.415 3.889 54 5 6 3 0.9781 0.9985 0.0000 17.890 3.712 54 5 76 6 +3 0 0.9937 0.9985 0.0000 16.535 3.907 24 7 25 5 0.9820 0.9985 0.0000 17.551 3.761 24 7 76 6 +4 0 0.9934 0.9985 0.0000 16.304 3.996 24 7 14 5 0.9843 0.9985 0.0000 17.302 3.808 24 7 76 6 +5 0 0.9914 0.9987 0.0000 16.237 4.083 5 3 21 8 0.9854 0.9987 0.0000 17.124 3.854 5 3 76 6 +6 0 0.9922 0.9987 0.0000 15.661 4.084 5 3 31 7 0.9864 0.9987 0.0000 16.915 3.887 5 3 76 6 +7 0 0.9933 0.9987 0.0000 15.666 4.148 5 3 23 8 0.9873 0.9987 0.0000 16.759 3.919 5 3 76 6 +8 0 0.9928 0.9988 0.0000 15.550 4.199 17 4 31 9 0.9879 0.9988 0.0000 16.625 3.950 17 4 76 6 +9 0 0.9937 0.9988 0.0000 15.530 4.237 17 4 68 13 0.9884 0.9988 0.0000 16.515 3.979 17 4 76 6 +10 0 0.9937 0.9988 0.0000 15.895 4.351 17 4 40 6 0.9889 0.9988 0.0000 16.459 4.013 17 4 76 6 +11 0 0.9947 0.9988 0.0000 15.716 4.415 17 4 20 6 0.9894 0.9988 0.0000 16.397 4.046 17 4 76 6 +12 0 0.9923 0.9988 0.0000 15.537 4.392 17 4 20 6 0.9896 0.9988 0.0000 16.331 4.073 17 4 76 6 +13 0 0.9947 0.9988 0.0000 15.273 4.407 17 4 53 9 0.9900 0.9988 0.0000 16.255 4.097 17 4 76 6 +14 0 0.9950 0.9988 0.0000 15.140 4.376 17 4 59 14 0.9903 0.9988 0.0000 16.181 4.115 17 4 76 6 +15 0 0.9932 0.9988 0.0000 14.872 4.384 17 4 15 5 0.9905 0.9988 0.0000 16.099 4.132 17 4 76 6 +16 0 0.9954 0.9988 0.0000 14.899 4.417 17 4 34 13 0.9908 0.9988 0.0000 16.029 4.149 17 4 76 6 +17 0 0.9940 0.9988 0.0000 14.241 4.282 17 4 33 10 0.9910 0.9988 0.0000 15.929 4.156 17 4 76 6 +18 0 0.9960 0.9988 0.0000 14.244 4.307 17 4 72 17 0.9912 0.9988 0.0000 15.841 4.164 17 4 76 6 +19 0 0.9962 0.9988 0.0000 14.088 4.322 17 4 61 13 0.9915 0.9988 0.0000 15.753 4.172 17 4 76 6 +20 0 0.9946 0.9988 0.0000 14.002 4.375 17 4 41 13 0.9916 0.9988 0.0000 15.669 4.182 17 4 76 6 +21 0 0.9958 0.9988 0.0000 13.956 4.409 17 4 37 13 0.9918 0.9988 0.0000 15.592 4.192 17 4 76 6 +22 0 0.9973 0.9988 0.0000 13.532 4.331 17 4 44 13 0.9921 0.9988 0.0000 15.502 4.198 17 4 76 6 +23 0 0.9959 0.9988 0.0000 13.183 4.273 17 4 37 10 0.9922 0.9988 0.0000 15.405 4.201 17 4 76 6 +24 0 0.9956 0.9988 0.0000 12.949 4.233 17 4 23 8 0.9923 0.9988 0.0000 15.307 4.203 17 4 76 6 +25 0 0.9962 0.9988 0.0000 13.152 4.291 17 4 10 4 0.9925 0.9988 0.0000 15.224 4.206 17 4 76 6 +26 0 0.9960 0.9988 0.0000 12.875 4.230 17 4 38 10 0.9926 0.9988 0.0000 15.137 4.207 17 4 76 6 +27 0 0.9952 0.9988 0.0000 12.416 4.162 17 4 19 6 0.9927 0.9988 0.0000 15.040 4.205 17 4 76 6 +28 0 0.9960 0.9988 0.0000 12.326 4.176 17 4 29 7 0.9928 0.9988 0.0000 14.947 4.204 17 4 76 6 +29 0 0.9958 0.9988 0.0000 12.064 4.151 17 4 39 13 0.9929 0.9988 0.0000 14.850 4.202 17 4 76 6 +30 0 0.9954 0.9988 0.0000 11.987 4.130 17 4 31 17 0.9930 0.9988 0.0000 14.758 4.200 17 4 76 6 +31 0 0.9960 0.9988 0.0000 11.821 4.080 17 4 25 10 0.9931 0.9988 0.0000 14.666 4.196 17 4 76 6 +32 0 0.9948 0.9988 0.0000 11.628 4.062 17 4 68 15 0.9931 0.9988 0.0000 14.574 4.192 17 4 76 6 +33 0 0.9949 0.9988 0.0000 11.482 4.013 17 4 22 7 0.9932 0.9988 0.0000 14.483 4.187 17 4 76 6 +34 0 0.9960 0.9988 0.0000 11.416 4.005 17 4 56 14 0.9933 0.9988 0.0000 14.396 4.182 17 4 76 6 +35 0 0.9972 0.9988 0.0000 11.070 3.945 17 4 19 9 0.9934 0.9988 0.0000 14.303 4.175 17 4 76 6 +36 0 0.9960 0.9988 0.0000 10.761 3.895 17 4 16 7 0.9935 0.9988 0.0000 14.207 4.168 17 4 76 6 +37 0 0.9972 0.9988 0.0000 10.541 3.897 17 4 22 8 0.9936 0.9988 0.0000 14.111 4.160 17 4 76 6 +38 0 0.9960 0.9989 0.0000 10.540 3.913 10 5 10 4 0.9936 0.9989 0.0000 14.019 4.154 10 5 76 6 +39 0 0.9962 0.9989 0.0000 10.431 3.885 10 5 14 5 0.9937 0.9989 0.0000 13.930 4.147 10 5 76 6 +40 0 0.9966 0.9989 0.0000 10.233 3.846 10 5 17 7 0.9937 0.9989 0.0000 13.840 4.140 10 5 76 6 +41 0 0.9966 0.9989 0.0000 9.945 3.750 10 5 30 13 0.9938 0.9989 0.0000 13.747 4.131 10 5 76 6 +42 0 0.9946 0.9989 0.0000 9.993 3.765 10 5 15 7 0.9938 0.9989 0.0000 13.660 4.122 10 5 76 6 +43 0 0.9950 0.9989 0.0000 9.742 3.665 10 5 10 4 0.9939 0.9989 0.0000 13.570 4.112 10 5 76 6 +44 0 0.9958 0.9989 0.0000 9.674 3.676 10 5 9 5 0.9939 0.9989 0.0000 13.484 4.102 10 5 76 6 +45 0 0.9970 0.9989 0.0000 9.555 3.645 10 5 28 8 0.9940 0.9989 0.0000 13.398 4.092 10 5 76 6 +46 0 0.9968 0.9989 0.0000 9.266 3.571 10 5 10 4 0.9940 0.9989 0.0000 13.311 4.081 10 5 76 6 +47 0 0.9958 0.9989 0.0000 9.221 3.555 10 5 44 14 0.9941 0.9989 0.0000 13.225 4.070 10 5 76 6 +48 0 0.9974 0.9989 0.0000 9.134 3.539 10 5 23 8 0.9941 0.9989 0.0000 13.142 4.059 10 5 76 6 +49 0 0.9966 0.9989 0.0000 9.158 3.526 10 5 76 14 0.9942 0.9989 0.0000 13.062 4.049 10 5 76 6 +50 0 0.9974 0.9989 0.0000 8.743 3.401 10 5 14 5 0.9942 0.9989 0.0000 12.978 4.036 10 5 76 6 +51 0 0.9962 0.9989 0.0000 8.605 3.343 10 5 14 5 0.9943 0.9989 0.0000 12.893 4.023 10 5 76 6 diff --git a/PartB/90Cross10Mut2El/run_1/regress.sys b/PartB/90Cross10Mut2El/run_1/regress.sys new file mode 100644 index 0000000..d3e159f --- /dev/null +++ b/PartB/90Cross10Mut2El/run_1/regress.sys @@ -0,0 +1,205 @@ + +[ lil-gp Genetic Programming System. +[ Portions copyright (c) 1995 Michigan State University. All rights reserved. +[ kernel version 1.0; 11 July 1995. + + +initialization: + parameter database. + ephemeral random constants. + generation spaces. +updating function set(s): + set 0: removed. +building function set(s): + set 0: * / + - exp log area perimeter major minor eccentricity convex extent R + tree 0 uses function set 0. + function set complete. + no random number seed specfied; using 957. +creating initial population(s): + 7357 trees were generated to fill the population of 5000 (5000 trees). + initial population(s) complete. + + +starting evolution. +no checkpointing will be done. +=== generation 0. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 1. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 2. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 3. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 4. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 5. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 6. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 7. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 8. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 9. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 10. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 11. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 12. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 13. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 14. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 15. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 16. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 17. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 18. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 19. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 20. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 21. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 22. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 23. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 24. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 25. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 26. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 27. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 28. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 29. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 30. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 31. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 32. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 33. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 34. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 35. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 36. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 37. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 38. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 39. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 40. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 41. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 42. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 43. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 44. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 45. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 46. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 47. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 48. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 49. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 50. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 51. + evaluation complete. (0s wall) + +SYSTEM STATISTICS + +------- memory ------- + allocated: 84134560 + freed: 84086560 + not freed: 48000 + max allocated: 2580950 + malloc'ed blocks: 847355 + realloc'ed blocks: 7 + free'ed blocks: 847349 + +------- time ------- + overall: 18s wall + evaluation: 14s wall + breeding: 4s wall + +------- generation spaces ------- + space 0 size: 200 + space 1 size: 100 + +------- ephemeral random constants ------- + used: 8134 + freed: 8134 + allocated: 5500 + blocks: 10 diff --git a/PartB/90Cross10Mut2El/run_2/regress.bst b/PartB/90Cross10Mut2El/run_2/regress.bst new file mode 100644 index 0000000..9dc01b9 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_2/regress.bst @@ -0,0 +1,24 @@ +=== BEST-OF-RUN === + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) +TREE-equ: +y = log(log((log(perimeter) / log(log((((extent - -0.06463) - ((log(0.82841) - (extent + exp(exp(eccentricity)))) - (minor * log(perimeter)))) + convex)))))) diff --git a/PartB/90Cross10Mut2El/run_2/regress.fn b/PartB/90Cross10Mut2El/run_2/regress.fn new file mode 100644 index 0000000..4346bce --- /dev/null +++ b/PartB/90Cross10Mut2El/run_2/regress.fn @@ -0,0 +1,18 @@ +Hits: 2577, Total Size: 2810, Percent Hit: 91.708185 +CC: 1048 +CO: 82 +OO: 1529 +OC: 151 +Fitness: 0.998917 +Hits: 922 + + +y = log(log((log(perimeter) / log(log((((extent - -0.06463) - ((log(0.82841) - (extent + exp(exp(eccentricity)))) - (minor * log(perimeter)))) + convex)))))) + + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) diff --git a/PartB/90Cross10Mut2El/run_2/regress.gen b/PartB/90Cross10Mut2El/run_2/regress.gen new file mode 100644 index 0000000..e69de29 diff --git a/PartB/90Cross10Mut2El/run_2/regress.his b/PartB/90Cross10Mut2El/run_2/regress.his new file mode 100644 index 0000000..b2501c2 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_2/regress.his @@ -0,0 +1,1135 @@ +=== BEST-OF-RUN === + current generation: 0 + generation: 0 + nodes: 17 + depth: 5 + hits: 864 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 864 + raw fitness: 864.0000 + standardized fitness: 864.0000 + adjusted fitness: 0.9988 +TREE: + (log (* (/ (log (log eccentricity)) + (exp (exp 0.60756))) + (log (/ (+ major eccentricity) + (* area -0.26991))))) +=== BEST-OF-RUN === + current generation: 1 + generation: 0 + nodes: 17 + depth: 5 + hits: 864 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 864 + raw fitness: 864.0000 + standardized fitness: 864.0000 + adjusted fitness: 0.9988 +TREE: + (log (* (/ (log (log eccentricity)) + (exp (exp 0.60756))) + (log (/ (+ major eccentricity) + (* area -0.26991))))) +=== BEST-OF-RUN === + current generation: 2 + generation: 0 + nodes: 17 + depth: 5 + hits: 864 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 864 + raw fitness: 864.0000 + standardized fitness: 864.0000 + adjusted fitness: 0.9988 +TREE: + (log (* (/ (log (log eccentricity)) + (exp (exp 0.60756))) + (log (/ (+ major eccentricity) + (* area -0.26991))))) +=== BEST-OF-RUN === + current generation: 3 + generation: 3 + nodes: 10 + depth: 6 + hits: 884 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 884 + raw fitness: 884.0000 + standardized fitness: 884.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ extent convex)))))) +=== BEST-OF-RUN === + current generation: 4 + generation: 3 + nodes: 10 + depth: 6 + hits: 884 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 884 + raw fitness: 884.0000 + standardized fitness: 884.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ extent convex)))))) +=== BEST-OF-RUN === + current generation: 5 + generation: 3 + nodes: 10 + depth: 6 + hits: 884 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 884 + raw fitness: 884.0000 + standardized fitness: 884.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ extent convex)))))) +=== BEST-OF-RUN === + current generation: 6 + generation: 3 + nodes: 10 + depth: 6 + hits: 884 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 884 + raw fitness: 884.0000 + standardized fitness: 884.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ extent convex)))))) +=== BEST-OF-RUN === + current generation: 7 + generation: 3 + nodes: 10 + depth: 6 + hits: 884 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 884 + raw fitness: 884.0000 + standardized fitness: 884.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ extent convex)))))) +=== BEST-OF-RUN === + current generation: 8 + generation: 3 + nodes: 10 + depth: 6 + hits: 884 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 884 + raw fitness: 884.0000 + standardized fitness: 884.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ extent convex)))))) +=== BEST-OF-RUN === + current generation: 9 + generation: 3 + nodes: 10 + depth: 6 + hits: 884 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 884 + raw fitness: 884.0000 + standardized fitness: 884.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ extent convex)))))) +=== BEST-OF-RUN === + current generation: 10 + generation: 3 + nodes: 10 + depth: 6 + hits: 884 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 884 + raw fitness: 884.0000 + standardized fitness: 884.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ extent convex)))))) +=== BEST-OF-RUN === + current generation: 11 + generation: 11 + nodes: 23 + depth: 10 + hits: 908 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 908 + raw fitness: 908.0000 + standardized fitness: 908.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent major)) + (* minor extent))) convex)))))) +=== BEST-OF-RUN === + current generation: 12 + generation: 11 + nodes: 23 + depth: 10 + hits: 908 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 908 + raw fitness: 908.0000 + standardized fitness: 908.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent major)) + (* minor extent))) convex)))))) +=== BEST-OF-RUN === + current generation: 13 + generation: 13 + nodes: 12 + depth: 7 + hits: 913 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 913 + raw fitness: 913.0000 + standardized fitness: 913.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- perimeter minor) convex)))))) +=== BEST-OF-RUN === + current generation: 14 + generation: 14 + nodes: 27 + depth: 12 + hits: 919 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 919 + raw fitness: 919.0000 + standardized fitness: 919.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent major)) + (* minor + (exp (- extent + (log extent)))))) convex)))))) +=== BEST-OF-RUN === + current generation: 15 + generation: 14 + nodes: 27 + depth: 12 + hits: 919 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 919 + raw fitness: 919.0000 + standardized fitness: 919.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent major)) + (* minor + (exp (- extent + (log extent)))))) convex)))))) +=== BEST-OF-RUN === + current generation: 16 + generation: 14 + nodes: 27 + depth: 12 + hits: 919 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 919 + raw fitness: 919.0000 + standardized fitness: 919.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent major)) + (* minor + (exp (- extent + (log extent)))))) convex)))))) +=== BEST-OF-RUN === + current generation: 17 + generation: 14 + nodes: 27 + depth: 12 + hits: 919 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 919 + raw fitness: 919.0000 + standardized fitness: 919.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent major)) + (* minor + (exp (- extent + (log extent)))))) convex)))))) +=== BEST-OF-RUN === + current generation: 18 + generation: 14 + nodes: 27 + depth: 12 + hits: 919 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 919 + raw fitness: 919.0000 + standardized fitness: 919.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent major)) + (* minor + (exp (- extent + (log extent)))))) convex)))))) +=== BEST-OF-RUN === + current generation: 19 + generation: 14 + nodes: 27 + depth: 12 + hits: 919 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 919 + raw fitness: 919.0000 + standardized fitness: 919.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent major)) + (* minor + (exp (- extent + (log extent)))))) convex)))))) +=== BEST-OF-RUN === + current generation: 20 + generation: 14 + nodes: 27 + depth: 12 + hits: 919 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 919 + raw fitness: 919.0000 + standardized fitness: 919.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent major)) + (* minor + (exp (- extent + (log extent)))))) convex)))))) +=== BEST-OF-RUN === + current generation: 21 + generation: 14 + nodes: 27 + depth: 12 + hits: 919 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 919 + raw fitness: 919.0000 + standardized fitness: 919.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent major)) + (* minor + (exp (- extent + (log extent)))))) convex)))))) +=== BEST-OF-RUN === + current generation: 22 + generation: 14 + nodes: 27 + depth: 12 + hits: 919 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 919 + raw fitness: 919.0000 + standardized fitness: 919.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent major)) + (* minor + (exp (- extent + (log extent)))))) convex)))))) +=== BEST-OF-RUN === + current generation: 23 + generation: 23 + nodes: 24 + depth: 10 + hits: 920 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 920 + raw fitness: 920.0000 + standardized fitness: 920.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent major)) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 24 + generation: 23 + nodes: 24 + depth: 10 + hits: 920 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 920 + raw fitness: 920.0000 + standardized fitness: 920.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent major)) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 25 + generation: 23 + nodes: 24 + depth: 10 + hits: 920 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 920 + raw fitness: 920.0000 + standardized fitness: 920.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent major)) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 26 + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 27 + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 28 + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 29 + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 30 + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 31 + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 32 + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 33 + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 34 + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 35 + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 36 + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 37 + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 38 + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 39 + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 40 + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 41 + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 42 + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 43 + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 44 + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 45 + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 46 + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 47 + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 48 + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 49 + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 50 + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) +=== BEST-OF-RUN === + current generation: 51 + generation: 26 + nodes: 26 + depth: 12 + hits: 922 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 922 + raw fitness: 922.0000 + standardized fitness: 922.0000 + adjusted fitness: 0.9989 +TREE: + (log (log (/ (log perimeter) + (log (log (+ (- (- extent -0.06463) + (- (- (log 0.82841) + (+ extent + (exp (exp eccentricity)))) + (* minor + (log perimeter)))) convex)))))) diff --git a/PartB/90Cross10Mut2El/run_2/regress.prg b/PartB/90Cross10Mut2El/run_2/regress.prg new file mode 100644 index 0000000..55fc2cb --- /dev/null +++ b/PartB/90Cross10Mut2El/run_2/regress.prg @@ -0,0 +1,1002 @@ +not starting from checkpoint file. +1000 fitness cases: + area = 11253.00000, perimeter = 422.87799, major_axis_length = 173.48373, minor_axis_length = 84.12681, eccentricity = 0.87456, convex_area = 11556.00000, extent = 0.75200, type = O + area = 14511.00000, perimeter = 510.28500, major_axis_length = 216.34650, minor_axis_length = 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extent = 0.76410, type = O + area = 17192.00000, perimeter = 528.34198, major_axis_length = 222.94994, minor_axis_length = 99.09267, eccentricity = 0.89580, convex_area = 17457.00000, extent = 0.62891, type = C + area = 12988.00000, perimeter = 461.99100, major_axis_length = 188.77290, minor_axis_length = 88.50922, eccentricity = 0.88327, convex_area = 13259.00000, extent = 0.59515, type = C + area = 11441.00000, perimeter = 415.85800, major_axis_length = 170.48677, minor_axis_length = 85.75659, eccentricity = 0.86428, convex_area = 11628.00000, extent = 0.68101, type = O + area = 11797.00000, perimeter = 451.95999, major_axis_length = 195.59366, minor_axis_length = 77.40121, eccentricity = 0.91837, convex_area = 11988.00000, extent = 0.57015, type = C + area = 12919.00000, perimeter = 475.26001, major_axis_length = 201.81566, minor_axis_length = 83.20627, eccentricity = 0.91105, convex_area = 13256.00000, extent = 0.76516, type = C + area = 14734.00000, perimeter = 507.28400, major_axis_length = 217.82445, minor_axis_length = 86.65876, eccentricity = 0.91746, convex_area = 15039.00000, extent = 0.68137, type = C + area = 11307.00000, perimeter = 437.88000, major_axis_length = 181.03758, minor_axis_length = 80.66364, eccentricity = 0.89525, convex_area = 11662.00000, extent = 0.71845, type = O + area = 13331.00000, perimeter = 461.30899, major_axis_length = 193.55994, minor_axis_length = 88.79623, eccentricity = 0.88856, convex_area = 13500.00000, extent = 0.57951, type = O + area = 10445.00000, perimeter = 409.95999, major_axis_length = 168.47455, minor_axis_length = 80.43509, eccentricity = 0.87867, convex_area = 10653.00000, extent = 0.74026, type = O + area = 10085.00000, perimeter = 404.67999, major_axis_length = 168.40106, minor_axis_length = 77.30437, eccentricity = 0.88841, convex_area = 10342.00000, extent = 0.57171, type = O + area = 12621.00000, perimeter = 444.58801, major_axis_length = 184.94313, minor_axis_length = 87.62446, eccentricity = 0.88064, convex_area = 12832.00000, extent = 0.73399, type = C + area = 14020.00000, perimeter = 488.58200, major_axis_length = 207.26518, minor_axis_length = 86.79780, eccentricity = 0.90809, convex_area = 14271.00000, extent = 0.55391, type = C + area = 11316.00000, perimeter = 418.54901, major_axis_length = 170.68570, minor_axis_length = 85.69088, eccentricity = 0.86484, convex_area = 11497.00000, extent = 0.60839, type = O + area = 12538.00000, perimeter = 452.66000, major_axis_length = 188.80528, minor_axis_length = 86.10972, eccentricity = 0.88994, convex_area = 12846.00000, extent = 0.68416, type = O + area = 13560.00000, perimeter = 479.19901, major_axis_length = 197.55803, minor_axis_length = 88.77229, eccentricity = 0.89336, convex_area = 14033.00000, extent = 0.69177, type = C + area = 12110.00000, perimeter = 458.07599, major_axis_length = 192.49915, minor_axis_length = 81.79428, eccentricity = 0.90524, convex_area = 12562.00000, extent = 0.70868, type = C + area = 10550.00000, perimeter = 404.29501, major_axis_length = 160.47012, minor_axis_length = 85.45004, eccentricity = 0.84643, convex_area = 10846.00000, extent = 0.77981, type = O + area = 13314.00000, perimeter = 474.08701, major_axis_length = 203.94801, minor_axis_length = 83.66284, eccentricity = 0.91199, convex_area = 13627.00000, extent = 0.74714, type = C + area = 10655.00000, perimeter = 417.97400, major_axis_length = 177.50758, minor_axis_length = 77.15759, eccentricity = 0.90059, convex_area = 10822.00000, extent = 0.73356, type = O + area = 11504.00000, perimeter = 432.44400, major_axis_length = 175.78508, minor_axis_length = 84.95903, eccentricity = 0.87545, convex_area = 11861.00000, extent = 0.58802, type = O + area = 10788.00000, perimeter = 402.33499, major_axis_length = 160.86864, minor_axis_length = 86.55402, eccentricity = 0.84292, convex_area = 10961.00000, extent = 0.76235, type = O + area = 10984.00000, perimeter = 416.99799, major_axis_length = 171.71765, minor_axis_length = 82.50672, eccentricity = 0.87701, convex_area = 11199.00000, extent = 0.74706, type = O + area = 12579.00000, perimeter = 445.88800, major_axis_length = 185.28030, minor_axis_length = 86.88208, eccentricity = 0.88324, convex_area = 12794.00000, extent = 0.65298, type = O + area = 14908.00000, perimeter = 499.46899, major_axis_length = 209.11948, minor_axis_length = 92.06287, eccentricity = 0.89788, convex_area = 15324.00000, extent = 0.76334, type = C + area = 12683.00000, perimeter = 444.53101, major_axis_length = 176.62497, minor_axis_length = 92.58025, eccentricity = 0.85162, convex_area = 13094.00000, extent = 0.66809, type = O + area = 12924.00000, perimeter = 474.42401, major_axis_length = 203.01993, minor_axis_length = 81.82216, eccentricity = 0.91519, convex_area = 13150.00000, extent = 0.53573, type = C + area = 11553.00000, perimeter = 432.47800, major_axis_length = 177.96440, minor_axis_length = 84.06338, eccentricity = 0.88141, convex_area = 11845.00000, extent = 0.58155, type = O + area = 14500.00000, perimeter = 504.06799, major_axis_length = 218.90503, minor_axis_length = 85.14117, eccentricity = 0.92126, convex_area = 14864.00000, extent = 0.61990, type = C + area = 11490.00000, perimeter = 421.16699, major_axis_length = 167.71011, minor_axis_length = 88.55627, eccentricity = 0.84922, convex_area = 11793.00000, extent = 0.75542, type = O + area = 12293.00000, perimeter = 442.05200, major_axis_length = 180.37218, minor_axis_length = 88.52131, eccentricity = 0.87129, convex_area = 12607.00000, extent = 0.60207, type = O + area = 10469.00000, perimeter = 423.78500, major_axis_length = 177.03677, minor_axis_length = 76.73817, eccentricity = 0.90117, convex_area = 10859.00000, extent = 0.57021, type = O + area = 10576.00000, perimeter = 417.01999, major_axis_length = 175.39082, minor_axis_length = 77.45559, eccentricity = 0.89720, convex_area = 10729.00000, extent = 0.56592, type = O + area = 11220.00000, perimeter = 418.54901, major_axis_length = 172.75803, minor_axis_length = 83.32672, eccentricity = 0.87599, convex_area = 11380.00000, extent = 0.60662, type = O + area = 14968.00000, perimeter = 514.80103, major_axis_length = 220.22400, minor_axis_length = 87.73534, eccentricity = 0.91722, convex_area = 15438.00000, extent = 0.74092, type = C + area = 14076.00000, perimeter = 479.67700, major_axis_length = 199.48915, minor_axis_length = 90.70998, eccentricity = 0.89064, convex_area = 14434.00000, extent = 0.78122, type = C + area = 10819.00000, perimeter = 413.25699, major_axis_length = 165.16139, minor_axis_length = 84.57162, eccentricity = 0.85895, convex_area = 11091.00000, extent = 0.60952, type = O + area = 14181.00000, perimeter = 485.24500, major_axis_length = 206.85828, minor_axis_length = 87.94334, eccentricity = 0.90513, convex_area = 14423.00000, extent = 0.64783, type = C + area = 11895.00000, perimeter = 429.39600, major_axis_length = 179.25186, minor_axis_length = 85.53614, eccentricity = 0.87880, convex_area = 12072.00000, extent = 0.79063, type = O + area = 11165.00000, perimeter = 424.16101, major_axis_length = 174.63153, minor_axis_length = 82.31621, eccentricity = 0.88194, convex_area = 11467.00000, extent = 0.64211, type = O + area = 12820.00000, perimeter = 467.35300, major_axis_length = 197.33740, minor_axis_length = 83.97207, eccentricity = 0.90495, convex_area = 13104.00000, extent = 0.55683, type = C + area = 9212.00000, perimeter = 384.59601, major_axis_length = 155.83997, minor_axis_length = 76.30696, eccentricity = 0.87192, convex_area = 9453.00000, extent = 0.65965, type = O + area = 14709.00000, perimeter = 515.84998, major_axis_length = 222.72284, minor_axis_length = 85.43156, eccentricity = 0.92351, convex_area = 14941.00000, extent = 0.52480, type = C + area = 14955.00000, perimeter = 508.71701, major_axis_length = 217.98155, minor_axis_length = 88.61218, eccentricity = 0.91365, convex_area = 15363.00000, extent = 0.56941, type = C + area = 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minor_axis_length = 84.61758, eccentricity = 0.86758, convex_area = 11350.00000, extent = 0.77236, type = O + area = 15306.00000, perimeter = 524.68500, major_axis_length = 227.78186, minor_axis_length = 87.04253, eccentricity = 0.92411, convex_area = 15837.00000, extent = 0.51251, type = C + area = 14816.00000, perimeter = 496.31601, major_axis_length = 206.65742, minor_axis_length = 92.17413, eccentricity = 0.89502, convex_area = 15194.00000, extent = 0.58150, type = C + area = 15265.00000, perimeter = 505.09900, major_axis_length = 211.44301, minor_axis_length = 93.12214, eccentricity = 0.89780, convex_area = 15639.00000, extent = 0.74131, type = C + area = 12310.00000, perimeter = 438.16199, major_axis_length = 177.79843, minor_axis_length = 89.22603, eccentricity = 0.86496, convex_area = 12528.00000, extent = 0.78588, type = O + area = 13607.00000, perimeter = 461.05099, major_axis_length = 190.51434, minor_axis_length = 91.71280, eccentricity = 0.87650, convex_area = 13772.00000, extent = 0.60914, type = O + area = 11944.00000, perimeter = 424.54700, major_axis_length = 171.61552, minor_axis_length = 89.76214, eccentricity = 0.85231, convex_area = 12177.00000, extent = 0.62721, type = O + area = 13204.00000, perimeter = 473.81601, major_axis_length = 203.77466, minor_axis_length = 83.10990, eccentricity = 0.91305, convex_area = 13430.00000, extent = 0.59307, type = C + area = 11794.00000, perimeter = 430.38000, major_axis_length = 178.44585, minor_axis_length = 84.78594, eccentricity = 0.87991, convex_area = 12056.00000, extent = 0.75294, type = C + area = 14254.00000, perimeter = 500.49399, major_axis_length = 213.07532, minor_axis_length = 86.78432, eccentricity = 0.91330, convex_area = 14644.00000, extent = 0.62285, type = C + area = 13606.00000, perimeter = 480.94601, major_axis_length = 204.28972, minor_axis_length = 85.28391, eccentricity = 0.90869, convex_area = 13861.00000, extent = 0.58370, type = C + area = 15526.00000, perimeter = 514.39099, major_axis_length = 216.91858, minor_axis_length = 91.82958, eccentricity = 0.90597, convex_area = 15936.00000, extent = 0.58085, type = C + area = 12610.00000, perimeter = 454.68701, major_axis_length = 185.64877, minor_axis_length = 87.92713, eccentricity = 0.88073, convex_area = 12934.00000, extent = 0.59789, type = O + area = 10964.00000, perimeter = 417.98700, major_axis_length = 171.39023, minor_axis_length = 82.60121, eccentricity = 0.87620, convex_area = 11247.00000, extent = 0.59668, type = O + area = 11421.00000, perimeter = 441.16101, major_axis_length = 189.52185, minor_axis_length = 77.25662, eccentricity = 0.91314, convex_area = 11610.00000, extent = 0.55179, type = C + area = 16418.00000, perimeter = 534.98999, major_axis_length = 230.15858, minor_axis_length = 91.78718, eccentricity = 0.91704, convex_area = 16736.00000, extent = 0.64628, type = C diff --git a/PartB/90Cross10Mut2El/run_2/regress.stt b/PartB/90Cross10Mut2El/run_2/regress.stt new file mode 100644 index 0000000..ecccf1f --- /dev/null +++ b/PartB/90Cross10Mut2El/run_2/regress.stt @@ -0,0 +1,53 @@ +GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN +0 0 0.9557 0.9988 0.0000 18.878 3.519 17 5 52 6 0.9557 0.9988 0.0000 18.878 3.519 17 5 52 6 +1 0 0.9890 0.9988 0.0000 17.116 3.655 17 5 36 8 0.9724 0.9988 0.0000 17.997 3.587 17 5 52 6 +2 0 0.9926 0.9988 0.0000 16.345 3.720 17 5 76 10 0.9791 0.9988 0.0000 17.446 3.631 17 5 52 6 +3 0 0.9930 0.9989 0.0000 15.995 3.833 10 6 45 7 0.9826 0.9989 0.0000 17.084 3.682 10 6 52 6 +4 0 0.9904 0.9989 0.0000 16.032 3.932 10 6 39 9 0.9841 0.9989 0.0000 16.873 3.732 10 6 52 6 +5 0 0.9922 0.9989 0.0000 15.704 3.992 10 6 86 10 0.9855 0.9989 0.0000 16.678 3.775 10 6 52 6 +6 0 0.9948 0.9989 0.0000 15.468 4.000 10 6 11 4 0.9868 0.9989 0.0000 16.505 3.807 10 6 52 6 +7 0 0.9926 0.9989 0.0000 15.190 4.054 10 6 48 9 0.9875 0.9989 0.0000 16.341 3.838 10 6 52 6 +8 0 0.9936 0.9989 0.0000 14.864 4.069 10 6 21 6 0.9882 0.9989 0.0000 16.177 3.864 10 6 52 6 +9 0 0.9948 0.9989 0.0000 14.486 4.052 10 6 13 5 0.9889 0.9989 0.0000 16.008 3.883 10 6 52 6 +10 0 0.9952 0.9989 0.0000 14.560 4.110 10 6 32 8 0.9894 0.9989 0.0000 15.876 3.903 10 6 52 6 +11 0 0.9942 0.9989 0.0000 14.541 4.202 23 10 31 9 0.9898 0.9989 0.0000 15.765 3.928 23 10 52 6 +12 0 0.9950 0.9989 0.0000 14.358 4.224 23 10 11 6 0.9902 0.9989 0.0000 15.657 3.951 23 10 52 6 +13 0 0.9940 0.9989 0.0000 14.216 4.279 12 7 49 13 0.9905 0.9989 0.0000 15.554 3.974 12 7 52 6 +14 0 0.9942 0.9989 0.0000 14.027 4.258 27 12 18 7 0.9908 0.9989 0.0000 15.452 3.993 27 12 52 6 +15 0 0.9942 0.9989 0.0000 13.526 4.228 27 12 16 6 0.9910 0.9989 0.0000 15.332 4.008 27 12 52 6 +16 0 0.9952 0.9989 0.0000 13.240 4.194 27 12 18 7 0.9912 0.9989 0.0000 15.209 4.019 27 12 52 6 +17 0 0.9950 0.9989 0.0000 13.418 4.277 27 12 29 8 0.9914 0.9989 0.0000 15.109 4.033 27 12 52 6 +18 0 0.9962 0.9989 0.0000 13.736 4.360 27 12 18 6 0.9917 0.9989 0.0000 15.037 4.050 27 12 52 6 +19 0 0.9952 0.9989 0.0000 13.210 4.264 27 12 21 6 0.9919 0.9989 0.0000 14.946 4.061 27 12 52 6 +20 0 0.9944 0.9989 0.0000 13.174 4.268 27 12 111 12 0.9920 0.9989 0.0000 14.861 4.071 27 12 52 6 +21 0 0.9952 0.9989 0.0000 12.994 4.260 27 12 21 5 0.9921 0.9989 0.0000 14.776 4.079 27 12 52 6 +22 0 0.9950 0.9989 0.0000 12.768 4.231 27 12 38 10 0.9922 0.9989 0.0000 14.689 4.086 27 12 52 6 +23 0 0.9968 0.9989 0.0000 12.786 4.245 24 10 37 15 0.9924 0.9989 0.0000 14.610 4.093 24 10 52 6 +24 0 0.9956 0.9989 0.0000 12.569 4.216 24 10 27 8 0.9926 0.9989 0.0000 14.528 4.098 24 10 52 6 +25 0 0.9950 0.9989 0.0000 12.328 4.194 24 10 30 9 0.9927 0.9989 0.0000 14.444 4.101 24 10 52 6 +26 0 0.9946 0.9989 0.0000 11.859 4.092 26 12 31 9 0.9927 0.9989 0.0000 14.348 4.101 26 12 52 6 +27 0 0.9950 0.9989 0.0000 11.308 3.961 26 12 8 3 0.9928 0.9989 0.0000 14.239 4.096 26 12 52 6 +28 0 0.9956 0.9989 0.0000 11.192 3.961 26 12 37 11 0.9929 0.9989 0.0000 14.134 4.091 26 12 52 6 +29 0 0.9962 0.9989 0.0000 10.973 3.917 26 12 15 7 0.9930 0.9989 0.0000 14.029 4.086 26 12 52 6 +30 0 0.9966 0.9989 0.0000 10.672 3.865 26 12 12 5 0.9931 0.9989 0.0000 13.920 4.078 26 12 52 6 +31 0 0.9970 0.9989 0.0000 10.638 3.875 26 12 33 8 0.9933 0.9989 0.0000 13.818 4.072 26 12 52 6 +32 0 0.9964 0.9989 0.0000 10.601 3.872 26 12 29 9 0.9934 0.9989 0.0000 13.720 4.066 26 12 52 6 +33 0 0.9972 0.9989 0.0000 10.431 3.853 26 12 29 9 0.9935 0.9989 0.0000 13.624 4.060 26 12 52 6 +34 0 0.9956 0.9989 0.0000 10.215 3.785 26 12 36 10 0.9935 0.9989 0.0000 13.526 4.052 26 12 52 6 +35 0 0.9974 0.9989 0.0000 10.148 3.787 26 12 10 5 0.9936 0.9989 0.0000 13.432 4.045 26 12 52 6 +36 0 0.9970 0.9989 0.0000 9.840 3.699 26 12 26 11 0.9937 0.9989 0.0000 13.335 4.035 26 12 52 6 +37 0 0.9958 0.9989 0.0000 9.944 3.735 26 12 8 4 0.9938 0.9989 0.0000 13.246 4.027 26 12 52 6 +38 0 0.9962 0.9989 0.0000 9.769 3.684 26 12 24 7 0.9938 0.9989 0.0000 13.157 4.018 26 12 52 6 +39 0 0.9960 0.9989 0.0000 9.862 3.729 26 12 27 8 0.9939 0.9989 0.0000 13.075 4.011 26 12 52 6 +40 0 0.9968 0.9989 0.0000 9.677 3.657 26 12 12 7 0.9940 0.9989 0.0000 12.992 4.003 26 12 52 6 +41 0 0.9962 0.9989 0.0000 9.555 3.634 26 12 8 4 0.9940 0.9989 0.0000 12.910 3.994 26 12 52 6 +42 0 0.9972 0.9989 0.0000 9.383 3.604 26 12 27 9 0.9941 0.9989 0.0000 12.828 3.985 26 12 52 6 +43 0 0.9966 0.9989 0.0000 9.187 3.547 26 12 24 9 0.9941 0.9989 0.0000 12.745 3.975 26 12 52 6 +44 0 0.9974 0.9989 0.0000 9.058 3.495 26 12 19 7 0.9942 0.9989 0.0000 12.663 3.964 26 12 52 6 +45 0 0.9978 0.9989 0.0000 8.835 3.458 26 12 18 8 0.9943 0.9989 0.0000 12.580 3.953 26 12 52 6 +46 0 0.9976 0.9989 0.0000 8.882 3.456 26 12 13 5 0.9944 0.9989 0.0000 12.501 3.943 26 12 52 6 +47 0 0.9974 0.9989 0.0000 9.034 3.526 26 12 10 4 0.9944 0.9989 0.0000 12.429 3.934 26 12 52 6 +48 0 0.9972 0.9989 0.0000 8.966 3.522 26 12 69 14 0.9945 0.9989 0.0000 12.358 3.925 26 12 52 6 +49 0 0.9966 0.9989 0.0000 8.947 3.520 26 12 34 10 0.9945 0.9989 0.0000 12.290 3.917 26 12 52 6 +50 0 0.9972 0.9989 0.0000 8.689 3.408 26 12 14 5 0.9946 0.9989 0.0000 12.219 3.907 26 12 52 6 +51 0 0.9968 0.9989 0.0000 8.606 3.393 26 12 11 6 0.9946 0.9989 0.0000 12.150 3.897 26 12 52 6 diff --git a/PartB/90Cross10Mut2El/run_2/regress.sys b/PartB/90Cross10Mut2El/run_2/regress.sys new file mode 100644 index 0000000..b5eca0a --- /dev/null +++ b/PartB/90Cross10Mut2El/run_2/regress.sys @@ -0,0 +1,205 @@ + +[ lil-gp Genetic Programming System. +[ Portions copyright (c) 1995 Michigan State University. All rights reserved. +[ kernel version 1.0; 11 July 1995. + + +initialization: + parameter database. + ephemeral random constants. + generation spaces. +updating function set(s): + set 0: removed. +building function set(s): + set 0: * / + - exp log area perimeter major minor eccentricity convex extent R + tree 0 uses function set 0. + function set complete. + no random number seed specfied; using 274. +creating initial population(s): + 7350 trees were generated to fill the population of 5000 (5000 trees). + initial population(s) complete. + + +starting evolution. +no checkpointing will be done. +=== generation 0. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 1. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 2. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 3. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 4. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 5. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 6. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 7. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 8. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 9. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 10. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 11. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 12. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 13. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 14. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 15. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 16. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 17. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 18. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 19. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 20. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 21. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 22. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 23. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 24. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 25. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 26. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 27. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 28. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 29. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 30. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 31. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 32. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 33. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 34. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 35. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 36. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 37. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 38. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 39. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 40. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 41. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 42. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 43. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 44. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 45. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 46. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 47. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 48. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 49. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 50. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 51. + evaluation complete. (1s wall) + +SYSTEM STATISTICS + +------- memory ------- + allocated: 81165238 + freed: 81117238 + not freed: 48000 + max allocated: 2571486 + malloc'ed blocks: 847867 + realloc'ed blocks: 7 + free'ed blocks: 847861 + +------- time ------- + overall: 18s wall + evaluation: 16s wall + breeding: 1s wall + +------- generation spaces ------- + space 0 size: 200 + space 1 size: 100 + +------- ephemeral random constants ------- + used: 8406 + freed: 8406 + allocated: 5500 + blocks: 10 diff --git a/PartB/90Cross10Mut2El/run_3/regress.bst b/PartB/90Cross10Mut2El/run_3/regress.bst new file mode 100644 index 0000000..5c4e0af --- /dev/null +++ b/PartB/90Cross10Mut2El/run_3/regress.bst @@ -0,0 +1,19 @@ +=== BEST-OF-RUN === + generation: 34 + nodes: 8 + depth: 5 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log perimeter) -0.50063)))) +TREE-equ: +y = log((-0.04667 / exp((log(perimeter) * -0.50063)))) diff --git a/PartB/90Cross10Mut2El/run_3/regress.fn b/PartB/90Cross10Mut2El/run_3/regress.fn new file mode 100644 index 0000000..5cf78ec --- /dev/null +++ b/PartB/90Cross10Mut2El/run_3/regress.fn @@ -0,0 +1,13 @@ +Hits: 2565, Total Size: 2810, Percent Hit: 91.281139 +CC: 1034 +CO: 93 +OO: 1531 +OC: 152 +Fitness: 0.998896 +Hits: 905 + + +y = log((-0.04667 / exp((log(perimeter) * -0.50063)))) + + (log (/ -0.04667 + (exp (* (log perimeter) -0.50063)))) diff --git a/PartB/90Cross10Mut2El/run_3/regress.gen b/PartB/90Cross10Mut2El/run_3/regress.gen new file mode 100644 index 0000000..e69de29 diff --git a/PartB/90Cross10Mut2El/run_3/regress.his b/PartB/90Cross10Mut2El/run_3/regress.his new file mode 100644 index 0000000..2629f51 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_3/regress.his @@ -0,0 +1,1038 @@ +=== BEST-OF-RUN === + current generation: 0 + generation: 0 + nodes: 72 + depth: 6 + hits: 728 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 728 + raw fitness: 728.0000 + standardized fitness: 728.0000 + adjusted fitness: 0.9986 +TREE: + (/ (* (+ (+ (exp (exp extent)) + (log (* convex minor))) + (* (+ (exp eccentricity) + (/ minor convex)) + (- (/ major convex) + (log convex)))) + (log (log (* (/ -0.74031 -0.72766) + (log minor))))) + (/ (- (exp (- (+ eccentricity perimeter) + (- area convex))) + (log (- (- area minor) + (exp extent)))) + (+ (- (exp (/ area perimeter)) + (log (/ perimeter -0.50419))) + (- (- (+ -0.84937 extent) + (exp 0.52603)) + (+ (* extent minor) + (log perimeter)))))) +=== BEST-OF-RUN === + current generation: 1 + generation: 0 + nodes: 72 + depth: 6 + hits: 728 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 728 + raw fitness: 728.0000 + standardized fitness: 728.0000 + adjusted fitness: 0.9986 +TREE: + (/ (* (+ (+ (exp (exp extent)) + (log (* convex minor))) + (* (+ (exp eccentricity) + (/ minor convex)) + (- (/ major convex) + (log convex)))) + (log (log (* (/ -0.74031 -0.72766) + (log minor))))) + (/ (- (exp (- (+ eccentricity perimeter) + (- area convex))) + (log (- (- area minor) + (exp extent)))) + (+ (- (exp (/ area perimeter)) + (log (/ perimeter -0.50419))) + (- (- (+ -0.84937 extent) + (exp 0.52603)) + (+ (* extent minor) + (log perimeter)))))) +=== BEST-OF-RUN === + current generation: 2 + generation: 2 + nodes: 20 + depth: 4 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (/ (/ (/ (- convex perimeter) + (+ 0.06945 extent)) + (- (/ perimeter perimeter) + (* extent convex))) + (exp (/ major -0.24243))) +=== BEST-OF-RUN === + current generation: 3 + generation: 2 + nodes: 20 + depth: 4 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (/ (/ (/ (- convex perimeter) + (+ 0.06945 extent)) + (- (/ perimeter perimeter) + (* extent convex))) + (exp (/ major -0.24243))) +=== BEST-OF-RUN === + current generation: 4 + generation: 2 + nodes: 20 + depth: 4 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (/ (/ (/ (- convex perimeter) + (+ 0.06945 extent)) + (- (/ perimeter perimeter) + (* extent convex))) + (exp (/ major -0.24243))) +=== BEST-OF-RUN === + current generation: 5 + generation: 2 + nodes: 20 + depth: 4 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (/ (/ (/ (- convex perimeter) + (+ 0.06945 extent)) + (- (/ perimeter perimeter) + (* extent convex))) + (exp (/ major -0.24243))) +=== BEST-OF-RUN === + current generation: 6 + generation: 2 + nodes: 20 + depth: 4 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (/ (/ (/ (- convex perimeter) + (+ 0.06945 extent)) + (- (/ perimeter perimeter) + (* extent convex))) + (exp (/ major -0.24243))) +=== BEST-OF-RUN === + current generation: 7 + generation: 2 + nodes: 20 + depth: 4 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (/ (/ (/ (- convex perimeter) + (+ 0.06945 extent)) + (- (/ perimeter perimeter) + (* extent convex))) + (exp (/ major -0.24243))) +=== BEST-OF-RUN === + current generation: 8 + generation: 2 + nodes: 20 + depth: 4 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (/ (/ (/ (- convex perimeter) + (+ 0.06945 extent)) + (- (/ perimeter perimeter) + (* extent convex))) + (exp (/ major -0.24243))) +=== BEST-OF-RUN === + current generation: 9 + generation: 2 + nodes: 20 + depth: 4 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (/ (/ (/ (- convex perimeter) + (+ 0.06945 extent)) + (- (/ perimeter perimeter) + (* extent convex))) + (exp (/ major -0.24243))) +=== BEST-OF-RUN === + current generation: 10 + generation: 2 + nodes: 20 + depth: 4 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (/ (/ (/ (- convex perimeter) + (+ 0.06945 extent)) + (- (/ perimeter perimeter) + (* extent convex))) + (exp (/ major -0.24243))) +=== BEST-OF-RUN === + current generation: 11 + generation: 2 + nodes: 20 + depth: 4 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (/ (/ (/ (- convex perimeter) + (+ 0.06945 extent)) + (- (/ perimeter perimeter) + (* extent convex))) + (exp (/ major -0.24243))) +=== BEST-OF-RUN === + current generation: 12 + generation: 2 + nodes: 20 + depth: 4 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (/ (/ (/ (- convex perimeter) + (+ 0.06945 extent)) + (- (/ perimeter perimeter) + (* extent convex))) + (exp (/ major -0.24243))) +=== BEST-OF-RUN === + current generation: 13 + generation: 2 + nodes: 20 + depth: 4 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (/ (/ (/ (- convex perimeter) + (+ 0.06945 extent)) + (- (/ perimeter perimeter) + (* extent convex))) + (exp (/ major -0.24243))) +=== BEST-OF-RUN === + current generation: 14 + generation: 2 + nodes: 20 + depth: 4 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (/ (/ (/ (- convex perimeter) + (+ 0.06945 extent)) + (- (/ perimeter perimeter) + (* extent convex))) + (exp (/ major -0.24243))) +=== BEST-OF-RUN === + current generation: 15 + generation: 2 + nodes: 20 + depth: 4 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (/ (/ (/ (- convex perimeter) + (+ 0.06945 extent)) + (- (/ perimeter perimeter) + (* extent convex))) + (exp (/ major -0.24243))) +=== BEST-OF-RUN === + current generation: 16 + generation: 2 + nodes: 20 + depth: 4 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (/ (/ (/ (- convex perimeter) + (+ 0.06945 extent)) + (- (/ perimeter perimeter) + (* extent convex))) + (exp (/ major -0.24243))) +=== BEST-OF-RUN === + current generation: 17 + generation: 2 + nodes: 20 + depth: 4 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (/ (/ (/ (- convex perimeter) + (+ 0.06945 extent)) + (- (/ perimeter perimeter) + (* extent convex))) + (exp (/ major -0.24243))) +=== BEST-OF-RUN === + current generation: 18 + generation: 2 + nodes: 20 + depth: 4 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (/ (/ (/ (- convex perimeter) + (+ 0.06945 extent)) + (- (/ perimeter perimeter) + (* extent convex))) + (exp (/ major -0.24243))) +=== BEST-OF-RUN === + current generation: 19 + generation: 2 + nodes: 20 + depth: 4 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (/ (/ (/ (- convex perimeter) + (+ 0.06945 extent)) + (- (/ perimeter perimeter) + (* extent convex))) + (exp (/ major -0.24243))) +=== BEST-OF-RUN === + current generation: 20 + generation: 2 + nodes: 20 + depth: 4 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (/ (/ (/ (- convex perimeter) + (+ 0.06945 extent)) + (- (/ perimeter perimeter) + (* extent convex))) + (exp (/ major -0.24243))) +=== BEST-OF-RUN === + current generation: 21 + generation: 2 + nodes: 20 + depth: 4 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (/ (/ (/ (- convex perimeter) + (+ 0.06945 extent)) + (- (/ perimeter perimeter) + (* extent convex))) + (exp (/ major -0.24243))) +=== BEST-OF-RUN === + current generation: 22 + generation: 2 + nodes: 20 + depth: 4 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (/ (/ (/ (- convex perimeter) + (+ 0.06945 extent)) + (- (/ perimeter perimeter) + (* extent convex))) + (exp (/ major -0.24243))) +=== BEST-OF-RUN === + current generation: 23 + generation: 2 + nodes: 20 + depth: 4 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (/ (/ (/ (- convex perimeter) + (+ 0.06945 extent)) + (- (/ perimeter perimeter) + (* extent convex))) + (exp (/ major -0.24243))) +=== BEST-OF-RUN === + current generation: 24 + generation: 2 + nodes: 20 + depth: 4 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (/ (/ (/ (- convex perimeter) + (+ 0.06945 extent)) + (- (/ perimeter perimeter) + (* extent convex))) + (exp (/ major -0.24243))) +=== BEST-OF-RUN === + current generation: 25 + generation: 25 + nodes: 12 + depth: 6 + hits: 869 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 869 + raw fitness: 869.0000 + standardized fitness: 869.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (log (exp (/ minor + (log eccentricity)))) convex) + (/ minor eccentricity)) +=== BEST-OF-RUN === + current generation: 26 + generation: 26 + nodes: 10 + depth: 6 + hits: 904 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 904 + raw fitness: 904.0000 + standardized fitness: 904.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log (+ eccentricity perimeter)) -0.50063)))) +=== BEST-OF-RUN === + current generation: 27 + generation: 26 + nodes: 10 + depth: 6 + hits: 904 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 904 + raw fitness: 904.0000 + standardized fitness: 904.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log (+ eccentricity perimeter)) -0.50063)))) +=== BEST-OF-RUN === + current generation: 28 + generation: 26 + nodes: 10 + depth: 6 + hits: 904 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 904 + raw fitness: 904.0000 + standardized fitness: 904.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log (+ eccentricity perimeter)) -0.50063)))) +=== BEST-OF-RUN === + current generation: 29 + generation: 26 + nodes: 10 + depth: 6 + hits: 904 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 904 + raw fitness: 904.0000 + standardized fitness: 904.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log (+ eccentricity perimeter)) -0.50063)))) +=== BEST-OF-RUN === + current generation: 30 + generation: 26 + nodes: 10 + depth: 6 + hits: 904 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 904 + raw fitness: 904.0000 + standardized fitness: 904.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log (+ eccentricity perimeter)) -0.50063)))) +=== BEST-OF-RUN === + current generation: 31 + generation: 26 + nodes: 10 + depth: 6 + hits: 904 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 904 + raw fitness: 904.0000 + standardized fitness: 904.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log (+ eccentricity perimeter)) -0.50063)))) +=== BEST-OF-RUN === + current generation: 32 + generation: 26 + nodes: 10 + depth: 6 + hits: 904 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 904 + raw fitness: 904.0000 + standardized fitness: 904.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log (+ eccentricity perimeter)) -0.50063)))) +=== BEST-OF-RUN === + current generation: 33 + generation: 26 + nodes: 10 + depth: 6 + hits: 904 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 904 + raw fitness: 904.0000 + standardized fitness: 904.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log (+ eccentricity perimeter)) -0.50063)))) +=== BEST-OF-RUN === + current generation: 34 + generation: 34 + nodes: 8 + depth: 5 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log perimeter) -0.50063)))) +=== BEST-OF-RUN === + current generation: 35 + generation: 34 + nodes: 8 + depth: 5 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log perimeter) -0.50063)))) +=== BEST-OF-RUN === + current generation: 36 + generation: 34 + nodes: 8 + depth: 5 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log perimeter) -0.50063)))) +=== BEST-OF-RUN === + current generation: 37 + generation: 34 + nodes: 8 + depth: 5 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log perimeter) -0.50063)))) +=== BEST-OF-RUN === + current generation: 38 + generation: 34 + nodes: 8 + depth: 5 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log perimeter) -0.50063)))) +=== BEST-OF-RUN === + current generation: 39 + generation: 34 + nodes: 8 + depth: 5 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log perimeter) -0.50063)))) +=== BEST-OF-RUN === + current generation: 40 + generation: 34 + nodes: 8 + depth: 5 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log perimeter) -0.50063)))) +=== BEST-OF-RUN === + current generation: 41 + generation: 34 + nodes: 8 + depth: 5 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log perimeter) -0.50063)))) +=== BEST-OF-RUN === + current generation: 42 + generation: 34 + nodes: 8 + depth: 5 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log perimeter) -0.50063)))) +=== BEST-OF-RUN === + current generation: 43 + generation: 34 + nodes: 8 + depth: 5 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log perimeter) -0.50063)))) +=== BEST-OF-RUN === + current generation: 44 + generation: 34 + nodes: 8 + depth: 5 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log perimeter) -0.50063)))) +=== BEST-OF-RUN === + current generation: 45 + generation: 34 + nodes: 8 + depth: 5 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log perimeter) -0.50063)))) +=== BEST-OF-RUN === + current generation: 46 + generation: 34 + nodes: 8 + depth: 5 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log perimeter) -0.50063)))) +=== BEST-OF-RUN === + current generation: 47 + generation: 34 + nodes: 8 + depth: 5 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log perimeter) -0.50063)))) +=== BEST-OF-RUN === + current generation: 48 + generation: 34 + nodes: 8 + depth: 5 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log perimeter) -0.50063)))) +=== BEST-OF-RUN === + current generation: 49 + generation: 34 + nodes: 8 + depth: 5 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log perimeter) -0.50063)))) +=== BEST-OF-RUN === + current generation: 50 + generation: 34 + nodes: 8 + depth: 5 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log perimeter) -0.50063)))) +=== BEST-OF-RUN === + current generation: 51 + generation: 34 + nodes: 8 + depth: 5 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ -0.04667 + (exp (* (log perimeter) -0.50063)))) diff --git a/PartB/90Cross10Mut2El/run_3/regress.prg b/PartB/90Cross10Mut2El/run_3/regress.prg new file mode 100644 index 0000000..5d86bfe --- /dev/null +++ b/PartB/90Cross10Mut2El/run_3/regress.prg @@ -0,0 +1,1002 @@ +not starting from checkpoint file. +1000 fitness cases: + area = 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20 4 66 9 0.9842 0.9988 0.0000 16.940 3.724 20 4 25 5 +5 0 0.9918 0.9988 0.0000 16.193 4.008 20 4 46 8 0.9855 0.9988 0.0000 16.815 3.772 20 4 25 5 +6 0 0.9936 0.9988 0.0000 15.933 4.077 20 4 12 5 0.9866 0.9988 0.0000 16.689 3.815 20 4 25 5 +7 0 0.9934 0.9988 0.0000 15.491 4.088 20 4 12 4 0.9875 0.9988 0.0000 16.540 3.849 20 4 25 5 +8 0 0.9964 0.9988 0.0000 15.281 4.120 20 4 75 10 0.9885 0.9988 0.0000 16.400 3.879 20 4 25 5 +9 0 0.9930 0.9988 0.0000 14.910 4.099 20 4 53 11 0.9889 0.9988 0.0000 16.251 3.901 20 4 25 5 +10 0 0.9948 0.9988 0.0000 14.955 4.195 20 4 63 9 0.9895 0.9988 0.0000 16.133 3.928 20 4 25 5 +11 0 0.9932 0.9988 0.0000 14.572 4.215 20 4 55 9 0.9898 0.9988 0.0000 16.003 3.952 20 4 25 5 +12 0 0.9956 0.9988 0.0000 14.218 4.172 20 4 51 8 0.9902 0.9988 0.0000 15.866 3.969 20 4 25 5 +13 0 0.9958 0.9988 0.0000 14.021 4.172 20 4 51 9 0.9906 0.9988 0.0000 15.734 3.983 20 4 25 5 +14 0 0.9946 0.9988 0.0000 13.912 4.207 20 4 38 9 0.9909 0.9988 0.0000 15.612 3.998 20 4 25 5 +15 0 0.9944 0.9988 0.0000 13.868 4.233 20 4 13 5 0.9911 0.9988 0.0000 15.503 4.013 20 4 25 5 +16 0 0.9932 0.9988 0.0000 13.624 4.188 20 4 5 2 0.9912 0.9988 0.0000 15.393 4.023 20 4 25 5 +17 0 0.9942 0.9988 0.0000 13.246 4.132 20 4 26 8 0.9914 0.9988 0.0000 15.274 4.029 20 4 25 5 +18 0 0.9961 0.9988 0.0000 12.653 4.057 20 4 112 17 0.9916 0.9988 0.0000 15.136 4.031 20 4 25 5 +19 0 0.9950 0.9988 0.0000 12.720 4.136 20 4 49 10 0.9918 0.9988 0.0000 15.015 4.036 20 4 25 5 +20 0 0.9956 0.9988 0.0000 12.237 4.073 20 4 9 5 0.9920 0.9988 0.0000 14.883 4.038 20 4 25 5 +21 0 0.9958 0.9988 0.0000 11.930 4.012 20 4 15 7 0.9922 0.9988 0.0000 14.748 4.037 20 4 25 5 +22 0 0.9958 0.9988 0.0000 11.881 4.041 20 4 48 15 0.9923 0.9988 0.0000 14.624 4.037 20 4 25 5 +23 0 0.9964 0.9988 0.0000 11.846 4.022 20 4 8 3 0.9925 0.9988 0.0000 14.508 4.036 20 4 25 5 +24 0 0.9962 0.9988 0.0000 11.660 3.976 20 4 39 8 0.9926 0.9988 0.0000 14.394 4.034 20 4 25 5 +25 0 0.9958 0.9989 0.0000 11.377 3.938 12 6 8 4 0.9928 0.9989 0.0000 14.278 4.030 12 6 25 5 +26 0 0.9952 0.9989 0.0000 11.273 3.927 10 6 7 3 0.9929 0.9989 0.0000 14.167 4.026 10 6 25 5 +27 0 0.9956 0.9989 0.0000 11.030 3.902 10 6 12 5 0.9930 0.9989 0.0000 14.055 4.022 10 6 25 5 +28 0 0.9968 0.9989 0.0000 10.639 3.782 10 6 17 7 0.9931 0.9989 0.0000 13.937 4.014 10 6 25 5 +29 0 0.9958 0.9989 0.0000 10.480 3.766 10 6 20 5 0.9932 0.9989 0.0000 13.822 4.005 10 6 25 5 +30 0 0.9956 0.9989 0.0000 10.415 3.796 10 6 17 5 0.9933 0.9989 0.0000 13.712 3.999 10 6 25 5 +31 0 0.9966 0.9989 0.0000 10.497 3.872 10 6 23 8 0.9934 0.9989 0.0000 13.611 3.995 10 6 25 5 +32 0 0.9948 0.9989 0.0000 10.256 3.820 10 6 22 10 0.9934 0.9989 0.0000 13.510 3.989 10 6 25 5 +33 0 0.9966 0.9989 0.0000 10.149 3.786 10 6 35 14 0.9935 0.9989 0.0000 13.411 3.983 10 6 25 5 +34 0 0.9966 0.9989 0.0000 10.269 3.826 8 5 22 9 0.9936 0.9989 0.0000 13.321 3.979 8 5 25 5 +35 0 0.9964 0.9989 0.0000 10.089 3.784 8 5 29 8 0.9937 0.9989 0.0000 13.231 3.973 8 5 25 5 +36 0 0.9960 0.9989 0.0000 10.081 3.799 8 5 19 6 0.9937 0.9989 0.0000 13.146 3.969 8 5 25 5 +37 0 0.9956 0.9989 0.0000 10.061 3.771 8 5 18 8 0.9938 0.9989 0.0000 13.065 3.964 8 5 25 5 +38 0 0.9966 0.9989 0.0000 9.910 3.769 8 5 7 3 0.9939 0.9989 0.0000 12.984 3.959 8 5 25 5 +39 0 0.9968 0.9989 0.0000 9.773 3.774 8 5 17 6 0.9939 0.9989 0.0000 12.904 3.954 8 5 25 5 +40 0 0.9962 0.9989 0.0000 9.759 3.766 8 5 39 13 0.9940 0.9989 0.0000 12.827 3.949 8 5 25 5 +41 0 0.9968 0.9989 0.0000 9.566 3.703 8 5 9 4 0.9940 0.9989 0.0000 12.749 3.943 8 5 25 5 +42 0 0.9972 0.9989 0.0000 9.473 3.671 8 5 12 6 0.9941 0.9989 0.0000 12.673 3.937 8 5 25 5 +43 0 0.9960 0.9989 0.0000 9.365 3.591 8 5 49 8 0.9942 0.9989 0.0000 12.598 3.929 8 5 25 5 +44 0 0.9974 0.9989 0.0000 9.097 3.528 8 5 28 10 0.9942 0.9989 0.0000 12.520 3.920 8 5 25 5 +45 0 0.9968 0.9989 0.0000 8.733 3.401 8 5 25 12 0.9943 0.9989 0.0000 12.438 3.909 8 5 25 5 +46 0 0.9974 0.9989 0.0000 8.801 3.433 8 5 82 15 0.9944 0.9989 0.0000 12.361 3.899 8 5 25 5 +47 0 0.9972 0.9989 0.0000 8.844 3.441 8 5 32 8 0.9944 0.9989 0.0000 12.287 3.889 8 5 25 5 +48 0 0.9976 0.9989 0.0000 8.958 3.482 8 5 24 7 0.9945 0.9989 0.0000 12.219 3.881 8 5 25 5 +49 0 0.9976 0.9989 0.0000 9.010 3.493 8 5 10 4 0.9945 0.9989 0.0000 12.155 3.873 8 5 25 5 +50 0 0.9972 0.9989 0.0000 8.878 3.421 8 5 35 13 0.9946 0.9989 0.0000 12.091 3.864 8 5 25 5 +51 0 0.9972 0.9989 0.0000 8.820 3.401 8 5 17 8 0.9947 0.9989 0.0000 12.028 3.856 8 5 25 5 diff --git a/PartB/90Cross10Mut2El/run_3/regress.sys b/PartB/90Cross10Mut2El/run_3/regress.sys new file mode 100644 index 0000000..74ce521 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_3/regress.sys @@ -0,0 +1,205 @@ + +[ lil-gp Genetic Programming System. +[ Portions copyright (c) 1995 Michigan State University. All rights reserved. +[ kernel version 1.0; 11 July 1995. + + +initialization: + parameter database. + ephemeral random constants. + generation spaces. +updating function set(s): + set 0: removed. +building function set(s): + set 0: * / + - exp log area perimeter major minor eccentricity convex extent R + tree 0 uses function set 0. + function set complete. + no random number seed specfied; using 38. +creating initial population(s): + 7353 trees were generated to fill the population of 5000 (5000 trees). + initial population(s) complete. + + +starting evolution. +no checkpointing will be done. +=== generation 0. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 1. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 2. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 3. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 4. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 5. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 6. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 7. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 8. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 9. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 10. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 11. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 12. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 13. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 14. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 15. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 16. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 17. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 18. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 19. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 20. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 21. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 22. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 23. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 24. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 25. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 26. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 27. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 28. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 29. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 30. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 31. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 32. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 33. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 34. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 35. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 36. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 37. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 38. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 39. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 40. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 41. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 42. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 43. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 44. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 45. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 46. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 47. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 48. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 49. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 50. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 51. + evaluation complete. (0s wall) + +SYSTEM STATISTICS + +------- memory ------- + allocated: 80136227 + freed: 80088227 + not freed: 48000 + max allocated: 2553141 + malloc'ed blocks: 845960 + realloc'ed blocks: 7 + free'ed blocks: 845954 + +------- time ------- + overall: 18s wall + evaluation: 17s wall + breeding: 1s wall + +------- generation spaces ------- + space 0 size: 200 + space 1 size: 100 + +------- ephemeral random constants ------- + used: 8153 + freed: 8153 + allocated: 5500 + blocks: 10 diff --git a/PartB/90Cross10Mut2El/run_4/regress.bst b/PartB/90Cross10Mut2El/run_4/regress.bst new file mode 100644 index 0000000..6717bc9 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_4/regress.bst @@ -0,0 +1,26 @@ +=== BEST-OF-RUN === + generation: 30 + nodes: 36 + depth: 9 + hits: 908 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 908 + raw fitness: 908.0000 + standardized fitness: 908.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (* major eccentricity)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +TREE-equ: +y = log(exp((extent + ((((log(log(eccentricity)) * (major * minor)) / log(((area - major) - (major * eccentricity)))) / (log(-0.21330) + log(((convex * convex) / (minor + major))))) - (eccentricity * perimeter))))) diff --git a/PartB/90Cross10Mut2El/run_4/regress.fn b/PartB/90Cross10Mut2El/run_4/regress.fn new file mode 100644 index 0000000..7b8cc26 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_4/regress.fn @@ -0,0 +1,20 @@ +Hits: 2600, Total Size: 2810, Percent Hit: 92.526690 +CC: 1005 +CO: 148 +OO: 1595 +OC: 62 +Fitness: 0.998900 +Hits: 908 + + +y = log(exp((extent + ((((log(log(eccentricity)) * (major * minor)) / log(((area - major) - (major * eccentricity)))) / (log(-0.21330) + log(((convex * convex) / (minor + major))))) - (eccentricity * perimeter))))) + + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (* major eccentricity)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) diff --git a/PartB/90Cross10Mut2El/run_4/regress.gen b/PartB/90Cross10Mut2El/run_4/regress.gen new file mode 100644 index 0000000..e69de29 diff --git a/PartB/90Cross10Mut2El/run_4/regress.his b/PartB/90Cross10Mut2El/run_4/regress.his new file mode 100644 index 0000000..fe88065 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_4/regress.his @@ -0,0 +1,1303 @@ +=== BEST-OF-RUN === + current generation: 0 + generation: 0 + nodes: 14 + depth: 5 + hits: 764 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 764 + raw fitness: 764.0000 + standardized fitness: 764.0000 + adjusted fitness: 0.9987 +TREE: + (log (exp (+ (log (- major extent)) + (- (- area convex) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 1 + generation: 1 + nodes: 9 + depth: 4 + hits: 795 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 795 + raw fitness: 795.0000 + standardized fitness: 795.0000 + adjusted fitness: 0.9987 +TREE: + (- 0.28959 + (* (log 0.25262) + (/ (log eccentricity) 0.55091))) +=== BEST-OF-RUN === + current generation: 2 + generation: 1 + nodes: 9 + depth: 4 + hits: 795 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 795 + raw fitness: 795.0000 + standardized fitness: 795.0000 + adjusted fitness: 0.9987 +TREE: + (- 0.28959 + (* (log 0.25262) + (/ (log eccentricity) 0.55091))) +=== BEST-OF-RUN === + current generation: 3 + generation: 1 + nodes: 9 + depth: 4 + hits: 795 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 795 + raw fitness: 795.0000 + standardized fitness: 795.0000 + adjusted fitness: 0.9987 +TREE: + (- 0.28959 + (* (log 0.25262) + (/ (log eccentricity) 0.55091))) +=== BEST-OF-RUN === + current generation: 4 + generation: 1 + nodes: 9 + depth: 4 + hits: 795 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 795 + raw fitness: 795.0000 + standardized fitness: 795.0000 + adjusted fitness: 0.9987 +TREE: + (- 0.28959 + (* (log 0.25262) + (/ (log eccentricity) 0.55091))) +=== BEST-OF-RUN === + current generation: 5 + generation: 5 + nodes: 12 + depth: 4 + hits: 798 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 798 + raw fitness: 798.0000 + standardized fitness: 798.0000 + adjusted fitness: 0.9987 +TREE: + (log (+ (* (/ major area) + (* perimeter eccentricity)) + (/ eccentricity -0.17756))) +=== BEST-OF-RUN === + current generation: 6 + generation: 6 + nodes: 51 + depth: 11 + hits: 889 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 889 + raw fitness: 889.0000 + standardized fitness: 889.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ (log (- major minor)) + (- (/ (/ (* (log (log eccentricity)) + (+ (/ convex extent) + (- eccentricity perimeter))) + (log (- (- area major) + (+ perimeter minor)))) + (+ (log (+ eccentricity + (- (log extent) + (exp (/ minor perimeter))))) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 7 + generation: 6 + nodes: 51 + depth: 11 + hits: 889 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 889 + raw fitness: 889.0000 + standardized fitness: 889.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ (log (- major minor)) + (- (/ (/ (* (log (log eccentricity)) + (+ (/ convex extent) + (- eccentricity perimeter))) + (log (- (- area major) + (+ perimeter minor)))) + (+ (log (+ eccentricity + (- (log extent) + (exp (/ minor perimeter))))) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 8 + generation: 6 + nodes: 51 + depth: 11 + hits: 889 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 889 + raw fitness: 889.0000 + standardized fitness: 889.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ (log (- major minor)) + (- (/ (/ (* (log (log eccentricity)) + (+ (/ convex extent) + (- eccentricity perimeter))) + (log (- (- area major) + (+ perimeter minor)))) + (+ (log (+ eccentricity + (- (log extent) + (exp (/ minor perimeter))))) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 9 + generation: 6 + nodes: 51 + depth: 11 + hits: 889 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 889 + raw fitness: 889.0000 + standardized fitness: 889.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ (log (- major minor)) + (- (/ (/ (* (log (log eccentricity)) + (+ (/ convex extent) + (- eccentricity perimeter))) + (log (- (- area major) + (+ perimeter minor)))) + (+ (log (+ eccentricity + (- (log extent) + (exp (/ minor perimeter))))) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 10 + generation: 6 + nodes: 51 + depth: 11 + hits: 889 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 889 + raw fitness: 889.0000 + standardized fitness: 889.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ (log (- major minor)) + (- (/ (/ (* (log (log eccentricity)) + (+ (/ convex extent) + (- eccentricity perimeter))) + (log (- (- area major) + (+ perimeter minor)))) + (+ (log (+ eccentricity + (- (log extent) + (exp (/ minor perimeter))))) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 11 + generation: 6 + nodes: 51 + depth: 11 + hits: 889 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 889 + raw fitness: 889.0000 + standardized fitness: 889.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ (log (- major minor)) + (- (/ (/ (* (log (log eccentricity)) + (+ (/ convex extent) + (- eccentricity perimeter))) + (log (- (- area major) + (+ perimeter minor)))) + (+ (log (+ eccentricity + (- (log extent) + (exp (/ minor perimeter))))) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 12 + generation: 6 + nodes: 51 + depth: 11 + hits: 889 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 889 + raw fitness: 889.0000 + standardized fitness: 889.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ (log (- major minor)) + (- (/ (/ (* (log (log eccentricity)) + (+ (/ convex extent) + (- eccentricity perimeter))) + (log (- (- area major) + (+ perimeter minor)))) + (+ (log (+ eccentricity + (- (log extent) + (exp (/ minor perimeter))))) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 13 + generation: 6 + nodes: 51 + depth: 11 + hits: 889 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 889 + raw fitness: 889.0000 + standardized fitness: 889.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ (log (- major minor)) + (- (/ (/ (* (log (log eccentricity)) + (+ (/ convex extent) + (- eccentricity perimeter))) + (log (- (- area major) + (+ perimeter minor)))) + (+ (log (+ eccentricity + (- (log extent) + (exp (/ minor perimeter))))) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 14 + generation: 6 + nodes: 51 + depth: 11 + hits: 889 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 889 + raw fitness: 889.0000 + standardized fitness: 889.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ (log (- major minor)) + (- (/ (/ (* (log (log eccentricity)) + (+ (/ convex extent) + (- eccentricity perimeter))) + (log (- (- area major) + (+ perimeter minor)))) + (+ (log (+ eccentricity + (- (log extent) + (exp (/ minor perimeter))))) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 15 + generation: 15 + nodes: 45 + depth: 10 + hits: 893 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 893 + raw fitness: 893.0000 + standardized fitness: 893.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (+ (/ convex extent) + (- eccentricity perimeter))) + (log (- (- area major) + (+ perimeter minor)))) + (+ (log (+ eccentricity + (- (log extent) 0.84545))) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 16 + generation: 15 + nodes: 45 + depth: 10 + hits: 893 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 893 + raw fitness: 893.0000 + standardized fitness: 893.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (+ (/ convex extent) + (- eccentricity perimeter))) + (log (- (- area major) + (+ perimeter minor)))) + (+ (log (+ eccentricity + (- (log extent) 0.84545))) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 17 + generation: 15 + nodes: 45 + depth: 10 + hits: 893 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 893 + raw fitness: 893.0000 + standardized fitness: 893.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (+ (/ convex extent) + (- eccentricity perimeter))) + (log (- (- area major) + (+ perimeter minor)))) + (+ (log (+ eccentricity + (- (log extent) 0.84545))) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 18 + generation: 15 + nodes: 45 + depth: 10 + hits: 893 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 893 + raw fitness: 893.0000 + standardized fitness: 893.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (+ (/ convex extent) + (- eccentricity perimeter))) + (log (- (- area major) + (+ perimeter minor)))) + (+ (log (+ eccentricity + (- (log extent) 0.84545))) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 19 + generation: 15 + nodes: 45 + depth: 10 + hits: 893 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 893 + raw fitness: 893.0000 + standardized fitness: 893.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (+ (/ convex extent) + (- eccentricity perimeter))) + (log (- (- area major) + (+ perimeter minor)))) + (+ (log (+ eccentricity + (- (log extent) 0.84545))) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 20 + generation: 15 + nodes: 45 + depth: 10 + hits: 893 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 893 + raw fitness: 893.0000 + standardized fitness: 893.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (+ (/ convex extent) + (- eccentricity perimeter))) + (log (- (- area major) + (+ perimeter minor)))) + (+ (log (+ eccentricity + (- (log extent) 0.84545))) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 21 + generation: 15 + nodes: 45 + depth: 10 + hits: 893 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 893 + raw fitness: 893.0000 + standardized fitness: 893.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (+ (/ convex extent) + (- eccentricity perimeter))) + (log (- (- area major) + (+ perimeter minor)))) + (+ (log (+ eccentricity + (- (log extent) 0.84545))) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 22 + generation: 15 + nodes: 45 + depth: 10 + hits: 893 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 893 + raw fitness: 893.0000 + standardized fitness: 893.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (+ (/ convex extent) + (- eccentricity perimeter))) + (log (- (- area major) + (+ perimeter minor)))) + (+ (log (+ eccentricity + (- (log extent) 0.84545))) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 23 + generation: 15 + nodes: 45 + depth: 10 + hits: 893 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 893 + raw fitness: 893.0000 + standardized fitness: 893.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (+ (/ convex extent) + (- eccentricity perimeter))) + (log (- (- area major) + (+ perimeter minor)))) + (+ (log (+ eccentricity + (- (log extent) 0.84545))) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 24 + generation: 15 + nodes: 45 + depth: 10 + hits: 893 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 893 + raw fitness: 893.0000 + standardized fitness: 893.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (+ (/ convex extent) + (- eccentricity perimeter))) + (log (- (- area major) + (+ perimeter minor)))) + (+ (log (+ eccentricity + (- (log extent) 0.84545))) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 25 + generation: 25 + nodes: 20 + depth: 8 + hits: 901 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 901 + raw fitness: 901.0000 + standardized fitness: 901.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (- (- perimeter + (/ convex + (exp (- (- eccentricity minor) + (+ perimeter major))))) extent) + (log (log minor))) minor) +=== BEST-OF-RUN === + current generation: 26 + generation: 25 + nodes: 20 + depth: 8 + hits: 901 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 901 + raw fitness: 901.0000 + standardized fitness: 901.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (- (- perimeter + (/ convex + (exp (- (- eccentricity minor) + (+ perimeter major))))) extent) + (log (log minor))) minor) +=== BEST-OF-RUN === + current generation: 27 + generation: 27 + nodes: 36 + depth: 9 + hits: 907 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 907 + raw fitness: 907.0000 + standardized fitness: 907.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (+ perimeter minor)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 28 + generation: 27 + nodes: 36 + depth: 9 + hits: 907 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 907 + raw fitness: 907.0000 + standardized fitness: 907.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (+ perimeter minor)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 29 + generation: 27 + nodes: 36 + depth: 9 + hits: 907 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 907 + raw fitness: 907.0000 + standardized fitness: 907.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (+ perimeter minor)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 30 + generation: 30 + nodes: 36 + depth: 9 + hits: 908 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 908 + raw fitness: 908.0000 + standardized fitness: 908.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (* major eccentricity)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 31 + generation: 30 + nodes: 36 + depth: 9 + hits: 908 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 908 + raw fitness: 908.0000 + standardized fitness: 908.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (* major eccentricity)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 32 + generation: 30 + nodes: 36 + depth: 9 + hits: 908 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 908 + raw fitness: 908.0000 + standardized fitness: 908.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (* major eccentricity)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 33 + generation: 30 + nodes: 36 + depth: 9 + hits: 908 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 908 + raw fitness: 908.0000 + standardized fitness: 908.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (* major eccentricity)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 34 + generation: 30 + nodes: 36 + depth: 9 + hits: 908 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 908 + raw fitness: 908.0000 + standardized fitness: 908.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (* major eccentricity)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 35 + generation: 30 + nodes: 36 + depth: 9 + hits: 908 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 908 + raw fitness: 908.0000 + standardized fitness: 908.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (* major eccentricity)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 36 + generation: 30 + nodes: 36 + depth: 9 + hits: 908 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 908 + raw fitness: 908.0000 + standardized fitness: 908.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (* major eccentricity)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 37 + generation: 30 + nodes: 36 + depth: 9 + hits: 908 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 908 + raw fitness: 908.0000 + standardized fitness: 908.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (* major eccentricity)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 38 + generation: 30 + nodes: 36 + depth: 9 + hits: 908 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 908 + raw fitness: 908.0000 + standardized fitness: 908.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (* major eccentricity)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 39 + generation: 30 + nodes: 36 + depth: 9 + hits: 908 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 908 + raw fitness: 908.0000 + standardized fitness: 908.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (* major eccentricity)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 40 + generation: 30 + nodes: 36 + depth: 9 + hits: 908 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 908 + raw fitness: 908.0000 + standardized fitness: 908.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (* major eccentricity)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 41 + generation: 30 + nodes: 36 + depth: 9 + hits: 908 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 908 + raw fitness: 908.0000 + standardized fitness: 908.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (* major eccentricity)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 42 + generation: 30 + nodes: 36 + depth: 9 + hits: 908 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 908 + raw fitness: 908.0000 + standardized fitness: 908.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (* major eccentricity)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 43 + generation: 30 + nodes: 36 + depth: 9 + hits: 908 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 908 + raw fitness: 908.0000 + standardized fitness: 908.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (* major eccentricity)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 44 + generation: 30 + nodes: 36 + depth: 9 + hits: 908 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 908 + raw fitness: 908.0000 + standardized fitness: 908.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (* major eccentricity)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 45 + generation: 30 + nodes: 36 + depth: 9 + hits: 908 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 908 + raw fitness: 908.0000 + standardized fitness: 908.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (* major eccentricity)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 46 + generation: 30 + nodes: 36 + depth: 9 + hits: 908 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 908 + raw fitness: 908.0000 + standardized fitness: 908.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (* major eccentricity)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 47 + generation: 30 + nodes: 36 + depth: 9 + hits: 908 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 908 + raw fitness: 908.0000 + standardized fitness: 908.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (* major eccentricity)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 48 + generation: 30 + nodes: 36 + depth: 9 + hits: 908 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 908 + raw fitness: 908.0000 + standardized fitness: 908.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (* major eccentricity)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 49 + generation: 30 + nodes: 36 + depth: 9 + hits: 908 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 908 + raw fitness: 908.0000 + standardized fitness: 908.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (* major eccentricity)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 50 + generation: 30 + nodes: 36 + depth: 9 + hits: 908 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 908 + raw fitness: 908.0000 + standardized fitness: 908.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (* major eccentricity)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) +=== BEST-OF-RUN === + current generation: 51 + generation: 30 + nodes: 36 + depth: 9 + hits: 908 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 908 + raw fitness: 908.0000 + standardized fitness: 908.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (+ extent + (- (/ (/ (* (log (log eccentricity)) + (* major minor)) + (log (- (- area major) + (* major eccentricity)))) + (+ (log -0.21330) + (log (/ (* convex convex) + (+ minor major))))) + (* eccentricity perimeter))))) diff --git a/PartB/90Cross10Mut2El/run_4/regress.prg b/PartB/90Cross10Mut2El/run_4/regress.prg new file mode 100644 index 0000000..e824f4f --- /dev/null +++ b/PartB/90Cross10Mut2El/run_4/regress.prg @@ -0,0 +1,1002 @@ +not starting from checkpoint file. +1000 fitness cases: + area = 15151.00000, perimeter = 496.19299, major_axis_length = 207.93149, minor_axis_length = 93.96302, eccentricity = 0.89207, convex_area = 15547.00000, extent = 0.76140, type = C + area = 11723.00000, perimeter = 432.74600, major_axis_length = 176.97508, minor_axis_length = 85.09567, eccentricity = 0.87681, convex_area = 12013.00000, extent = 0.66559, type = O + area = 10365.00000, perimeter = 416.33899, major_axis_length = 169.58658, minor_axis_length = 79.64149, eccentricity = 0.88287, convex_area = 10684.00000, extent = 0.59296, type = O + area = 16593.00000, perimeter = 524.83801, major_axis_length = 218.10382, minor_axis_length = 97.85260, eccentricity = 0.89371, convex_area = 16814.00000, extent = 0.59329, type = C + area = 13726.00000, perimeter = 484.24701, major_axis_length = 209.70306, minor_axis_length = 83.88441, eccentricity = 0.91651, convex_area = 13969.00000, extent = 0.55560, type = C + area = 11024.00000, perimeter = 414.85901, major_axis_length = 165.83214, minor_axis_length = 85.64083, eccentricity = 0.85633, convex_area = 11342.00000, extent = 0.63502, type = O + area = 14204.00000, perimeter = 489.44501, major_axis_length = 211.88388, minor_axis_length = 85.94508, eccentricity = 0.91404, convex_area = 14487.00000, extent = 0.68608, type = C + area = 12183.00000, perimeter = 450.66599, major_axis_length = 189.07367, minor_axis_length = 83.80859, eccentricity = 0.89639, convex_area = 12432.00000, extent = 0.81004, type = O + area = 12206.00000, perimeter = 441.28500, major_axis_length = 186.76031, minor_axis_length = 83.65755, eccentricity = 0.89406, convex_area = 12404.00000, extent = 0.59052, type = O + area = 12711.00000, perimeter = 459.61801, major_axis_length = 192.97462, minor_axis_length = 84.95108, eccentricity = 0.89789, convex_area = 13028.00000, extent = 0.58195, type = C + area = 15593.00000, perimeter = 512.42798, major_axis_length = 216.61571, minor_axis_length = 92.91002, eccentricity = 0.90334, convex_area = 16050.00000, extent = 0.77747, type = C + area = 12483.00000, perimeter = 437.40201, major_axis_length = 173.49197, minor_axis_length = 92.70434, eccentricity = 0.84527, convex_area = 12767.00000, extent = 0.77534, type = O + area = 11201.00000, perimeter = 423.28101, major_axis_length = 175.04016, minor_axis_length = 83.43684, eccentricity = 0.87908, convex_area = 11386.00000, extent = 0.59265, type = O + area = 11919.00000, perimeter = 435.26199, major_axis_length = 171.84518, minor_axis_length = 89.98161, eccentricity = 0.85195, convex_area = 12168.00000, extent = 0.61123, type = O + area = 9371.00000, perimeter = 401.89600, major_axis_length = 170.56949, minor_axis_length = 70.65042, eccentricity = 0.91018, convex_area = 9542.00000, extent = 0.77832, type = O + area = 9212.00000, perimeter = 384.59601, major_axis_length = 155.83997, minor_axis_length = 76.30696, eccentricity = 0.87192, convex_area = 9453.00000, extent = 0.65965, type = O + area = 13377.00000, perimeter = 472.96100, major_axis_length = 199.94078, minor_axis_length = 86.68287, eccentricity = 0.90113, convex_area = 13685.00000, extent = 0.79483, type = C + area = 12181.00000, perimeter = 434.81299, major_axis_length = 179.22531, minor_axis_length = 86.98540, eccentricity = 0.87432, convex_area = 12387.00000, extent = 0.72801, type = O + area 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extent = 0.58312, type = C + area = 12452.00000, perimeter = 445.07901, major_axis_length = 179.02614, minor_axis_length = 89.89113, eccentricity = 0.86480, convex_area = 12710.00000, extent = 0.61797, type = O + area = 12311.00000, perimeter = 450.33499, major_axis_length = 194.44675, minor_axis_length = 81.31934, eccentricity = 0.90835, convex_area = 12441.00000, extent = 0.55656, type = O + area = 15811.00000, perimeter = 514.37799, major_axis_length = 218.73137, minor_axis_length = 93.16438, eccentricity = 0.90476, convex_area = 16135.00000, extent = 0.81867, type = C + area = 11745.00000, perimeter = 426.76599, major_axis_length = 179.01527, minor_axis_length = 84.02514, eccentricity = 0.88300, convex_area = 11904.00000, extent = 0.68540, type = O + area = 11506.00000, perimeter = 433.70499, major_axis_length = 183.94098, minor_axis_length = 80.15775, eccentricity = 0.90005, convex_area = 11676.00000, extent = 0.71823, type = O + area = 11669.00000, perimeter = 432.09900, 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major_axis_length = 176.48048, minor_axis_length = 88.96030, eccentricity = 0.86366, convex_area = 12421.00000, extent = 0.62226, type = O + area = 11835.00000, perimeter = 418.71301, major_axis_length = 168.20982, minor_axis_length = 90.15866, eccentricity = 0.84422, convex_area = 12025.00000, extent = 0.66549, type = O + area = 13218.00000, perimeter = 454.99799, major_axis_length = 182.57840, minor_axis_length = 93.23714, eccentricity = 0.85978, convex_area = 13459.00000, extent = 0.73331, type = O + area = 10949.00000, perimeter = 414.27399, major_axis_length = 168.06389, minor_axis_length = 84.03284, eccentricity = 0.86602, convex_area = 11192.00000, extent = 0.61580, type = O + area = 10228.00000, perimeter = 403.89099, major_axis_length = 164.95042, minor_axis_length = 79.70547, eccentricity = 0.87551, convex_area = 10475.00000, extent = 0.64977, type = O + area = 13764.00000, perimeter = 479.47900, major_axis_length = 199.29568, minor_axis_length = 89.99371, eccentricity = 0.89224, convex_area = 14167.00000, extent = 0.77714, type = C + area = 15071.00000, perimeter = 494.13501, major_axis_length = 200.59483, minor_axis_length = 97.39329, eccentricity = 0.87422, convex_area = 15575.00000, extent = 0.68921, type = C + area = 10683.00000, perimeter = 408.28201, major_axis_length = 170.34517, minor_axis_length = 80.44706, eccentricity = 0.88146, convex_area = 10845.00000, extent = 0.68834, type = O + area = 11694.00000, perimeter = 431.38901, major_axis_length = 177.07016, minor_axis_length = 85.11002, eccentricity = 0.87691, convex_area = 11875.00000, extent = 0.68788, type = O + area = 10855.00000, perimeter = 417.31699, major_axis_length = 167.33801, minor_axis_length = 84.22980, eccentricity = 0.86408, convex_area = 11135.00000, extent = 0.60484, type = O + area = 13263.00000, perimeter = 474.49799, major_axis_length = 197.84290, minor_axis_length = 86.68632, eccentricity = 0.89890, convex_area = 13607.00000, extent = 0.56009, type = C + area = 10843.00000, perimeter = 412.36700, major_axis_length = 168.27451, minor_axis_length = 83.94273, eccentricity = 0.86669, convex_area = 11082.00000, extent = 0.78744, type = O + area = 14842.00000, perimeter = 505.72601, major_axis_length = 214.95474, minor_axis_length = 88.66093, eccentricity = 0.91097, convex_area = 15313.00000, extent = 0.54450, type = C + area = 13645.00000, perimeter = 454.61499, major_axis_length = 182.60464, minor_axis_length = 95.70824, eccentricity = 0.85164, convex_area = 13819.00000, extent = 0.62753, type = O + area = 12382.00000, perimeter = 453.60300, major_axis_length = 190.12862, minor_axis_length = 83.85017, eccentricity = 0.89750, convex_area = 12605.00000, extent = 0.63831, type = O + area = 11792.00000, perimeter = 443.91101, major_axis_length = 186.19724, minor_axis_length = 81.23109, eccentricity = 0.89982, convex_area = 12012.00000, extent = 0.62534, type = O + area = 14819.00000, perimeter = 497.83499, major_axis_length = 210.37468, minor_axis_length = 90.70985, eccentricity = 0.90226, convex_area = 15119.00000, extent = 0.59068, type = C + area = 14469.00000, perimeter = 484.46701, major_axis_length = 204.24918, minor_axis_length = 90.72005, eccentricity = 0.89595, convex_area = 14701.00000, extent = 0.65873, type = C + area = 14761.00000, perimeter = 499.51099, major_axis_length = 210.79877, minor_axis_length = 90.55553, eccentricity = 0.90303, convex_area = 15197.00000, extent = 0.65833, type = C + area = 13762.00000, perimeter = 481.76999, major_axis_length = 205.04079, minor_axis_length = 86.93547, eccentricity = 0.90567, convex_area = 14101.00000, extent = 0.75549, type = C + area = 10395.00000, perimeter = 403.01001, major_axis_length = 169.25749, minor_axis_length = 78.73082, eccentricity = 0.88523, convex_area = 10559.00000, extent = 0.59332, type = O + area = 14609.00000, perimeter = 490.24701, major_axis_length = 206.06227, minor_axis_length = 91.49974, eccentricity = 0.89601, convex_area = 14837.00000, extent = 0.71966, type = C + area = 14390.00000, perimeter = 497.91901, major_axis_length = 216.37560, minor_axis_length = 85.19570, eccentricity = 0.91922, convex_area = 14586.00000, extent = 0.53790, type = C + area = 11030.00000, perimeter = 417.48801, major_axis_length = 172.44844, minor_axis_length = 82.73074, eccentricity = 0.87741, convex_area = 11275.00000, extent = 0.65143, type = O + area = 13253.00000, perimeter = 473.44199, major_axis_length = 198.61066, minor_axis_length = 85.91887, eccentricity = 0.90159, convex_area = 13535.00000, extent = 0.68997, type = C + area = 13414.00000, perimeter = 459.28400, major_axis_length = 191.06317, minor_axis_length = 90.20984, eccentricity = 0.88152, convex_area = 13611.00000, extent = 0.76316, type = O + area = 11838.00000, perimeter = 440.25601, major_axis_length = 181.32327, minor_axis_length = 83.83839, eccentricity = 0.88669, convex_area = 12165.00000, extent = 0.60152, type = C + area = 11715.00000, perimeter = 429.16599, major_axis_length = 171.09964, minor_axis_length = 89.10729, eccentricity = 0.85368, convex_area = 12066.00000, extent = 0.64953, type = O + area = 10349.00000, perimeter = 408.07599, major_axis_length = 169.36772, minor_axis_length = 79.00407, eccentricity = 0.88454, convex_area = 10608.00000, extent = 0.65733, type = O + area = 12003.00000, perimeter = 433.52100, major_axis_length = 178.55038, minor_axis_length = 86.43273, eccentricity = 0.87502, convex_area = 12171.00000, extent = 0.76648, type = O + area = 16865.00000, perimeter = 517.74701, major_axis_length = 210.47945, minor_axis_length = 103.80494, eccentricity = 0.86993, convex_area = 17234.00000, extent = 0.65020, type = C + area = 14435.00000, perimeter = 491.90399, major_axis_length = 207.46263, minor_axis_length = 89.70563, eccentricity = 0.90168, convex_area = 14842.00000, extent = 0.57798, type = C + area = 12205.00000, perimeter = 438.35599, major_axis_length = 174.43573, minor_axis_length = 90.32648, eccentricity = 0.85549, convex_area = 12491.00000, extent = 0.61848, type = O + area = 11512.00000, perimeter = 427.56799, major_axis_length = 172.21010, minor_axis_length = 85.44306, eccentricity = 0.86823, convex_area = 11802.00000, extent = 0.69079, type = O + area = 11080.00000, perimeter = 424.76901, major_axis_length = 175.18169, minor_axis_length = 81.33550, eccentricity = 0.88568, convex_area = 11337.00000, extent = 0.58291, type = O + area = 13928.00000, perimeter = 479.72400, major_axis_length = 204.43028, minor_axis_length = 87.08270, eccentricity = 0.90473, convex_area = 14158.00000, extent = 0.56627, type = C + area = 12029.00000, perimeter = 441.73999, major_axis_length = 181.79628, minor_axis_length = 85.41960, eccentricity = 0.88274, convex_area = 12275.00000, extent = 0.59656, type = C + area = 14828.00000, perimeter = 494.28799, major_axis_length = 202.10315, minor_axis_length = 95.03462, eccentricity = 0.88254, convex_area = 15197.00000, extent = 0.59179, type = C + area = 11635.00000, perimeter = 449.30899, major_axis_length = 197.57065, minor_axis_length = 75.25814, eccentricity = 0.92461, convex_area = 11842.00000, extent = 0.52189, type = O + area = 12706.00000, perimeter = 463.45099, major_axis_length = 194.18146, minor_axis_length = 84.88486, eccentricity = 0.89939, convex_area = 13011.00000, extent = 0.79731, type = C + area = 9585.00000, perimeter = 397.72000, major_axis_length = 163.85312, minor_axis_length = 75.40806, eccentricity = 0.88781, convex_area = 9759.00000, extent = 0.72630, type = O + area = 12723.00000, perimeter = 465.94199, major_axis_length = 197.75232, minor_axis_length = 83.90300, eccentricity = 0.90553, convex_area = 12974.00000, extent = 0.68315, type = C + area = 14498.00000, perimeter = 496.54999, major_axis_length = 200.71027, minor_axis_length = 93.57654, eccentricity = 0.88467, convex_area = 15053.00000, extent = 0.65306, type = O + area = 11359.00000, perimeter = 420.87201, major_axis_length = 170.85472, minor_axis_length = 85.41528, eccentricity = 0.86607, convex_area = 11580.00000, extent = 0.61747, type = O + area = 12579.00000, perimeter = 445.88800, major_axis_length = 185.28030, minor_axis_length = 86.88208, eccentricity = 0.88324, convex_area = 12794.00000, extent = 0.65298, type = O + area = 11504.00000, perimeter = 432.44400, major_axis_length = 175.78508, minor_axis_length = 84.95903, eccentricity = 0.87545, convex_area = 11861.00000, extent = 0.58802, type = O + area = 12324.00000, perimeter = 465.66901, major_axis_length = 198.52171, minor_axis_length = 80.21651, eccentricity = 0.91473, convex_area = 12557.00000, extent = 0.64167, type = O + area = 15258.00000, perimeter = 505.16299, major_axis_length = 214.01933, minor_axis_length = 91.61250, eccentricity = 0.90375, convex_area = 15497.00000, extent = 0.57413, type = C diff --git a/PartB/90Cross10Mut2El/run_4/regress.stt b/PartB/90Cross10Mut2El/run_4/regress.stt new file mode 100644 index 0000000..17a6267 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_4/regress.stt @@ -0,0 +1,53 @@ +GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN +0 0 0.9588 0.9987 0.0000 18.071 3.425 14 5 27 4 0.9588 0.9987 0.0000 18.071 3.425 14 5 27 4 +1 0 0.9896 0.9987 0.0000 16.917 3.591 9 4 93 8 0.9742 0.9987 0.0000 17.494 3.508 9 4 27 4 +2 0 0.9898 0.9987 0.0000 16.483 3.739 9 4 49 7 0.9794 0.9987 0.0000 17.157 3.585 9 4 27 4 +3 0 0.9926 0.9987 0.0000 16.064 3.856 9 4 25 6 0.9827 0.9987 0.0000 16.884 3.653 9 4 27 4 +4 0 0.9919 0.9987 0.0000 15.750 3.967 9 4 57 10 0.9845 0.9987 0.0000 16.657 3.716 9 4 27 4 +5 0 0.9942 0.9987 0.0000 15.799 4.079 12 4 43 8 0.9861 0.9987 0.0000 16.514 3.776 12 4 27 4 +6 0 0.9940 0.9989 0.0000 15.569 4.158 51 11 75 9 0.9872 0.9989 0.0000 16.379 3.831 51 11 27 4 +7 0 0.9936 0.9989 0.0000 15.579 4.251 51 11 13 5 0.9880 0.9989 0.0000 16.279 3.883 51 11 27 4 +8 0 0.9932 0.9989 0.0000 15.500 4.307 51 11 7 3 0.9886 0.9989 0.0000 16.193 3.930 51 11 27 4 +9 0 0.9950 0.9989 0.0000 14.905 4.277 51 11 75 9 0.9892 0.9989 0.0000 16.064 3.965 51 11 27 4 +10 0 0.9941 0.9989 0.0000 14.560 4.271 51 11 14 5 0.9897 0.9989 0.0000 15.927 3.993 51 11 27 4 +11 0 0.9936 0.9989 0.0000 14.562 4.318 51 11 44 7 0.9900 0.9989 0.0000 15.813 4.020 51 11 27 4 +12 0 0.9946 0.9989 0.0000 14.546 4.367 51 11 7 3 0.9904 0.9989 0.0000 15.716 4.047 51 11 27 4 +13 0 0.9954 0.9989 0.0000 14.343 4.340 51 11 12 3 0.9907 0.9989 0.0000 15.618 4.068 51 11 27 4 +14 0 0.9946 0.9989 0.0000 13.754 4.274 51 11 40 10 0.9910 0.9989 0.0000 15.494 4.081 51 11 27 4 +15 0 0.9962 0.9989 0.0000 13.935 4.336 45 10 26 8 0.9913 0.9989 0.0000 15.396 4.097 45 10 27 4 +16 0 0.9952 0.9989 0.0000 13.858 4.324 45 10 67 15 0.9915 0.9989 0.0000 15.306 4.111 45 10 27 4 +17 0 0.9956 0.9989 0.0000 13.472 4.282 45 10 60 11 0.9917 0.9989 0.0000 15.204 4.120 45 10 27 4 +18 0 0.9940 0.9989 0.0000 13.209 4.215 45 10 23 6 0.9919 0.9989 0.0000 15.099 4.125 45 10 27 4 +19 0 0.9956 0.9989 0.0000 13.235 4.273 45 10 47 15 0.9920 0.9989 0.0000 15.006 4.133 45 10 27 4 +20 0 0.9951 0.9989 0.0000 12.792 4.220 45 10 58 10 0.9922 0.9989 0.0000 14.900 4.137 45 10 27 4 +21 0 0.9959 0.9989 0.0000 12.694 4.214 45 10 24 10 0.9924 0.9989 0.0000 14.800 4.140 45 10 27 4 +22 0 0.9957 0.9989 0.0000 12.449 4.174 45 10 54 13 0.9925 0.9989 0.0000 14.698 4.142 45 10 27 4 +23 0 0.9971 0.9989 0.0000 12.263 4.143 45 10 56 11 0.9927 0.9989 0.0000 14.596 4.142 45 10 27 4 +24 0 0.9943 0.9989 0.0000 12.035 4.105 45 10 26 9 0.9928 0.9989 0.0000 14.494 4.140 45 10 27 4 +25 0 0.9960 0.9989 0.0000 11.871 4.083 20 8 16 8 0.9929 0.9989 0.0000 14.393 4.138 20 8 27 4 +26 0 0.9969 0.9989 0.0000 11.714 4.031 20 8 13 5 0.9930 0.9989 0.0000 14.294 4.134 20 8 27 4 +27 0 0.9965 0.9989 0.0000 11.476 4.022 36 9 96 13 0.9932 0.9989 0.0000 14.193 4.130 36 9 27 4 +28 0 0.9970 0.9989 0.0000 11.161 3.978 36 9 29 8 0.9933 0.9989 0.0000 14.088 4.125 36 9 27 4 +29 0 0.9962 0.9989 0.0000 11.237 3.997 36 9 20 8 0.9934 0.9989 0.0000 13.993 4.121 36 9 27 4 +30 0 0.9968 0.9989 0.0000 11.104 3.950 36 9 40 9 0.9935 0.9989 0.0000 13.900 4.115 36 9 27 4 +31 0 0.9967 0.9989 0.0000 11.052 3.951 36 9 17 5 0.9936 0.9989 0.0000 13.811 4.110 36 9 27 4 +32 0 0.9951 0.9989 0.0000 10.699 3.849 36 9 12 5 0.9936 0.9989 0.0000 13.717 4.102 36 9 27 4 +33 0 0.9968 0.9989 0.0000 10.258 3.759 36 9 37 10 0.9937 0.9989 0.0000 13.615 4.092 36 9 27 4 +34 0 0.9969 0.9989 0.0000 9.931 3.674 36 9 15 4 0.9938 0.9989 0.0000 13.510 4.080 36 9 27 4 +35 0 0.9962 0.9989 0.0000 9.982 3.682 36 9 24 10 0.9939 0.9989 0.0000 13.412 4.069 36 9 27 4 +36 0 0.9958 0.9989 0.0000 9.764 3.608 36 9 13 5 0.9939 0.9989 0.0000 13.313 4.056 36 9 27 4 +37 0 0.9977 0.9989 0.0000 9.629 3.540 36 9 32 10 0.9940 0.9989 0.0000 13.216 4.043 36 9 27 4 +38 0 0.9966 0.9989 0.0000 9.628 3.545 36 9 28 9 0.9941 0.9989 0.0000 13.124 4.030 36 9 27 4 +39 0 0.9977 0.9989 0.0000 9.671 3.536 36 9 19 6 0.9942 0.9989 0.0000 13.038 4.018 36 9 27 4 +40 0 0.9973 0.9989 0.0000 9.691 3.511 36 9 33 10 0.9943 0.9989 0.0000 12.956 4.005 36 9 27 4 +41 0 0.9966 0.9989 0.0000 9.626 3.538 36 9 17 7 0.9943 0.9989 0.0000 12.877 3.994 36 9 27 4 +42 0 0.9966 0.9989 0.0000 9.382 3.476 36 9 11 4 0.9944 0.9989 0.0000 12.796 3.982 36 9 27 4 +43 0 0.9962 0.9989 0.0000 9.379 3.507 36 9 13 6 0.9944 0.9989 0.0000 12.718 3.971 36 9 27 4 +44 0 0.9971 0.9989 0.0000 8.960 3.403 36 9 31 9 0.9945 0.9989 0.0000 12.635 3.959 36 9 27 4 +45 0 0.9960 0.9989 0.0000 8.721 3.326 36 9 36 9 0.9945 0.9989 0.0000 12.550 3.945 36 9 27 4 +46 0 0.9962 0.9989 0.0000 8.609 3.284 36 9 7 3 0.9945 0.9989 0.0000 12.466 3.931 36 9 27 4 +47 0 0.9968 0.9989 0.0000 8.631 3.313 36 9 53 11 0.9946 0.9989 0.0000 12.386 3.918 36 9 27 4 +48 0 0.9962 0.9989 0.0000 8.552 3.269 36 9 17 7 0.9946 0.9989 0.0000 12.308 3.905 36 9 27 4 +49 0 0.9970 0.9989 0.0000 8.505 3.239 36 9 25 7 0.9947 0.9989 0.0000 12.232 3.892 36 9 27 4 +50 0 0.9972 0.9989 0.0000 8.462 3.242 36 9 55 13 0.9947 0.9989 0.0000 12.158 3.879 36 9 27 4 +51 0 0.9976 0.9989 0.0000 8.212 3.163 36 9 15 5 0.9948 0.9989 0.0000 12.082 3.865 36 9 27 4 diff --git a/PartB/90Cross10Mut2El/run_4/regress.sys b/PartB/90Cross10Mut2El/run_4/regress.sys new file mode 100644 index 0000000..bfe176e --- /dev/null +++ b/PartB/90Cross10Mut2El/run_4/regress.sys @@ -0,0 +1,205 @@ + +[ lil-gp Genetic Programming System. +[ Portions copyright (c) 1995 Michigan State University. All rights reserved. +[ kernel version 1.0; 11 July 1995. + + +initialization: + parameter database. + ephemeral random constants. + generation spaces. +updating function set(s): + set 0: removed. +building function set(s): + set 0: * / + - exp log area perimeter major minor eccentricity convex extent R + tree 0 uses function set 0. + function set complete. + no random number seed specfied; using 1104. +creating initial population(s): + 7268 trees were generated to fill the population of 5000 (5000 trees). + initial population(s) complete. + + +starting evolution. +no checkpointing will be done. +=== generation 0. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 1. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 2. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 3. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 4. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 5. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 6. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 7. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 8. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 9. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 10. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 11. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 12. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 13. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 14. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 15. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 16. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 17. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 18. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 19. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 20. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 21. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 22. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 23. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 24. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 25. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 26. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 27. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 28. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 29. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 30. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 31. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 32. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 33. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 34. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 35. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 36. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 37. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 38. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 39. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 40. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 41. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 42. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 43. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 44. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 45. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 46. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 47. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 48. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 49. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 50. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 51. + evaluation complete. (0s wall) + +SYSTEM STATISTICS + +------- memory ------- + allocated: 80203388 + freed: 80155388 + not freed: 48000 + max allocated: 2527367 + malloc'ed blocks: 844967 + realloc'ed blocks: 7 + free'ed blocks: 844961 + +------- time ------- + overall: 18s wall + evaluation: 14s wall + breeding: 4s wall + +------- generation spaces ------- + space 0 size: 200 + space 1 size: 100 + +------- ephemeral random constants ------- + used: 7925 + freed: 7925 + allocated: 5500 + blocks: 10 diff --git a/PartB/90Cross10Mut2El/run_5/regress.bst b/PartB/90Cross10Mut2El/run_5/regress.bst new file mode 100644 index 0000000..0d05883 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_5/regress.bst @@ -0,0 +1,26 @@ +=== BEST-OF-RUN === + generation: 48 + nodes: 44 + depth: 13 + hits: 900 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 900 + raw fitness: 900.0000 + standardized fitness: 900.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (* (/ (* (exp minor) convex) + (log (* (log (- (- (/ convex + (+ eccentricity + (* area area))) + (+ (/ minor eccentricity) major)) + (* (exp (/ convex + (* (- major 0.68855) convex))) major))) -0.16223))) area) + (log (+ (- perimeter minor) -0.19669)))) +TREE-equ: +y = (perimeter / ((((exp(minor) * convex) / log((log((((convex / (eccentricity + (area * area))) - ((minor / eccentricity) + major)) - (exp((convex / ((major - 0.68855) * convex))) * major))) * -0.16223))) * area) + log(((perimeter - minor) + -0.19669)))) diff --git a/PartB/90Cross10Mut2El/run_5/regress.fn b/PartB/90Cross10Mut2El/run_5/regress.fn new file mode 100644 index 0000000..f8b1df9 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_5/regress.fn @@ -0,0 +1,20 @@ +Hits: 2567, Total Size: 2810, Percent Hit: 91.352313 +CC: 1047 +CO: 82 +OO: 1520 +OC: 161 +Fitness: 0.998890 +Hits: 900 + + +y = (perimeter / ((((exp(minor) * convex) / log((log((((convex / (eccentricity + (area * area))) - ((minor / eccentricity) + major)) - (exp((convex / ((major - 0.68855) * convex))) * major))) * -0.16223))) * area) + log(((perimeter - minor) + -0.19669)))) + + (/ perimeter + (+ (* (/ (* (exp minor) convex) + (log (* (log (- (- (/ convex + (+ eccentricity + (* area area))) + (+ (/ minor eccentricity) major)) + (* (exp (/ convex + (* (- major 0.68855) convex))) major))) -0.16223))) area) + (log (+ (- perimeter minor) -0.19669)))) diff --git a/PartB/90Cross10Mut2El/run_5/regress.gen b/PartB/90Cross10Mut2El/run_5/regress.gen new file mode 100644 index 0000000..e69de29 diff --git a/PartB/90Cross10Mut2El/run_5/regress.his b/PartB/90Cross10Mut2El/run_5/regress.his new file mode 100644 index 0000000..a881fb5 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_5/regress.his @@ -0,0 +1,973 @@ +=== BEST-OF-RUN === + current generation: 0 + generation: 0 + nodes: 9 + depth: 3 + hits: 671 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 671 + raw fitness: 671.0000 + standardized fitness: 671.0000 + adjusted fitness: 0.9985 +TREE: + (* (log (/ extent perimeter)) + (log (/ -0.90555 eccentricity))) +=== BEST-OF-RUN === + current generation: 1 + generation: 0 + nodes: 9 + depth: 3 + hits: 671 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 671 + raw fitness: 671.0000 + standardized fitness: 671.0000 + adjusted fitness: 0.9985 +TREE: + (* (log (/ extent perimeter)) + (log (/ -0.90555 eccentricity))) +=== BEST-OF-RUN === + current generation: 2 + generation: 2 + nodes: 12 + depth: 6 + hits: 702 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 702 + raw fitness: 702.0000 + standardized fitness: 702.0000 + adjusted fitness: 0.9986 +TREE: + (log (* area + (exp (* (* (log eccentricity) + (/ minor major)) major)))) +=== BEST-OF-RUN === + current generation: 3 + generation: 2 + nodes: 12 + depth: 6 + hits: 702 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 702 + raw fitness: 702.0000 + standardized fitness: 702.0000 + adjusted fitness: 0.9986 +TREE: + (log (* area + (exp (* (* (log eccentricity) + (/ minor major)) major)))) +=== BEST-OF-RUN === + current generation: 4 + generation: 4 + nodes: 3 + depth: 1 + hits: 804 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 804 + raw fitness: 804.0000 + standardized fitness: 804.0000 + adjusted fitness: 0.9988 +TREE: + (+ -0.88961 eccentricity) +=== BEST-OF-RUN === + current generation: 5 + generation: 4 + nodes: 3 + depth: 1 + hits: 804 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 804 + raw fitness: 804.0000 + standardized fitness: 804.0000 + adjusted fitness: 0.9988 +TREE: + (+ -0.88961 eccentricity) +=== BEST-OF-RUN === + current generation: 6 + generation: 4 + nodes: 3 + depth: 1 + hits: 804 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 804 + raw fitness: 804.0000 + standardized fitness: 804.0000 + adjusted fitness: 0.9988 +TREE: + (+ -0.88961 eccentricity) +=== BEST-OF-RUN === + current generation: 7 + generation: 4 + nodes: 3 + depth: 1 + hits: 804 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 804 + raw fitness: 804.0000 + standardized fitness: 804.0000 + adjusted fitness: 0.9988 +TREE: + (+ -0.88961 eccentricity) +=== BEST-OF-RUN === + current generation: 8 + generation: 4 + nodes: 3 + depth: 1 + hits: 804 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 804 + raw fitness: 804.0000 + standardized fitness: 804.0000 + adjusted fitness: 0.9988 +TREE: + (+ -0.88961 eccentricity) +=== BEST-OF-RUN === + current generation: 9 + generation: 4 + nodes: 3 + depth: 1 + hits: 804 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 804 + raw fitness: 804.0000 + standardized fitness: 804.0000 + adjusted fitness: 0.9988 +TREE: + (+ -0.88961 eccentricity) +=== BEST-OF-RUN === + current generation: 10 + generation: 4 + nodes: 3 + depth: 1 + hits: 804 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 804 + raw fitness: 804.0000 + standardized fitness: 804.0000 + adjusted fitness: 0.9988 +TREE: + (+ -0.88961 eccentricity) +=== BEST-OF-RUN === + current generation: 11 + generation: 4 + nodes: 3 + depth: 1 + hits: 804 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 804 + raw fitness: 804.0000 + standardized fitness: 804.0000 + adjusted fitness: 0.9988 +TREE: + (+ -0.88961 eccentricity) +=== BEST-OF-RUN === + current generation: 12 + generation: 4 + nodes: 3 + depth: 1 + hits: 804 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 804 + raw fitness: 804.0000 + standardized fitness: 804.0000 + adjusted fitness: 0.9988 +TREE: + (+ -0.88961 eccentricity) +=== BEST-OF-RUN === + current generation: 13 + generation: 4 + nodes: 3 + depth: 1 + hits: 804 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 804 + raw fitness: 804.0000 + standardized fitness: 804.0000 + adjusted fitness: 0.9988 +TREE: + (+ -0.88961 eccentricity) +=== BEST-OF-RUN === + current generation: 14 + generation: 4 + nodes: 3 + depth: 1 + hits: 804 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 804 + raw fitness: 804.0000 + standardized fitness: 804.0000 + adjusted fitness: 0.9988 +TREE: + (+ -0.88961 eccentricity) +=== BEST-OF-RUN === + current generation: 15 + generation: 4 + nodes: 3 + depth: 1 + hits: 804 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 804 + raw fitness: 804.0000 + standardized fitness: 804.0000 + adjusted fitness: 0.9988 +TREE: + (+ -0.88961 eccentricity) +=== BEST-OF-RUN === + current generation: 16 + generation: 4 + nodes: 3 + depth: 1 + hits: 804 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 804 + raw fitness: 804.0000 + standardized fitness: 804.0000 + adjusted fitness: 0.9988 +TREE: + (+ -0.88961 eccentricity) +=== BEST-OF-RUN === + current generation: 17 + generation: 4 + nodes: 3 + depth: 1 + hits: 804 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 804 + raw fitness: 804.0000 + standardized fitness: 804.0000 + adjusted fitness: 0.9988 +TREE: + (+ -0.88961 eccentricity) +=== BEST-OF-RUN === + current generation: 18 + generation: 18 + nodes: 10 + depth: 3 + hits: 805 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 805 + raw fitness: 805.0000 + standardized fitness: 805.0000 + adjusted fitness: 0.9988 +TREE: + (+ (- eccentricity + (exp -0.11836)) + (/ (/ -0.70260 area) perimeter)) +=== BEST-OF-RUN === + current generation: 19 + generation: 18 + nodes: 10 + depth: 3 + hits: 805 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 805 + raw fitness: 805.0000 + standardized fitness: 805.0000 + adjusted fitness: 0.9988 +TREE: + (+ (- eccentricity + (exp -0.11836)) + (/ (/ -0.70260 area) perimeter)) +=== BEST-OF-RUN === + current generation: 20 + generation: 18 + nodes: 10 + depth: 3 + hits: 805 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 805 + raw fitness: 805.0000 + standardized fitness: 805.0000 + adjusted fitness: 0.9988 +TREE: + (+ (- eccentricity + (exp -0.11836)) + (/ (/ -0.70260 area) perimeter)) +=== BEST-OF-RUN === + current generation: 21 + generation: 18 + nodes: 10 + depth: 3 + hits: 805 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 805 + raw fitness: 805.0000 + standardized fitness: 805.0000 + adjusted fitness: 0.9988 +TREE: + (+ (- eccentricity + (exp -0.11836)) + (/ (/ -0.70260 area) perimeter)) +=== BEST-OF-RUN === + current generation: 22 + generation: 18 + nodes: 10 + depth: 3 + hits: 805 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 805 + raw fitness: 805.0000 + standardized fitness: 805.0000 + adjusted fitness: 0.9988 +TREE: + (+ (- eccentricity + (exp -0.11836)) + (/ (/ -0.70260 area) perimeter)) +=== BEST-OF-RUN === + current generation: 23 + generation: 23 + nodes: 8 + depth: 4 + hits: 816 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 816 + raw fitness: 816.0000 + standardized fitness: 816.0000 + adjusted fitness: 0.9988 +TREE: + (+ (- eccentricity + (/ (exp eccentricity) minor)) -0.86713) +=== BEST-OF-RUN === + current generation: 24 + generation: 23 + nodes: 8 + depth: 4 + hits: 816 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 816 + raw fitness: 816.0000 + standardized fitness: 816.0000 + adjusted fitness: 0.9988 +TREE: + (+ (- eccentricity + (/ (exp eccentricity) minor)) -0.86713) +=== BEST-OF-RUN === + current generation: 25 + generation: 23 + nodes: 8 + depth: 4 + hits: 816 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 816 + raw fitness: 816.0000 + standardized fitness: 816.0000 + adjusted fitness: 0.9988 +TREE: + (+ (- eccentricity + (/ (exp eccentricity) minor)) -0.86713) +=== BEST-OF-RUN === + current generation: 26 + generation: 23 + nodes: 8 + depth: 4 + hits: 816 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 816 + raw fitness: 816.0000 + standardized fitness: 816.0000 + adjusted fitness: 0.9988 +TREE: + (+ (- eccentricity + (/ (exp eccentricity) minor)) -0.86713) +=== BEST-OF-RUN === + current generation: 27 + generation: 23 + nodes: 8 + depth: 4 + hits: 816 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 816 + raw fitness: 816.0000 + standardized fitness: 816.0000 + adjusted fitness: 0.9988 +TREE: + (+ (- eccentricity + (/ (exp eccentricity) minor)) -0.86713) +=== BEST-OF-RUN === + current generation: 28 + generation: 23 + nodes: 8 + depth: 4 + hits: 816 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 816 + raw fitness: 816.0000 + standardized fitness: 816.0000 + adjusted fitness: 0.9988 +TREE: + (+ (- eccentricity + (/ (exp eccentricity) minor)) -0.86713) +=== BEST-OF-RUN === + current generation: 29 + generation: 23 + nodes: 8 + depth: 4 + hits: 816 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 816 + raw fitness: 816.0000 + standardized fitness: 816.0000 + adjusted fitness: 0.9988 +TREE: + (+ (- eccentricity + (/ (exp eccentricity) minor)) -0.86713) +=== BEST-OF-RUN === + current generation: 30 + generation: 23 + nodes: 8 + depth: 4 + hits: 816 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 816 + raw fitness: 816.0000 + standardized fitness: 816.0000 + adjusted fitness: 0.9988 +TREE: + (+ (- eccentricity + (/ (exp eccentricity) minor)) -0.86713) +=== BEST-OF-RUN === + current generation: 31 + generation: 23 + nodes: 8 + depth: 4 + hits: 816 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 816 + raw fitness: 816.0000 + standardized fitness: 816.0000 + adjusted fitness: 0.9988 +TREE: + (+ (- eccentricity + (/ (exp eccentricity) minor)) -0.86713) +=== BEST-OF-RUN === + current generation: 32 + generation: 23 + nodes: 8 + depth: 4 + hits: 816 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 816 + raw fitness: 816.0000 + standardized fitness: 816.0000 + adjusted fitness: 0.9988 +TREE: + (+ (- eccentricity + (/ (exp eccentricity) minor)) -0.86713) +=== BEST-OF-RUN === + current generation: 33 + generation: 23 + nodes: 8 + depth: 4 + hits: 816 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 816 + raw fitness: 816.0000 + standardized fitness: 816.0000 + adjusted fitness: 0.9988 +TREE: + (+ (- eccentricity + (/ (exp eccentricity) minor)) -0.86713) +=== BEST-OF-RUN === + current generation: 34 + generation: 34 + nodes: 39 + depth: 9 + hits: 835 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 835 + raw fitness: 835.0000 + standardized fitness: 835.0000 + adjusted fitness: 0.9988 +TREE: + (/ perimeter + (/ (- (* extent + (exp (- (+ perimeter perimeter) + (+ (- major + (* -0.50736 minor)) + (exp -0.28303))))) + (* (- (+ extent + (* eccentricity minor)) area) 0.16272)) + (- (log (exp (- (log minor) + (log (* -0.77628 major))))) extent))) +=== BEST-OF-RUN === + current generation: 35 + generation: 34 + nodes: 39 + depth: 9 + hits: 835 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 835 + raw fitness: 835.0000 + standardized fitness: 835.0000 + adjusted fitness: 0.9988 +TREE: + (/ perimeter + (/ (- (* extent + (exp (- (+ perimeter perimeter) + (+ (- major + (* -0.50736 minor)) + (exp -0.28303))))) + (* (- (+ extent + (* eccentricity minor)) area) 0.16272)) + (- (log (exp (- (log minor) + (log (* -0.77628 major))))) extent))) +=== BEST-OF-RUN === + current generation: 36 + generation: 36 + nodes: 7 + depth: 4 + hits: 853 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 853 + raw fitness: 853.0000 + standardized fitness: 853.0000 + adjusted fitness: 0.9988 +TREE: + (log (exp (* eccentricity + (* area -0.06959)))) +=== BEST-OF-RUN === + current generation: 37 + generation: 36 + nodes: 7 + depth: 4 + hits: 853 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 853 + raw fitness: 853.0000 + standardized fitness: 853.0000 + adjusted fitness: 0.9988 +TREE: + (log (exp (* eccentricity + (* area -0.06959)))) +=== BEST-OF-RUN === + current generation: 38 + generation: 36 + nodes: 7 + depth: 4 + hits: 853 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 853 + raw fitness: 853.0000 + standardized fitness: 853.0000 + adjusted fitness: 0.9988 +TREE: + (log (exp (* eccentricity + (* area -0.06959)))) +=== BEST-OF-RUN === + current generation: 39 + generation: 36 + nodes: 7 + depth: 4 + hits: 853 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 853 + raw fitness: 853.0000 + standardized fitness: 853.0000 + adjusted fitness: 0.9988 +TREE: + (log (exp (* eccentricity + (* area -0.06959)))) +=== BEST-OF-RUN === + current generation: 40 + generation: 36 + nodes: 7 + depth: 4 + hits: 853 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 853 + raw fitness: 853.0000 + standardized fitness: 853.0000 + adjusted fitness: 0.9988 +TREE: + (log (exp (* eccentricity + (* area -0.06959)))) +=== BEST-OF-RUN === + current generation: 41 + generation: 36 + nodes: 7 + depth: 4 + hits: 853 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 853 + raw fitness: 853.0000 + standardized fitness: 853.0000 + adjusted fitness: 0.9988 +TREE: + (log (exp (* eccentricity + (* area -0.06959)))) +=== BEST-OF-RUN === + current generation: 42 + generation: 36 + nodes: 7 + depth: 4 + hits: 853 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 853 + raw fitness: 853.0000 + standardized fitness: 853.0000 + adjusted fitness: 0.9988 +TREE: + (log (exp (* eccentricity + (* area -0.06959)))) +=== BEST-OF-RUN === + current generation: 43 + generation: 36 + nodes: 7 + depth: 4 + hits: 853 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 853 + raw fitness: 853.0000 + standardized fitness: 853.0000 + adjusted fitness: 0.9988 +TREE: + (log (exp (* eccentricity + (* area -0.06959)))) +=== BEST-OF-RUN === + current generation: 44 + generation: 36 + nodes: 7 + depth: 4 + hits: 853 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 853 + raw fitness: 853.0000 + standardized fitness: 853.0000 + adjusted fitness: 0.9988 +TREE: + (log (exp (* eccentricity + (* area -0.06959)))) +=== BEST-OF-RUN === + current generation: 45 + generation: 36 + nodes: 7 + depth: 4 + hits: 853 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 853 + raw fitness: 853.0000 + standardized fitness: 853.0000 + adjusted fitness: 0.9988 +TREE: + (log (exp (* eccentricity + (* area -0.06959)))) +=== BEST-OF-RUN === + current generation: 46 + generation: 36 + nodes: 7 + depth: 4 + hits: 853 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 853 + raw fitness: 853.0000 + standardized fitness: 853.0000 + adjusted fitness: 0.9988 +TREE: + (log (exp (* eccentricity + (* area -0.06959)))) +=== BEST-OF-RUN === + current generation: 47 + generation: 36 + nodes: 7 + depth: 4 + hits: 853 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 853 + raw fitness: 853.0000 + standardized fitness: 853.0000 + adjusted fitness: 0.9988 +TREE: + (log (exp (* eccentricity + (* area -0.06959)))) +=== BEST-OF-RUN === + current generation: 48 + generation: 48 + nodes: 44 + depth: 13 + hits: 900 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 900 + raw fitness: 900.0000 + standardized fitness: 900.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (* (/ (* (exp minor) convex) + (log (* (log (- (- (/ convex + (+ eccentricity + (* area area))) + (+ (/ minor eccentricity) major)) + (* (exp (/ convex + (* (- major 0.68855) convex))) major))) -0.16223))) area) + (log (+ (- perimeter minor) -0.19669)))) +=== BEST-OF-RUN === + current generation: 49 + generation: 48 + nodes: 44 + depth: 13 + hits: 900 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 900 + raw fitness: 900.0000 + standardized fitness: 900.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (* (/ (* (exp minor) convex) + (log (* (log (- (- (/ convex + (+ eccentricity + (* area area))) + (+ (/ minor eccentricity) major)) + (* (exp (/ convex + (* (- major 0.68855) convex))) major))) -0.16223))) area) + (log (+ (- perimeter minor) -0.19669)))) +=== BEST-OF-RUN === + current generation: 50 + generation: 48 + nodes: 44 + depth: 13 + hits: 900 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 900 + raw fitness: 900.0000 + standardized fitness: 900.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (* (/ (* (exp minor) convex) + (log (* (log (- (- (/ convex + (+ eccentricity + (* area area))) + (+ (/ minor eccentricity) major)) + (* (exp (/ convex + (* (- major 0.68855) convex))) major))) -0.16223))) area) + (log (+ (- perimeter minor) -0.19669)))) +=== BEST-OF-RUN === + current generation: 51 + generation: 48 + nodes: 44 + depth: 13 + hits: 900 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 900 + raw fitness: 900.0000 + standardized fitness: 900.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (* (/ (* (exp minor) convex) + (log (* (log (- (- (/ convex + (+ eccentricity + (* area area))) + (+ (/ minor eccentricity) major)) + (* (exp (/ convex + (* (- major 0.68855) convex))) major))) -0.16223))) area) + (log (+ (- perimeter minor) -0.19669)))) diff --git a/PartB/90Cross10Mut2El/run_5/regress.prg b/PartB/90Cross10Mut2El/run_5/regress.prg new file mode 100644 index 0000000..81c79b4 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_5/regress.prg @@ -0,0 +1,1002 @@ +not starting from checkpoint file. +1000 fitness cases: + area = 11719.00000, perimeter = 430.51199, major_axis_length = 175.51746, minor_axis_length = 86.51001, eccentricity = 0.87009, convex_area = 12000.00000, extent = 0.69931, type = O + area = 11051.00000, perimeter = 421.34799, major_axis_length = 166.91263, minor_axis_length = 85.74883, eccentricity = 0.85795, convex_area = 11421.00000, extent = 0.69333, type = O + area = 10901.00000, perimeter = 410.39001, major_axis_length = 174.69858, minor_axis_length = 79.86489, eccentricity = 0.88939, convex_area = 11038.00000, extent = 0.82696, type = O + area = 14022.00000, perimeter = 483.01901, major_axis_length = 204.48296, minor_axis_length = 88.56927, eccentricity = 0.90133, convex_area = 14358.00000, extent = 0.70473, type = C + area = 14968.00000, perimeter = 514.80103, major_axis_length = 220.22400, minor_axis_length = 87.73534, eccentricity = 0.91722, convex_area = 15438.00000, extent = 0.74092, type = C + area = 15007.00000, perimeter = 500.30701, major_axis_length = 210.71776, minor_axis_length = 92.17046, eccentricity = 0.89926, convex_area = 15431.00000, extent = 0.58077, type = C + area = 12135.00000, perimeter = 432.81299, major_axis_length = 180.87585, minor_axis_length = 86.05373, eccentricity = 0.87957, convex_area = 12304.00000, extent = 0.64305, type = O + area = 11396.00000, perimeter = 446.28299, major_axis_length = 192.23241, minor_axis_length = 76.52646, eccentricity = 0.91734, convex_area = 11692.00000, extent = 0.64515, type = C + area = 14489.00000, perimeter = 496.38501, major_axis_length = 210.03639, minor_axis_length = 88.53156, eccentricity = 0.90683, convex_area = 14843.00000, extent = 0.61535, type = C + area = 16559.00000, perimeter = 524.12903, major_axis_length = 223.63762, minor_axis_length = 94.94791, eccentricity = 0.90540, convex_area = 16961.00000, extent = 0.77509, type = C + area = 13928.00000, perimeter = 479.72400, major_axis_length = 204.43028, 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11.660 4.019 8 4 39 10 0.9924 0.9988 0.0000 14.021 4.041 8 4 49 6 +26 0 0.9972 0.9988 0.0000 11.493 3.973 8 4 47 11 0.9926 0.9988 0.0000 13.928 4.038 8 4 49 6 +27 0 0.9968 0.9988 0.0000 11.551 3.992 8 4 38 6 0.9928 0.9988 0.0000 13.843 4.036 8 4 49 6 +28 0 0.9960 0.9988 0.0000 11.121 3.932 8 4 17 5 0.9929 0.9988 0.0000 13.749 4.033 8 4 49 6 +29 0 0.9960 0.9988 0.0000 11.141 3.933 8 4 60 12 0.9930 0.9988 0.0000 13.662 4.030 8 4 49 6 +30 0 0.9972 0.9988 0.0000 11.015 3.917 8 4 74 17 0.9931 0.9988 0.0000 13.577 4.026 8 4 49 6 +31 0 0.9968 0.9988 0.0000 11.301 4.019 8 4 42 11 0.9932 0.9988 0.0000 13.506 4.026 8 4 49 6 +32 0 0.9960 0.9988 0.0000 11.479 4.034 8 4 72 16 0.9933 0.9988 0.0000 13.444 4.026 8 4 49 6 +33 0 0.9966 0.9988 0.0000 11.179 3.963 8 4 38 8 0.9934 0.9988 0.0000 13.377 4.024 8 4 49 6 +34 0 0.9970 0.9988 0.0000 10.894 3.921 39 9 47 11 0.9935 0.9988 0.0000 13.307 4.021 39 9 49 6 +35 0 0.9968 0.9988 0.0000 10.957 3.951 39 9 28 11 0.9936 0.9988 0.0000 13.241 4.019 39 9 49 6 +36 0 0.9962 0.9988 0.0000 10.715 3.887 7 4 45 12 0.9937 0.9988 0.0000 13.173 4.016 7 4 49 6 +37 0 0.9968 0.9988 0.0000 10.404 3.805 7 4 7 3 0.9938 0.9988 0.0000 13.100 4.010 7 4 49 6 +38 0 0.9962 0.9988 0.0000 10.203 3.759 7 4 32 8 0.9938 0.9988 0.0000 13.026 4.004 7 4 49 6 +39 0 0.9958 0.9988 0.0000 10.334 3.795 7 4 31 7 0.9939 0.9988 0.0000 12.959 3.998 7 4 49 6 +40 0 0.9964 0.9988 0.0000 9.906 3.686 7 4 28 10 0.9939 0.9988 0.0000 12.884 3.991 7 4 49 6 +41 0 0.9966 0.9988 0.0000 9.601 3.611 7 4 33 14 0.9940 0.9988 0.0000 12.806 3.982 7 4 49 6 +42 0 0.9972 0.9988 0.0000 9.602 3.613 7 4 14 6 0.9941 0.9988 0.0000 12.731 3.973 7 4 49 6 +43 0 0.9968 0.9988 0.0000 9.458 3.557 7 4 14 5 0.9941 0.9988 0.0000 12.657 3.964 7 4 49 6 +44 0 0.9968 0.9988 0.0000 9.264 3.482 7 4 41 10 0.9942 0.9988 0.0000 12.582 3.953 7 4 49 6 +45 0 0.9970 0.9988 0.0000 9.203 3.497 7 4 11 5 0.9943 0.9988 0.0000 12.508 3.943 7 4 49 6 +46 0 0.9972 0.9988 0.0000 9.107 3.480 7 4 18 6 0.9943 0.9988 0.0000 12.436 3.933 7 4 49 6 +47 0 0.9974 0.9988 0.0000 8.983 3.462 7 4 17 7 0.9944 0.9988 0.0000 12.364 3.924 7 4 49 6 +48 0 0.9978 0.9989 0.0000 8.836 3.420 44 13 21 7 0.9945 0.9989 0.0000 12.292 3.913 44 13 49 6 +49 0 0.9976 0.9989 0.0000 8.751 3.383 44 13 43 13 0.9945 0.9989 0.0000 12.221 3.903 44 13 49 6 +50 0 0.9972 0.9989 0.0000 8.849 3.389 44 13 11 6 0.9946 0.9989 0.0000 12.155 3.893 44 13 49 6 +51 0 0.9972 0.9989 0.0000 8.705 3.343 44 13 16 5 0.9946 0.9989 0.0000 12.089 3.882 44 13 49 6 diff --git a/PartB/90Cross10Mut2El/run_5/regress.sys b/PartB/90Cross10Mut2El/run_5/regress.sys new file mode 100644 index 0000000..a0a5bb7 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_5/regress.sys @@ -0,0 +1,205 @@ + +[ lil-gp Genetic Programming System. +[ Portions copyright (c) 1995 Michigan State University. All rights reserved. +[ kernel version 1.0; 11 July 1995. + + +initialization: + parameter database. + ephemeral random constants. + generation spaces. +updating function set(s): + set 0: removed. +building function set(s): + set 0: * / + - exp log area perimeter major minor eccentricity convex extent R + tree 0 uses function set 0. + function set complete. + no random number seed specfied; using 63. +creating initial population(s): + 7379 trees were generated to fill the population of 5000 (5000 trees). + initial population(s) complete. + + +starting evolution. +no checkpointing will be done. +=== generation 0. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 1. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 2. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 3. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 4. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 5. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 6. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 7. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 8. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 9. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 10. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 11. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 12. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 13. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 14. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 15. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 16. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 17. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 18. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 19. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 20. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 21. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 22. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 23. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 24. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 25. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 26. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 27. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 28. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 29. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 30. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 31. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 32. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 33. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 34. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 35. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 36. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 37. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 38. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 39. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 40. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 41. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 42. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 43. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 44. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 45. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 46. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 47. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 48. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 49. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 50. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 51. + evaluation complete. (1s wall) + +SYSTEM STATISTICS + +------- memory ------- + allocated: 80553902 + freed: 80505902 + not freed: 48000 + max allocated: 2563989 + malloc'ed blocks: 847316 + realloc'ed blocks: 7 + free'ed blocks: 847310 + +------- time ------- + overall: 18s wall + evaluation: 17s wall + breeding: 1s wall + +------- generation spaces ------- + space 0 size: 200 + space 1 size: 100 + +------- ephemeral random constants ------- + used: 8234 + freed: 8234 + allocated: 5500 + blocks: 10 diff --git a/PartB/90Cross10Mut2El/run_6/regress.bst b/PartB/90Cross10Mut2El/run_6/regress.bst new file mode 100644 index 0000000..af309ee --- /dev/null +++ b/PartB/90Cross10Mut2El/run_6/regress.bst @@ -0,0 +1,22 @@ +=== BEST-OF-RUN === + generation: 34 + nodes: 30 + depth: 12 + hits: 936 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 936 + raw fitness: 936.0000 + standardized fitness: 936.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (* (/ (- (log (* (* (+ (+ major eccentricity) + (log extent)) + (/ eccentricity + (log (- (- perimeter convex) major)))) eccentricity)) perimeter) + (log (- perimeter extent))) eccentricity) -0.01515)) +TREE-equ: +y = log(((((log(((((major + eccentricity) + log(extent)) * (eccentricity / log(((perimeter - convex) - major)))) * eccentricity)) - perimeter) / log((perimeter - extent))) * eccentricity) * -0.01515)) diff --git a/PartB/90Cross10Mut2El/run_6/regress.fn b/PartB/90Cross10Mut2El/run_6/regress.fn new file mode 100644 index 0000000..edb8726 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_6/regress.fn @@ -0,0 +1,16 @@ +Hits: 2587, Total Size: 2810, Percent Hit: 92.064057 +CC: 1030 +CO: 79 +OO: 1557 +OC: 144 +Fitness: 0.998933 +Hits: 936 + + +y = log(((((log(((((major + eccentricity) + log(extent)) * (eccentricity / log(((perimeter - convex) - major)))) * eccentricity)) - perimeter) / log((perimeter - extent))) * eccentricity) * -0.01515)) + + (log (* (* (/ (- (log (* (* (+ (+ major eccentricity) + (log extent)) + (/ eccentricity + (log (- (- perimeter convex) major)))) eccentricity)) perimeter) + (log (- perimeter extent))) eccentricity) -0.01515)) diff --git a/PartB/90Cross10Mut2El/run_6/regress.gen b/PartB/90Cross10Mut2El/run_6/regress.gen new file mode 100644 index 0000000..e69de29 diff --git a/PartB/90Cross10Mut2El/run_6/regress.his b/PartB/90Cross10Mut2El/run_6/regress.his new file mode 100644 index 0000000..24e0a66 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_6/regress.his @@ -0,0 +1,1215 @@ +=== BEST-OF-RUN === + current generation: 0 + generation: 0 + nodes: 59 + depth: 6 + hits: 645 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 645 + raw fitness: 645.0000 + standardized fitness: 645.0000 + adjusted fitness: 0.9985 +TREE: + (/ (exp (log (+ (exp (- perimeter area)) + (/ (exp perimeter) + (- extent perimeter))))) + (* (/ (/ (+ (log extent) + (+ minor minor)) + (* (exp major) + (exp perimeter))) + (- (- (+ eccentricity -0.79533) + (* eccentricity minor)) + (- (* eccentricity 0.01188) + (log major)))) + (* (log (/ (- perimeter area) + (/ extent area))) + (+ (log (exp extent)) + (log (/ perimeter perimeter)))))) +=== BEST-OF-RUN === + current generation: 1 + generation: 0 + nodes: 59 + depth: 6 + hits: 645 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 645 + raw fitness: 645.0000 + standardized fitness: 645.0000 + adjusted fitness: 0.9985 +TREE: + (/ (exp (log (+ (exp (- perimeter area)) + (/ (exp perimeter) + (- extent perimeter))))) + (* (/ (/ (+ (log extent) + (+ minor minor)) + (* (exp major) + (exp perimeter))) + (- (- (+ eccentricity -0.79533) + (* eccentricity minor)) + (- (* eccentricity 0.01188) + (log major)))) + (* (log (/ (- perimeter area) + (/ extent area))) + (+ (log (exp extent)) + (log (/ perimeter perimeter)))))) +=== BEST-OF-RUN === + current generation: 2 + generation: 2 + nodes: 11 + depth: 3 + hits: 724 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 724 + raw fitness: 724.0000 + standardized fitness: 724.0000 + adjusted fitness: 0.9986 +TREE: + (/ (/ (/ eccentricity extent) 0.64389) + (- (exp eccentricity) + (exp 0.89809))) +=== BEST-OF-RUN === + current generation: 3 + generation: 3 + nodes: 53 + depth: 9 + hits: 796 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 796 + raw fitness: 796.0000 + standardized fitness: 796.0000 + adjusted fitness: 0.9987 +TREE: + (/ (+ convex minor) + (log (+ (/ (* convex + (exp 0.07465)) + (+ (* (+ (+ (+ convex eccentricity) + (+ minor eccentricity)) + (exp (log area))) + (log (* (exp extent) + (- minor area)))) + (exp (* (+ (log convex) + (+ convex eccentricity)) + (+ (+ area perimeter) + (+ extent minor)))))) + (exp (/ (/ minor eccentricity) + (log eccentricity)))))) +=== BEST-OF-RUN === + current generation: 4 + generation: 3 + nodes: 53 + depth: 9 + hits: 796 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 796 + raw fitness: 796.0000 + standardized fitness: 796.0000 + adjusted fitness: 0.9987 +TREE: + (/ (+ convex minor) + (log (+ (/ (* convex + (exp 0.07465)) + (+ (* (+ (+ (+ convex eccentricity) + (+ minor eccentricity)) + (exp (log area))) + (log (* (exp extent) + (- minor area)))) + (exp (* (+ (log convex) + (+ convex eccentricity)) + (+ (+ area perimeter) + (+ extent minor)))))) + (exp (/ (/ minor eccentricity) + (log eccentricity)))))) +=== BEST-OF-RUN === + current generation: 5 + generation: 3 + nodes: 53 + depth: 9 + hits: 796 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 796 + raw fitness: 796.0000 + standardized fitness: 796.0000 + adjusted fitness: 0.9987 +TREE: + (/ (+ convex minor) + (log (+ (/ (* convex + (exp 0.07465)) + (+ (* (+ (+ (+ convex eccentricity) + (+ minor eccentricity)) + (exp (log area))) + (log (* (exp extent) + (- minor area)))) + (exp (* (+ (log convex) + (+ convex eccentricity)) + (+ (+ area perimeter) + (+ extent minor)))))) + (exp (/ (/ minor eccentricity) + (log eccentricity)))))) +=== BEST-OF-RUN === + current generation: 6 + generation: 3 + nodes: 53 + depth: 9 + hits: 796 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 796 + raw fitness: 796.0000 + standardized fitness: 796.0000 + adjusted fitness: 0.9987 +TREE: + (/ (+ convex minor) + (log (+ (/ (* convex + (exp 0.07465)) + (+ (* (+ (+ (+ convex eccentricity) + (+ minor eccentricity)) + (exp (log area))) + (log (* (exp extent) + (- minor area)))) + (exp (* (+ (log convex) + (+ convex eccentricity)) + (+ (+ area perimeter) + (+ extent minor)))))) + (exp (/ (/ minor eccentricity) + (log eccentricity)))))) +=== BEST-OF-RUN === + current generation: 7 + generation: 3 + nodes: 53 + depth: 9 + hits: 796 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 796 + raw fitness: 796.0000 + standardized fitness: 796.0000 + adjusted fitness: 0.9987 +TREE: + (/ (+ convex minor) + (log (+ (/ (* convex + (exp 0.07465)) + (+ (* (+ (+ (+ convex eccentricity) + (+ minor eccentricity)) + (exp (log area))) + (log (* (exp extent) + (- minor area)))) + (exp (* (+ (log convex) + (+ convex eccentricity)) + (+ (+ area perimeter) + (+ extent minor)))))) + (exp (/ (/ minor eccentricity) + (log eccentricity)))))) +=== BEST-OF-RUN === + current generation: 8 + generation: 8 + nodes: 25 + depth: 5 + hits: 881 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 881 + raw fitness: 881.0000 + standardized fitness: 881.0000 + adjusted fitness: 0.9989 +TREE: + (/ (+ (* (/ major perimeter) + (* 0.09254 0.18428)) + (/ (+ (- extent minor) + (* 0.97422 -0.38656)) + (- (log 0.44548) + (- perimeter convex)))) + (exp eccentricity)) +=== BEST-OF-RUN === + current generation: 9 + generation: 8 + nodes: 25 + depth: 5 + hits: 881 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 881 + raw fitness: 881.0000 + standardized fitness: 881.0000 + adjusted fitness: 0.9989 +TREE: + (/ (+ (* (/ major perimeter) + (* 0.09254 0.18428)) + (/ (+ (- extent minor) + (* 0.97422 -0.38656)) + (- (log 0.44548) + (- perimeter convex)))) + (exp eccentricity)) +=== BEST-OF-RUN === + current generation: 10 + generation: 8 + nodes: 25 + depth: 5 + hits: 881 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 881 + raw fitness: 881.0000 + standardized fitness: 881.0000 + adjusted fitness: 0.9989 +TREE: + (/ (+ (* (/ major perimeter) + (* 0.09254 0.18428)) + (/ (+ (- extent minor) + (* 0.97422 -0.38656)) + (- (log 0.44548) + (- perimeter convex)))) + (exp eccentricity)) +=== BEST-OF-RUN === + current generation: 11 + generation: 8 + nodes: 25 + depth: 5 + hits: 881 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 881 + raw fitness: 881.0000 + standardized fitness: 881.0000 + adjusted fitness: 0.9989 +TREE: + (/ (+ (* (/ major perimeter) + (* 0.09254 0.18428)) + (/ (+ (- extent minor) + (* 0.97422 -0.38656)) + (- (log 0.44548) + (- perimeter convex)))) + (exp eccentricity)) +=== BEST-OF-RUN === + current generation: 12 + generation: 8 + nodes: 25 + depth: 5 + hits: 881 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 881 + raw fitness: 881.0000 + standardized fitness: 881.0000 + adjusted fitness: 0.9989 +TREE: + (/ (+ (* (/ major perimeter) + (* 0.09254 0.18428)) + (/ (+ (- extent minor) + (* 0.97422 -0.38656)) + (- (log 0.44548) + (- perimeter convex)))) + (exp eccentricity)) +=== BEST-OF-RUN === + current generation: 13 + generation: 8 + nodes: 25 + depth: 5 + hits: 881 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 881 + raw fitness: 881.0000 + standardized fitness: 881.0000 + adjusted fitness: 0.9989 +TREE: + (/ (+ (* (/ major perimeter) + (* 0.09254 0.18428)) + (/ (+ (- extent minor) + (* 0.97422 -0.38656)) + (- (log 0.44548) + (- perimeter convex)))) + (exp eccentricity)) +=== BEST-OF-RUN === + current generation: 14 + generation: 14 + nodes: 29 + depth: 6 + hits: 911 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 911 + raw fitness: 911.0000 + standardized fitness: 911.0000 + adjusted fitness: 0.9989 +TREE: + (/ (+ (* (/ major perimeter) + (* 0.09254 0.18428)) + (/ (+ (- extent minor) + (log 0.12671)) + (- (+ (+ extent -0.12538) + (+ eccentricity extent)) + (- perimeter convex)))) + (exp eccentricity)) +=== BEST-OF-RUN === + current generation: 15 + generation: 14 + nodes: 29 + depth: 6 + hits: 911 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 911 + raw fitness: 911.0000 + standardized fitness: 911.0000 + adjusted fitness: 0.9989 +TREE: + (/ (+ (* (/ major perimeter) + (* 0.09254 0.18428)) + (/ (+ (- extent minor) + (log 0.12671)) + (- (+ (+ extent -0.12538) + (+ eccentricity extent)) + (- perimeter convex)))) + (exp eccentricity)) +=== BEST-OF-RUN === + current generation: 16 + generation: 14 + nodes: 29 + depth: 6 + hits: 911 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 911 + raw fitness: 911.0000 + standardized fitness: 911.0000 + adjusted fitness: 0.9989 +TREE: + (/ (+ (* (/ major perimeter) + (* 0.09254 0.18428)) + (/ (+ (- extent minor) + (log 0.12671)) + (- (+ (+ extent -0.12538) + (+ eccentricity extent)) + (- perimeter convex)))) + (exp eccentricity)) +=== BEST-OF-RUN === + current generation: 17 + generation: 14 + nodes: 29 + depth: 6 + hits: 911 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 911 + raw fitness: 911.0000 + standardized fitness: 911.0000 + adjusted fitness: 0.9989 +TREE: + (/ (+ (* (/ major perimeter) + (* 0.09254 0.18428)) + (/ (+ (- extent minor) + (log 0.12671)) + (- (+ (+ extent -0.12538) + (+ eccentricity extent)) + (- perimeter convex)))) + (exp eccentricity)) +=== BEST-OF-RUN === + current generation: 18 + generation: 18 + nodes: 28 + depth: 6 + hits: 912 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 912 + raw fitness: 912.0000 + standardized fitness: 912.0000 + adjusted fitness: 0.9989 +TREE: + (/ (+ (* (/ major perimeter) + (* 0.09254 0.18428)) + (/ (+ (- extent minor) + (log 0.12671)) + (- (+ (log eccentricity) + (+ eccentricity extent)) + (- perimeter convex)))) + (exp eccentricity)) +=== BEST-OF-RUN === + current generation: 19 + generation: 18 + nodes: 28 + depth: 6 + hits: 912 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 912 + raw fitness: 912.0000 + standardized fitness: 912.0000 + adjusted fitness: 0.9989 +TREE: + (/ (+ (* (/ major perimeter) + (* 0.09254 0.18428)) + (/ (+ (- extent minor) + (log 0.12671)) + (- (+ (log eccentricity) + (+ eccentricity extent)) + (- perimeter convex)))) + (exp eccentricity)) +=== BEST-OF-RUN === + current generation: 20 + generation: 18 + nodes: 28 + depth: 6 + hits: 912 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 912 + raw fitness: 912.0000 + standardized fitness: 912.0000 + adjusted fitness: 0.9989 +TREE: + (/ (+ (* (/ major perimeter) + (* 0.09254 0.18428)) + (/ (+ (- extent minor) + (log 0.12671)) + (- (+ (log eccentricity) + (+ eccentricity extent)) + (- perimeter convex)))) + (exp eccentricity)) +=== BEST-OF-RUN === + current generation: 21 + generation: 18 + nodes: 28 + depth: 6 + hits: 912 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 912 + raw fitness: 912.0000 + standardized fitness: 912.0000 + adjusted fitness: 0.9989 +TREE: + (/ (+ (* (/ major perimeter) + (* 0.09254 0.18428)) + (/ (+ (- extent minor) + (log 0.12671)) + (- (+ (log eccentricity) + (+ eccentricity extent)) + (- perimeter convex)))) + (exp eccentricity)) +=== BEST-OF-RUN === + current generation: 22 + generation: 18 + nodes: 28 + depth: 6 + hits: 912 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 912 + raw fitness: 912.0000 + standardized fitness: 912.0000 + adjusted fitness: 0.9989 +TREE: + (/ (+ (* (/ major perimeter) + (* 0.09254 0.18428)) + (/ (+ (- extent minor) + (log 0.12671)) + (- (+ (log eccentricity) + (+ eccentricity extent)) + (- perimeter convex)))) + (exp eccentricity)) +=== BEST-OF-RUN === + current generation: 23 + generation: 18 + nodes: 28 + depth: 6 + hits: 912 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 912 + raw fitness: 912.0000 + standardized fitness: 912.0000 + adjusted fitness: 0.9989 +TREE: + (/ (+ (* (/ major perimeter) + (* 0.09254 0.18428)) + (/ (+ (- extent minor) + (log 0.12671)) + (- (+ (log eccentricity) + (+ eccentricity extent)) + (- perimeter convex)))) + (exp eccentricity)) +=== BEST-OF-RUN === + current generation: 24 + generation: 18 + nodes: 28 + depth: 6 + hits: 912 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 912 + raw fitness: 912.0000 + standardized fitness: 912.0000 + adjusted fitness: 0.9989 +TREE: + (/ (+ (* (/ major perimeter) + (* 0.09254 0.18428)) + (/ (+ (- extent minor) + (log 0.12671)) + (- (+ (log eccentricity) + (+ eccentricity extent)) + (- perimeter convex)))) + (exp eccentricity)) +=== BEST-OF-RUN === + current generation: 25 + generation: 18 + nodes: 28 + depth: 6 + hits: 912 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 912 + raw fitness: 912.0000 + standardized fitness: 912.0000 + adjusted fitness: 0.9989 +TREE: + (/ (+ (* (/ major perimeter) + (* 0.09254 0.18428)) + (/ (+ (- extent minor) + (log 0.12671)) + (- (+ (log eccentricity) + (+ eccentricity extent)) + (- perimeter convex)))) + (exp eccentricity)) +=== BEST-OF-RUN === + current generation: 26 + generation: 18 + nodes: 28 + depth: 6 + hits: 912 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 912 + raw fitness: 912.0000 + standardized fitness: 912.0000 + adjusted fitness: 0.9989 +TREE: + (/ (+ (* (/ major perimeter) + (* 0.09254 0.18428)) + (/ (+ (- extent minor) + (log 0.12671)) + (- (+ (log eccentricity) + (+ eccentricity extent)) + (- perimeter convex)))) + (exp eccentricity)) +=== BEST-OF-RUN === + current generation: 27 + generation: 18 + nodes: 28 + depth: 6 + hits: 912 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 912 + raw fitness: 912.0000 + standardized fitness: 912.0000 + adjusted fitness: 0.9989 +TREE: + (/ (+ (* (/ major perimeter) + (* 0.09254 0.18428)) + (/ (+ (- extent minor) + (log 0.12671)) + (- (+ (log eccentricity) + (+ eccentricity extent)) + (- perimeter convex)))) + (exp eccentricity)) +=== BEST-OF-RUN === + current generation: 28 + generation: 18 + nodes: 28 + depth: 6 + hits: 912 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 912 + raw fitness: 912.0000 + standardized fitness: 912.0000 + adjusted fitness: 0.9989 +TREE: + (/ (+ (* (/ major perimeter) + (* 0.09254 0.18428)) + (/ (+ (- extent minor) + (log 0.12671)) + (- (+ (log eccentricity) + (+ eccentricity extent)) + (- perimeter convex)))) + (exp eccentricity)) +=== BEST-OF-RUN === + current generation: 29 + generation: 29 + nodes: 35 + depth: 15 + hits: 931 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 931 + raw fitness: 931.0000 + standardized fitness: 931.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (* (/ (- (log (* (* (- (- area convex) + (+ (log (/ minor + (/ 0.37836 + (+ area + (exp convex))))) + (exp -0.56925))) + (/ eccentricity extent)) eccentricity)) perimeter) + (log (- perimeter extent))) eccentricity) -0.01515)) +=== BEST-OF-RUN === + current generation: 30 + generation: 29 + nodes: 35 + depth: 15 + hits: 931 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 931 + raw fitness: 931.0000 + standardized fitness: 931.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (* (/ (- (log (* (* (- (- area convex) + (+ (log (/ minor + (/ 0.37836 + (+ area + (exp convex))))) + (exp -0.56925))) + (/ eccentricity extent)) eccentricity)) perimeter) + (log (- perimeter extent))) eccentricity) -0.01515)) +=== BEST-OF-RUN === + current generation: 31 + generation: 31 + nodes: 25 + depth: 10 + hits: 933 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 933 + raw fitness: 933.0000 + standardized fitness: 933.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (* (/ (- (log (* (* (+ (+ major eccentricity) + (log extent)) + (/ eccentricity extent)) eccentricity)) perimeter) + (log (- perimeter extent))) eccentricity) -0.01515)) +=== BEST-OF-RUN === + current generation: 32 + generation: 31 + nodes: 25 + depth: 10 + hits: 933 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 933 + raw fitness: 933.0000 + standardized fitness: 933.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (* (/ (- (log (* (* (+ (+ major eccentricity) + (log extent)) + (/ eccentricity extent)) eccentricity)) perimeter) + (log (- perimeter extent))) eccentricity) -0.01515)) +=== BEST-OF-RUN === + current generation: 33 + generation: 31 + nodes: 25 + depth: 10 + hits: 933 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 933 + raw fitness: 933.0000 + standardized fitness: 933.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (* (/ (- (log (* (* (+ (+ major eccentricity) + (log extent)) + (/ eccentricity extent)) eccentricity)) perimeter) + (log (- perimeter extent))) eccentricity) -0.01515)) +=== BEST-OF-RUN === + current generation: 34 + generation: 34 + nodes: 30 + depth: 12 + hits: 936 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 936 + raw fitness: 936.0000 + standardized fitness: 936.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (* (/ (- (log (* (* (+ (+ major eccentricity) + (log extent)) + (/ eccentricity + (log (- (- perimeter convex) major)))) eccentricity)) perimeter) + (log (- perimeter extent))) eccentricity) -0.01515)) +=== BEST-OF-RUN === + current generation: 35 + generation: 34 + nodes: 30 + depth: 12 + hits: 936 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 936 + raw fitness: 936.0000 + standardized fitness: 936.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (* (/ (- (log (* (* (+ (+ major eccentricity) + (log extent)) + (/ eccentricity + (log (- (- perimeter convex) major)))) eccentricity)) perimeter) + (log (- perimeter extent))) eccentricity) -0.01515)) +=== BEST-OF-RUN === + current generation: 36 + generation: 34 + nodes: 30 + depth: 12 + hits: 936 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 936 + raw fitness: 936.0000 + standardized fitness: 936.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (* (/ (- (log (* (* (+ (+ major eccentricity) + (log extent)) + (/ eccentricity + (log (- (- perimeter convex) major)))) eccentricity)) perimeter) + (log (- perimeter extent))) eccentricity) -0.01515)) +=== BEST-OF-RUN === + current generation: 37 + generation: 34 + nodes: 30 + depth: 12 + hits: 936 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 936 + raw fitness: 936.0000 + standardized fitness: 936.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (* (/ (- (log (* (* (+ (+ major eccentricity) + (log extent)) + (/ eccentricity + (log (- (- perimeter convex) major)))) eccentricity)) perimeter) + (log (- perimeter extent))) eccentricity) -0.01515)) +=== BEST-OF-RUN === + current generation: 38 + generation: 34 + nodes: 30 + depth: 12 + hits: 936 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 936 + raw fitness: 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eccentricity)) perimeter) + (log (- perimeter extent))) eccentricity) -0.01515)) +=== BEST-OF-RUN === + current generation: 43 + generation: 34 + nodes: 30 + depth: 12 + hits: 936 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 936 + raw fitness: 936.0000 + standardized fitness: 936.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (* (/ (- (log (* (* (+ (+ major eccentricity) + (log extent)) + (/ eccentricity + (log (- (- perimeter convex) major)))) eccentricity)) perimeter) + (log (- perimeter extent))) eccentricity) -0.01515)) +=== BEST-OF-RUN === + current generation: 44 + generation: 34 + nodes: 30 + depth: 12 + hits: 936 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 936 + raw fitness: 936.0000 + standardized fitness: 936.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (* (/ (- (log (* (* (+ (+ major eccentricity) + (log extent)) + (/ eccentricity + (log (- (- perimeter convex) major)))) eccentricity)) perimeter) + (log (- perimeter extent))) eccentricity) -0.01515)) +=== BEST-OF-RUN === + 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-- + hits: 936 + raw fitness: 936.0000 + standardized fitness: 936.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (* (/ (- (log (* (* (+ (+ major eccentricity) + (log extent)) + (/ eccentricity + (log (- (- perimeter convex) major)))) eccentricity)) perimeter) + (log (- perimeter extent))) eccentricity) -0.01515)) +=== BEST-OF-RUN === + current generation: 48 + generation: 34 + nodes: 30 + depth: 12 + hits: 936 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 936 + raw fitness: 936.0000 + standardized fitness: 936.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (* (/ (- (log (* (* (+ (+ major eccentricity) + (log extent)) + (/ eccentricity + (log (- (- perimeter convex) major)))) eccentricity)) perimeter) + (log (- perimeter extent))) eccentricity) -0.01515)) +=== BEST-OF-RUN === + current generation: 49 + generation: 34 + nodes: 30 + depth: 12 + hits: 936 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 936 + raw fitness: 936.0000 + standardized fitness: 936.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (* (/ (- (log (* (* (+ (+ major eccentricity) + (log extent)) + (/ eccentricity + (log (- (- perimeter convex) major)))) eccentricity)) perimeter) + (log (- perimeter extent))) eccentricity) -0.01515)) +=== BEST-OF-RUN === + current generation: 50 + generation: 34 + nodes: 30 + depth: 12 + hits: 936 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 936 + raw fitness: 936.0000 + standardized fitness: 936.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (* (/ (- (log (* (* (+ (+ major eccentricity) + (log extent)) + (/ eccentricity + (log (- (- perimeter convex) major)))) eccentricity)) perimeter) + (log (- perimeter extent))) eccentricity) -0.01515)) +=== BEST-OF-RUN === + current generation: 51 + generation: 34 + nodes: 30 + depth: 12 + hits: 936 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 936 + raw fitness: 936.0000 + standardized fitness: 936.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (* (/ (- (log (* (* (+ (+ major eccentricity) + (log extent)) + (/ eccentricity + (log (- (- perimeter convex) major)))) eccentricity)) perimeter) + (log (- perimeter extent))) eccentricity) -0.01515)) diff --git a/PartB/90Cross10Mut2El/run_6/regress.prg b/PartB/90Cross10Mut2El/run_6/regress.prg new file mode 100644 index 0000000..90200c7 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_6/regress.prg @@ -0,0 +1,1002 @@ +not starting from checkpoint file. +1000 fitness cases: + area = 13925.00000, perimeter = 478.29001, major_axis_length = 196.57477, minor_axis_length = 91.43114, eccentricity = 0.88525, convex_area = 14323.00000, extent = 0.66278, type = C + area = 11693.00000, perimeter = 424.50400, major_axis_length = 176.02406, minor_axis_length = 84.99132, eccentricity = 0.87571, convex_area = 11842.00000, extent = 0.60674, type = O + area = 10681.00000, perimeter = 421.25601, major_axis_length = 178.36945, minor_axis_length = 77.96081, eccentricity = 0.89943, convex_area = 10929.00000, extent = 0.55717, type = O + area = 15238.00000, perimeter = 496.87100, major_axis_length = 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extent = 0.57704, type = C + area = 13050.00000, perimeter = 467.52200, major_axis_length = 194.89885, minor_axis_length = 86.94762, eccentricity = 0.89497, convex_area = 13389.00000, extent = 0.61978, type = C + area = 9944.00000, perimeter = 407.36099, major_axis_length = 169.64474, minor_axis_length = 75.97414, eccentricity = 0.89411, convex_area = 10212.00000, extent = 0.55859, type = O + area = 10007.00000, perimeter = 391.45901, major_axis_length = 163.92862, minor_axis_length = 78.13725, eccentricity = 0.87909, convex_area = 10146.00000, extent = 0.80171, type = O + area = 10598.00000, perimeter = 411.47900, major_axis_length = 162.20229, minor_axis_length = 85.22141, eccentricity = 0.85085, convex_area = 10936.00000, extent = 0.59353, type = O + area = 14145.00000, perimeter = 486.60800, major_axis_length = 209.35321, minor_axis_length = 86.78947, eccentricity = 0.91002, convex_area = 14370.00000, extent = 0.76667, type = C + area = 11528.00000, perimeter = 433.34799, major_axis_length = 182.11395, minor_axis_length = 81.49728, eccentricity = 0.89428, convex_area = 11777.00000, extent = 0.78539, type = O + area = 14725.00000, perimeter = 472.90201, major_axis_length = 193.12355, minor_axis_length = 97.71609, eccentricity = 0.86255, convex_area = 15084.00000, extent = 0.63432, type = C + area = 13626.00000, perimeter = 469.34299, major_axis_length = 191.38023, minor_axis_length = 92.17392, eccentricity = 0.87638, convex_area = 13931.00000, extent = 0.60722, type = O + area = 14688.00000, perimeter = 507.16699, major_axis_length = 211.74338, minor_axis_length = 89.31245, eccentricity = 0.90669, convex_area = 15262.00000, extent = 0.64602, type = C + area = 15375.00000, perimeter = 515.42297, major_axis_length = 215.99930, minor_axis_length = 91.61694, eccentricity = 0.90559, convex_area = 15780.00000, extent = 0.59760, type = C + area = 11380.00000, perimeter = 423.61499, major_axis_length = 172.17389, minor_axis_length = 85.65730, eccentricity = 0.86746, convex_area = 11620.00000, extent = 0.67317, type = O + area = 14031.00000, perimeter = 494.26501, major_axis_length = 213.70952, minor_axis_length = 84.46609, eccentricity = 0.91858, convex_area = 14265.00000, extent = 0.73886, type = C + area = 14906.00000, perimeter = 497.82501, major_axis_length = 211.34190, minor_axis_length = 90.65295, eccentricity = 0.90333, convex_area = 15150.00000, extent = 0.59748, type = C + area = 10817.00000, perimeter = 403.99799, major_axis_length = 167.42336, minor_axis_length = 82.72127, eccentricity = 0.86941, convex_area = 10953.00000, extent = 0.78509, type = O + area = 14235.00000, perimeter = 505.84500, major_axis_length = 214.15660, minor_axis_length = 87.47984, eccentricity = 0.91276, convex_area = 14687.00000, extent = 0.68257, type = C + area = 14500.00000, perimeter = 495.10699, major_axis_length = 214.28784, minor_axis_length = 86.66111, eccentricity = 0.91458, convex_area = 14712.00000, extent = 0.58121, type = C + area = 12311.00000, perimeter = 446.17599, major_axis_length = 182.64903, minor_axis_length = 86.82935, eccentricity = 0.87978, convex_area = 12608.00000, extent = 0.69089, type = O + area = 14524.00000, perimeter = 480.21201, major_axis_length = 199.93301, minor_axis_length = 93.31210, eccentricity = 0.88441, convex_area = 14808.00000, extent = 0.61128, type = C + area = 15762.00000, perimeter = 507.64099, major_axis_length = 205.60056, minor_axis_length = 99.32085, eccentricity = 0.87558, convex_area = 16261.00000, extent = 0.66364, type = C diff --git a/PartB/90Cross10Mut2El/run_6/regress.stt b/PartB/90Cross10Mut2El/run_6/regress.stt new file mode 100644 index 0000000..ad4e6c0 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_6/regress.stt @@ -0,0 +1,53 @@ +GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN +0 0 0.9579 0.9985 0.0000 18.080 3.451 59 6 63 6 0.9579 0.9985 0.0000 18.080 3.451 59 6 63 6 +1 0 0.9907 0.9985 0.0000 16.735 3.597 59 6 58 7 0.9743 0.9985 0.0000 17.407 3.524 59 6 63 6 +2 0 0.9911 0.9986 0.0000 16.362 3.753 11 3 17 4 0.9799 0.9986 0.0000 17.059 3.600 11 3 63 6 +3 0 0.9928 0.9987 0.0000 16.128 3.899 53 9 29 5 0.9831 0.9987 0.0000 16.826 3.675 53 9 63 6 +4 0 0.9914 0.9987 0.0000 15.895 4.008 53 9 30 6 0.9848 0.9987 0.0000 16.640 3.742 53 9 63 6 +5 0 0.9928 0.9987 0.0000 15.747 4.087 53 9 62 8 0.9861 0.9987 0.0000 16.491 3.799 53 9 63 6 +6 0 0.9908 0.9987 0.0000 15.954 4.190 53 9 82 14 0.9868 0.9987 0.0000 16.414 3.855 53 9 63 6 +7 0 0.9940 0.9987 0.0000 15.706 4.211 53 9 24 5 0.9877 0.9987 0.0000 16.326 3.900 53 9 63 6 +8 0 0.9939 0.9989 0.0000 15.574 4.287 25 5 53 9 0.9884 0.9989 0.0000 16.242 3.943 25 5 63 6 +9 0 0.9920 0.9989 0.0000 15.047 4.263 25 5 9 3 0.9887 0.9989 0.0000 16.123 3.975 25 5 63 6 +10 0 0.9938 0.9989 0.0000 15.045 4.274 25 5 17 6 0.9892 0.9989 0.0000 16.025 4.002 25 5 63 6 +11 0 0.9942 0.9989 0.0000 14.788 4.308 25 5 32 8 0.9896 0.9989 0.0000 15.922 4.027 25 5 63 6 +12 0 0.9937 0.9989 0.0000 14.301 4.281 25 5 56 10 0.9899 0.9989 0.0000 15.797 4.047 25 5 63 6 +13 0 0.9954 0.9989 0.0000 14.178 4.305 25 5 54 15 0.9903 0.9989 0.0000 15.681 4.065 25 5 63 6 +14 0 0.9956 0.9989 0.0000 13.823 4.281 29 6 27 8 0.9907 0.9989 0.0000 15.558 4.080 29 6 63 6 +15 0 0.9954 0.9989 0.0000 13.445 4.223 29 6 44 10 0.9910 0.9989 0.0000 15.425 4.089 29 6 63 6 +16 0 0.9958 0.9989 0.0000 13.511 4.248 29 6 27 9 0.9913 0.9989 0.0000 15.313 4.098 29 6 63 6 +17 0 0.9945 0.9989 0.0000 13.411 4.229 29 6 67 17 0.9914 0.9989 0.0000 15.207 4.105 29 6 63 6 +18 0 0.9954 0.9989 0.0000 13.191 4.221 28 6 87 14 0.9917 0.9989 0.0000 15.101 4.111 28 6 63 6 +19 0 0.9954 0.9989 0.0000 12.773 4.155 28 6 46 11 0.9918 0.9989 0.0000 14.985 4.114 28 6 63 6 +20 0 0.9956 0.9989 0.0000 12.608 4.113 28 6 38 7 0.9920 0.9989 0.0000 14.872 4.113 28 6 63 6 +21 0 0.9958 0.9989 0.0000 12.437 4.103 28 6 18 7 0.9922 0.9989 0.0000 14.761 4.113 28 6 63 6 +22 0 0.9964 0.9989 0.0000 12.391 4.120 28 6 39 11 0.9924 0.9989 0.0000 14.658 4.113 28 6 63 6 +23 0 0.9962 0.9989 0.0000 12.759 4.230 28 6 36 8 0.9925 0.9989 0.0000 14.579 4.118 28 6 63 6 +24 0 0.9952 0.9989 0.0000 12.433 4.152 28 6 23 7 0.9927 0.9989 0.0000 14.493 4.120 28 6 63 6 +25 0 0.9960 0.9989 0.0000 12.021 4.064 28 6 63 12 0.9928 0.9989 0.0000 14.398 4.117 28 6 63 6 +26 0 0.9958 0.9989 0.0000 11.917 4.074 28 6 28 9 0.9929 0.9989 0.0000 14.306 4.116 28 6 63 6 +27 0 0.9974 0.9989 0.0000 11.541 4.019 28 6 37 8 0.9931 0.9989 0.0000 14.207 4.112 28 6 63 6 +28 0 0.9964 0.9989 0.0000 11.390 4.002 28 6 18 5 0.9932 0.9989 0.0000 14.110 4.109 28 6 63 6 +29 0 0.9964 0.9989 0.0000 11.243 3.954 35 15 11 5 0.9933 0.9989 0.0000 14.014 4.103 35 15 63 6 +30 0 0.9968 0.9989 0.0000 11.235 3.956 35 15 19 6 0.9934 0.9989 0.0000 13.925 4.099 35 15 63 6 +31 0 0.9970 0.9989 0.0000 11.247 3.978 25 10 35 10 0.9935 0.9989 0.0000 13.841 4.095 25 10 63 6 +32 0 0.9970 0.9989 0.0000 11.050 3.955 25 10 71 12 0.9936 0.9989 0.0000 13.757 4.091 25 10 63 6 +33 0 0.9968 0.9989 0.0000 11.003 3.956 25 10 31 7 0.9937 0.9989 0.0000 13.676 4.087 25 10 63 6 +34 0 0.9970 0.9989 0.0000 11.053 3.967 30 12 52 17 0.9938 0.9989 0.0000 13.601 4.083 30 12 63 6 +35 0 0.9966 0.9989 0.0000 11.035 3.954 30 12 19 5 0.9939 0.9989 0.0000 13.529 4.080 30 12 63 6 +36 0 0.9976 0.9989 0.0000 10.691 3.871 30 12 48 11 0.9940 0.9989 0.0000 13.453 4.074 30 12 63 6 +37 0 0.9970 0.9989 0.0000 10.625 3.841 30 12 57 11 0.9941 0.9989 0.0000 13.378 4.068 30 12 63 6 +38 0 0.9964 0.9989 0.0000 10.454 3.833 30 12 47 13 0.9941 0.9989 0.0000 13.303 4.062 30 12 63 6 +39 0 0.9972 0.9989 0.0000 10.169 3.729 30 12 5 2 0.9942 0.9989 0.0000 13.225 4.054 30 12 63 6 +40 0 0.9966 0.9989 0.0000 9.986 3.703 30 12 48 13 0.9943 0.9989 0.0000 13.146 4.045 30 12 63 6 +41 0 0.9970 0.9989 0.0000 10.117 3.753 30 12 32 11 0.9943 0.9989 0.0000 13.074 4.038 30 12 63 6 +42 0 0.9978 0.9989 0.0000 9.984 3.717 30 12 20 6 0.9944 0.9989 0.0000 13.002 4.031 30 12 63 6 +43 0 0.9976 0.9989 0.0000 9.957 3.718 30 12 25 10 0.9945 0.9989 0.0000 12.933 4.023 30 12 63 6 +44 0 0.9968 0.9989 0.0000 9.710 3.644 30 12 28 7 0.9945 0.9989 0.0000 12.861 4.015 30 12 63 6 +45 0 0.9970 0.9989 0.0000 9.677 3.646 30 12 11 6 0.9946 0.9989 0.0000 12.792 4.007 30 12 63 6 +46 0 0.9978 0.9989 0.0000 9.638 3.635 30 12 61 14 0.9947 0.9989 0.0000 12.725 3.999 30 12 63 6 +47 0 0.9974 0.9989 0.0000 9.508 3.618 30 12 27 11 0.9947 0.9989 0.0000 12.658 3.991 30 12 63 6 +48 0 0.9970 0.9989 0.0000 9.439 3.624 30 12 12 5 0.9948 0.9989 0.0000 12.592 3.984 30 12 63 6 +49 0 0.9972 0.9989 0.0000 9.221 3.560 30 12 29 7 0.9948 0.9989 0.0000 12.525 3.975 30 12 63 6 +50 0 0.9970 0.9989 0.0000 9.324 3.587 30 12 19 7 0.9949 0.9989 0.0000 12.462 3.968 30 12 63 6 +51 0 0.9964 0.9989 0.0000 9.369 3.610 30 12 37 12 0.9949 0.9989 0.0000 12.402 3.961 30 12 63 6 diff --git a/PartB/90Cross10Mut2El/run_6/regress.sys b/PartB/90Cross10Mut2El/run_6/regress.sys new file mode 100644 index 0000000..e0cf9bb --- /dev/null +++ b/PartB/90Cross10Mut2El/run_6/regress.sys @@ -0,0 +1,205 @@ + +[ lil-gp Genetic Programming System. +[ Portions copyright (c) 1995 Michigan State University. All rights reserved. +[ kernel version 1.0; 11 July 1995. + + +initialization: + parameter database. + ephemeral random constants. + generation spaces. +updating function set(s): + set 0: removed. +building function set(s): + set 0: * / + - exp log area perimeter major minor eccentricity convex extent R + tree 0 uses function set 0. + function set complete. + no random number seed specfied; using 126. +creating initial population(s): + 7313 trees were generated to fill the population of 5000 (5000 trees). + initial population(s) complete. + + +starting evolution. +no checkpointing will be done. +=== generation 0. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 1. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 2. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 3. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 4. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 5. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 6. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 7. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 8. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 9. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 10. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 11. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 12. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 13. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 14. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 15. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 16. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 17. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 18. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 19. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 20. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 21. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 22. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 23. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 24. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 25. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 26. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 27. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 28. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 29. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 30. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 31. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 32. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 33. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 34. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 35. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 36. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 37. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 38. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 39. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 40. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 41. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 42. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 43. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 44. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 45. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 46. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 47. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 48. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 49. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 50. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 51. + evaluation complete. (0s wall) + +SYSTEM STATISTICS + +------- memory ------- + allocated: 82079116 + freed: 82031116 + not freed: 48000 + max allocated: 2521390 + malloc'ed blocks: 845327 + realloc'ed blocks: 8 + free'ed blocks: 845321 + +------- time ------- + overall: 18s wall + evaluation: 18s wall + breeding: 0s wall + +------- generation spaces ------- + space 0 size: 300 + space 1 size: 100 + +------- ephemeral random constants ------- + used: 8138 + freed: 8138 + allocated: 5500 + blocks: 10 diff --git a/PartB/90Cross10Mut2El/run_7/regress.bst b/PartB/90Cross10Mut2El/run_7/regress.bst new file mode 100644 index 0000000..dcdfa06 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_7/regress.bst @@ -0,0 +1,23 @@ +=== BEST-OF-RUN === + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +TREE-equ: +y = (log(convex) / ((exp(0.82991) + eccentricity) - exp((perimeter / exp(((major / (minor * convex)) - (major / perimeter))))))) diff --git a/PartB/90Cross10Mut2El/run_7/regress.fn b/PartB/90Cross10Mut2El/run_7/regress.fn new file mode 100644 index 0000000..dea0ce5 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_7/regress.fn @@ -0,0 +1,17 @@ +Hits: 2570, Total Size: 2810, Percent Hit: 91.459075 +CC: 970 +CO: 193 +OO: 1600 +OC: 47 +Fitness: 0.998896 +Hits: 905 + + +y = (log(convex) / ((exp(0.82991) + eccentricity) - exp((perimeter / exp(((major / (minor * convex)) - (major / perimeter))))))) + + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) diff --git a/PartB/90Cross10Mut2El/run_7/regress.gen b/PartB/90Cross10Mut2El/run_7/regress.gen new file mode 100644 index 0000000..e69de29 diff --git a/PartB/90Cross10Mut2El/run_7/regress.his b/PartB/90Cross10Mut2El/run_7/regress.his new file mode 100644 index 0000000..9f55354 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_7/regress.his @@ -0,0 +1,1131 @@ +=== BEST-OF-RUN === + current generation: 0 + generation: 0 + nodes: 38 + depth: 5 + hits: 693 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 693 + raw fitness: 693.0000 + standardized fitness: 693.0000 + adjusted fitness: 0.9986 +TREE: + (/ (- (log (exp (log eccentricity))) + (log (exp (* area eccentricity)))) + (/ (/ (* (exp eccentricity) + (+ eccentricity convex)) + (exp (+ major perimeter))) + (* (/ (/ perimeter minor) + (- convex eccentricity)) + (- (* -0.56868 eccentricity) + (* convex -0.79970))))) +=== BEST-OF-RUN === + current generation: 1 + generation: 0 + nodes: 38 + depth: 5 + hits: 693 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 693 + raw fitness: 693.0000 + standardized fitness: 693.0000 + adjusted fitness: 0.9986 +TREE: + (/ (- (log (exp (log eccentricity))) + (log (exp (* area eccentricity)))) + (/ (/ (* (exp eccentricity) + (+ eccentricity convex)) + (exp (+ major perimeter))) + (* (/ (/ perimeter minor) + (- convex eccentricity)) + (- (* -0.56868 eccentricity) + (* convex -0.79970))))) +=== BEST-OF-RUN === + current generation: 2 + generation: 0 + nodes: 38 + depth: 5 + hits: 693 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 693 + raw fitness: 693.0000 + standardized fitness: 693.0000 + adjusted fitness: 0.9986 +TREE: + (/ (- (log (exp (log eccentricity))) + (log (exp (* area eccentricity)))) + (/ (/ (* (exp eccentricity) + (+ eccentricity convex)) + (exp (+ major perimeter))) + (* (/ (/ perimeter minor) + (- convex eccentricity)) + (- (* -0.56868 eccentricity) + (* convex -0.79970))))) +=== BEST-OF-RUN === + current generation: 3 + generation: 3 + nodes: 44 + depth: 8 + hits: 704 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 704 + raw fitness: 704.0000 + standardized fitness: 704.0000 + adjusted fitness: 0.9986 +TREE: + (* (* (/ (+ (* convex perimeter) + (+ perimeter area)) + (exp (+ (log (log (/ convex -0.68632))) + (+ perimeter major)))) area) + (* (- (+ (+ minor area) + (exp major)) + (log (* 0.33737 area))) + (- (* (log eccentricity) + (* eccentricity -0.41977)) + (log (* area area))))) +=== BEST-OF-RUN === + current generation: 4 + generation: 4 + nodes: 19 + depth: 8 + hits: 849 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 849 + raw fitness: 849.0000 + standardized fitness: 849.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ (/ major eccentricity) + (+ (exp (- (+ (+ perimeter 0.24552) + (+ perimeter + (exp extent))) major)) + (exp extent)))) +=== BEST-OF-RUN === + current generation: 5 + generation: 4 + nodes: 19 + depth: 8 + hits: 849 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 849 + raw fitness: 849.0000 + standardized fitness: 849.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ (/ major eccentricity) + (+ (exp (- (+ (+ perimeter 0.24552) + (+ perimeter + (exp extent))) major)) + (exp extent)))) +=== BEST-OF-RUN === + current generation: 6 + generation: 6 + nodes: 12 + depth: 6 + hits: 857 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 857 + raw fitness: 857.0000 + standardized fitness: 857.0000 + adjusted fitness: 0.9988 +TREE: + (log (log (log (- (log (+ major extent)) + (log (/ extent convex)))))) +=== BEST-OF-RUN === + current generation: 7 + generation: 6 + nodes: 12 + depth: 6 + hits: 857 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 857 + raw fitness: 857.0000 + standardized fitness: 857.0000 + adjusted fitness: 0.9988 +TREE: + (log (log (log (- (log (+ major extent)) + (log (/ extent convex)))))) +=== BEST-OF-RUN === + current generation: 8 + generation: 6 + nodes: 12 + depth: 6 + hits: 857 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 857 + raw fitness: 857.0000 + standardized fitness: 857.0000 + adjusted fitness: 0.9988 +TREE: + (log (log (log (- (log (+ major extent)) + (log (/ extent convex)))))) +=== BEST-OF-RUN === + current generation: 9 + generation: 6 + nodes: 12 + depth: 6 + hits: 857 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 857 + raw fitness: 857.0000 + standardized fitness: 857.0000 + adjusted fitness: 0.9988 +TREE: + (log (log (log (- (log (+ major extent)) + (log (/ extent convex)))))) +=== BEST-OF-RUN === + current generation: 10 + generation: 6 + nodes: 12 + depth: 6 + hits: 857 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 857 + raw fitness: 857.0000 + standardized fitness: 857.0000 + adjusted fitness: 0.9988 +TREE: + (log (log (log (- (log (+ major extent)) + (log (/ extent convex)))))) +=== BEST-OF-RUN === + current generation: 11 + generation: 11 + nodes: 18 + depth: 9 + hits: 859 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 859 + raw fitness: 859.0000 + standardized fitness: 859.0000 + adjusted fitness: 0.9988 +TREE: + (log (log (log (- (log (+ major + (+ (/ area + (* major convex)) -0.24662))) + (log (/ extent convex)))))) +=== BEST-OF-RUN === + current generation: 12 + generation: 11 + nodes: 18 + depth: 9 + hits: 859 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 859 + raw fitness: 859.0000 + standardized fitness: 859.0000 + adjusted fitness: 0.9988 +TREE: + (log (log (log (- (log (+ major + (+ (/ area + (* major convex)) -0.24662))) + (log (/ extent convex)))))) +=== BEST-OF-RUN === + current generation: 13 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 14 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 15 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 16 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 17 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 18 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 19 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 20 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 21 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 22 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 23 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 24 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 25 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 26 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 27 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 28 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 29 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 30 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 31 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 32 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 33 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 34 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 35 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 36 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 37 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 38 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 39 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 40 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 41 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 42 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 43 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 44 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 45 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 46 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 47 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 48 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 49 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 50 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) +=== BEST-OF-RUN === + current generation: 51 + generation: 13 + nodes: 21 + depth: 8 + hits: 905 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 905 + raw fitness: 905.0000 + standardized fitness: 905.0000 + adjusted fitness: 0.9989 +TREE: + (/ (log convex) + (- (+ (exp 0.82991) eccentricity) + (exp (/ perimeter + (exp (- (/ major + (* minor convex)) + (/ major perimeter))))))) diff --git a/PartB/90Cross10Mut2El/run_7/regress.prg b/PartB/90Cross10Mut2El/run_7/regress.prg new file mode 100644 index 0000000..a560930 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_7/regress.prg @@ -0,0 +1,1002 @@ +not starting from checkpoint file. +1000 fitness cases: + area = 16606.00000, perimeter = 516.36499, major_axis_length = 211.59421, minor_axis_length = 101.76991, eccentricity = 0.87674, convex_area = 17032.00000, extent = 0.70712, type = C + area = 11905.00000, perimeter = 433.25000, major_axis_length = 172.77060, minor_axis_length = 89.23660, eccentricity = 0.85629, convex_area = 12224.00000, extent = 0.73207, type = O + area = 14680.00000, perimeter = 495.44400, major_axis_length = 206.75375, minor_axis_length = 91.29646, eccentricity = 0.89723, convex_area = 15091.00000, extent = 0.61159, type = C + area = 13121.00000, perimeter = 456.77200, major_axis_length = 181.99808, minor_axis_length = 93.46143, eccentricity = 0.85807, convex_area = 13490.00000, extent = 0.62732, type = O + area = 11639.00000, perimeter = 432.38699, major_axis_length = 178.69485, minor_axis_length = 83.95451, eccentricity = 0.88276, convex_area = 11940.00000, extent = 0.59358, type = O + area = 11768.00000, perimeter = 433.48001, major_axis_length = 179.83427, minor_axis_length = 83.96474, eccentricity = 0.88431, convex_area = 11993.00000, extent = 0.75567, type = O + area = 9225.00000, perimeter = 387.82401, major_axis_length = 163.40498, minor_axis_length = 72.74552, eccentricity = 0.89544, convex_area = 9422.00000, extent = 0.58505, type = O + area = 9817.00000, perimeter = 407.74600, major_axis_length = 170.08865, minor_axis_length = 74.70611, eccentricity = 0.89838, convex_area = 10032.00000, extent = 0.58306, type = O + area = 10604.00000, perimeter = 425.92599, major_axis_length = 179.15118, minor_axis_length = 76.35169, eccentricity = 0.90464, convex_area = 10830.00000, extent = 0.57490, type = C + area = 14011.00000, perimeter = 493.87900, major_axis_length = 212.63031, minor_axis_length = 85.02821, eccentricity = 0.91656, convex_area = 14336.00000, extent = 0.62799, type = C + area = 13431.00000, perimeter = 482.53000, major_axis_length = 212.45061, minor_axis_length = 81.18548, eccentricity = 0.92411, convex_area = 13786.00000, extent = 0.77798, type = C + area = 13687.00000, perimeter = 481.74500, major_axis_length = 201.17458, minor_axis_length = 87.95718, eccentricity = 0.89936, convex_area = 13979.00000, extent = 0.69832, type = C + area = 14712.00000, perimeter = 496.03601, major_axis_length = 212.73993, minor_axis_length = 89.09264, eccentricity = 0.90808, convex_area = 14925.00000, extent = 0.73395, type = C + area = 10919.00000, perimeter = 428.70200, major_axis_length = 182.93265, minor_axis_length = 77.90177, eccentricity = 0.90479, convex_area = 11162.00000, extent = 0.60905, type = O + area = 13949.00000, perimeter = 479.40201, major_axis_length = 200.09514, minor_axis_length = 90.09469, eccentricity = 0.89290, convex_area = 14286.00000, extent = 0.58155, type = C + area = 10208.00000, perimeter = 394.53000, major_axis_length = 161.66724, minor_axis_length = 81.41670, eccentricity = 0.86393, convex_area = 10361.00000, extent = 0.66097, type = O + area = 13884.00000, perimeter = 491.61801, major_axis_length = 207.65437, minor_axis_length = 86.34349, eccentricity = 0.90945, convex_area = 14232.00000, extent = 0.54236, type = C + area = 10756.00000, perimeter = 420.08600, major_axis_length = 170.63708, minor_axis_length = 81.58212, eccentricity = 0.87830, convex_area = 10957.00000, extent = 0.59498, type = O + area = 9918.00000, perimeter = 398.95499, major_axis_length = 161.46761, minor_axis_length = 79.89353, eccentricity = 0.86901, convex_area = 10270.00000, extent = 0.62209, type = O + area = 10574.00000, perimeter = 398.68100, major_axis_length = 157.80840, minor_axis_length = 86.85959, eccentricity = 0.83489, convex_area = 10829.00000, extent = 0.69356, type = O + area = 14556.00000, perimeter = 487.41901, major_axis_length = 208.73126, minor_axis_length = 89.19512, eccentricity = 0.90410, convex_area = 14819.00000, extent = 0.77649, type = C + area = 13918.00000, perimeter = 489.04001, major_axis_length = 207.88174, 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minor_axis_length = 84.14797, eccentricity = 0.89046, convex_area = 12373.00000, extent = 0.64703, type = O + area = 11240.00000, perimeter = 426.64401, major_axis_length = 175.59412, minor_axis_length = 82.95659, eccentricity = 0.88137, convex_area = 11427.00000, extent = 0.60652, type = O + area = 12226.00000, perimeter = 436.22299, major_axis_length = 178.54475, minor_axis_length = 87.98953, eccentricity = 0.87013, convex_area = 12400.00000, extent = 0.61339, type = O + area = 11144.00000, perimeter = 427.12100, major_axis_length = 182.21642, minor_axis_length = 78.31834, eccentricity = 0.90292, convex_area = 11332.00000, extent = 0.68435, type = O + area = 11511.00000, perimeter = 439.51300, major_axis_length = 183.24234, minor_axis_length = 81.79848, eccentricity = 0.89484, convex_area = 11736.00000, extent = 0.57317, type = O + area = 13313.00000, perimeter = 470.90701, major_axis_length = 198.21494, minor_axis_length = 86.27213, eccentricity = 0.90031, convex_area = 13560.00000, extent = 0.57697, type = C + area = 13700.00000, perimeter = 455.62500, major_axis_length = 185.95854, minor_axis_length = 94.56549, eccentricity = 0.86104, convex_area = 13893.00000, extent = 0.61452, type = O + area = 14419.00000, perimeter = 491.67099, major_axis_length = 203.91235, minor_axis_length = 91.03685, eccentricity = 0.89481, convex_area = 14906.00000, extent = 0.62781, type = C + area = 14226.00000, perimeter = 491.38901, major_axis_length = 213.78671, minor_axis_length = 85.35412, eccentricity = 0.91684, convex_area = 14483.00000, extent = 0.66439, type = C + area = 10297.00000, perimeter = 397.12500, major_axis_length = 160.82759, minor_axis_length = 82.35851, eccentricity = 0.85893, convex_area = 10488.00000, extent = 0.78471, type = O + area = 11249.00000, perimeter = 423.09500, major_axis_length = 167.86301, minor_axis_length = 86.53877, eccentricity = 0.85687, convex_area = 11560.00000, extent = 0.61889, type = O + area = 18313.00000, perimeter = 538.49799, major_axis_length = 222.46425, minor_axis_length = 106.18475, eccentricity = 0.87873, convex_area = 18724.00000, extent = 0.62442, type = C + area = 10132.00000, perimeter = 398.67200, major_axis_length = 162.84520, minor_axis_length = 80.07436, eccentricity = 0.87075, convex_area = 10306.00000, extent = 0.66891, type = O + area = 9369.00000, perimeter = 396.76001, major_axis_length = 164.61722, minor_axis_length = 73.85871, eccentricity = 0.89370, convex_area = 9592.00000, extent = 0.65280, type = O + area = 12859.00000, perimeter = 462.87201, major_axis_length = 193.34184, minor_axis_length = 85.90899, eccentricity = 0.89586, convex_area = 13279.00000, extent = 0.70891, type = C + area = 9221.00000, perimeter = 387.09399, major_axis_length = 159.22450, minor_axis_length = 74.90333, eccentricity = 0.88244, convex_area = 9418.00000, extent = 0.76842, type = O + area = 11972.00000, perimeter = 433.09201, major_axis_length = 177.81424, minor_axis_length = 86.38818, eccentricity = 0.87405, convex_area = 12249.00000, extent = 0.71441, type = O + area = 11850.00000, perimeter = 434.62201, major_axis_length = 180.00145, minor_axis_length = 84.98845, eccentricity = 0.88152, convex_area = 12073.00000, extent = 0.79211, type = O + area = 13586.00000, perimeter = 467.02399, major_axis_length = 191.15112, minor_axis_length = 91.84377, eccentricity = 0.87701, convex_area = 13888.00000, extent = 0.79871, type = O + area = 16156.00000, perimeter = 495.71399, major_axis_length = 197.27431, minor_axis_length = 105.53798, eccentricity = 0.84486, convex_area = 16434.00000, extent = 0.70941, type = C + area = 13580.00000, perimeter = 460.54901, major_axis_length = 192.75961, minor_axis_length = 90.22404, eccentricity = 0.88369, convex_area = 13753.00000, extent = 0.79415, type = O + area = 9944.00000, perimeter = 407.36099, major_axis_length = 169.64474, minor_axis_length = 75.97414, eccentricity = 0.89411, convex_area = 10212.00000, extent = 0.55859, type = O + area = 14969.00000, perimeter = 515.09802, major_axis_length = 222.04485, minor_axis_length = 87.43668, eccentricity = 0.91920, convex_area = 15269.00000, extent = 0.54621, type = C + area = 12863.00000, perimeter = 457.19101, major_axis_length = 195.70039, minor_axis_length = 84.50079, eccentricity = 0.90198, convex_area = 13023.00000, extent = 0.80859, type = C + area = 11077.00000, perimeter = 427.66400, major_axis_length = 181.11687, minor_axis_length = 78.34978, eccentricity = 0.90159, convex_area = 11275.00000, extent = 0.55524, type = O + area = 15809.00000, perimeter = 521.49701, major_axis_length = 224.52165, minor_axis_length = 90.60512, eccentricity = 0.91496, convex_area = 16150.00000, extent = 0.56461, type = C + area = 13148.00000, perimeter = 481.72198, major_axis_length = 201.51889, minor_axis_length = 84.54153, eccentricity = 0.90775, convex_area = 13572.00000, extent = 0.62375, type = C + area = 12899.00000, perimeter = 472.26300, major_axis_length = 205.52055, minor_axis_length = 80.43336, eccentricity = 0.92024, convex_area = 13107.00000, extent = 0.58592, type = C + area = 10102.00000, perimeter = 411.80801, major_axis_length = 176.81377, minor_axis_length = 74.26673, eccentricity = 0.90751, convex_area = 10350.00000, extent = 0.57792, type = O + area = 11848.00000, perimeter = 432.36899, major_axis_length = 178.35080, minor_axis_length = 86.11731, eccentricity = 0.87570, convex_area = 12045.00000, extent = 0.60029, type = O + area = 13912.00000, perimeter = 480.84299, major_axis_length = 206.90704, minor_axis_length = 86.26382, eccentricity = 0.90894, convex_area = 14107.00000, extent = 0.80626, type = C + area = 12692.00000, perimeter = 448.06100, major_axis_length = 182.19318, minor_axis_length = 90.43366, eccentricity = 0.86812, convex_area = 12999.00000, extent = 0.73509, type = O + area = 15741.00000, perimeter = 523.77600, major_axis_length = 227.50233, minor_axis_length = 89.12435, eccentricity = 0.92007, convex_area = 15999.00000, extent = 0.56322, type = C + area = 13234.00000, perimeter = 472.35001, major_axis_length = 198.57501, minor_axis_length = 86.26437, eccentricity = 0.90071, convex_area = 13512.00000, extent = 0.74265, type = C + area = 11300.00000, perimeter = 415.47299, major_axis_length = 166.07297, minor_axis_length = 87.74008, eccentricity = 0.84904, convex_area = 11579.00000, extent = 0.61263, type = O + area = 13909.00000, perimeter = 475.61801, major_axis_length = 199.60727, minor_axis_length = 89.94420, eccentricity = 0.89272, convex_area = 14241.00000, extent = 0.72788, type = C + area = 13970.00000, perimeter = 494.65399, major_axis_length = 211.74269, minor_axis_length = 85.07025, eccentricity = 0.91574, convex_area = 14280.00000, extent = 0.69627, type = C + area = 13916.00000, perimeter = 478.87799, major_axis_length = 201.63968, minor_axis_length = 88.56097, eccentricity = 0.89839, convex_area = 14221.00000, extent = 0.60399, type = C + area = 13118.00000, perimeter = 480.08600, major_axis_length = 207.10904, minor_axis_length = 81.70571, eccentricity = 0.91889, convex_area = 13652.00000, extent = 0.56877, type = C + area = 12831.00000, perimeter = 452.72000, major_axis_length = 184.24652, minor_axis_length = 89.26257, eccentricity = 0.87481, convex_area = 13073.00000, extent = 0.61123, type = O + area = 14104.00000, perimeter = 467.80099, major_axis_length = 189.49490, minor_axis_length = 95.64701, eccentricity = 0.86327, convex_area = 14409.00000, extent = 0.78970, type = O + area = 10228.00000, perimeter = 403.89099, major_axis_length = 164.95042, minor_axis_length = 79.70547, eccentricity = 0.87551, convex_area = 10475.00000, extent = 0.64977, type = O + area = 15725.00000, perimeter = 515.25800, major_axis_length = 221.66010, minor_axis_length = 91.23172, eccentricity = 0.91137, convex_area = 16027.00000, extent = 0.60049, type = C + area = 13678.00000, perimeter = 472.12299, major_axis_length = 200.25354, minor_axis_length = 88.02669, eccentricity = 0.89821, convex_area = 13879.00000, extent = 0.57884, type = C + area = 13485.00000, perimeter = 471.57001, major_axis_length = 198.27264, minor_axis_length = 87.72729, eccentricity = 0.89679, convex_area = 13734.00000, extent = 0.57232, type = C + area = 13875.00000, perimeter = 490.83801, major_axis_length = 207.13223, minor_axis_length = 87.32526, eccentricity = 0.90679, convex_area = 14243.00000, extent = 0.57563, type = C + area = 16865.00000, perimeter = 517.74701, major_axis_length = 210.47945, minor_axis_length = 103.80494, eccentricity = 0.86993, convex_area = 17234.00000, extent = 0.65020, type = C + area = 12202.00000, perimeter = 442.36200, major_axis_length = 180.03778, minor_axis_length = 87.39918, eccentricity = 0.87426, convex_area = 12521.00000, extent = 0.77918, type = C + area = 12192.00000, perimeter = 428.59299, major_axis_length = 172.94958, minor_axis_length = 90.53119, eccentricity = 0.85205, convex_area = 12383.00000, extent = 0.74052, type = O + area = 11538.00000, perimeter = 418.66101, major_axis_length = 170.85091, minor_axis_length = 86.49840, eccentricity = 0.86237, convex_area = 11741.00000, extent = 0.71354, type = O + area = 13000.00000, perimeter = 460.37100, major_axis_length = 195.09875, minor_axis_length = 85.72265, eccentricity = 0.89830, convex_area = 13231.00000, extent = 0.58286, type = C + area = 10327.00000, perimeter = 403.39600, major_axis_length = 166.08113, minor_axis_length = 79.95890, eccentricity = 0.87648, convex_area = 10576.00000, extent = 0.62331, type = O + area = 12974.00000, perimeter = 460.41699, major_axis_length = 191.32578, minor_axis_length = 87.28571, eccentricity = 0.88987, convex_area = 13310.00000, extent = 0.67721, type = C + area = 11027.00000, perimeter = 422.38901, major_axis_length = 172.86743, minor_axis_length = 82.66507, eccentricity = 0.87825, convex_area = 11350.00000, extent = 0.78183, type = O + area = 15218.00000, perimeter = 508.13599, major_axis_length = 214.27707, minor_axis_length = 91.71027, eccentricity = 0.90378, convex_area = 15685.00000, extent = 0.66801, type = C + area = 12326.00000, perimeter = 444.06699, major_axis_length = 181.01143, minor_axis_length = 87.66717, eccentricity = 0.87489, convex_area = 12597.00000, extent = 0.67080, type = O + area = 12676.00000, perimeter = 437.95599, major_axis_length = 178.23711, minor_axis_length = 91.69775, eccentricity = 0.85751, convex_area = 12887.00000, extent = 0.69124, type = O + area = 11992.00000, perimeter = 431.15701, major_axis_length = 173.30000, minor_axis_length = 89.58514, eccentricity = 0.85602, convex_area = 12274.00000, extent = 0.77020, type = O + area = 13437.00000, perimeter = 476.11301, major_axis_length = 202.82048, minor_axis_length = 85.11242, eccentricity = 0.90769, convex_area = 13700.00000, extent = 0.78414, type = C + area = 11088.00000, perimeter = 421.15701, major_axis_length = 169.42094, minor_axis_length = 85.37567, eccentricity = 0.86375, convex_area = 11373.00000, extent = 0.75413, type = O + area = 11757.00000, perimeter = 441.24200, major_axis_length = 182.59586, minor_axis_length = 82.91640, eccentricity = 0.89095, convex_area = 11967.00000, extent = 0.60172, type = O diff --git a/PartB/90Cross10Mut2El/run_7/regress.stt b/PartB/90Cross10Mut2El/run_7/regress.stt new file mode 100644 index 0000000..cd688e3 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_7/regress.stt @@ -0,0 +1,53 @@ +GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN +0 0 0.9576 0.9986 0.0000 18.254 3.481 38 5 64 6 0.9576 0.9986 0.0000 18.254 3.481 38 5 64 6 +1 0 0.9897 0.9986 0.0000 16.772 3.617 38 5 40 7 0.9736 0.9986 0.0000 17.513 3.549 38 5 64 6 +2 0 0.9905 0.9986 0.0000 16.320 3.744 38 5 12 4 0.9793 0.9986 0.0000 17.115 3.614 38 5 64 6 +3 0 0.9937 0.9986 0.0000 16.053 3.893 44 8 10 4 0.9829 0.9986 0.0000 16.850 3.684 44 8 64 6 +4 0 0.9919 0.9988 0.0000 15.992 3.963 19 8 28 7 0.9847 0.9988 0.0000 16.678 3.740 19 8 64 6 +5 0 0.9939 0.9988 0.0000 15.912 4.016 19 8 35 9 0.9862 0.9988 0.0000 16.550 3.786 19 8 64 6 +6 0 0.9937 0.9988 0.0000 15.425 4.063 12 6 22 5 0.9873 0.9988 0.0000 16.390 3.825 12 6 64 6 +7 0 0.9937 0.9988 0.0000 15.000 4.069 12 6 80 15 0.9881 0.9988 0.0000 16.216 3.856 12 6 64 6 +8 0 0.9926 0.9988 0.0000 15.024 4.159 12 6 52 11 0.9886 0.9988 0.0000 16.084 3.889 12 6 64 6 +9 0 0.9949 0.9988 0.0000 14.702 4.172 12 6 10 4 0.9892 0.9988 0.0000 15.945 3.918 12 6 64 6 +10 0 0.9943 0.9988 0.0000 14.754 4.190 12 6 32 8 0.9897 0.9988 0.0000 15.837 3.942 12 6 64 6 +11 0 0.9935 0.9988 0.0000 14.705 4.231 18 9 58 7 0.9900 0.9988 0.0000 15.743 3.966 18 9 64 6 +12 0 0.9939 0.9988 0.0000 14.162 4.175 18 9 39 11 0.9903 0.9988 0.0000 15.621 3.982 18 9 64 6 +13 0 0.9947 0.9989 0.0000 13.031 3.998 21 8 42 13 0.9906 0.9989 0.0000 15.436 3.984 21 8 64 6 +14 0 0.9955 0.9989 0.0000 12.819 3.967 21 8 36 9 0.9910 0.9989 0.0000 15.262 3.982 21 8 64 6 +15 0 0.9949 0.9989 0.0000 12.902 4.047 21 8 45 10 0.9912 0.9989 0.0000 15.114 3.986 21 8 64 6 +16 0 0.9955 0.9989 0.0000 12.522 4.010 21 8 51 14 0.9915 0.9989 0.0000 14.962 3.988 21 8 64 6 +17 0 0.9947 0.9989 0.0000 12.442 4.027 21 8 28 9 0.9916 0.9989 0.0000 14.822 3.990 21 8 64 6 +18 0 0.9951 0.9989 0.0000 12.250 3.993 21 8 26 10 0.9918 0.9989 0.0000 14.686 3.990 21 8 64 6 +19 0 0.9955 0.9989 0.0000 12.029 3.928 21 8 12 5 0.9920 0.9989 0.0000 14.554 3.987 21 8 64 6 +20 0 0.9965 0.9989 0.0000 11.634 3.834 21 8 68 14 0.9922 0.9989 0.0000 14.415 3.980 21 8 64 6 +21 0 0.9969 0.9989 0.0000 11.648 3.843 21 8 14 5 0.9924 0.9989 0.0000 14.289 3.974 21 8 64 6 +22 0 0.9971 0.9989 0.0000 11.258 3.761 21 8 39 10 0.9926 0.9989 0.0000 14.157 3.964 21 8 64 6 +23 0 0.9971 0.9989 0.0000 11.374 3.793 21 8 32 11 0.9928 0.9989 0.0000 14.041 3.957 21 8 64 6 +24 0 0.9959 0.9989 0.0000 11.138 3.740 21 8 58 13 0.9930 0.9989 0.0000 13.925 3.949 21 8 64 6 +25 0 0.9967 0.9989 0.0000 10.396 3.635 21 8 20 5 0.9931 0.9989 0.0000 13.789 3.936 21 8 64 6 +26 0 0.9969 0.9989 0.0000 10.464 3.683 21 8 22 7 0.9932 0.9989 0.0000 13.666 3.927 21 8 64 6 +27 0 0.9971 0.9989 0.0000 10.384 3.679 21 8 40 8 0.9934 0.9989 0.0000 13.549 3.918 21 8 64 6 +28 0 0.9965 0.9989 0.0000 10.134 3.612 21 8 9 5 0.9935 0.9989 0.0000 13.431 3.908 21 8 64 6 +29 0 0.9969 0.9989 0.0000 10.206 3.660 21 8 44 12 0.9936 0.9989 0.0000 13.324 3.899 21 8 64 6 +30 0 0.9963 0.9989 0.0000 10.409 3.729 21 8 83 15 0.9937 0.9989 0.0000 13.230 3.894 21 8 64 6 +31 0 0.9965 0.9989 0.0000 10.514 3.771 21 8 33 9 0.9938 0.9989 0.0000 13.145 3.890 21 8 64 6 +32 0 0.9967 0.9989 0.0000 10.290 3.731 21 8 29 9 0.9939 0.9989 0.0000 13.058 3.885 21 8 64 6 +33 0 0.9957 0.9989 0.0000 10.324 3.788 21 8 43 11 0.9939 0.9989 0.0000 12.978 3.882 21 8 64 6 +34 0 0.9947 0.9989 0.0000 10.136 3.742 21 8 45 11 0.9939 0.9989 0.0000 12.897 3.878 21 8 64 6 +35 0 0.9969 0.9989 0.0000 9.850 3.658 21 8 39 14 0.9940 0.9989 0.0000 12.812 3.872 21 8 64 6 +36 0 0.9959 0.9989 0.0000 9.670 3.642 21 8 12 4 0.9941 0.9989 0.0000 12.727 3.866 21 8 64 6 +37 0 0.9965 0.9989 0.0000 9.522 3.603 21 8 15 6 0.9941 0.9989 0.0000 12.643 3.859 21 8 64 6 +38 0 0.9971 0.9989 0.0000 9.592 3.633 21 8 17 7 0.9942 0.9989 0.0000 12.564 3.853 21 8 64 6 +39 0 0.9967 0.9989 0.0000 9.293 3.552 21 8 13 5 0.9943 0.9989 0.0000 12.483 3.846 21 8 64 6 +40 0 0.9963 0.9989 0.0000 9.226 3.549 21 8 30 11 0.9943 0.9989 0.0000 12.403 3.839 21 8 64 6 +41 0 0.9971 0.9989 0.0000 8.918 3.450 21 8 21 6 0.9944 0.9989 0.0000 12.320 3.829 21 8 64 6 +42 0 0.9959 0.9989 0.0000 8.666 3.352 21 8 20 6 0.9944 0.9989 0.0000 12.235 3.818 21 8 64 6 +43 0 0.9959 0.9989 0.0000 8.775 3.379 21 8 15 5 0.9945 0.9989 0.0000 12.157 3.808 21 8 64 6 +44 0 0.9971 0.9989 0.0000 8.458 3.296 21 8 7 3 0.9945 0.9989 0.0000 12.074 3.797 21 8 64 6 +45 0 0.9963 0.9989 0.0000 8.403 3.299 21 8 8 4 0.9946 0.9989 0.0000 11.995 3.786 21 8 64 6 +46 0 0.9971 0.9989 0.0000 8.216 3.229 21 8 39 12 0.9946 0.9989 0.0000 11.914 3.774 21 8 64 6 +47 0 0.9973 0.9989 0.0000 8.103 3.192 21 8 17 6 0.9947 0.9989 0.0000 11.835 3.762 21 8 64 6 +48 0 0.9973 0.9989 0.0000 7.990 3.174 21 8 14 8 0.9947 0.9989 0.0000 11.756 3.750 21 8 64 6 +49 0 0.9963 0.9989 0.0000 7.856 3.119 21 8 45 12 0.9948 0.9989 0.0000 11.678 3.737 21 8 64 6 +50 0 0.9971 0.9989 0.0000 7.702 3.064 21 8 9 4 0.9948 0.9989 0.0000 11.600 3.724 21 8 64 6 +51 0 0.9973 0.9989 0.0000 7.593 3.034 21 8 7 3 0.9949 0.9989 0.0000 11.523 3.711 21 8 64 6 diff --git a/PartB/90Cross10Mut2El/run_7/regress.sys b/PartB/90Cross10Mut2El/run_7/regress.sys new file mode 100644 index 0000000..4c35b3d --- /dev/null +++ b/PartB/90Cross10Mut2El/run_7/regress.sys @@ -0,0 +1,205 @@ + +[ lil-gp Genetic Programming System. +[ Portions copyright (c) 1995 Michigan State University. All rights reserved. +[ kernel version 1.0; 11 July 1995. + + +initialization: + parameter database. + ephemeral random constants. + generation spaces. +updating function set(s): + set 0: removed. +building function set(s): + set 0: * / + - exp log area perimeter major minor eccentricity convex extent R + tree 0 uses function set 0. + function set complete. + no random number seed specfied; using 243. +creating initial population(s): + 7246 trees were generated to fill the population of 5000 (5000 trees). + initial population(s) complete. + + +starting evolution. +no checkpointing will be done. +=== generation 0. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 1. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 2. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 3. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 4. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 5. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 6. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 7. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 8. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 9. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 10. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 11. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 12. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 13. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 14. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 15. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 16. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 17. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 18. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 19. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 20. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 21. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 22. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 23. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 24. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 25. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 26. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 27. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 28. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 29. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 30. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 31. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 32. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 33. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 34. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 35. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 36. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 37. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 38. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 39. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 40. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 41. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 42. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 43. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 44. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 45. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 46. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 47. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 48. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 49. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 50. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 51. + evaluation complete. (1s wall) + +SYSTEM STATISTICS + +------- memory ------- + allocated: 77963969 + freed: 77915969 + not freed: 48000 + max allocated: 2530846 + malloc'ed blocks: 845496 + realloc'ed blocks: 7 + free'ed blocks: 845490 + +------- time ------- + overall: 18s wall + evaluation: 16s wall + breeding: 0s wall + +------- generation spaces ------- + space 0 size: 200 + space 1 size: 100 + +------- ephemeral random constants ------- + used: 8181 + freed: 8181 + allocated: 5500 + blocks: 10 diff --git a/PartB/90Cross10Mut2El/run_8/regress.bst b/PartB/90Cross10Mut2El/run_8/regress.bst new file mode 100644 index 0000000..27299da --- /dev/null +++ b/PartB/90Cross10Mut2El/run_8/regress.bst @@ -0,0 +1,22 @@ +=== BEST-OF-RUN === + generation: 36 + nodes: 22 + depth: 6 + hits: 909 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 909 + raw fitness: 909.0000 + standardized fitness: 909.0000 + adjusted fitness: 0.9989 +TREE: + (+ (exp (* (log (+ -0.63537 minor)) + (* (log (log minor)) eccentricity))) + (+ (/ perimeter perimeter) + (* (* -0.97826 + (log minor)) minor))) +TREE-equ: +y = (exp((log((-0.63537 + minor)) * (log(log(minor)) * eccentricity))) + ((perimeter / perimeter) + ((-0.97826 * log(minor)) * minor))) diff --git a/PartB/90Cross10Mut2El/run_8/regress.fn b/PartB/90Cross10Mut2El/run_8/regress.fn new file mode 100644 index 0000000..bb42d17 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_8/regress.fn @@ -0,0 +1,16 @@ +Hits: 2546, Total Size: 2810, Percent Hit: 90.604982 +CC: 1009 +CO: 104 +OO: 1537 +OC: 160 +Fitness: 0.998901 +Hits: 909 + + +y = (exp((log((-0.63537 + minor)) * (log(log(minor)) * eccentricity))) + ((perimeter / perimeter) + ((-0.97826 * log(minor)) * minor))) + + (+ (exp (* (log (+ -0.63537 minor)) + (* (log (log minor)) eccentricity))) + (+ (/ perimeter perimeter) + (* (* -0.97826 + (log minor)) minor))) diff --git a/PartB/90Cross10Mut2El/run_8/regress.gen b/PartB/90Cross10Mut2El/run_8/regress.gen new file mode 100644 index 0000000..e69de29 diff --git a/PartB/90Cross10Mut2El/run_8/regress.his b/PartB/90Cross10Mut2El/run_8/regress.his new file mode 100644 index 0000000..33f72cc --- /dev/null +++ b/PartB/90Cross10Mut2El/run_8/regress.his @@ -0,0 +1,1021 @@ +=== BEST-OF-RUN === + current generation: 0 + generation: 0 + nodes: 50 + depth: 5 + hits: 729 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 729 + raw fitness: 729.0000 + standardized fitness: 729.0000 + adjusted fitness: 0.9986 +TREE: + (/ (/ (log (+ (* -0.21509 minor) + (/ convex major))) + (* (/ (- extent minor) + (+ -0.87672 eccentricity)) + (/ (* major perimeter) + (log convex)))) + (* (+ (* (/ eccentricity perimeter) + (* perimeter minor)) + (exp (* -0.95981 0.71045))) + (* (/ (log eccentricity) + (- area area)) + (- (log minor) + (+ area eccentricity))))) +=== BEST-OF-RUN === + current generation: 1 + generation: 0 + nodes: 50 + depth: 5 + hits: 729 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 729 + raw fitness: 729.0000 + standardized fitness: 729.0000 + adjusted fitness: 0.9986 +TREE: + (/ (/ (log (+ (* -0.21509 minor) + (/ convex major))) + (* (/ (- extent minor) + (+ -0.87672 eccentricity)) + (/ (* major perimeter) + (log convex)))) + (* (+ (* (/ eccentricity perimeter) + (* perimeter minor)) + (exp (* -0.95981 0.71045))) + (* (/ (log eccentricity) + (- area area)) + (- (log minor) + (+ area eccentricity))))) +=== BEST-OF-RUN === + current generation: 2 + generation: 0 + nodes: 50 + depth: 5 + hits: 729 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 729 + raw fitness: 729.0000 + standardized fitness: 729.0000 + adjusted fitness: 0.9986 +TREE: + (/ (/ (log (+ (* -0.21509 minor) + (/ convex major))) + (* (/ (- extent minor) + (+ -0.87672 eccentricity)) + (/ (* major perimeter) + (log convex)))) + (* (+ (* (/ eccentricity perimeter) + (* perimeter minor)) + (exp (* -0.95981 0.71045))) + (* (/ (log eccentricity) + (- area area)) + (- (log minor) + (+ area eccentricity))))) +=== BEST-OF-RUN === + current generation: 3 + generation: 3 + nodes: 10 + depth: 5 + hits: 756 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 756 + raw fitness: 756.0000 + standardized fitness: 756.0000 + adjusted fitness: 0.9987 +TREE: + (log (log (log (/ (+ minor major) + (- major eccentricity))))) +=== BEST-OF-RUN === + current generation: 4 + generation: 4 + nodes: 3 + depth: 1 + hits: 762 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 762 + raw fitness: 762.0000 + standardized fitness: 762.0000 + adjusted fitness: 0.9987 +TREE: + (- eccentricity 0.88061) +=== BEST-OF-RUN === + current generation: 5 + generation: 4 + nodes: 3 + depth: 1 + hits: 762 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 762 + raw fitness: 762.0000 + standardized fitness: 762.0000 + adjusted fitness: 0.9987 +TREE: + (- eccentricity 0.88061) +=== BEST-OF-RUN === + current generation: 6 + generation: 6 + nodes: 13 + depth: 5 + hits: 785 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 785 + raw fitness: 785.0000 + standardized fitness: 785.0000 + adjusted fitness: 0.9987 +TREE: + (+ (exp (log (* (- major eccentricity) + (+ -0.44892 eccentricity)))) + (- eccentricity minor)) +=== BEST-OF-RUN === + current generation: 7 + generation: 6 + nodes: 13 + depth: 5 + hits: 785 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 785 + raw fitness: 785.0000 + standardized fitness: 785.0000 + adjusted fitness: 0.9987 +TREE: + (+ (exp (log (* (- major eccentricity) + (+ -0.44892 eccentricity)))) + (- eccentricity minor)) +=== BEST-OF-RUN === + current generation: 8 + generation: 6 + nodes: 13 + depth: 5 + hits: 785 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 785 + raw fitness: 785.0000 + standardized fitness: 785.0000 + adjusted fitness: 0.9987 +TREE: + (+ (exp (log (* (- major eccentricity) + (+ -0.44892 eccentricity)))) + (- eccentricity minor)) +=== BEST-OF-RUN === + current generation: 9 + generation: 6 + nodes: 13 + depth: 5 + hits: 785 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 785 + raw fitness: 785.0000 + standardized fitness: 785.0000 + adjusted fitness: 0.9987 +TREE: + (+ (exp (log (* (- major eccentricity) + (+ -0.44892 eccentricity)))) + (- eccentricity minor)) +=== BEST-OF-RUN === + current generation: 10 + generation: 6 + nodes: 13 + depth: 5 + hits: 785 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 785 + raw fitness: 785.0000 + standardized fitness: 785.0000 + adjusted fitness: 0.9987 +TREE: + (+ (exp (log (* (- major eccentricity) + (+ -0.44892 eccentricity)))) + (- eccentricity minor)) +=== BEST-OF-RUN === + current generation: 11 + generation: 6 + nodes: 13 + depth: 5 + hits: 785 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 785 + raw fitness: 785.0000 + standardized fitness: 785.0000 + adjusted fitness: 0.9987 +TREE: + (+ (exp (log (* (- major eccentricity) + (+ -0.44892 eccentricity)))) + (- eccentricity minor)) +=== BEST-OF-RUN === + current generation: 12 + generation: 6 + nodes: 13 + depth: 5 + hits: 785 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 785 + raw fitness: 785.0000 + standardized fitness: 785.0000 + adjusted fitness: 0.9987 +TREE: + (+ (exp (log (* (- major eccentricity) + (+ -0.44892 eccentricity)))) + (- eccentricity minor)) +=== BEST-OF-RUN === + current generation: 13 + generation: 6 + nodes: 13 + depth: 5 + hits: 785 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 785 + raw fitness: 785.0000 + standardized fitness: 785.0000 + adjusted fitness: 0.9987 +TREE: + (+ (exp (log (* (- major eccentricity) + (+ -0.44892 eccentricity)))) + (- eccentricity minor)) +=== BEST-OF-RUN === + current generation: 14 + generation: 6 + nodes: 13 + depth: 5 + hits: 785 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 785 + raw fitness: 785.0000 + standardized fitness: 785.0000 + adjusted fitness: 0.9987 +TREE: + (+ (exp (log (* (- major eccentricity) + (+ -0.44892 eccentricity)))) + (- eccentricity minor)) +=== BEST-OF-RUN === + current generation: 15 + generation: 6 + nodes: 13 + depth: 5 + hits: 785 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 785 + raw fitness: 785.0000 + standardized fitness: 785.0000 + adjusted fitness: 0.9987 +TREE: + (+ (exp (log (* (- major eccentricity) + (+ -0.44892 eccentricity)))) + (- eccentricity minor)) +=== BEST-OF-RUN === + current generation: 16 + generation: 6 + nodes: 13 + depth: 5 + hits: 785 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 785 + raw fitness: 785.0000 + standardized fitness: 785.0000 + adjusted fitness: 0.9987 +TREE: + (+ (exp (log (* (- major eccentricity) + (+ -0.44892 eccentricity)))) + (- eccentricity minor)) +=== BEST-OF-RUN === + current generation: 17 + generation: 6 + nodes: 13 + depth: 5 + hits: 785 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 785 + raw fitness: 785.0000 + standardized fitness: 785.0000 + adjusted fitness: 0.9987 +TREE: + (+ (exp (log (* (- major eccentricity) + (+ -0.44892 eccentricity)))) + (- eccentricity minor)) +=== BEST-OF-RUN === + current generation: 18 + generation: 6 + nodes: 13 + depth: 5 + hits: 785 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 785 + raw fitness: 785.0000 + standardized fitness: 785.0000 + adjusted fitness: 0.9987 +TREE: + (+ (exp (log (* (- major eccentricity) + (+ -0.44892 eccentricity)))) + (- eccentricity minor)) +=== BEST-OF-RUN === + current generation: 19 + generation: 6 + nodes: 13 + depth: 5 + hits: 785 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 785 + raw fitness: 785.0000 + standardized fitness: 785.0000 + adjusted fitness: 0.9987 +TREE: + (+ (exp (log (* (- major eccentricity) + (+ -0.44892 eccentricity)))) + (- eccentricity minor)) +=== BEST-OF-RUN === + current generation: 20 + generation: 6 + nodes: 13 + depth: 5 + hits: 785 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 785 + raw fitness: 785.0000 + standardized fitness: 785.0000 + adjusted fitness: 0.9987 +TREE: + (+ (exp (log (* (- major eccentricity) + (+ -0.44892 eccentricity)))) + (- eccentricity minor)) +=== BEST-OF-RUN === + current generation: 21 + generation: 6 + nodes: 13 + depth: 5 + hits: 785 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 785 + raw fitness: 785.0000 + standardized fitness: 785.0000 + adjusted fitness: 0.9987 +TREE: + (+ (exp (log (* (- major eccentricity) + (+ -0.44892 eccentricity)))) + (- eccentricity minor)) +=== BEST-OF-RUN === + current generation: 22 + generation: 6 + nodes: 13 + depth: 5 + hits: 785 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 785 + raw fitness: 785.0000 + standardized fitness: 785.0000 + adjusted fitness: 0.9987 +TREE: + (+ (exp (log (* (- major eccentricity) + (+ -0.44892 eccentricity)))) + (- eccentricity minor)) +=== BEST-OF-RUN === + current generation: 23 + generation: 6 + nodes: 13 + depth: 5 + hits: 785 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 785 + raw fitness: 785.0000 + standardized fitness: 785.0000 + adjusted fitness: 0.9987 +TREE: + (+ (exp (log (* (- major eccentricity) + (+ -0.44892 eccentricity)))) + (- eccentricity minor)) +=== BEST-OF-RUN === + current generation: 24 + generation: 24 + nodes: 3 + depth: 1 + hits: 792 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 792 + raw fitness: 792.0000 + standardized fitness: 792.0000 + adjusted fitness: 0.9987 +TREE: + (+ eccentricity -0.89006) +=== BEST-OF-RUN === + current generation: 25 + generation: 24 + nodes: 3 + depth: 1 + hits: 792 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 792 + raw fitness: 792.0000 + standardized fitness: 792.0000 + adjusted fitness: 0.9987 +TREE: + (+ eccentricity -0.89006) +=== BEST-OF-RUN === + current generation: 26 + generation: 24 + nodes: 3 + depth: 1 + hits: 792 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 792 + raw fitness: 792.0000 + standardized fitness: 792.0000 + adjusted fitness: 0.9987 +TREE: + (+ eccentricity -0.89006) +=== BEST-OF-RUN === + current generation: 27 + generation: 24 + nodes: 3 + depth: 1 + hits: 792 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 792 + raw fitness: 792.0000 + standardized fitness: 792.0000 + adjusted fitness: 0.9987 +TREE: + (+ eccentricity -0.89006) +=== BEST-OF-RUN === + current generation: 28 + generation: 24 + nodes: 3 + depth: 1 + hits: 792 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 792 + raw fitness: 792.0000 + standardized fitness: 792.0000 + adjusted fitness: 0.9987 +TREE: + (+ eccentricity -0.89006) +=== BEST-OF-RUN === + current generation: 29 + generation: 24 + nodes: 3 + depth: 1 + hits: 792 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 792 + raw fitness: 792.0000 + standardized fitness: 792.0000 + adjusted fitness: 0.9987 +TREE: + (+ eccentricity -0.89006) +=== BEST-OF-RUN === + current generation: 30 + generation: 24 + nodes: 3 + depth: 1 + hits: 792 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 792 + raw fitness: 792.0000 + standardized fitness: 792.0000 + adjusted fitness: 0.9987 +TREE: + (+ eccentricity -0.89006) +=== BEST-OF-RUN === + current generation: 31 + generation: 24 + nodes: 3 + depth: 1 + hits: 792 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 792 + raw fitness: 792.0000 + standardized fitness: 792.0000 + adjusted fitness: 0.9987 +TREE: + (+ eccentricity -0.89006) +=== BEST-OF-RUN === + current generation: 32 + generation: 24 + nodes: 3 + depth: 1 + hits: 792 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 792 + raw fitness: 792.0000 + standardized fitness: 792.0000 + adjusted fitness: 0.9987 +TREE: + (+ eccentricity -0.89006) +=== BEST-OF-RUN === + current generation: 33 + generation: 24 + nodes: 3 + depth: 1 + hits: 792 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 792 + raw fitness: 792.0000 + standardized fitness: 792.0000 + adjusted fitness: 0.9987 +TREE: + (+ eccentricity -0.89006) +=== BEST-OF-RUN === + current generation: 34 + generation: 24 + nodes: 3 + depth: 1 + hits: 792 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 792 + raw fitness: 792.0000 + standardized fitness: 792.0000 + adjusted fitness: 0.9987 +TREE: + (+ eccentricity -0.89006) +=== BEST-OF-RUN === + current generation: 35 + generation: 24 + nodes: 3 + depth: 1 + hits: 792 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 792 + raw fitness: 792.0000 + standardized fitness: 792.0000 + adjusted fitness: 0.9987 +TREE: + (+ eccentricity -0.89006) +=== BEST-OF-RUN === + current generation: 36 + generation: 36 + nodes: 22 + depth: 6 + hits: 909 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 909 + raw fitness: 909.0000 + standardized fitness: 909.0000 + adjusted fitness: 0.9989 +TREE: + (+ (exp (* (log (+ -0.63537 minor)) + (* (log (log minor)) eccentricity))) + (+ (/ perimeter perimeter) + (* (* -0.97826 + (log minor)) minor))) +=== BEST-OF-RUN === + current generation: 37 + generation: 36 + nodes: 22 + depth: 6 + hits: 909 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 909 + raw fitness: 909.0000 + standardized fitness: 909.0000 + adjusted fitness: 0.9989 +TREE: + (+ (exp (* (log (+ -0.63537 minor)) + (* (log (log minor)) eccentricity))) + (+ (/ perimeter perimeter) + (* (* -0.97826 + (log minor)) minor))) +=== BEST-OF-RUN === + current generation: 38 + generation: 36 + nodes: 22 + depth: 6 + hits: 909 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 909 + raw fitness: 909.0000 + standardized fitness: 909.0000 + adjusted fitness: 0.9989 +TREE: + (+ (exp (* (log (+ -0.63537 minor)) + (* (log (log minor)) eccentricity))) + (+ (/ perimeter perimeter) + (* (* -0.97826 + (log minor)) minor))) +=== BEST-OF-RUN === + current generation: 39 + generation: 36 + nodes: 22 + depth: 6 + hits: 909 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 909 + raw fitness: 909.0000 + standardized fitness: 909.0000 + adjusted fitness: 0.9989 +TREE: + (+ (exp (* (log (+ -0.63537 minor)) + (* (log (log minor)) eccentricity))) + (+ (/ perimeter perimeter) + (* (* -0.97826 + (log minor)) minor))) +=== BEST-OF-RUN === + current generation: 40 + generation: 36 + nodes: 22 + depth: 6 + hits: 909 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 909 + raw fitness: 909.0000 + standardized fitness: 909.0000 + adjusted fitness: 0.9989 +TREE: + (+ (exp (* (log (+ -0.63537 minor)) + (* (log (log minor)) eccentricity))) + (+ (/ perimeter perimeter) + (* (* -0.97826 + (log minor)) minor))) +=== BEST-OF-RUN === + current generation: 41 + generation: 36 + nodes: 22 + depth: 6 + hits: 909 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 909 + raw fitness: 909.0000 + standardized fitness: 909.0000 + adjusted fitness: 0.9989 +TREE: + (+ (exp (* (log (+ -0.63537 minor)) + (* (log (log minor)) eccentricity))) + (+ (/ perimeter perimeter) + (* (* -0.97826 + (log minor)) minor))) +=== BEST-OF-RUN === + current generation: 42 + generation: 36 + nodes: 22 + depth: 6 + hits: 909 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 909 + raw fitness: 909.0000 + standardized fitness: 909.0000 + adjusted fitness: 0.9989 +TREE: + (+ (exp (* (log (+ -0.63537 minor)) + (* (log (log minor)) eccentricity))) + (+ (/ perimeter perimeter) + (* (* -0.97826 + (log minor)) minor))) +=== BEST-OF-RUN === + current generation: 43 + generation: 36 + nodes: 22 + depth: 6 + hits: 909 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 909 + raw fitness: 909.0000 + standardized fitness: 909.0000 + adjusted fitness: 0.9989 +TREE: + (+ (exp (* (log (+ -0.63537 minor)) + (* (log (log minor)) eccentricity))) + (+ (/ perimeter perimeter) + (* (* -0.97826 + (log minor)) minor))) +=== BEST-OF-RUN === + current generation: 44 + generation: 36 + nodes: 22 + depth: 6 + hits: 909 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 909 + raw fitness: 909.0000 + standardized fitness: 909.0000 + adjusted fitness: 0.9989 +TREE: + (+ (exp (* (log (+ -0.63537 minor)) + (* (log (log minor)) eccentricity))) + (+ (/ perimeter perimeter) + (* (* -0.97826 + (log minor)) minor))) +=== BEST-OF-RUN === + current generation: 45 + generation: 36 + nodes: 22 + depth: 6 + hits: 909 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 909 + raw fitness: 909.0000 + standardized fitness: 909.0000 + adjusted fitness: 0.9989 +TREE: + (+ (exp (* (log (+ -0.63537 minor)) + (* (log (log minor)) eccentricity))) + (+ (/ perimeter perimeter) + (* (* -0.97826 + (log minor)) minor))) +=== BEST-OF-RUN === + current generation: 46 + generation: 36 + nodes: 22 + depth: 6 + hits: 909 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 909 + raw fitness: 909.0000 + standardized fitness: 909.0000 + adjusted fitness: 0.9989 +TREE: + (+ (exp (* (log (+ -0.63537 minor)) + (* (log (log minor)) eccentricity))) + (+ (/ perimeter perimeter) + (* (* -0.97826 + (log minor)) minor))) +=== BEST-OF-RUN === + current generation: 47 + generation: 36 + nodes: 22 + depth: 6 + hits: 909 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 909 + raw fitness: 909.0000 + standardized fitness: 909.0000 + adjusted fitness: 0.9989 +TREE: + (+ (exp (* (log (+ -0.63537 minor)) + (* (log (log minor)) eccentricity))) + (+ (/ perimeter perimeter) + (* (* -0.97826 + (log minor)) minor))) +=== BEST-OF-RUN === + current generation: 48 + generation: 36 + nodes: 22 + depth: 6 + hits: 909 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 909 + raw fitness: 909.0000 + standardized fitness: 909.0000 + adjusted fitness: 0.9989 +TREE: + (+ (exp (* (log (+ -0.63537 minor)) + (* (log (log minor)) eccentricity))) + (+ (/ perimeter perimeter) + (* (* -0.97826 + (log minor)) minor))) +=== BEST-OF-RUN === + current generation: 49 + generation: 36 + nodes: 22 + depth: 6 + hits: 909 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 909 + raw fitness: 909.0000 + standardized fitness: 909.0000 + adjusted fitness: 0.9989 +TREE: + (+ (exp (* (log (+ -0.63537 minor)) + (* (log (log minor)) eccentricity))) + (+ (/ perimeter perimeter) + (* (* -0.97826 + (log minor)) minor))) +=== BEST-OF-RUN === + current generation: 50 + generation: 36 + nodes: 22 + depth: 6 + hits: 909 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 909 + raw fitness: 909.0000 + standardized fitness: 909.0000 + adjusted fitness: 0.9989 +TREE: + (+ (exp (* (log (+ -0.63537 minor)) + (* (log (log minor)) eccentricity))) + (+ (/ perimeter perimeter) + (* (* -0.97826 + (log minor)) minor))) +=== BEST-OF-RUN === + current generation: 51 + generation: 36 + nodes: 22 + depth: 6 + hits: 909 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 909 + raw fitness: 909.0000 + standardized fitness: 909.0000 + adjusted fitness: 0.9989 +TREE: + (+ (exp (* (log (+ -0.63537 minor)) + (* (log (log minor)) eccentricity))) + (+ (/ perimeter perimeter) + (* (* -0.97826 + (log minor)) minor))) diff --git a/PartB/90Cross10Mut2El/run_8/regress.prg b/PartB/90Cross10Mut2El/run_8/regress.prg new file mode 100644 index 0000000..0e642d1 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_8/regress.prg @@ -0,0 +1,1002 @@ +not starting from checkpoint file. +1000 fitness cases: + area = 12529.00000, perimeter = 437.83899, major_axis_length = 174.86145, minor_axis_length = 92.18926, eccentricity = 0.84973, convex_area = 12840.00000, extent = 0.76602, type = O + area = 11543.00000, perimeter = 428.60199, major_axis_length = 175.37068, minor_axis_length = 85.05824, eccentricity = 0.87450, convex_area = 11859.00000, extent = 0.67107, type = O + area = 11672.00000, perimeter = 430.64200, major_axis_length = 177.94815, minor_axis_length = 84.67979, eccentricity = 0.87952, convex_area = 11849.00000, extent = 0.59746, type = O + area = 11852.00000, perimeter = 446.07700, major_axis_length = 192.05428, minor_axis_length = 79.09919, eccentricity = 0.91125, convex_area = 12029.00000, extent = 0.71700, type = C 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0.0000 17.339 3.527 50 5 78 6 +2 0 0.9906 0.9986 0.0000 16.304 3.778 50 5 32 6 0.9796 0.9986 0.0000 16.994 3.611 50 5 78 6 +3 0 0.9924 0.9987 0.0000 15.969 3.860 10 5 20 7 0.9828 0.9987 0.0000 16.738 3.673 10 5 78 6 +4 0 0.9936 0.9987 0.0000 15.385 3.896 3 1 63 6 0.9850 0.9987 0.0000 16.467 3.718 3 1 78 6 +5 0 0.9938 0.9987 0.0000 14.804 3.881 3 1 58 9 0.9864 0.9987 0.0000 16.190 3.745 3 1 78 6 +6 0 0.9938 0.9987 0.0000 14.767 3.949 13 5 86 12 0.9875 0.9987 0.0000 15.987 3.774 13 5 78 6 +7 0 0.9940 0.9987 0.0000 14.701 4.002 13 5 49 9 0.9883 0.9987 0.0000 15.826 3.803 13 5 78 6 +8 0 0.9948 0.9987 0.0000 13.911 3.975 13 5 13 6 0.9890 0.9987 0.0000 15.613 3.822 13 5 78 6 +9 0 0.9938 0.9987 0.0000 13.629 3.983 13 5 50 8 0.9895 0.9987 0.0000 15.415 3.838 13 5 78 6 +10 0 0.9952 0.9987 0.0000 13.455 3.978 13 5 76 15 0.9900 0.9987 0.0000 15.237 3.851 13 5 78 6 +11 0 0.9956 0.9987 0.0000 13.125 3.949 13 5 58 12 0.9905 0.9987 0.0000 15.061 3.859 13 5 78 6 +12 0 0.9958 0.9987 0.0000 12.723 3.901 13 5 31 9 0.9909 0.9987 0.0000 14.881 3.862 13 5 78 6 +13 0 0.9947 0.9987 0.0000 12.663 3.927 13 5 44 5 0.9912 0.9987 0.0000 14.722 3.867 13 5 78 6 +14 0 0.9951 0.9987 0.0000 12.275 3.858 13 5 28 8 0.9914 0.9987 0.0000 14.559 3.866 13 5 78 6 +15 0 0.9952 0.9987 0.0000 12.184 3.872 13 5 14 7 0.9917 0.9987 0.0000 14.411 3.866 13 5 78 6 +16 0 0.9946 0.9987 0.0000 12.159 3.875 13 5 42 9 0.9919 0.9987 0.0000 14.278 3.867 13 5 78 6 +17 0 0.9962 0.9987 0.0000 12.003 3.868 13 5 65 10 0.9921 0.9987 0.0000 14.152 3.867 13 5 78 6 +18 0 0.9968 0.9987 0.0000 11.656 3.845 13 5 50 13 0.9923 0.9987 0.0000 14.021 3.866 13 5 78 6 +19 0 0.9968 0.9987 0.0000 11.610 3.856 13 5 38 8 0.9926 0.9987 0.0000 13.900 3.865 13 5 78 6 +20 0 0.9968 0.9987 0.0000 11.295 3.790 13 5 19 8 0.9928 0.9987 0.0000 13.776 3.862 13 5 78 6 +21 0 0.9960 0.9987 0.0000 11.108 3.740 13 5 46 8 0.9929 0.9987 0.0000 13.655 3.856 13 5 78 6 +22 0 0.9958 0.9987 0.0000 11.177 3.814 13 5 27 9 0.9931 0.9987 0.0000 13.547 3.854 13 5 78 6 +23 0 0.9962 0.9987 0.0000 10.880 3.764 13 5 33 8 0.9932 0.9987 0.0000 13.436 3.851 13 5 78 6 +24 0 0.9962 0.9987 0.0000 10.549 3.722 3 1 34 8 0.9933 0.9987 0.0000 13.320 3.846 3 1 78 6 +25 0 0.9960 0.9987 0.0000 10.579 3.754 3 1 22 5 0.9934 0.9987 0.0000 13.215 3.842 3 1 78 6 +26 0 0.9970 0.9987 0.0000 10.524 3.746 3 1 11 4 0.9935 0.9987 0.0000 13.115 3.838 3 1 78 6 +27 0 0.9958 0.9987 0.0000 10.386 3.717 3 1 29 10 0.9936 0.9987 0.0000 13.018 3.834 3 1 78 6 +28 0 0.9964 0.9987 0.0000 10.357 3.752 3 1 24 11 0.9937 0.9987 0.0000 12.926 3.831 3 1 78 6 +29 0 0.9966 0.9987 0.0000 10.131 3.677 3 1 30 9 0.9938 0.9987 0.0000 12.833 3.826 3 1 78 6 +30 0 0.9968 0.9987 0.0000 10.118 3.679 3 1 31 9 0.9939 0.9987 0.0000 12.745 3.821 3 1 78 6 +31 0 0.9946 0.9987 0.0000 9.688 3.576 3 1 28 10 0.9939 0.9987 0.0000 12.650 3.814 3 1 78 6 +32 0 0.9962 0.9987 0.0000 9.452 3.518 3 1 25 9 0.9940 0.9987 0.0000 12.553 3.805 3 1 78 6 +33 0 0.9970 0.9987 0.0000 9.176 3.448 3 1 10 4 0.9941 0.9987 0.0000 12.454 3.794 3 1 78 6 +34 0 0.9976 0.9987 0.0000 8.907 3.375 3 1 47 9 0.9942 0.9987 0.0000 12.352 3.782 3 1 78 6 +35 0 0.9968 0.9987 0.0000 8.611 3.286 3 1 11 4 0.9943 0.9987 0.0000 12.248 3.768 3 1 78 6 +36 0 0.9970 0.9989 0.0000 8.364 3.200 22 6 14 8 0.9943 0.9989 0.0000 12.143 3.753 22 6 78 6 +37 0 0.9976 0.9989 0.0000 8.273 3.190 22 6 21 8 0.9944 0.9989 0.0000 12.041 3.738 22 6 78 6 +38 0 0.9966 0.9989 0.0000 8.264 3.192 22 6 11 3 0.9945 0.9989 0.0000 11.945 3.724 22 6 78 6 +39 0 0.9970 0.9989 0.0000 8.088 3.128 22 6 31 8 0.9946 0.9989 0.0000 11.848 3.709 22 6 78 6 +40 0 0.9962 0.9989 0.0000 8.063 3.123 22 6 20 7 0.9946 0.9989 0.0000 11.756 3.695 22 6 78 6 +41 0 0.9972 0.9989 0.0000 7.937 3.051 22 6 11 5 0.9947 0.9989 0.0000 11.665 3.680 22 6 78 6 +42 0 0.9972 0.9989 0.0000 7.775 3.024 22 6 7 3 0.9947 0.9989 0.0000 11.575 3.664 22 6 78 6 +43 0 0.9968 0.9989 0.0000 7.708 3.024 22 6 7 3 0.9948 0.9989 0.0000 11.487 3.650 22 6 78 6 +44 0 0.9968 0.9989 0.0000 7.641 3.014 22 6 48 10 0.9948 0.9989 0.0000 11.401 3.636 22 6 78 6 +45 0 0.9976 0.9989 0.0000 7.663 3.019 22 6 22 9 0.9949 0.9989 0.0000 11.320 3.622 22 6 78 6 +46 0 0.9970 0.9989 0.0000 7.484 2.980 22 6 13 5 0.9949 0.9989 0.0000 11.238 3.609 22 6 78 6 +47 0 0.9972 0.9989 0.0000 7.520 2.980 22 6 7 3 0.9950 0.9989 0.0000 11.161 3.596 22 6 78 6 +48 0 0.9966 0.9989 0.0000 7.324 2.926 22 6 8 4 0.9950 0.9989 0.0000 11.083 3.582 22 6 78 6 +49 0 0.9974 0.9989 0.0000 7.281 2.911 22 6 31 9 0.9951 0.9989 0.0000 11.007 3.569 22 6 78 6 +50 0 0.9974 0.9989 0.0000 7.269 2.901 22 6 13 5 0.9951 0.9989 0.0000 10.933 3.555 22 6 78 6 +51 0 0.9970 0.9989 0.0000 7.068 2.835 22 6 19 8 0.9951 0.9989 0.0000 10.859 3.542 22 6 78 6 diff --git a/PartB/90Cross10Mut2El/run_8/regress.sys b/PartB/90Cross10Mut2El/run_8/regress.sys new file mode 100644 index 0000000..9d08d7d --- /dev/null +++ b/PartB/90Cross10Mut2El/run_8/regress.sys @@ -0,0 +1,205 @@ + +[ lil-gp Genetic Programming System. +[ Portions copyright (c) 1995 Michigan State University. All rights reserved. +[ kernel version 1.0; 11 July 1995. + + +initialization: + parameter database. + ephemeral random constants. + generation spaces. +updating function set(s): + set 0: removed. +building function set(s): + set 0: * / + - exp log area perimeter major minor eccentricity convex extent R + tree 0 uses function set 0. + function set complete. + no random number seed specfied; using 588. +creating initial population(s): + 7360 trees were generated to fill the population of 5000 (5000 trees). + initial population(s) complete. + + +starting evolution. +no checkpointing will be done. +=== generation 0. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 1. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 2. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 3. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 4. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 5. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 6. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 7. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 8. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 9. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 10. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 11. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 12. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 13. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 14. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 15. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 16. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 17. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 18. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 19. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 20. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 21. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 22. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 23. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 24. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 25. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 26. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 27. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 28. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 29. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 30. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 31. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 32. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 33. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 34. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 35. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 36. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 37. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 38. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 39. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 40. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 41. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 42. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 43. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 44. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 45. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 46. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 47. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 48. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 49. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 50. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 51. + evaluation complete. (0s wall) + +SYSTEM STATISTICS + +------- memory ------- + allocated: 75154573 + freed: 75106573 + not freed: 48000 + max allocated: 2516014 + malloc'ed blocks: 844890 + realloc'ed blocks: 7 + free'ed blocks: 844884 + +------- time ------- + overall: 16s wall + evaluation: 13s wall + breeding: 3s wall + +------- generation spaces ------- + space 0 size: 200 + space 1 size: 100 + +------- ephemeral random constants ------- + used: 8151 + freed: 8151 + allocated: 5500 + blocks: 10 diff --git a/PartB/90Cross10Mut2El/run_9/regress.bst b/PartB/90Cross10Mut2El/run_9/regress.bst new file mode 100644 index 0000000..9387fae --- /dev/null +++ b/PartB/90Cross10Mut2El/run_9/regress.bst @@ -0,0 +1,21 @@ +=== BEST-OF-RUN === + generation: 33 + nodes: 12 + depth: 5 + hits: 881 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 881 + raw fitness: 881.0000 + standardized fitness: 881.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ (exp (/ minor + (log eccentricity))) + (- minor + (/ extent area)))) +TREE-equ: +y = log((exp((minor / log(eccentricity))) / (minor - (extent / area)))) diff --git a/PartB/90Cross10Mut2El/run_9/regress.fn b/PartB/90Cross10Mut2El/run_9/regress.fn new file mode 100644 index 0000000..62536da --- /dev/null +++ b/PartB/90Cross10Mut2El/run_9/regress.fn @@ -0,0 +1,15 @@ +Hits: 2450, Total Size: 2810, Percent Hit: 87.188612 +CC: 1040 +CO: 108 +OO: 1410 +OC: 252 +Fitness: 0.998866 +Hits: 881 + + +y = log((exp((minor / log(eccentricity))) / (minor - (extent / area)))) + + (log (/ (exp (/ minor + (log eccentricity))) + (- minor + (/ extent area)))) diff --git a/PartB/90Cross10Mut2El/run_9/regress.gen b/PartB/90Cross10Mut2El/run_9/regress.gen new file mode 100644 index 0000000..e69de29 diff --git a/PartB/90Cross10Mut2El/run_9/regress.his b/PartB/90Cross10Mut2El/run_9/regress.his new file mode 100644 index 0000000..f6fdb23 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_9/regress.his @@ -0,0 +1,1112 @@ +=== BEST-OF-RUN === + current generation: 0 + generation: 0 + nodes: 8 + depth: 3 + hits: 770 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 770 + raw fitness: 770.0000 + standardized fitness: 770.0000 + adjusted fitness: 0.9987 +TREE: + (log (/ (+ eccentricity -0.36468) + (* 0.58788 eccentricity))) +=== BEST-OF-RUN === + current generation: 1 + generation: 0 + nodes: 8 + depth: 3 + hits: 770 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 770 + raw fitness: 770.0000 + standardized fitness: 770.0000 + adjusted fitness: 0.9987 +TREE: + (log (/ (+ eccentricity -0.36468) + (* 0.58788 eccentricity))) +=== BEST-OF-RUN === + current generation: 2 + generation: 2 + nodes: 28 + depth: 6 + hits: 778 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 778 + raw fitness: 778.0000 + standardized fitness: 778.0000 + adjusted fitness: 0.9987 +TREE: + (/ (- 0.76680 + (/ (/ major perimeter) + (- (log (+ area eccentricity)) + (log (* minor minor))))) + (- (log (/ extent perimeter)) + (- (/ major area) + (/ minor 0.59107)))) +=== BEST-OF-RUN === + current generation: 3 + generation: 2 + nodes: 28 + depth: 6 + hits: 778 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 778 + raw fitness: 778.0000 + standardized fitness: 778.0000 + adjusted fitness: 0.9987 +TREE: + (/ (- 0.76680 + (/ (/ major perimeter) + (- (log (+ area eccentricity)) + (log (* minor minor))))) + (- (log (/ extent perimeter)) + (- (/ major area) + (/ minor 0.59107)))) +=== BEST-OF-RUN === + current generation: 4 + generation: 2 + nodes: 28 + depth: 6 + hits: 778 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 778 + raw fitness: 778.0000 + standardized fitness: 778.0000 + adjusted fitness: 0.9987 +TREE: + (/ (- 0.76680 + (/ (/ major perimeter) + (- (log (+ area eccentricity)) + (log (* minor minor))))) + (- (log (/ extent perimeter)) + (- (/ major area) + (/ minor 0.59107)))) +=== BEST-OF-RUN === + current generation: 5 + generation: 2 + nodes: 28 + depth: 6 + hits: 778 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 778 + raw fitness: 778.0000 + standardized fitness: 778.0000 + adjusted fitness: 0.9987 +TREE: + (/ (- 0.76680 + (/ (/ major perimeter) + (- (log (+ area eccentricity)) + (log (* minor minor))))) + (- (log (/ extent perimeter)) + (- (/ major area) + (/ minor 0.59107)))) +=== BEST-OF-RUN === + current generation: 6 + generation: 2 + nodes: 28 + depth: 6 + hits: 778 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 778 + raw fitness: 778.0000 + standardized fitness: 778.0000 + adjusted fitness: 0.9987 +TREE: + (/ (- 0.76680 + (/ (/ major perimeter) + (- (log (+ area eccentricity)) + (log (* minor minor))))) + (- (log (/ extent perimeter)) + (- (/ major area) + (/ minor 0.59107)))) +=== BEST-OF-RUN === + current generation: 7 + generation: 2 + nodes: 28 + depth: 6 + hits: 778 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 778 + raw fitness: 778.0000 + standardized fitness: 778.0000 + adjusted fitness: 0.9987 +TREE: + (/ (- 0.76680 + (/ (/ major perimeter) + (- (log (+ area eccentricity)) + (log (* minor minor))))) + (- (log (/ extent perimeter)) + (- (/ major area) + (/ minor 0.59107)))) +=== BEST-OF-RUN === + current generation: 8 + generation: 2 + nodes: 28 + depth: 6 + hits: 778 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 778 + raw fitness: 778.0000 + standardized fitness: 778.0000 + adjusted fitness: 0.9987 +TREE: + (/ (- 0.76680 + (/ (/ major perimeter) + (- (log (+ area eccentricity)) + (log (* minor minor))))) + (- (log (/ extent perimeter)) + (- (/ major area) + (/ minor 0.59107)))) +=== BEST-OF-RUN === + current generation: 9 + generation: 2 + nodes: 28 + depth: 6 + hits: 778 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 778 + raw fitness: 778.0000 + standardized fitness: 778.0000 + adjusted fitness: 0.9987 +TREE: + (/ (- 0.76680 + (/ (/ major perimeter) + (- (log (+ area eccentricity)) + (log (* minor minor))))) + (- (log (/ extent perimeter)) + (- (/ major area) + (/ minor 0.59107)))) +=== BEST-OF-RUN === + current generation: 10 + generation: 10 + nodes: 52 + depth: 8 + hits: 796 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 796 + raw fitness: 796.0000 + standardized fitness: 796.0000 + adjusted fitness: 0.9987 +TREE: + (+ (log (log (+ (+ perimeter 0.24322) + (log minor)))) + (- (* (+ (- (/ 0.09835 + (* extent major)) + (* -0.77562 -0.86397)) + (- (- eccentricity 0.15609) + (/ perimeter convex))) + (+ (/ (+ extent eccentricity) + (/ (+ extent 0.25743) major)) + (+ eccentricity + (- (* (+ eccentricity eccentricity) eccentricity) major)))) + (exp (exp (* extent eccentricity))))) +=== BEST-OF-RUN === + current generation: 11 + generation: 11 + nodes: 29 + depth: 7 + hits: 827 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 827 + raw fitness: 827.0000 + standardized fitness: 827.0000 + adjusted fitness: 0.9988 +TREE: + (* (log (+ (exp (- perimeter extent)) + (/ perimeter convex))) + (log (/ (/ (/ -0.04096 minor) + (- major minor)) + (- (exp (+ (+ perimeter major) + (+ 0.48362 minor))) -0.89854)))) +=== BEST-OF-RUN === + current generation: 12 + generation: 11 + nodes: 29 + depth: 7 + hits: 827 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 827 + raw fitness: 827.0000 + standardized fitness: 827.0000 + adjusted fitness: 0.9988 +TREE: + (* (log (+ (exp (- perimeter extent)) + (/ perimeter convex))) + (log (/ (/ (/ -0.04096 minor) + (- major minor)) + (- (exp (+ (+ perimeter major) + (+ 0.48362 minor))) -0.89854)))) +=== BEST-OF-RUN === + current generation: 13 + generation: 11 + nodes: 29 + depth: 7 + hits: 827 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 827 + raw fitness: 827.0000 + standardized fitness: 827.0000 + adjusted fitness: 0.9988 +TREE: + (* (log (+ (exp (- perimeter extent)) + (/ perimeter convex))) + (log (/ (/ (/ -0.04096 minor) + (- major minor)) + (- (exp (+ (+ perimeter major) + (+ 0.48362 minor))) -0.89854)))) +=== BEST-OF-RUN === + current generation: 14 + generation: 11 + nodes: 29 + depth: 7 + hits: 827 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 827 + raw fitness: 827.0000 + standardized fitness: 827.0000 + adjusted fitness: 0.9988 +TREE: + (* (log (+ (exp (- perimeter extent)) + (/ perimeter convex))) + (log (/ (/ (/ -0.04096 minor) + (- major minor)) + (- (exp (+ (+ perimeter major) + (+ 0.48362 minor))) -0.89854)))) +=== BEST-OF-RUN === + current generation: 15 + generation: 11 + nodes: 29 + depth: 7 + hits: 827 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 827 + raw fitness: 827.0000 + standardized fitness: 827.0000 + adjusted fitness: 0.9988 +TREE: + (* (log (+ (exp (- perimeter extent)) + (/ perimeter convex))) + (log (/ (/ (/ -0.04096 minor) + (- major minor)) + (- (exp (+ (+ perimeter major) + (+ 0.48362 minor))) -0.89854)))) +=== BEST-OF-RUN === + current generation: 16 + generation: 11 + nodes: 29 + depth: 7 + hits: 827 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 827 + raw fitness: 827.0000 + standardized fitness: 827.0000 + adjusted fitness: 0.9988 +TREE: + (* (log (+ (exp (- perimeter extent)) + (/ perimeter convex))) + (log (/ (/ (/ -0.04096 minor) + (- major minor)) + (- (exp (+ (+ perimeter major) + (+ 0.48362 minor))) -0.89854)))) +=== BEST-OF-RUN === + current generation: 17 + generation: 11 + nodes: 29 + depth: 7 + hits: 827 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 827 + raw fitness: 827.0000 + standardized fitness: 827.0000 + adjusted fitness: 0.9988 +TREE: + (* (log (+ (exp (- perimeter extent)) + (/ perimeter convex))) + (log (/ (/ (/ -0.04096 minor) + (- major minor)) + (- (exp (+ (+ perimeter major) + (+ 0.48362 minor))) -0.89854)))) +=== BEST-OF-RUN === + current generation: 18 + generation: 11 + nodes: 29 + depth: 7 + hits: 827 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 827 + raw fitness: 827.0000 + standardized fitness: 827.0000 + adjusted fitness: 0.9988 +TREE: + (* (log (+ (exp (- perimeter extent)) + (/ perimeter convex))) + (log (/ (/ (/ -0.04096 minor) + (- major minor)) + (- (exp (+ (+ perimeter major) + (+ 0.48362 minor))) -0.89854)))) +=== BEST-OF-RUN === + current generation: 19 + generation: 11 + nodes: 29 + depth: 7 + hits: 827 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 827 + raw fitness: 827.0000 + standardized fitness: 827.0000 + adjusted fitness: 0.9988 +TREE: + (* (log (+ (exp (- perimeter extent)) + (/ perimeter convex))) + (log (/ (/ (/ -0.04096 minor) + (- major minor)) + (- (exp (+ (+ perimeter major) + (+ 0.48362 minor))) -0.89854)))) +=== BEST-OF-RUN === + current generation: 20 + generation: 11 + nodes: 29 + depth: 7 + hits: 827 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 827 + raw fitness: 827.0000 + standardized fitness: 827.0000 + adjusted fitness: 0.9988 +TREE: + (* (log (+ (exp (- perimeter extent)) + (/ perimeter convex))) + (log (/ (/ (/ -0.04096 minor) + (- major minor)) + (- (exp (+ (+ perimeter major) + (+ 0.48362 minor))) -0.89854)))) +=== BEST-OF-RUN === + current generation: 21 + generation: 11 + nodes: 29 + depth: 7 + hits: 827 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 827 + raw fitness: 827.0000 + standardized fitness: 827.0000 + adjusted fitness: 0.9988 +TREE: + (* (log (+ (exp (- perimeter extent)) + (/ perimeter convex))) + (log (/ (/ (/ -0.04096 minor) + (- major minor)) + (- (exp (+ (+ perimeter major) + (+ 0.48362 minor))) -0.89854)))) +=== BEST-OF-RUN === + current generation: 22 + generation: 11 + nodes: 29 + depth: 7 + hits: 827 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 827 + raw fitness: 827.0000 + standardized fitness: 827.0000 + adjusted fitness: 0.9988 +TREE: + (* (log (+ (exp (- perimeter extent)) + (/ perimeter convex))) + (log (/ (/ (/ -0.04096 minor) + (- major minor)) + (- (exp (+ (+ perimeter major) + (+ 0.48362 minor))) -0.89854)))) +=== BEST-OF-RUN === + current generation: 23 + generation: 11 + nodes: 29 + depth: 7 + hits: 827 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 827 + raw fitness: 827.0000 + standardized fitness: 827.0000 + adjusted fitness: 0.9988 +TREE: + (* (log (+ (exp (- perimeter extent)) + (/ perimeter convex))) + (log (/ (/ (/ -0.04096 minor) + (- major minor)) + (- (exp (+ (+ perimeter major) + (+ 0.48362 minor))) -0.89854)))) +=== BEST-OF-RUN === + current generation: 24 + generation: 11 + nodes: 29 + depth: 7 + hits: 827 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 827 + raw fitness: 827.0000 + standardized fitness: 827.0000 + adjusted fitness: 0.9988 +TREE: + (* (log (+ (exp (- perimeter extent)) + (/ perimeter convex))) + (log (/ (/ (/ -0.04096 minor) + (- major minor)) + (- (exp (+ (+ perimeter major) + (+ 0.48362 minor))) -0.89854)))) +=== BEST-OF-RUN === + current generation: 25 + generation: 11 + nodes: 29 + depth: 7 + hits: 827 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 827 + raw fitness: 827.0000 + standardized fitness: 827.0000 + adjusted fitness: 0.9988 +TREE: + (* (log (+ (exp (- perimeter extent)) + (/ perimeter convex))) + (log (/ (/ (/ -0.04096 minor) + (- major minor)) + (- (exp (+ (+ perimeter major) + (+ 0.48362 minor))) -0.89854)))) +=== BEST-OF-RUN === + current generation: 26 + generation: 11 + nodes: 29 + depth: 7 + hits: 827 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 827 + raw fitness: 827.0000 + standardized fitness: 827.0000 + adjusted fitness: 0.9988 +TREE: + (* (log (+ (exp (- perimeter extent)) + (/ perimeter convex))) + (log (/ (/ (/ 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11 + nodes: 29 + depth: 7 + hits: 827 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 827 + raw fitness: 827.0000 + standardized fitness: 827.0000 + adjusted fitness: 0.9988 +TREE: + (* (log (+ (exp (- perimeter extent)) + (/ perimeter convex))) + (log (/ (/ (/ -0.04096 minor) + (- major minor)) + (- (exp (+ (+ perimeter major) + (+ 0.48362 minor))) -0.89854)))) +=== BEST-OF-RUN === + current generation: 30 + generation: 11 + nodes: 29 + depth: 7 + hits: 827 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 827 + raw fitness: 827.0000 + standardized fitness: 827.0000 + adjusted fitness: 0.9988 +TREE: + (* (log (+ (exp (- perimeter extent)) + (/ perimeter convex))) + (log (/ (/ (/ -0.04096 minor) + (- major minor)) + (- (exp (+ (+ perimeter major) + (+ 0.48362 minor))) -0.89854)))) +=== BEST-OF-RUN === + current generation: 31 + generation: 11 + nodes: 29 + depth: 7 + hits: 827 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 827 + raw fitness: 827.0000 + standardized fitness: 827.0000 + adjusted fitness: 0.9988 +TREE: + (* (log (+ (exp (- perimeter extent)) + (/ perimeter convex))) + (log (/ (/ (/ -0.04096 minor) + (- major minor)) + (- (exp (+ (+ perimeter major) + (+ 0.48362 minor))) -0.89854)))) +=== BEST-OF-RUN === + current generation: 32 + generation: 11 + nodes: 29 + depth: 7 + hits: 827 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 827 + raw fitness: 827.0000 + standardized fitness: 827.0000 + adjusted fitness: 0.9988 +TREE: + (* (log (+ (exp (- perimeter extent)) + (/ perimeter convex))) + (log (/ (/ (/ -0.04096 minor) + (- major minor)) + (- (exp (+ (+ perimeter major) + (+ 0.48362 minor))) -0.89854)))) +=== BEST-OF-RUN === + current generation: 33 + generation: 33 + nodes: 12 + depth: 5 + hits: 881 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 881 + raw fitness: 881.0000 + standardized fitness: 881.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ (exp (/ minor + (log eccentricity))) + (- minor + (/ extent area)))) +=== BEST-OF-RUN === + current generation: 34 + generation: 33 + nodes: 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881.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ (exp (/ minor + (log eccentricity))) + (- minor + (/ extent area)))) +=== BEST-OF-RUN === + current generation: 41 + generation: 33 + nodes: 12 + depth: 5 + hits: 881 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 881 + raw fitness: 881.0000 + standardized fitness: 881.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ (exp (/ minor + (log eccentricity))) + (- minor + (/ extent area)))) +=== BEST-OF-RUN === + current generation: 42 + generation: 33 + nodes: 12 + depth: 5 + hits: 881 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 881 + raw fitness: 881.0000 + standardized fitness: 881.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ (exp (/ minor + (log eccentricity))) + (- minor + (/ extent area)))) +=== BEST-OF-RUN === + current generation: 43 + generation: 33 + nodes: 12 + depth: 5 + hits: 881 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 881 + raw fitness: 881.0000 + standardized fitness: 881.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ (exp (/ 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33 + nodes: 12 + depth: 5 + hits: 881 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 881 + raw fitness: 881.0000 + standardized fitness: 881.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ (exp (/ minor + (log eccentricity))) + (- minor + (/ extent area)))) +=== BEST-OF-RUN === + current generation: 51 + generation: 33 + nodes: 12 + depth: 5 + hits: 881 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 881 + raw fitness: 881.0000 + standardized fitness: 881.0000 + adjusted fitness: 0.9989 +TREE: + (log (/ (exp (/ minor + (log eccentricity))) + (- minor + (/ extent area)))) diff --git a/PartB/90Cross10Mut2El/run_9/regress.prg b/PartB/90Cross10Mut2El/run_9/regress.prg new file mode 100644 index 0000000..6d03506 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_9/regress.prg @@ -0,0 +1,1002 @@ +not starting from checkpoint file. +1000 fitness cases: + area = 9520.00000, perimeter = 394.89099, major_axis_length = 161.31520, minor_axis_length = 76.16378, eccentricity = 0.88152, convex_area = 9852.00000, 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0.87846, convex_area = 9317.00000, extent = 0.62029, type = O + area = 11976.00000, perimeter = 444.64401, major_axis_length = 188.98186, minor_axis_length = 81.36696, eccentricity = 0.90256, convex_area = 12149.00000, extent = 0.55801, type = O + area = 10863.00000, perimeter = 411.62201, major_axis_length = 168.27142, minor_axis_length = 83.16528, eccentricity = 0.86933, convex_area = 11057.00000, extent = 0.70283, type = O + area = 11611.00000, perimeter = 431.27301, major_axis_length = 178.51395, minor_axis_length = 84.11252, eccentricity = 0.88204, convex_area = 11775.00000, extent = 0.69191, type = O + area = 11790.00000, perimeter = 432.32700, major_axis_length = 181.34070, minor_axis_length = 83.65613, eccentricity = 0.88723, convex_area = 11990.00000, extent = 0.60462, type = O + area = 12892.00000, perimeter = 473.52701, major_axis_length = 199.93919, minor_axis_length = 83.23553, eccentricity = 0.90923, convex_area = 13193.00000, extent = 0.56455, type = C + area = 12437.00000, perimeter = 442.49899, major_axis_length = 183.57292, minor_axis_length = 86.80198, eccentricity = 0.88114, convex_area = 12645.00000, extent = 0.62674, type = O + area = 13607.00000, perimeter = 482.81799, major_axis_length = 202.84724, minor_axis_length = 86.15414, eccentricity = 0.90532, convex_area = 13901.00000, extent = 0.55684, type = C + area = 10647.00000, perimeter = 411.13300, major_axis_length = 170.06084, minor_axis_length = 80.81935, eccentricity = 0.87986, convex_area = 10829.00000, extent = 0.80659, type = O + area = 13066.00000, perimeter = 478.00201, major_axis_length = 207.51675, minor_axis_length = 80.51567, eccentricity = 0.92166, convex_area = 13348.00000, extent = 0.55780, type = C + area = 10903.00000, perimeter = 419.65399, major_axis_length = 169.51709, minor_axis_length = 83.22002, eccentricity = 0.87120, convex_area = 11232.00000, extent = 0.69784, type = O + area = 10638.00000, perimeter = 407.66299, major_axis_length = 166.20763, minor_axis_length = 82.36423, eccentricity = 0.86858, convex_area = 10912.00000, extent = 0.64945, type = O + area = 12434.00000, perimeter = 437.89700, major_axis_length = 183.22873, minor_axis_length = 87.01015, eccentricity = 0.88006, convex_area = 12605.00000, extent = 0.72501, type = O + area = 15105.00000, perimeter = 503.29199, major_axis_length = 215.58267, minor_axis_length = 89.79668, eccentricity = 0.90912, convex_area = 15327.00000, extent = 0.60048, type = C + area = 12081.00000, perimeter = 431.52100, major_axis_length = 173.52229, minor_axis_length = 89.55707, eccentricity = 0.85652, convex_area = 12315.00000, extent = 0.78043, type = O + area = 11585.00000, perimeter = 428.37299, major_axis_length = 171.56198, minor_axis_length = 87.44052, eccentricity = 0.86037, convex_area = 11939.00000, extent = 0.60890, type = O + area = 11961.00000, perimeter = 445.05301, major_axis_length = 182.44389, minor_axis_length = 85.08979, eccentricity = 0.88458, convex_area = 12370.00000, extent = 0.61225, type = O + area = 12743.00000, perimeter = 449.23001, major_axis_length = 180.94476, minor_axis_length = 90.80772, eccentricity = 0.86495, convex_area = 13044.00000, extent = 0.61937, type = O + area = 13215.00000, perimeter = 479.60999, major_axis_length = 207.88800, minor_axis_length = 81.67606, eccentricity = 0.91959, convex_area = 13462.00000, extent = 0.53667, type = C + area = 12259.00000, perimeter = 440.03000, major_axis_length = 177.31454, minor_axis_length = 89.53557, eccentricity = 0.86315, convex_area = 12533.00000, extent = 0.72414, type = O + area = 11447.00000, perimeter = 419.62000, major_axis_length = 163.92053, minor_axis_length = 91.27415, eccentricity = 0.83063, convex_area = 11831.00000, extent = 0.73298, type = O + area = 14559.00000, perimeter = 496.52399, major_axis_length = 213.39636, minor_axis_length = 87.13540, eccentricity = 0.91284, convex_area = 14765.00000, extent = 0.71082, type = C diff --git a/PartB/90Cross10Mut2El/run_9/regress.stt b/PartB/90Cross10Mut2El/run_9/regress.stt new file mode 100644 index 0000000..1cc55bb --- /dev/null +++ b/PartB/90Cross10Mut2El/run_9/regress.stt @@ -0,0 +1,53 @@ +GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN +0 0 0.9578 0.9987 0.0000 17.898 3.440 8 3 43 6 0.9578 0.9987 0.0000 17.898 3.440 8 3 43 6 +1 0 0.9915 0.9987 0.0000 16.602 3.590 8 3 26 7 0.9747 0.9987 0.0000 17.250 3.515 8 3 43 6 +2 0 0.9876 0.9987 0.0000 16.932 3.798 28 6 7 3 0.9790 0.9987 0.0000 17.144 3.609 28 6 43 6 +3 0 0.9912 0.9987 0.0000 16.372 3.831 28 6 16 5 0.9820 0.9987 0.0000 16.951 3.665 28 6 43 6 +4 0 0.9924 0.9987 0.0000 16.449 3.926 28 6 36 9 0.9841 0.9987 0.0000 16.851 3.717 28 6 43 6 +5 0 0.9908 0.9987 0.0000 16.262 4.024 28 6 75 9 0.9852 0.9987 0.0000 16.752 3.768 28 6 43 6 +6 0 0.9940 0.9987 0.0000 15.882 4.085 28 6 32 10 0.9865 0.9987 0.0000 16.628 3.813 28 6 43 6 +7 0 0.9934 0.9987 0.0000 15.537 4.106 28 6 59 9 0.9873 0.9987 0.0000 16.492 3.850 28 6 43 6 +8 0 0.9940 0.9987 0.0000 15.379 4.164 28 6 13 6 0.9881 0.9987 0.0000 16.368 3.885 28 6 43 6 +9 0 0.9948 0.9987 0.0000 14.474 4.075 28 6 28 6 0.9887 0.9987 0.0000 16.179 3.904 28 6 43 6 +10 0 0.9944 0.9987 0.0000 14.099 4.085 52 8 24 7 0.9892 0.9987 0.0000 15.990 3.920 52 8 43 6 +11 0 0.9946 0.9988 0.0000 13.892 4.091 29 7 22 8 0.9897 0.9988 0.0000 15.815 3.935 29 7 43 6 +12 0 0.9952 0.9988 0.0000 13.834 4.149 29 7 38 9 0.9901 0.9988 0.0000 15.662 3.951 29 7 43 6 +13 0 0.9948 0.9988 0.0000 13.781 4.196 29 7 21 9 0.9904 0.9988 0.0000 15.528 3.969 29 7 43 6 +14 0 0.9946 0.9988 0.0000 13.507 4.192 29 7 25 7 0.9907 0.9988 0.0000 15.393 3.983 29 7 43 6 +15 0 0.9952 0.9988 0.0000 13.105 4.132 29 7 22 9 0.9910 0.9988 0.0000 15.250 3.993 29 7 43 6 +16 0 0.9946 0.9988 0.0000 13.099 4.145 29 7 17 8 0.9912 0.9988 0.0000 15.124 4.002 29 7 43 6 +17 0 0.9954 0.9988 0.0000 12.674 4.111 29 7 47 9 0.9914 0.9988 0.0000 14.988 4.008 29 7 43 6 +18 0 0.9962 0.9988 0.0000 12.503 4.104 29 7 39 12 0.9917 0.9988 0.0000 14.857 4.013 29 7 43 6 +19 0 0.9944 0.9988 0.0000 12.425 4.073 29 7 33 10 0.9918 0.9988 0.0000 14.735 4.016 29 7 43 6 +20 0 0.9954 0.9988 0.0000 12.437 4.097 29 7 49 15 0.9920 0.9988 0.0000 14.626 4.020 29 7 43 6 +21 0 0.9965 0.9988 0.0000 12.417 4.145 29 7 43 7 0.9922 0.9988 0.0000 14.525 4.025 29 7 43 6 +22 0 0.9964 0.9988 0.0000 12.133 4.122 29 7 6 3 0.9924 0.9988 0.0000 14.421 4.030 29 7 43 6 +23 0 0.9966 0.9988 0.0000 11.629 4.017 29 7 15 6 0.9926 0.9988 0.0000 14.305 4.029 29 7 43 6 +24 0 0.9960 0.9988 0.0000 11.889 4.100 29 7 21 8 0.9927 0.9988 0.0000 14.208 4.032 29 7 43 6 +25 0 0.9964 0.9988 0.0000 11.804 4.109 29 7 28 9 0.9928 0.9988 0.0000 14.116 4.035 29 7 43 6 +26 0 0.9962 0.9988 0.0000 11.759 4.113 29 7 46 11 0.9930 0.9988 0.0000 14.029 4.038 29 7 43 6 +27 0 0.9968 0.9988 0.0000 11.647 4.066 29 7 22 6 0.9931 0.9988 0.0000 13.944 4.039 29 7 43 6 +28 0 0.9964 0.9988 0.0000 11.346 4.020 29 7 24 7 0.9932 0.9988 0.0000 13.854 4.038 29 7 43 6 +29 0 0.9966 0.9988 0.0000 11.533 4.090 29 7 88 16 0.9933 0.9988 0.0000 13.777 4.040 29 7 43 6 +30 0 0.9962 0.9988 0.0000 11.074 3.980 29 7 15 6 0.9934 0.9988 0.0000 13.689 4.038 29 7 43 6 +31 0 0.9954 0.9988 0.0000 10.980 3.961 29 7 29 8 0.9935 0.9988 0.0000 13.605 4.036 29 7 43 6 +32 0 0.9954 0.9988 0.0000 10.819 3.913 29 7 40 16 0.9935 0.9988 0.0000 13.520 4.032 29 7 43 6 +33 0 0.9962 0.9989 0.0000 10.823 3.893 12 5 23 12 0.9936 0.9989 0.0000 13.441 4.028 12 5 43 6 +34 0 0.9967 0.9989 0.0000 10.801 3.907 12 5 39 9 0.9937 0.9989 0.0000 13.366 4.024 12 5 43 6 +35 0 0.9953 0.9989 0.0000 10.774 3.919 12 5 35 7 0.9937 0.9989 0.0000 13.294 4.021 12 5 43 6 +36 0 0.9969 0.9989 0.0000 10.619 3.896 12 5 18 7 0.9938 0.9989 0.0000 13.221 4.018 12 5 43 6 +37 0 0.9972 0.9989 0.0000 10.689 3.928 12 5 13 7 0.9939 0.9989 0.0000 13.155 4.016 12 5 43 6 +38 0 0.9948 0.9989 0.0000 10.391 3.814 12 5 25 7 0.9939 0.9989 0.0000 13.084 4.010 12 5 43 6 +39 0 0.9970 0.9989 0.0000 10.217 3.805 12 5 14 7 0.9940 0.9989 0.0000 13.012 4.005 12 5 43 6 +40 0 0.9961 0.9989 0.0000 9.996 3.743 12 5 10 5 0.9941 0.9989 0.0000 12.939 3.999 12 5 43 6 +41 0 0.9964 0.9989 0.0000 10.039 3.772 12 5 51 11 0.9941 0.9989 0.0000 12.870 3.994 12 5 43 6 +42 0 0.9960 0.9989 0.0000 10.051 3.791 12 5 39 13 0.9942 0.9989 0.0000 12.804 3.989 12 5 43 6 +43 0 0.9952 0.9989 0.0000 9.875 3.755 12 5 26 12 0.9942 0.9989 0.0000 12.737 3.983 12 5 43 6 +44 0 0.9960 0.9989 0.0000 9.722 3.712 12 5 9 3 0.9942 0.9989 0.0000 12.670 3.977 12 5 43 6 +45 0 0.9966 0.9989 0.0000 9.735 3.724 12 5 27 6 0.9943 0.9989 0.0000 12.607 3.972 12 5 43 6 +46 0 0.9962 0.9989 0.0000 9.736 3.738 12 5 32 8 0.9943 0.9989 0.0000 12.546 3.967 12 5 43 6 +47 0 0.9964 0.9989 0.0000 10.017 3.795 12 5 12 5 0.9944 0.9989 0.0000 12.493 3.963 12 5 43 6 +48 0 0.9958 0.9989 0.0000 9.914 3.776 12 5 15 5 0.9944 0.9989 0.0000 12.440 3.960 12 5 43 6 +49 0 0.9964 0.9989 0.0000 9.772 3.743 12 5 28 6 0.9944 0.9989 0.0000 12.387 3.955 12 5 43 6 +50 0 0.9954 0.9989 0.0000 9.694 3.745 12 5 56 11 0.9944 0.9989 0.0000 12.334 3.951 12 5 43 6 +51 0 0.9958 0.9989 0.0000 9.744 3.756 12 5 26 10 0.9945 0.9989 0.0000 12.284 3.947 12 5 43 6 diff --git a/PartB/90Cross10Mut2El/run_9/regress.sys b/PartB/90Cross10Mut2El/run_9/regress.sys new file mode 100644 index 0000000..b3af9b1 --- /dev/null +++ b/PartB/90Cross10Mut2El/run_9/regress.sys @@ -0,0 +1,205 @@ + +[ lil-gp Genetic Programming System. +[ Portions copyright (c) 1995 Michigan State University. All rights reserved. +[ kernel version 1.0; 11 July 1995. + + +initialization: + parameter database. + ephemeral random constants. + generation spaces. +updating function set(s): + set 0: removed. +building function set(s): + set 0: * / + - exp log area perimeter major minor eccentricity convex extent R + tree 0 uses function set 0. + function set complete. + no random number seed specfied; using 468. +creating initial population(s): + 7330 trees were generated to fill the population of 5000 (5000 trees). + initial population(s) complete. + + +starting evolution. +no checkpointing will be done. +=== generation 0. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 1. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 2. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 3. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 4. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 5. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 6. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 7. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 8. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 9. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 10. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 11. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 12. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 13. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 14. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 15. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 16. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 17. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 18. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 19. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 20. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 21. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 22. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 23. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 24. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 25. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 26. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 27. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 28. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 29. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 30. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 31. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 32. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 33. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 34. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 35. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 36. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 37. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 38. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 39. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 40. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 41. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 42. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 43. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 44. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 45. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 46. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 47. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 48. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 49. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 50. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 51. + evaluation complete. (0s wall) + +SYSTEM STATISTICS + +------- memory ------- + allocated: 81409452 + freed: 81361452 + not freed: 48000 + max allocated: 2507958 + malloc'ed blocks: 844488 + realloc'ed blocks: 7 + free'ed blocks: 844482 + +------- time ------- + overall: 18s wall + evaluation: 15s wall + breeding: 1s wall + +------- generation spaces ------- + space 0 size: 200 + space 1 size: 100 + +------- ephemeral random constants ------- + used: 8070 + freed: 8070 + allocated: 5500 + blocks: 10 diff --git a/PartB/90Cross90Mut2El/aggregated.tsv b/PartB/90Cross90Mut2El/aggregated.tsv new file mode 100644 index 0000000..a5aa5cf --- /dev/null +++ b/PartB/90Cross90Mut2El/aggregated.tsv @@ -0,0 +1,55 @@ +Runs Generation Count Mean: 51 +Runs Generation Count Mode: 51 occurred (10) time(s) +GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN +0 0 0.95879 0.99865 0 18.332 3.4676 34 4 44 5 0.95879 0.99865 0 18.332 3.4676 34 4 44 5 +1 0 0.99069 0.99872 0 16.2936 3.5245 23 4 40 6 0.97475 0.99872 0 17.3127 3.4962 23 4 44 5 +2 0 0.99159 0.99877 0 15.6485 3.5791 31 5 45 6 0.98037 0.99877 0 16.7578 3.5238 31 5 44 5 +3 0 0.99245 0.99877 0 14.9698 3.5995 31 5 39 6 0.98338 0.99877 0 16.311 3.5427 31 5 44 5 +4 0 0.99336 0.99877 0 14.1793 3.5815 27 5 47 7 0.98538 0.99877 0 15.8845 3.5504 27 5 44 5 +5 0 0.99412 0.99879 0 13.5692 3.5507 28 5 44 7 0.98685 0.99879 0 15.4987 3.5505 28 5 44 5 +6 0 0.99405 0.99879 0 12.9283 3.5068 26 5 32 7 0.98789 0.99879 0 15.1314 3.5441 26 5 44 5 +7 0 0.99492 0.99881 0 12.2441 3.4185 29 5 32 7 0.98876 0.99881 0 14.7706 3.5286 29 5 44 5 +8 0 0.99514 0.99882 0 11.6901 3.3629 27 5 46 9 0.98947 0.99882 0 14.4283 3.5101 27 5 44 5 +9 0 0.99545 0.99882 0 11.0893 3.2931 27 5 37 7 0.99006 0.99882 0 14.0945 3.4882 27 5 44 5 +10 0 0.99552 0.99882 0 10.6196 3.2382 26 5 38 7 0.99057 0.99882 0 13.7785 3.4655 26 5 44 5 +11 0 0.99583 0.99882 0 10.218 3.1889 26 5 36 7 0.99101 0.99882 0 13.4817 3.4426 26 5 44 5 +12 0 0.99591 0.99883 0 9.7589 3.1165 23 5 38 8 0.99137 0.99883 0 13.1954 3.4176 23 5 44 5 +13 0 0.99598 0.99883 0 9.3105 3.0395 22 4 42 8 0.99172 0.99883 0 12.918 3.3904 22 4 44 5 +14 0 0.99615 0.99883 0 8.9001 2.9651 22 4 30 7 0.992 0.99883 0 12.6501 3.3621 22 4 44 5 +15 0 0.99654 0.99883 0 8.6146 2.9117 22 4 28 7 0.99229 0.99883 0 12.3978 3.334 22 4 44 5 +16 0 0.99667 0.99885 0 8.3169 2.8504 23 5 22 6 0.99254 0.99885 0 12.1577 3.3054 23 5 44 5 +17 0 0.99689 0.99885 0 7.9414 2.7657 23 5 22 7 0.9928 0.99885 0 11.9236 3.2755 23 5 44 5 +18 0 0.99669 0.99885 0 7.5773 2.6766 23 5 23 6 0.99299 0.99885 0 11.6948 3.244 23 5 44 5 +19 0 0.99687 0.99885 0 7.3245 2.6186 23 5 23 6 0.9932 0.99885 0 11.4764 3.2127 23 5 44 5 +20 0 0.99673 0.99885 0 7.0455 2.546 22 5 26 5 0.99337 0.99885 0 11.2654 3.1811 22 5 44 5 +21 0 0.99709 0.99885 0 6.8329 2.4921 22 5 26 7 0.99354 0.99885 0 11.0637 3.1496 22 5 44 5 +22 0 0.99694 0.99885 0 6.6059 2.4327 22 5 31 8 0.99367 0.99885 0 10.8701 3.1184 22 5 44 5 +23 0 0.99719 0.99885 0 6.3729 2.3585 21 5 26 6 0.99385 0.99885 0 10.6824 3.0867 21 5 44 5 +24 0 0.9974 0.99886 0 6.1988 2.3146 20 5 22 5 0.99396 0.99886 0 10.5033 3.0561 20 5 44 5 +25 0 0.99713 0.99886 0.09973 6.0303 2.2631 20 5 16 5 0.99407 0.99886 0 10.3314 3.0254 20 5 44 5 +26 0 0.99695 0.99886 0 5.911 2.222 20 5 24 8 0.99421 0.99886 0 10.1676 2.9958 20 5 44 5 +27 0 0.99749 0.99886 0 5.7507 2.1702 20 5 34 7 0.99432 0.99886 0 10.0098 2.9662 20 5 44 5 +28 0 0.99733 0.99886 0.09976 5.5771 2.1152 20 5 21 5 0.99443 0.99886 0 9.8568 2.9368 20 5 44 5 +29 0 0.99753 0.99886 0 5.4336 2.07 23 6 19 6 0.99454 0.99886 0 9.7095 2.9081 23 6 44 5 +30 0 0.99725 0.99886 0 5.3063 2.0303 23 6 12 4 0.9946 0.99886 0 9.5676 2.8799 23 6 44 5 +31 0 0.99733 0.99886 0 5.152 1.9746 21 6 20 5 0.9947 0.99886 0 9.4295 2.8516 21 6 44 5 +32 0 0.99729 0.99886 0 5.081 1.9545 21 6 16 5 0.99479 0.99886 0 9.2977 2.8242 21 6 44 5 +33 0 0.99747 0.99886 0.0997 4.9871 1.9268 21 6 15 5 0.99486 0.99886 0 9.1711 2.7978 21 6 44 5 +34 0 0.99747 0.99886 0.09976 4.9348 1.915 20 6 15 5 0.99492 0.99886 0 9.0498 2.7726 20 6 44 5 +35 0 0.99739 0.99886 0 4.8589 1.8853 20 6 15 5 0.99501 0.99886 0 8.9334 2.748 20 6 44 5 +36 0 0.99757 0.99886 0.09969 4.7722 1.8559 20 6 21 6 0.99509 0.99886 0 8.8208 2.7238 20 6 44 5 +37 0 0.99763 0.99886 0 4.7422 1.8403 20 6 15 5 0.99513 0.99886 0 8.7138 2.7006 20 6 44 5 +38 0 0.99749 0.99886 0 4.6865 1.8178 20 6 15 4 0.99521 0.99886 0 8.6103 2.678 20 6 44 5 +39 0 0.99749 0.99886 0 4.6409 1.8052 19 6 15 4 0.99526 0.99886 0 8.5111 2.6562 19 6 44 5 +40 0 0.99749 0.99886 0.09973 4.6356 1.8059 19 6 13 4 0.99532 0.99886 0 8.4168 2.6356 19 6 44 5 +41 0 0.99743 0.99886 0 4.6393 1.8092 19 6 12 4 0.99536 0.99886 0 8.3267 2.6156 19 6 44 5 +42 0 0.99749 0.99886 0.09951 4.6151 1.8025 19 6 14 5 0.99541 0.99886 0 8.2404 2.5967 19 6 44 5 +43 0 0.99745 0.99886 0.19944 4.6163 1.8091 19 6 14 4 0.99546 0.99886 0 8.158 2.5789 19 6 44 5 +44 0 0.99765 0.99886 0.1992 4.5974 1.802 19 6 14 4 0.99551 0.99886 0 8.079 2.5616 19 6 44 5 +45 0 0.99767 0.99886 0.09976 4.5949 1.7984 19 6 19 6 0.99556 0.99886 0 8.0031 2.5452 19 6 44 5 +46 0 0.99755 0.99886 0.19939 4.5526 1.7793 19 6 10 4 0.9956 0.99886 0 7.9298 2.5289 19 6 44 5 +47 0 0.99763 0.99886 0 4.5168 1.7635 19 6 10 4 0.99563 0.99886 0 7.8585 2.5128 19 6 44 5 +48 0 0.99751 0.99886 0.19914 4.4923 1.7517 19 6 13 4 0.99568 0.99886 0 7.7898 2.4974 19 6 44 5 +49 0 0.99747 0.99886 0.09962 4.497 1.7563 19 6 14 5 0.9957 0.99886 0 7.7241 2.4824 19 6 44 5 +50 0 0.99731 0.99886 0 4.4765 1.7423 19 6 14 4 0.99577 0.99886 0 7.6604 2.468 19 6 44 5 +51 0 0.99751 0.99886 0 4.4765 1.7458 19 6 12 5 0.99577 0.99886 0 7.599 2.454 19 6 44 5 diff --git a/PartB/90Cross90Mut2El/aggregated_fn.tsv b/PartB/90Cross90Mut2El/aggregated_fn.tsv new file mode 100644 index 0000000..e5c2e1c --- /dev/null +++ b/PartB/90Cross90Mut2El/aggregated_fn.tsv @@ -0,0 +1,30 @@ +Run(RV)/(PV) CC CO OO OC +0 999 123 1568 120 +1 673 481 1635 21 +2 1072 64 1189 485 +3 1051 63 1362 334 +4 1024 89 1538 159 +5 960 183 1404 263 +6 1102 27 1220 461 +7 1016 112 1580 102 +8 994 130 1573 113 +9 1039 89 1570 112 + +Best Result: + CC CO OO OC + 999 123 1568 120 +Fitness: 0.998902 +Total results: + CC CO OO OC + 9930 1361 14639 2170 + +Averaged results: + CC CO OO OC + 993 136 1463 217 + + +Average Hits Per Run: 2456 +Average Tests Per Run: 2810 +Average % Correct Per Run: 0.874021 +Total Hits(All runs combined): 24569 +Total Tests(All runs combined): 28100 diff --git a/PartB/90Cross90Mut2El/aggregated_runs.tsv b/PartB/90Cross90Mut2El/aggregated_runs.tsv new file mode 100644 index 0000000..e56c0fe --- /dev/null +++ b/PartB/90Cross90Mut2El/aggregated_runs.tsv @@ -0,0 +1,574 @@ +GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN +=AVERAGE(a55, a56, a57, a58, a59, a60, a61, a62, a63, a64) =AVERAGE(b55, b56, b57, b58, b59, b60, b61, b62, b63, b64) =AVERAGE(c55, c56, c57, c58, c59, c60, c61, c62, c63, c64) =AVERAGE(d55, d56, d57, d58, d59, d60, d61, d62, d63, d64) =AVERAGE(e55, e56, e57, e58, e59, e60, e61, e62, e63, e64) =AVERAGE(f55, f56, f57, f58, f59, f60, f61, f62, f63, f64) =AVERAGE(g55, g56, g57, g58, g59, g60, g61, g62, g63, g64) =AVERAGE(h55, h56, h57, h58, h59, h60, h61, h62, h63, h64) =AVERAGE(i55, i56, i57, i58, i59, i60, i61, i62, i63, i64) =AVERAGE(j55, j56, j57, j58, j59, j60, j61, j62, j63, j64) =AVERAGE(k55, k56, k57, k58, k59, k60, k61, k62, k63, k64) =AVERAGE(l55, l56, l57, l58, l59, l60, l61, l62, l63, l64) =AVERAGE(m55, m56, m57, m58, m59, m60, m61, m62, m63, m64) =AVERAGE(n55, n56, n57, n58, n59, n60, n61, n62, n63, n64) =AVERAGE(o55, o56, o57, o58, o59, o60, o61, o62, o63, o64) =AVERAGE(p55, p56, p57, p58, p59, p60, p61, p62, p63, p64) =AVERAGE(q55, q56, q57, q58, q59, q60, q61, q62, q63, q64) =AVERAGE(r55, r56, r57, r58, r59, r60, r61, r62, r63, r64) =AVERAGE(s55, s56, s57, s58, s59, s60, s61, s62, s63, s64) =AVERAGE(t55, t56, t57, t58, t59, t60, t61, t62, t63, t64) =STDEV.P(a55, a56, a57, a58, a59, a60, a61, a62, a63, a64) =STDEV.P(b55, b56, b57, b58, b59, b60, b61, b62, b63, b64) =STDEV.P(c55, c56, c57, c58, c59, c60, c61, c62, c63, c64) =STDEV.P(d55, d56, d57, d58, d59, d60, d61, d62, d63, d64) =STDEV.P(e55, e56, e57, e58, e59, e60, e61, e62, e63, e64) =STDEV.P(f55, f56, f57, f58, f59, f60, f61, f62, f63, f64) =STDEV.P(g55, g56, g57, g58, g59, g60, g61, g62, g63, g64) =STDEV.P(h55, h56, h57, h58, h59, h60, h61, h62, h63, h64) =STDEV.P(i55, i56, i57, i58, i59, i60, i61, i62, i63, i64) =STDEV.P(j55, j56, j57, j58, j59, j60, j61, j62, j63, j64) =STDEV.P(k55, k56, k57, k58, k59, k60, k61, k62, k63, k64) =STDEV.P(l55, l56, l57, l58, l59, l60, l61, l62, l63, l64) =STDEV.P(m55, m56, m57, m58, m59, m60, m61, m62, m63, m64) =STDEV.P(n55, n56, n57, n58, n59, n60, n61, n62, n63, n64) =STDEV.P(o55, o56, o57, o58, o59, o60, o61, o62, o63, o64) =STDEV.P(p55, p56, p57, p58, p59, p60, p61, p62, p63, p64) =STDEV.P(q55, q56, q57, q58, q59, q60, q61, q62, q63, q64) =STDEV.P(r55, r56, r57, r58, r59, r60, r61, r62, r63, r64) =STDEV.P(s55, s56, s57, s58, s59, s60, s61, s62, s63, s64) =STDEV.P(t55, t56, t57, t58, t59, t60, t61, t62, t63, t64) =STDEV.P(a2, a3, a4, a5, a6, a7, a8, a9, a10, a11, a12, a13, a14, a15, a16, a17, a18, a19, a20, a21, a22, a23, a24, a25, a26, a27, a28, a29, a30, a31, a32, a33, a34, a35, a36, a37, a38, a39, a40, a41, a42, a43, a44, a45, a46, a47, a48, a49, a50, a51, a52, a53) =STDEV.P(b2, b3, b4, b5, b6, b7, b8, b9, b10, b11, b12, b13, b14, b15, b16, b17, b18, b19, b20, b21, b22, b23, b24, b25, b26, b27, b28, b29, b30, b31, b32, b33, b34, b35, b36, b37, b38, b39, b40, b41, b42, b43, b44, b45, b46, b47, b48, b49, b50, b51, b52, b53) =STDEV.P(c2, c3, c4, c5, c6, c7, c8, c9, c10, c11, c12, c13, c14, c15, c16, c17, c18, c19, c20, c21, c22, c23, c24, c25, c26, c27, c28, c29, c30, c31, c32, c33, c34, c35, c36, c37, c38, c39, c40, c41, c42, c43, c44, c45, c46, c47, c48, c49, c50, c51, c52, c53) =STDEV.P(d2, d3, d4, d5, d6, d7, d8, d9, d10, d11, d12, d13, d14, d15, d16, d17, d18, d19, d20, d21, d22, d23, d24, d25, d26, d27, d28, d29, d30, d31, d32, d33, d34, d35, d36, d37, d38, d39, d40, d41, d42, d43, d44, d45, d46, d47, d48, d49, d50, d51, d52, d53) =STDEV.P(e2, e3, e4, e5, e6, e7, e8, e9, e10, e11, e12, e13, e14, e15, e16, e17, e18, e19, e20, e21, e22, e23, e24, e25, e26, e27, e28, e29, e30, e31, e32, e33, e34, e35, e36, e37, e38, e39, e40, e41, e42, e43, e44, e45, e46, e47, e48, e49, e50, e51, e52, e53) =STDEV.P(f2, f3, f4, f5, f6, f7, f8, f9, f10, f11, f12, f13, f14, f15, f16, f17, f18, f19, f20, f21, f22, f23, f24, f25, f26, f27, f28, f29, f30, f31, f32, f33, f34, f35, f36, f37, f38, f39, f40, f41, f42, f43, f44, f45, f46, f47, f48, f49, f50, f51, f52, f53) =STDEV.P(g2, g3, g4, g5, g6, g7, g8, g9, g10, g11, g12, g13, g14, g15, g16, g17, g18, g19, g20, g21, g22, g23, g24, g25, g26, g27, g28, g29, g30, g31, g32, g33, g34, g35, g36, g37, g38, g39, g40, g41, g42, g43, g44, g45, g46, g47, g48, g49, g50, g51, g52, g53) =STDEV.P(h2, h3, h4, h5, h6, h7, h8, h9, h10, h11, h12, h13, h14, h15, h16, h17, h18, h19, h20, h21, h22, h23, h24, h25, h26, h27, h28, h29, h30, h31, h32, h33, h34, h35, h36, h37, h38, h39, h40, h41, h42, h43, h44, h45, h46, h47, h48, h49, h50, h51, h52, h53) =STDEV.P(i2, i3, i4, i5, i6, i7, i8, i9, i10, i11, i12, i13, i14, i15, i16, i17, i18, i19, i20, i21, i22, i23, i24, i25, i26, i27, i28, i29, i30, i31, i32, i33, i34, i35, i36, i37, i38, i39, i40, i41, i42, i43, i44, i45, i46, i47, i48, i49, i50, i51, i52, i53) =STDEV.P(j2, j3, j4, j5, j6, j7, j8, j9, j10, j11, j12, j13, j14, j15, j16, j17, j18, j19, j20, j21, j22, j23, j24, j25, j26, j27, j28, j29, j30, j31, j32, j33, j34, j35, j36, j37, j38, j39, j40, j41, j42, j43, j44, j45, j46, j47, j48, j49, j50, j51, j52, j53) =STDEV.P(k2, k3, k4, k5, k6, k7, k8, k9, k10, k11, k12, k13, k14, k15, k16, k17, k18, k19, k20, k21, k22, k23, k24, k25, k26, k27, k28, k29, k30, k31, k32, k33, k34, k35, k36, k37, k38, k39, k40, k41, k42, k43, k44, k45, k46, k47, k48, k49, k50, k51, k52, k53) =STDEV.P(l2, l3, l4, l5, l6, l7, l8, l9, l10, l11, l12, l13, l14, l15, l16, l17, l18, l19, l20, l21, l22, l23, l24, l25, l26, l27, l28, l29, l30, l31, l32, l33, l34, l35, l36, l37, l38, l39, l40, l41, l42, l43, l44, l45, l46, l47, l48, l49, l50, l51, l52, l53) =STDEV.P(m2, m3, m4, m5, m6, m7, m8, m9, m10, m11, m12, m13, m14, m15, m16, m17, m18, m19, m20, m21, m22, m23, m24, m25, m26, m27, m28, m29, m30, m31, m32, m33, m34, m35, m36, m37, m38, m39, m40, m41, m42, m43, m44, m45, m46, m47, m48, m49, m50, m51, m52, m53) =STDEV.P(n2, n3, n4, n5, n6, n7, n8, n9, n10, n11, n12, n13, n14, n15, n16, n17, n18, n19, n20, n21, n22, n23, n24, n25, n26, n27, n28, n29, n30, n31, n32, n33, n34, n35, n36, n37, n38, n39, n40, n41, n42, n43, n44, n45, n46, n47, n48, n49, n50, n51, n52, n53) =STDEV.P(o2, o3, o4, o5, o6, o7, o8, o9, o10, o11, o12, o13, o14, o15, o16, o17, o18, o19, o20, o21, o22, o23, o24, o25, o26, o27, o28, o29, o30, o31, o32, o33, o34, o35, o36, o37, o38, o39, o40, o41, o42, o43, o44, o45, o46, o47, o48, o49, o50, o51, o52, o53) =STDEV.P(p2, p3, p4, p5, p6, p7, p8, p9, p10, p11, p12, p13, p14, p15, p16, p17, p18, p19, p20, p21, p22, p23, p24, p25, p26, p27, p28, p29, p30, p31, p32, p33, p34, p35, p36, p37, p38, p39, p40, p41, p42, p43, p44, p45, p46, p47, p48, p49, p50, p51, p52, p53) =STDEV.P(q2, q3, q4, q5, q6, q7, q8, q9, q10, q11, q12, q13, q14, q15, q16, q17, q18, q19, q20, q21, q22, q23, q24, q25, q26, q27, q28, q29, q30, q31, q32, q33, q34, q35, q36, q37, q38, q39, q40, q41, q42, q43, q44, q45, q46, q47, q48, q49, q50, q51, q52, q53) =STDEV.P(r2, r3, r4, r5, r6, r7, r8, r9, r10, r11, r12, r13, r14, r15, r16, r17, r18, r19, r20, r21, r22, r23, r24, r25, r26, r27, r28, r29, r30, r31, r32, r33, r34, r35, r36, r37, r38, r39, r40, r41, r42, r43, r44, r45, r46, r47, r48, r49, r50, r51, r52, r53) =STDEV.P(s2, s3, s4, s5, s6, s7, s8, s9, s10, s11, s12, s13, s14, s15, s16, s17, s18, s19, s20, s21, s22, s23, s24, s25, s26, s27, s28, s29, s30, s31, s32, s33, s34, s35, s36, s37, s38, s39, s40, s41, s42, s43, s44, s45, s46, s47, s48, s49, s50, s51, s52, s53) =STDEV.P(t2, t3, t4, t5, t6, t7, t8, t9, t10, t11, t12, t13, t14, t15, t16, t17, t18, t19, t20, t21, t22, t23, t24, t25, t26, t27, t28, t29, t30, t31, t32, t33, t34, t35, t36, t37, t38, t39, t40, t41, t42, t43, t44, t45, t46, t47, t48, t49, t50, t51, t52, t53) +=AVERAGE(a65, a66, a67, a68, a69, a70, a71, a72, a73, a74) =AVERAGE(b65, b66, b67, b68, b69, b70, b71, b72, b73, b74) =AVERAGE(c65, c66, c67, c68, c69, c70, c71, c72, c73, c74) =AVERAGE(d65, d66, d67, d68, d69, d70, d71, d72, d73, d74) =AVERAGE(e65, e66, e67, e68, e69, e70, e71, e72, e73, e74) =AVERAGE(f65, f66, f67, f68, f69, f70, f71, f72, f73, f74) =AVERAGE(g65, g66, g67, g68, g69, g70, g71, g72, g73, g74) =AVERAGE(h65, h66, h67, h68, h69, h70, h71, h72, h73, h74) =AVERAGE(i65, i66, i67, i68, i69, i70, i71, i72, i73, i74) =AVERAGE(j65, j66, j67, j68, j69, j70, j71, j72, j73, j74) =AVERAGE(k65, k66, k67, k68, k69, k70, k71, k72, k73, k74) =AVERAGE(l65, l66, l67, l68, l69, l70, l71, l72, l73, l74) =AVERAGE(m65, m66, m67, m68, m69, m70, m71, m72, m73, m74) =AVERAGE(n65, n66, n67, n68, n69, n70, n71, n72, n73, n74) =AVERAGE(o65, o66, o67, o68, o69, o70, o71, o72, o73, o74) =AVERAGE(p65, p66, p67, p68, p69, p70, p71, p72, p73, p74) =AVERAGE(q65, q66, q67, q68, q69, q70, q71, q72, q73, q74) =AVERAGE(r65, r66, r67, r68, r69, r70, r71, r72, r73, r74) =AVERAGE(s65, s66, s67, s68, s69, s70, s71, s72, s73, s74) =AVERAGE(t65, t66, t67, t68, t69, t70, t71, t72, t73, t74) =STDEV.P(a65, a66, a67, a68, a69, a70, a71, a72, a73, a74) =STDEV.P(b65, b66, b67, b68, b69, b70, b71, b72, b73, b74) =STDEV.P(c65, c66, c67, c68, c69, c70, c71, c72, c73, c74) =STDEV.P(d65, d66, d67, d68, d69, d70, d71, d72, d73, d74) =STDEV.P(e65, e66, e67, e68, e69, e70, e71, e72, e73, e74) =STDEV.P(f65, f66, f67, f68, f69, f70, f71, f72, f73, f74) =STDEV.P(g65, g66, g67, g68, g69, g70, g71, g72, g73, g74) =STDEV.P(h65, h66, h67, h68, h69, h70, h71, h72, h73, h74) =STDEV.P(i65, i66, i67, i68, i69, i70, i71, i72, i73, i74) =STDEV.P(j65, j66, j67, j68, j69, j70, j71, j72, j73, j74) =STDEV.P(k65, k66, k67, k68, k69, k70, k71, k72, k73, k74) =STDEV.P(l65, l66, l67, l68, l69, l70, l71, l72, l73, l74) =STDEV.P(m65, m66, m67, m68, m69, m70, m71, m72, m73, m74) =STDEV.P(n65, n66, n67, n68, n69, n70, n71, n72, n73, n74) =STDEV.P(o65, o66, o67, o68, o69, o70, o71, o72, o73, o74) =STDEV.P(p65, p66, p67, p68, p69, p70, p71, p72, p73, p74) =STDEV.P(q65, q66, q67, q68, q69, q70, q71, q72, q73, q74) =STDEV.P(r65, r66, r67, r68, r69, r70, r71, r72, r73, r74) =STDEV.P(s65, s66, s67, s68, s69, s70, s71, s72, s73, s74) =STDEV.P(t65, t66, t67, t68, t69, t70, t71, t72, t73, t74) +=AVERAGE(a75, a76, a77, a78, a79, a80, a81, a82, a83, a84) =AVERAGE(b75, b76, b77, b78, b79, b80, b81, b82, b83, b84) =AVERAGE(c75, c76, c77, c78, c79, c80, c81, c82, c83, c84) =AVERAGE(d75, d76, d77, d78, d79, d80, d81, d82, d83, d84) =AVERAGE(e75, e76, e77, e78, e79, e80, e81, e82, e83, e84) =AVERAGE(f75, f76, f77, f78, f79, f80, f81, f82, f83, f84) =AVERAGE(g75, g76, g77, g78, g79, g80, g81, g82, g83, g84) =AVERAGE(h75, h76, h77, h78, h79, h80, h81, h82, h83, h84) =AVERAGE(i75, i76, i77, i78, i79, i80, i81, i82, i83, i84) =AVERAGE(j75, j76, j77, j78, j79, j80, j81, j82, j83, j84) =AVERAGE(k75, k76, k77, k78, k79, k80, k81, k82, k83, k84) =AVERAGE(l75, l76, l77, l78, l79, l80, l81, l82, l83, l84) =AVERAGE(m75, m76, m77, m78, m79, m80, m81, m82, m83, m84) =AVERAGE(n75, n76, n77, n78, n79, n80, n81, n82, n83, n84) =AVERAGE(o75, o76, o77, o78, o79, o80, o81, o82, o83, o84) =AVERAGE(p75, p76, p77, p78, p79, p80, p81, p82, p83, p84) =AVERAGE(q75, q76, q77, q78, q79, q80, q81, q82, q83, q84) =AVERAGE(r75, r76, r77, r78, r79, r80, r81, r82, r83, r84) =AVERAGE(s75, s76, s77, s78, s79, s80, s81, s82, s83, s84) =AVERAGE(t75, t76, t77, t78, t79, t80, t81, t82, t83, t84) =STDEV.P(a75, a76, a77, a78, a79, a80, a81, a82, a83, a84) =STDEV.P(b75, b76, b77, b78, b79, b80, b81, b82, b83, b84) =STDEV.P(c75, c76, c77, c78, c79, c80, c81, c82, c83, c84) =STDEV.P(d75, d76, d77, d78, d79, d80, d81, d82, d83, d84) =STDEV.P(e75, e76, e77, e78, e79, e80, e81, e82, e83, e84) =STDEV.P(f75, f76, f77, f78, f79, f80, f81, f82, f83, f84) =STDEV.P(g75, g76, g77, g78, g79, g80, g81, g82, g83, g84) =STDEV.P(h75, h76, h77, h78, h79, h80, h81, h82, h83, h84) =STDEV.P(i75, i76, i77, i78, i79, i80, i81, i82, i83, i84) =STDEV.P(j75, j76, j77, j78, j79, j80, j81, j82, j83, j84) =STDEV.P(k75, k76, k77, k78, k79, k80, k81, k82, k83, k84) =STDEV.P(l75, l76, l77, l78, l79, l80, l81, l82, l83, l84) =STDEV.P(m75, m76, m77, m78, m79, m80, m81, m82, m83, m84) =STDEV.P(n75, n76, n77, n78, n79, n80, n81, n82, n83, n84) =STDEV.P(o75, o76, o77, o78, o79, o80, o81, o82, o83, o84) =STDEV.P(p75, p76, p77, p78, p79, p80, p81, p82, p83, p84) =STDEV.P(q75, q76, q77, q78, q79, q80, q81, q82, q83, q84) =STDEV.P(r75, r76, r77, r78, r79, r80, r81, r82, r83, r84) =STDEV.P(s75, s76, s77, s78, s79, s80, s81, s82, s83, s84) =STDEV.P(t75, t76, t77, t78, t79, t80, t81, t82, t83, t84) +=AVERAGE(a85, a86, a87, a88, a89, a90, a91, a92, a93, a94) =AVERAGE(b85, b86, b87, b88, b89, b90, b91, b92, b93, b94) =AVERAGE(c85, c86, c87, c88, c89, c90, c91, c92, c93, c94) =AVERAGE(d85, d86, d87, d88, d89, d90, d91, d92, d93, d94) =AVERAGE(e85, e86, e87, e88, e89, e90, e91, e92, e93, e94) =AVERAGE(f85, f86, f87, f88, f89, f90, f91, f92, f93, f94) =AVERAGE(g85, g86, g87, g88, g89, g90, g91, g92, g93, g94) =AVERAGE(h85, h86, h87, h88, h89, h90, h91, h92, h93, h94) =AVERAGE(i85, i86, i87, i88, i89, i90, i91, i92, i93, i94) =AVERAGE(j85, j86, j87, j88, j89, j90, j91, j92, j93, j94) =AVERAGE(k85, k86, k87, k88, k89, k90, k91, k92, k93, k94) =AVERAGE(l85, l86, l87, l88, l89, l90, l91, l92, l93, l94) =AVERAGE(m85, m86, m87, m88, m89, m90, m91, m92, m93, m94) =AVERAGE(n85, n86, n87, n88, n89, n90, n91, n92, n93, n94) =AVERAGE(o85, o86, o87, o88, o89, o90, o91, o92, o93, o94) =AVERAGE(p85, p86, p87, p88, p89, p90, p91, p92, p93, p94) =AVERAGE(q85, q86, q87, q88, q89, q90, q91, q92, q93, q94) =AVERAGE(r85, r86, r87, r88, r89, r90, r91, r92, r93, r94) =AVERAGE(s85, s86, s87, s88, s89, s90, s91, s92, s93, s94) =AVERAGE(t85, t86, t87, t88, t89, t90, t91, t92, t93, t94) =STDEV.P(a85, a86, a87, a88, a89, a90, a91, a92, a93, a94) =STDEV.P(b85, b86, b87, b88, b89, b90, b91, b92, b93, b94) =STDEV.P(c85, c86, c87, c88, c89, c90, c91, c92, c93, c94) =STDEV.P(d85, d86, d87, d88, d89, d90, d91, d92, d93, d94) =STDEV.P(e85, e86, e87, e88, e89, e90, e91, e92, e93, e94) =STDEV.P(f85, f86, f87, f88, f89, f90, f91, f92, f93, f94) =STDEV.P(g85, g86, g87, g88, g89, g90, g91, g92, g93, g94) =STDEV.P(h85, h86, h87, h88, h89, h90, h91, h92, h93, h94) =STDEV.P(i85, i86, i87, i88, i89, i90, i91, i92, i93, i94) =STDEV.P(j85, j86, j87, j88, j89, j90, j91, j92, j93, j94) =STDEV.P(k85, k86, k87, k88, k89, k90, k91, k92, k93, k94) =STDEV.P(l85, l86, l87, l88, l89, l90, l91, l92, l93, l94) =STDEV.P(m85, m86, m87, m88, m89, m90, m91, m92, m93, m94) =STDEV.P(n85, n86, n87, n88, n89, n90, n91, n92, n93, n94) =STDEV.P(o85, o86, o87, o88, o89, o90, o91, o92, o93, o94) =STDEV.P(p85, p86, p87, p88, p89, p90, p91, p92, p93, p94) =STDEV.P(q85, q86, q87, q88, q89, q90, q91, q92, q93, q94) =STDEV.P(r85, r86, r87, r88, r89, r90, r91, r92, r93, r94) =STDEV.P(s85, s86, s87, s88, s89, s90, s91, s92, s93, s94) =STDEV.P(t85, t86, t87, t88, t89, t90, t91, t92, t93, t94) +=AVERAGE(a95, a96, a97, a98, a99, a100, a101, a102, a103, a104) =AVERAGE(b95, b96, b97, b98, b99, b100, b101, b102, b103, b104) =AVERAGE(c95, c96, c97, c98, c99, c100, c101, c102, c103, c104) =AVERAGE(d95, d96, d97, d98, d99, d100, d101, d102, d103, d104) =AVERAGE(e95, e96, e97, e98, e99, e100, e101, e102, e103, e104) =AVERAGE(f95, f96, f97, f98, f99, f100, f101, f102, f103, f104) =AVERAGE(g95, g96, g97, g98, g99, g100, g101, g102, g103, g104) =AVERAGE(h95, h96, h97, h98, h99, h100, h101, h102, h103, h104) =AVERAGE(i95, i96, i97, i98, i99, i100, i101, i102, i103, i104) =AVERAGE(j95, j96, j97, j98, j99, j100, j101, j102, j103, j104) =AVERAGE(k95, k96, k97, k98, k99, k100, k101, k102, k103, k104) =AVERAGE(l95, l96, l97, l98, l99, l100, l101, l102, l103, l104) =AVERAGE(m95, m96, m97, m98, m99, m100, m101, m102, m103, m104) =AVERAGE(n95, n96, n97, n98, n99, n100, n101, n102, n103, n104) =AVERAGE(o95, o96, o97, o98, o99, o100, o101, o102, o103, o104) =AVERAGE(p95, p96, p97, p98, p99, p100, p101, p102, p103, p104) =AVERAGE(q95, q96, q97, q98, q99, q100, q101, q102, q103, q104) =AVERAGE(r95, r96, r97, r98, r99, r100, r101, r102, r103, r104) =AVERAGE(s95, s96, s97, s98, s99, s100, s101, s102, s103, s104) =AVERAGE(t95, t96, t97, t98, t99, t100, t101, t102, t103, t104) =STDEV.P(a95, a96, a97, a98, a99, a100, a101, a102, a103, a104) =STDEV.P(b95, b96, b97, b98, b99, b100, b101, b102, b103, b104) =STDEV.P(c95, c96, c97, c98, c99, c100, c101, c102, c103, c104) =STDEV.P(d95, d96, d97, d98, d99, d100, d101, d102, d103, d104) =STDEV.P(e95, e96, e97, e98, e99, e100, e101, e102, e103, e104) =STDEV.P(f95, f96, f97, f98, f99, f100, f101, f102, f103, f104) =STDEV.P(g95, g96, g97, g98, g99, g100, g101, g102, g103, g104) =STDEV.P(h95, h96, h97, h98, h99, h100, h101, h102, h103, h104) =STDEV.P(i95, i96, i97, i98, i99, i100, i101, i102, i103, i104) =STDEV.P(j95, j96, j97, j98, j99, j100, j101, j102, j103, j104) =STDEV.P(k95, k96, k97, k98, k99, k100, k101, k102, k103, k104) =STDEV.P(l95, l96, l97, l98, l99, l100, l101, l102, l103, l104) =STDEV.P(m95, m96, m97, m98, m99, m100, m101, m102, m103, m104) =STDEV.P(n95, n96, n97, n98, n99, n100, n101, n102, n103, n104) =STDEV.P(o95, o96, o97, o98, o99, o100, o101, o102, o103, o104) =STDEV.P(p95, p96, p97, p98, p99, p100, p101, p102, p103, p104) =STDEV.P(q95, q96, q97, q98, q99, q100, q101, q102, q103, q104) =STDEV.P(r95, r96, r97, r98, r99, r100, r101, r102, r103, r104) =STDEV.P(s95, s96, s97, s98, s99, s100, s101, s102, s103, s104) =STDEV.P(t95, t96, t97, t98, t99, t100, t101, t102, t103, t104) +=AVERAGE(a105, a106, a107, a108, a109, a110, a111, a112, a113, a114) =AVERAGE(b105, b106, b107, b108, b109, b110, b111, b112, b113, b114) =AVERAGE(c105, c106, c107, c108, c109, c110, c111, c112, c113, c114) =AVERAGE(d105, d106, d107, d108, d109, d110, d111, d112, d113, d114) =AVERAGE(e105, e106, e107, e108, e109, e110, e111, e112, e113, e114) =AVERAGE(f105, f106, f107, f108, f109, f110, f111, f112, f113, f114) =AVERAGE(g105, g106, g107, g108, g109, g110, g111, g112, g113, g114) =AVERAGE(h105, h106, h107, h108, h109, h110, h111, h112, h113, h114) =AVERAGE(i105, i106, i107, i108, i109, i110, i111, i112, i113, i114) =AVERAGE(j105, j106, j107, j108, j109, j110, j111, j112, j113, j114) =AVERAGE(k105, k106, k107, k108, k109, k110, k111, k112, k113, k114) =AVERAGE(l105, l106, l107, l108, l109, l110, l111, l112, l113, l114) =AVERAGE(m105, m106, m107, m108, m109, m110, m111, m112, m113, m114) =AVERAGE(n105, n106, n107, n108, n109, n110, n111, n112, n113, n114) =AVERAGE(o105, o106, o107, o108, o109, o110, o111, o112, o113, o114) =AVERAGE(p105, p106, p107, p108, p109, p110, p111, p112, p113, p114) =AVERAGE(q105, q106, q107, q108, q109, q110, q111, q112, q113, q114) =AVERAGE(r105, r106, r107, r108, r109, r110, r111, r112, r113, r114) =AVERAGE(s105, s106, s107, s108, s109, s110, s111, s112, s113, s114) =AVERAGE(t105, t106, t107, t108, t109, t110, t111, t112, t113, t114) =STDEV.P(a105, a106, a107, a108, a109, a110, a111, a112, a113, a114) =STDEV.P(b105, b106, b107, b108, b109, b110, b111, b112, b113, b114) =STDEV.P(c105, c106, c107, c108, c109, c110, c111, c112, c113, c114) =STDEV.P(d105, d106, d107, d108, d109, d110, d111, d112, d113, d114) =STDEV.P(e105, e106, e107, e108, e109, e110, e111, e112, e113, e114) =STDEV.P(f105, f106, f107, f108, f109, f110, f111, f112, f113, f114) =STDEV.P(g105, g106, g107, g108, g109, g110, g111, g112, g113, g114) =STDEV.P(h105, h106, h107, h108, h109, h110, h111, h112, h113, h114) =STDEV.P(i105, i106, i107, i108, i109, i110, i111, i112, i113, i114) =STDEV.P(j105, j106, j107, j108, j109, j110, j111, j112, j113, j114) =STDEV.P(k105, k106, k107, k108, k109, k110, k111, k112, k113, k114) =STDEV.P(l105, l106, l107, l108, l109, l110, l111, l112, l113, l114) =STDEV.P(m105, m106, m107, m108, m109, m110, m111, m112, m113, m114) =STDEV.P(n105, n106, n107, n108, n109, n110, n111, n112, n113, n114) =STDEV.P(o105, o106, o107, o108, o109, o110, o111, o112, o113, o114) =STDEV.P(p105, p106, p107, p108, p109, p110, p111, p112, p113, p114) =STDEV.P(q105, q106, q107, q108, q109, q110, q111, q112, q113, q114) =STDEV.P(r105, r106, r107, r108, r109, r110, r111, r112, r113, r114) =STDEV.P(s105, s106, s107, s108, s109, s110, s111, s112, s113, s114) =STDEV.P(t105, t106, t107, t108, t109, t110, t111, t112, t113, t114) +=AVERAGE(a115, a116, a117, a118, a119, a120, a121, a122, a123, a124) =AVERAGE(b115, b116, b117, b118, b119, b120, b121, b122, b123, b124) =AVERAGE(c115, c116, c117, c118, c119, c120, c121, c122, c123, c124) =AVERAGE(d115, d116, d117, d118, d119, d120, d121, d122, d123, d124) =AVERAGE(e115, e116, e117, e118, e119, e120, e121, e122, e123, e124) =AVERAGE(f115, f116, f117, f118, f119, f120, f121, f122, f123, f124) =AVERAGE(g115, g116, g117, g118, g119, g120, g121, g122, g123, g124) =AVERAGE(h115, h116, h117, h118, h119, h120, h121, h122, h123, h124) =AVERAGE(i115, i116, i117, i118, i119, i120, i121, i122, i123, i124) =AVERAGE(j115, j116, j117, j118, j119, j120, j121, j122, j123, j124) =AVERAGE(k115, k116, k117, k118, k119, k120, k121, k122, k123, k124) =AVERAGE(l115, l116, l117, l118, l119, l120, l121, l122, l123, l124) =AVERAGE(m115, m116, m117, m118, m119, m120, m121, m122, m123, m124) =AVERAGE(n115, n116, n117, n118, n119, n120, n121, n122, n123, n124) =AVERAGE(o115, o116, o117, o118, o119, o120, o121, o122, o123, o124) =AVERAGE(p115, p116, p117, p118, p119, p120, p121, p122, p123, p124) =AVERAGE(q115, q116, q117, q118, q119, q120, q121, q122, q123, q124) =AVERAGE(r115, r116, r117, r118, r119, r120, r121, r122, r123, r124) =AVERAGE(s115, s116, s117, s118, s119, s120, s121, s122, s123, s124) =AVERAGE(t115, t116, t117, t118, t119, t120, t121, t122, t123, t124) =STDEV.P(a115, a116, a117, a118, a119, a120, a121, a122, a123, a124) =STDEV.P(b115, b116, b117, b118, b119, b120, b121, b122, b123, b124) =STDEV.P(c115, c116, c117, c118, c119, c120, c121, c122, c123, c124) =STDEV.P(d115, d116, d117, d118, d119, d120, d121, d122, d123, d124) =STDEV.P(e115, e116, e117, e118, e119, e120, e121, e122, e123, e124) =STDEV.P(f115, f116, f117, f118, f119, f120, f121, f122, f123, f124) =STDEV.P(g115, g116, g117, g118, g119, g120, g121, g122, g123, g124) =STDEV.P(h115, h116, h117, h118, h119, h120, h121, h122, h123, h124) =STDEV.P(i115, i116, i117, i118, i119, i120, i121, i122, i123, i124) =STDEV.P(j115, j116, j117, j118, j119, j120, j121, j122, j123, j124) =STDEV.P(k115, k116, k117, k118, k119, k120, k121, k122, k123, k124) =STDEV.P(l115, l116, l117, l118, l119, l120, l121, l122, l123, l124) =STDEV.P(m115, m116, m117, m118, m119, m120, m121, m122, m123, m124) =STDEV.P(n115, n116, n117, n118, n119, n120, n121, n122, n123, n124) =STDEV.P(o115, o116, o117, o118, o119, o120, o121, o122, o123, o124) =STDEV.P(p115, p116, p117, p118, p119, p120, p121, p122, p123, p124) =STDEV.P(q115, q116, q117, q118, q119, q120, q121, q122, q123, q124) =STDEV.P(r115, r116, r117, r118, r119, r120, r121, r122, r123, r124) =STDEV.P(s115, s116, s117, s118, s119, s120, s121, s122, s123, s124) =STDEV.P(t115, t116, t117, t118, t119, t120, t121, t122, t123, t124) +=AVERAGE(a125, a126, a127, a128, a129, a130, a131, a132, a133, a134) =AVERAGE(b125, b126, b127, b128, b129, b130, b131, b132, b133, b134) =AVERAGE(c125, c126, c127, c128, c129, c130, c131, c132, c133, c134) =AVERAGE(d125, d126, d127, d128, d129, d130, d131, d132, d133, d134) =AVERAGE(e125, e126, e127, e128, e129, e130, e131, e132, e133, e134) =AVERAGE(f125, f126, f127, f128, f129, f130, f131, f132, f133, f134) =AVERAGE(g125, g126, g127, g128, g129, g130, g131, g132, g133, g134) =AVERAGE(h125, h126, h127, h128, h129, h130, h131, h132, h133, h134) =AVERAGE(i125, i126, i127, i128, i129, i130, i131, i132, i133, i134) =AVERAGE(j125, j126, j127, j128, j129, j130, j131, j132, j133, j134) =AVERAGE(k125, k126, k127, k128, k129, k130, k131, k132, k133, k134) =AVERAGE(l125, l126, l127, l128, l129, l130, l131, l132, l133, l134) =AVERAGE(m125, m126, m127, m128, m129, m130, m131, m132, m133, m134) =AVERAGE(n125, n126, n127, n128, n129, n130, n131, n132, n133, n134) =AVERAGE(o125, o126, o127, o128, o129, o130, o131, o132, o133, o134) =AVERAGE(p125, p126, p127, p128, p129, p130, p131, p132, p133, p134) =AVERAGE(q125, q126, q127, q128, q129, q130, q131, q132, q133, q134) =AVERAGE(r125, r126, r127, r128, r129, r130, r131, r132, r133, r134) =AVERAGE(s125, s126, s127, s128, s129, s130, s131, s132, s133, s134) =AVERAGE(t125, t126, t127, t128, t129, t130, t131, t132, t133, t134) =STDEV.P(a125, a126, a127, a128, a129, a130, a131, a132, a133, a134) =STDEV.P(b125, b126, b127, b128, b129, b130, b131, b132, b133, b134) =STDEV.P(c125, c126, c127, c128, c129, c130, c131, c132, c133, c134) =STDEV.P(d125, d126, d127, d128, d129, d130, d131, d132, d133, d134) =STDEV.P(e125, e126, e127, e128, e129, e130, e131, e132, e133, e134) =STDEV.P(f125, f126, f127, f128, f129, f130, f131, f132, f133, f134) =STDEV.P(g125, g126, g127, g128, g129, g130, g131, g132, g133, g134) =STDEV.P(h125, h126, h127, h128, h129, h130, h131, h132, h133, h134) =STDEV.P(i125, i126, i127, i128, i129, i130, i131, i132, i133, i134) =STDEV.P(j125, j126, j127, j128, j129, j130, j131, j132, j133, j134) =STDEV.P(k125, k126, k127, k128, k129, k130, k131, k132, k133, k134) =STDEV.P(l125, l126, l127, l128, l129, l130, l131, l132, l133, l134) =STDEV.P(m125, m126, m127, m128, m129, m130, m131, m132, m133, m134) =STDEV.P(n125, n126, n127, n128, n129, n130, n131, n132, n133, n134) =STDEV.P(o125, o126, o127, o128, o129, o130, o131, o132, o133, o134) =STDEV.P(p125, p126, p127, p128, p129, p130, p131, p132, p133, p134) =STDEV.P(q125, q126, q127, q128, q129, q130, q131, q132, q133, q134) =STDEV.P(r125, r126, r127, r128, r129, r130, r131, r132, r133, r134) =STDEV.P(s125, s126, s127, s128, s129, s130, s131, s132, s133, s134) =STDEV.P(t125, t126, t127, t128, t129, t130, t131, t132, t133, t134) +=AVERAGE(a135, a136, a137, a138, a139, a140, a141, a142, a143, a144) =AVERAGE(b135, b136, b137, b138, b139, b140, b141, b142, b143, b144) =AVERAGE(c135, c136, c137, c138, c139, c140, c141, c142, c143, c144) =AVERAGE(d135, d136, d137, d138, d139, d140, d141, d142, d143, d144) =AVERAGE(e135, e136, e137, e138, e139, e140, e141, e142, e143, e144) =AVERAGE(f135, f136, f137, f138, f139, f140, f141, f142, f143, f144) =AVERAGE(g135, g136, g137, g138, g139, g140, g141, g142, g143, g144) =AVERAGE(h135, h136, h137, h138, h139, h140, h141, h142, h143, h144) =AVERAGE(i135, i136, i137, i138, i139, i140, i141, i142, i143, i144) =AVERAGE(j135, j136, j137, j138, j139, j140, j141, j142, j143, j144) =AVERAGE(k135, k136, k137, k138, k139, k140, k141, k142, k143, k144) =AVERAGE(l135, l136, l137, l138, l139, l140, l141, l142, l143, l144) =AVERAGE(m135, m136, m137, m138, m139, m140, m141, m142, m143, m144) =AVERAGE(n135, n136, n137, n138, n139, n140, n141, n142, n143, n144) =AVERAGE(o135, o136, o137, o138, o139, o140, o141, o142, o143, o144) =AVERAGE(p135, p136, p137, p138, p139, p140, p141, p142, p143, p144) =AVERAGE(q135, q136, q137, q138, q139, q140, q141, q142, q143, q144) =AVERAGE(r135, r136, r137, r138, r139, r140, r141, r142, r143, r144) =AVERAGE(s135, s136, s137, s138, s139, s140, s141, s142, s143, s144) =AVERAGE(t135, t136, t137, t138, t139, t140, t141, t142, t143, t144) =STDEV.P(a135, a136, a137, a138, a139, a140, a141, a142, a143, a144) =STDEV.P(b135, b136, b137, b138, b139, b140, b141, b142, b143, b144) =STDEV.P(c135, c136, c137, c138, c139, c140, c141, c142, c143, c144) =STDEV.P(d135, d136, d137, d138, d139, d140, d141, d142, d143, d144) =STDEV.P(e135, e136, e137, e138, e139, e140, e141, e142, e143, e144) =STDEV.P(f135, f136, f137, f138, f139, f140, f141, f142, f143, f144) =STDEV.P(g135, g136, g137, g138, g139, g140, g141, g142, g143, g144) =STDEV.P(h135, h136, h137, h138, h139, h140, h141, h142, h143, h144) =STDEV.P(i135, i136, i137, i138, i139, i140, i141, i142, i143, i144) =STDEV.P(j135, j136, j137, j138, j139, j140, j141, j142, j143, j144) =STDEV.P(k135, k136, k137, k138, k139, k140, k141, k142, k143, k144) =STDEV.P(l135, l136, l137, l138, l139, l140, l141, l142, l143, l144) =STDEV.P(m135, m136, m137, m138, m139, m140, m141, m142, m143, m144) =STDEV.P(n135, n136, n137, n138, n139, n140, n141, n142, n143, n144) =STDEV.P(o135, o136, o137, o138, o139, o140, o141, o142, o143, o144) =STDEV.P(p135, p136, p137, p138, p139, p140, p141, p142, p143, p144) =STDEV.P(q135, q136, q137, q138, q139, q140, q141, q142, q143, q144) =STDEV.P(r135, r136, r137, r138, r139, r140, r141, r142, r143, r144) =STDEV.P(s135, s136, s137, s138, s139, s140, s141, s142, s143, s144) =STDEV.P(t135, t136, t137, t138, t139, t140, t141, t142, t143, t144) +=AVERAGE(a145, a146, a147, a148, a149, a150, a151, a152, a153, a154) =AVERAGE(b145, b146, b147, b148, b149, b150, b151, b152, b153, b154) =AVERAGE(c145, c146, c147, c148, c149, c150, c151, c152, c153, c154) =AVERAGE(d145, d146, d147, d148, d149, d150, d151, d152, d153, d154) =AVERAGE(e145, e146, e147, e148, e149, e150, e151, e152, e153, e154) =AVERAGE(f145, f146, f147, f148, f149, f150, f151, f152, f153, f154) =AVERAGE(g145, g146, g147, g148, g149, g150, g151, g152, g153, g154) =AVERAGE(h145, h146, h147, h148, h149, h150, h151, h152, h153, h154) =AVERAGE(i145, i146, i147, i148, i149, i150, i151, i152, i153, i154) =AVERAGE(j145, j146, j147, j148, j149, j150, j151, j152, j153, j154) =AVERAGE(k145, k146, k147, k148, k149, k150, k151, k152, k153, k154) =AVERAGE(l145, l146, l147, l148, l149, l150, l151, l152, l153, l154) =AVERAGE(m145, m146, m147, m148, m149, m150, m151, m152, m153, m154) =AVERAGE(n145, n146, n147, n148, n149, n150, n151, n152, n153, n154) =AVERAGE(o145, o146, o147, o148, o149, o150, o151, o152, o153, o154) =AVERAGE(p145, p146, p147, p148, p149, p150, p151, p152, p153, p154) =AVERAGE(q145, q146, q147, q148, q149, q150, q151, q152, q153, q154) =AVERAGE(r145, r146, r147, r148, r149, r150, r151, r152, r153, r154) =AVERAGE(s145, s146, s147, s148, s149, s150, s151, s152, s153, s154) =AVERAGE(t145, t146, t147, t148, t149, t150, t151, t152, t153, t154) =STDEV.P(a145, a146, a147, a148, a149, a150, a151, a152, a153, a154) =STDEV.P(b145, b146, b147, b148, b149, b150, b151, b152, b153, b154) =STDEV.P(c145, c146, c147, c148, c149, c150, c151, c152, c153, c154) =STDEV.P(d145, d146, d147, d148, d149, d150, d151, d152, d153, d154) =STDEV.P(e145, e146, e147, e148, e149, e150, e151, e152, e153, e154) =STDEV.P(f145, f146, f147, f148, f149, f150, f151, f152, f153, f154) =STDEV.P(g145, g146, g147, g148, g149, g150, g151, g152, g153, g154) =STDEV.P(h145, h146, h147, h148, h149, h150, h151, h152, h153, h154) =STDEV.P(i145, i146, i147, i148, i149, i150, i151, i152, i153, i154) =STDEV.P(j145, j146, j147, j148, j149, j150, j151, j152, j153, j154) =STDEV.P(k145, k146, k147, k148, k149, k150, k151, k152, k153, k154) =STDEV.P(l145, l146, l147, l148, l149, l150, l151, l152, l153, l154) =STDEV.P(m145, m146, m147, m148, m149, m150, m151, m152, m153, m154) =STDEV.P(n145, n146, n147, n148, n149, n150, n151, n152, n153, n154) =STDEV.P(o145, o146, o147, o148, o149, o150, o151, o152, o153, o154) =STDEV.P(p145, p146, p147, p148, p149, p150, p151, p152, p153, p154) =STDEV.P(q145, q146, q147, q148, q149, q150, q151, q152, q153, q154) =STDEV.P(r145, r146, r147, r148, r149, r150, r151, r152, r153, r154) =STDEV.P(s145, s146, s147, s148, s149, s150, s151, s152, s153, s154) =STDEV.P(t145, t146, t147, t148, t149, t150, t151, t152, t153, t154) +=AVERAGE(a155, a156, a157, a158, a159, a160, a161, a162, a163, a164) =AVERAGE(b155, b156, b157, b158, b159, b160, b161, b162, b163, b164) =AVERAGE(c155, c156, c157, c158, c159, c160, c161, c162, c163, c164) =AVERAGE(d155, d156, d157, d158, d159, d160, d161, d162, d163, d164) =AVERAGE(e155, e156, e157, e158, e159, e160, e161, e162, e163, e164) =AVERAGE(f155, f156, f157, f158, f159, f160, f161, f162, f163, f164) =AVERAGE(g155, g156, g157, g158, g159, g160, g161, g162, g163, g164) =AVERAGE(h155, h156, h157, h158, h159, h160, h161, h162, h163, h164) =AVERAGE(i155, i156, i157, i158, i159, i160, i161, i162, i163, i164) =AVERAGE(j155, j156, j157, j158, j159, j160, j161, j162, j163, j164) =AVERAGE(k155, k156, k157, k158, k159, k160, k161, k162, k163, k164) =AVERAGE(l155, l156, l157, l158, l159, l160, l161, l162, l163, l164) =AVERAGE(m155, m156, m157, m158, m159, m160, m161, m162, m163, m164) =AVERAGE(n155, n156, n157, n158, n159, n160, n161, n162, n163, n164) =AVERAGE(o155, o156, o157, o158, o159, o160, o161, o162, o163, o164) =AVERAGE(p155, p156, p157, p158, p159, p160, p161, p162, p163, p164) =AVERAGE(q155, q156, q157, q158, q159, q160, q161, q162, q163, q164) =AVERAGE(r155, r156, r157, r158, r159, r160, r161, r162, r163, r164) =AVERAGE(s155, s156, s157, s158, s159, s160, s161, s162, s163, s164) =AVERAGE(t155, t156, t157, t158, t159, t160, t161, t162, t163, t164) =STDEV.P(a155, a156, a157, a158, a159, a160, a161, a162, a163, a164) =STDEV.P(b155, b156, b157, b158, b159, b160, b161, b162, b163, b164) =STDEV.P(c155, c156, c157, c158, c159, c160, c161, c162, c163, c164) =STDEV.P(d155, d156, d157, d158, d159, d160, d161, d162, d163, d164) =STDEV.P(e155, e156, e157, e158, e159, e160, e161, e162, e163, e164) =STDEV.P(f155, f156, f157, f158, f159, f160, f161, f162, f163, f164) =STDEV.P(g155, g156, g157, g158, g159, g160, g161, g162, g163, g164) =STDEV.P(h155, h156, h157, h158, h159, h160, h161, h162, h163, h164) =STDEV.P(i155, i156, i157, i158, i159, i160, i161, i162, i163, i164) =STDEV.P(j155, j156, j157, j158, j159, j160, j161, j162, j163, j164) =STDEV.P(k155, k156, k157, k158, k159, k160, k161, k162, k163, k164) =STDEV.P(l155, l156, l157, l158, l159, l160, l161, l162, l163, l164) =STDEV.P(m155, m156, m157, m158, m159, m160, m161, m162, m163, m164) =STDEV.P(n155, n156, n157, n158, n159, n160, n161, n162, n163, n164) =STDEV.P(o155, o156, o157, o158, o159, o160, o161, o162, o163, o164) =STDEV.P(p155, p156, p157, p158, p159, p160, p161, p162, p163, p164) =STDEV.P(q155, q156, q157, q158, q159, q160, q161, q162, q163, q164) =STDEV.P(r155, r156, r157, r158, r159, r160, r161, r162, r163, r164) =STDEV.P(s155, s156, s157, s158, s159, s160, s161, s162, s163, s164) =STDEV.P(t155, t156, t157, t158, t159, t160, t161, t162, t163, t164) +=AVERAGE(a165, a166, a167, a168, a169, a170, a171, a172, a173, a174) =AVERAGE(b165, b166, b167, b168, b169, b170, b171, b172, b173, b174) =AVERAGE(c165, c166, c167, c168, c169, c170, c171, c172, c173, c174) =AVERAGE(d165, d166, d167, d168, d169, d170, d171, d172, d173, d174) =AVERAGE(e165, e166, e167, e168, e169, e170, e171, e172, e173, e174) =AVERAGE(f165, f166, f167, f168, f169, f170, f171, f172, f173, f174) =AVERAGE(g165, g166, g167, g168, g169, g170, g171, g172, g173, g174) =AVERAGE(h165, h166, h167, h168, h169, h170, h171, h172, h173, h174) =AVERAGE(i165, i166, i167, i168, i169, i170, i171, i172, i173, i174) =AVERAGE(j165, j166, j167, j168, j169, j170, j171, j172, j173, j174) =AVERAGE(k165, k166, k167, k168, k169, k170, k171, k172, k173, k174) =AVERAGE(l165, l166, l167, l168, l169, l170, l171, l172, l173, l174) =AVERAGE(m165, m166, m167, m168, m169, m170, m171, m172, m173, m174) =AVERAGE(n165, n166, n167, n168, n169, n170, n171, n172, n173, n174) =AVERAGE(o165, o166, o167, o168, o169, o170, o171, o172, o173, o174) =AVERAGE(p165, p166, p167, p168, p169, p170, p171, p172, p173, p174) =AVERAGE(q165, q166, q167, q168, q169, q170, q171, q172, q173, q174) =AVERAGE(r165, r166, r167, r168, r169, r170, r171, r172, r173, r174) =AVERAGE(s165, s166, s167, s168, s169, s170, s171, s172, s173, s174) =AVERAGE(t165, t166, t167, t168, t169, t170, t171, t172, t173, t174) =STDEV.P(a165, a166, a167, a168, a169, a170, a171, a172, a173, a174) =STDEV.P(b165, b166, b167, b168, b169, b170, b171, b172, b173, b174) =STDEV.P(c165, c166, c167, c168, c169, c170, c171, c172, c173, c174) =STDEV.P(d165, d166, d167, d168, d169, d170, d171, d172, d173, d174) =STDEV.P(e165, e166, e167, e168, e169, e170, e171, e172, e173, e174) =STDEV.P(f165, f166, f167, f168, f169, f170, f171, f172, f173, f174) =STDEV.P(g165, g166, g167, g168, g169, g170, g171, g172, g173, g174) =STDEV.P(h165, h166, h167, h168, h169, h170, h171, h172, h173, h174) =STDEV.P(i165, i166, i167, i168, i169, i170, i171, i172, i173, i174) =STDEV.P(j165, j166, j167, j168, j169, j170, j171, j172, j173, j174) =STDEV.P(k165, k166, k167, k168, k169, k170, k171, k172, k173, k174) =STDEV.P(l165, l166, l167, l168, l169, l170, l171, l172, l173, l174) =STDEV.P(m165, m166, m167, m168, m169, m170, m171, m172, m173, m174) =STDEV.P(n165, n166, n167, n168, n169, n170, n171, n172, n173, n174) =STDEV.P(o165, o166, o167, o168, o169, o170, o171, o172, o173, o174) =STDEV.P(p165, p166, p167, p168, p169, p170, p171, p172, p173, p174) =STDEV.P(q165, q166, q167, q168, q169, q170, q171, q172, q173, q174) =STDEV.P(r165, r166, r167, r168, r169, r170, r171, r172, r173, r174) =STDEV.P(s165, s166, s167, s168, s169, s170, s171, s172, s173, s174) =STDEV.P(t165, t166, t167, t168, t169, t170, t171, t172, t173, t174) +=AVERAGE(a175, a176, a177, a178, a179, a180, a181, a182, a183, a184) =AVERAGE(b175, b176, b177, b178, b179, b180, b181, b182, b183, b184) =AVERAGE(c175, c176, c177, c178, c179, c180, c181, c182, c183, c184) =AVERAGE(d175, d176, d177, d178, d179, d180, d181, d182, d183, d184) =AVERAGE(e175, e176, e177, e178, e179, e180, e181, e182, e183, e184) =AVERAGE(f175, f176, f177, f178, f179, f180, f181, f182, f183, f184) =AVERAGE(g175, g176, g177, g178, g179, g180, g181, g182, g183, g184) =AVERAGE(h175, h176, h177, h178, h179, h180, h181, h182, h183, h184) =AVERAGE(i175, i176, i177, i178, i179, i180, i181, i182, i183, i184) =AVERAGE(j175, j176, j177, j178, j179, j180, j181, j182, j183, j184) =AVERAGE(k175, k176, k177, k178, k179, k180, k181, k182, k183, k184) =AVERAGE(l175, l176, l177, l178, l179, l180, l181, l182, l183, l184) =AVERAGE(m175, m176, m177, m178, m179, m180, m181, m182, m183, m184) =AVERAGE(n175, n176, n177, n178, n179, n180, n181, n182, n183, n184) =AVERAGE(o175, o176, o177, o178, o179, o180, o181, o182, o183, o184) =AVERAGE(p175, p176, p177, p178, p179, p180, p181, p182, p183, p184) =AVERAGE(q175, q176, q177, q178, q179, q180, q181, q182, q183, q184) =AVERAGE(r175, r176, r177, r178, r179, r180, r181, r182, r183, r184) =AVERAGE(s175, s176, s177, s178, s179, s180, s181, s182, s183, s184) =AVERAGE(t175, t176, t177, t178, t179, t180, t181, t182, t183, t184) =STDEV.P(a175, a176, a177, a178, a179, a180, a181, a182, a183, a184) =STDEV.P(b175, b176, b177, b178, b179, b180, b181, b182, b183, b184) =STDEV.P(c175, c176, c177, c178, c179, c180, c181, c182, c183, c184) =STDEV.P(d175, d176, d177, d178, d179, d180, d181, d182, d183, d184) =STDEV.P(e175, e176, e177, e178, e179, e180, e181, e182, e183, e184) =STDEV.P(f175, f176, f177, f178, f179, f180, f181, f182, f183, f184) =STDEV.P(g175, g176, g177, g178, g179, g180, g181, g182, g183, g184) =STDEV.P(h175, h176, h177, h178, h179, h180, h181, h182, h183, h184) =STDEV.P(i175, i176, i177, i178, i179, i180, i181, i182, i183, i184) =STDEV.P(j175, j176, j177, j178, j179, j180, j181, j182, j183, j184) =STDEV.P(k175, k176, k177, k178, k179, k180, k181, k182, k183, k184) =STDEV.P(l175, l176, l177, l178, l179, l180, l181, l182, l183, l184) =STDEV.P(m175, m176, m177, m178, m179, m180, m181, m182, m183, m184) =STDEV.P(n175, n176, n177, n178, n179, n180, n181, n182, n183, n184) =STDEV.P(o175, o176, o177, o178, o179, o180, o181, o182, o183, o184) =STDEV.P(p175, p176, p177, p178, p179, p180, p181, p182, p183, p184) =STDEV.P(q175, q176, q177, q178, q179, q180, q181, q182, q183, q184) =STDEV.P(r175, r176, r177, r178, r179, r180, r181, r182, r183, r184) =STDEV.P(s175, s176, s177, s178, s179, s180, s181, s182, s183, s184) =STDEV.P(t175, t176, t177, t178, t179, t180, t181, t182, t183, t184) +=AVERAGE(a185, a186, a187, a188, a189, a190, a191, a192, a193, a194) =AVERAGE(b185, b186, b187, b188, b189, b190, b191, b192, b193, b194) =AVERAGE(c185, c186, c187, c188, c189, c190, c191, c192, c193, c194) =AVERAGE(d185, d186, d187, d188, d189, d190, d191, d192, d193, d194) =AVERAGE(e185, e186, e187, e188, e189, e190, e191, e192, e193, e194) =AVERAGE(f185, f186, f187, f188, f189, f190, f191, f192, f193, f194) =AVERAGE(g185, g186, g187, g188, g189, g190, g191, g192, g193, g194) =AVERAGE(h185, h186, h187, h188, h189, h190, h191, h192, h193, h194) =AVERAGE(i185, i186, i187, i188, i189, i190, i191, i192, i193, i194) =AVERAGE(j185, j186, j187, j188, j189, j190, j191, j192, j193, j194) =AVERAGE(k185, k186, k187, k188, k189, k190, k191, k192, k193, k194) =AVERAGE(l185, l186, l187, l188, l189, l190, l191, l192, l193, l194) =AVERAGE(m185, m186, m187, m188, m189, m190, m191, m192, m193, m194) =AVERAGE(n185, n186, n187, n188, n189, n190, n191, n192, n193, n194) =AVERAGE(o185, o186, o187, o188, o189, o190, o191, o192, o193, o194) =AVERAGE(p185, p186, p187, p188, p189, p190, p191, p192, p193, p194) =AVERAGE(q185, q186, q187, q188, q189, q190, q191, q192, q193, q194) =AVERAGE(r185, r186, r187, r188, r189, r190, r191, r192, r193, r194) =AVERAGE(s185, s186, s187, s188, s189, s190, s191, s192, s193, s194) =AVERAGE(t185, t186, t187, t188, t189, t190, t191, t192, t193, t194) =STDEV.P(a185, a186, a187, a188, a189, a190, a191, a192, a193, a194) =STDEV.P(b185, b186, b187, b188, b189, b190, b191, b192, b193, b194) =STDEV.P(c185, c186, c187, c188, c189, c190, c191, c192, c193, c194) =STDEV.P(d185, d186, d187, d188, d189, d190, d191, d192, d193, d194) =STDEV.P(e185, e186, e187, e188, e189, e190, e191, e192, e193, e194) =STDEV.P(f185, f186, f187, f188, f189, f190, f191, f192, f193, f194) =STDEV.P(g185, g186, g187, g188, g189, g190, g191, g192, g193, g194) =STDEV.P(h185, h186, h187, h188, h189, h190, h191, h192, h193, h194) =STDEV.P(i185, i186, i187, i188, i189, i190, i191, i192, i193, i194) =STDEV.P(j185, j186, j187, j188, j189, j190, j191, j192, j193, j194) =STDEV.P(k185, k186, k187, k188, k189, k190, k191, k192, k193, k194) =STDEV.P(l185, l186, l187, l188, l189, l190, l191, l192, l193, l194) =STDEV.P(m185, m186, m187, m188, m189, m190, m191, m192, m193, m194) =STDEV.P(n185, n186, n187, n188, n189, n190, n191, n192, n193, n194) =STDEV.P(o185, o186, o187, o188, o189, o190, o191, o192, o193, o194) =STDEV.P(p185, p186, p187, p188, p189, p190, p191, p192, p193, p194) =STDEV.P(q185, q186, q187, q188, q189, q190, q191, q192, q193, q194) =STDEV.P(r185, r186, r187, r188, r189, r190, r191, r192, r193, r194) =STDEV.P(s185, s186, s187, s188, s189, s190, s191, s192, s193, s194) =STDEV.P(t185, t186, t187, t188, t189, t190, t191, t192, t193, t194) +=AVERAGE(a195, a196, a197, a198, a199, a200, a201, a202, a203, a204) =AVERAGE(b195, b196, b197, b198, b199, b200, b201, b202, b203, b204) =AVERAGE(c195, c196, c197, c198, c199, c200, c201, c202, c203, c204) =AVERAGE(d195, d196, d197, d198, d199, d200, d201, d202, d203, d204) =AVERAGE(e195, e196, e197, e198, e199, e200, e201, e202, e203, e204) =AVERAGE(f195, f196, f197, f198, f199, f200, f201, f202, f203, f204) =AVERAGE(g195, g196, g197, g198, g199, g200, g201, g202, g203, g204) =AVERAGE(h195, h196, h197, h198, h199, h200, h201, h202, h203, h204) =AVERAGE(i195, i196, i197, i198, i199, i200, i201, i202, i203, i204) =AVERAGE(j195, j196, j197, j198, j199, j200, j201, j202, j203, j204) =AVERAGE(k195, k196, k197, k198, k199, k200, k201, k202, k203, k204) =AVERAGE(l195, l196, l197, l198, l199, l200, l201, l202, l203, l204) =AVERAGE(m195, m196, m197, m198, m199, m200, m201, m202, m203, m204) =AVERAGE(n195, n196, n197, n198, n199, n200, n201, n202, n203, n204) =AVERAGE(o195, o196, o197, o198, o199, o200, o201, o202, o203, o204) =AVERAGE(p195, p196, p197, p198, p199, p200, p201, p202, p203, p204) =AVERAGE(q195, q196, q197, q198, q199, q200, q201, q202, q203, q204) =AVERAGE(r195, r196, r197, r198, r199, r200, r201, r202, r203, r204) =AVERAGE(s195, s196, s197, s198, s199, s200, s201, s202, s203, s204) =AVERAGE(t195, t196, t197, t198, t199, t200, t201, t202, t203, t204) =STDEV.P(a195, a196, a197, a198, a199, a200, a201, a202, a203, a204) =STDEV.P(b195, b196, b197, b198, b199, b200, b201, b202, b203, b204) =STDEV.P(c195, c196, c197, c198, c199, c200, c201, c202, c203, c204) =STDEV.P(d195, d196, d197, d198, d199, d200, d201, d202, d203, d204) =STDEV.P(e195, e196, e197, e198, e199, e200, e201, e202, e203, e204) =STDEV.P(f195, f196, f197, f198, f199, f200, f201, f202, f203, f204) =STDEV.P(g195, g196, g197, g198, g199, g200, g201, g202, g203, g204) =STDEV.P(h195, h196, h197, h198, h199, h200, h201, h202, h203, h204) =STDEV.P(i195, i196, i197, i198, i199, i200, i201, i202, i203, i204) =STDEV.P(j195, j196, j197, j198, j199, j200, j201, j202, j203, j204) =STDEV.P(k195, k196, k197, k198, k199, k200, k201, k202, k203, k204) =STDEV.P(l195, l196, l197, l198, l199, l200, l201, l202, l203, l204) =STDEV.P(m195, m196, m197, m198, m199, m200, m201, m202, m203, m204) =STDEV.P(n195, n196, n197, n198, n199, n200, n201, n202, n203, n204) =STDEV.P(o195, o196, o197, o198, o199, o200, o201, o202, o203, o204) =STDEV.P(p195, p196, p197, p198, p199, p200, p201, p202, p203, p204) =STDEV.P(q195, q196, q197, q198, q199, q200, q201, q202, q203, q204) =STDEV.P(r195, r196, r197, r198, r199, r200, r201, r202, r203, r204) =STDEV.P(s195, s196, s197, s198, s199, s200, s201, s202, s203, s204) =STDEV.P(t195, t196, t197, t198, t199, t200, t201, t202, t203, t204) +=AVERAGE(a205, a206, a207, a208, a209, a210, a211, a212, a213, a214) =AVERAGE(b205, b206, b207, b208, b209, b210, b211, b212, b213, b214) =AVERAGE(c205, c206, c207, c208, c209, c210, c211, c212, c213, c214) =AVERAGE(d205, d206, d207, d208, d209, d210, d211, d212, d213, d214) =AVERAGE(e205, e206, e207, e208, e209, e210, e211, e212, e213, e214) =AVERAGE(f205, f206, f207, f208, f209, f210, f211, f212, f213, f214) =AVERAGE(g205, g206, g207, g208, g209, g210, g211, g212, g213, g214) =AVERAGE(h205, h206, h207, h208, h209, h210, h211, h212, h213, h214) =AVERAGE(i205, i206, i207, i208, i209, i210, i211, i212, i213, i214) =AVERAGE(j205, j206, j207, j208, j209, j210, j211, j212, j213, j214) =AVERAGE(k205, k206, k207, k208, k209, k210, k211, k212, k213, k214) =AVERAGE(l205, l206, l207, l208, l209, l210, l211, l212, l213, l214) =AVERAGE(m205, m206, m207, m208, m209, m210, m211, m212, m213, m214) =AVERAGE(n205, n206, n207, n208, n209, n210, n211, n212, n213, n214) =AVERAGE(o205, o206, o207, o208, o209, o210, o211, o212, o213, o214) =AVERAGE(p205, p206, p207, p208, p209, p210, p211, p212, p213, p214) =AVERAGE(q205, q206, q207, q208, q209, q210, q211, q212, q213, q214) =AVERAGE(r205, r206, r207, r208, r209, r210, r211, r212, r213, r214) =AVERAGE(s205, s206, s207, s208, s209, s210, s211, s212, s213, s214) =AVERAGE(t205, t206, t207, t208, t209, t210, t211, t212, t213, t214) =STDEV.P(a205, a206, a207, a208, a209, a210, a211, a212, a213, a214) =STDEV.P(b205, b206, b207, b208, b209, b210, b211, b212, b213, b214) =STDEV.P(c205, c206, c207, c208, c209, c210, c211, c212, c213, c214) =STDEV.P(d205, d206, d207, d208, d209, d210, d211, d212, d213, d214) =STDEV.P(e205, e206, e207, e208, e209, e210, e211, e212, e213, e214) =STDEV.P(f205, f206, f207, f208, f209, f210, f211, f212, f213, f214) =STDEV.P(g205, g206, g207, g208, g209, g210, g211, g212, g213, g214) =STDEV.P(h205, h206, h207, h208, h209, h210, h211, h212, h213, h214) =STDEV.P(i205, i206, i207, i208, i209, i210, i211, i212, i213, i214) =STDEV.P(j205, j206, j207, j208, j209, j210, j211, j212, j213, j214) =STDEV.P(k205, k206, k207, k208, k209, k210, k211, k212, k213, k214) =STDEV.P(l205, l206, l207, l208, l209, l210, l211, l212, l213, l214) =STDEV.P(m205, m206, m207, m208, m209, m210, m211, m212, m213, m214) =STDEV.P(n205, n206, n207, n208, n209, n210, n211, n212, n213, n214) =STDEV.P(o205, o206, o207, o208, o209, o210, o211, o212, o213, o214) =STDEV.P(p205, p206, p207, p208, p209, p210, p211, p212, p213, p214) =STDEV.P(q205, q206, q207, q208, q209, q210, q211, q212, q213, q214) =STDEV.P(r205, r206, r207, r208, r209, r210, r211, r212, r213, r214) =STDEV.P(s205, s206, s207, s208, s209, s210, s211, s212, s213, s214) =STDEV.P(t205, t206, t207, t208, t209, t210, t211, t212, t213, t214) +=AVERAGE(a215, a216, a217, a218, a219, a220, a221, a222, a223, a224) =AVERAGE(b215, b216, b217, b218, b219, b220, b221, b222, b223, b224) =AVERAGE(c215, c216, c217, c218, c219, c220, c221, c222, c223, c224) =AVERAGE(d215, d216, d217, d218, d219, d220, d221, d222, d223, d224) =AVERAGE(e215, e216, e217, e218, e219, e220, e221, e222, e223, e224) =AVERAGE(f215, f216, f217, f218, f219, f220, f221, f222, f223, f224) =AVERAGE(g215, g216, g217, g218, g219, g220, g221, g222, g223, g224) =AVERAGE(h215, h216, h217, h218, h219, h220, h221, h222, h223, h224) =AVERAGE(i215, i216, i217, i218, i219, i220, i221, i222, i223, i224) =AVERAGE(j215, j216, j217, j218, j219, j220, j221, j222, j223, j224) =AVERAGE(k215, k216, k217, k218, k219, k220, k221, k222, k223, k224) =AVERAGE(l215, l216, l217, l218, l219, l220, l221, l222, l223, l224) =AVERAGE(m215, m216, m217, m218, m219, m220, m221, m222, m223, m224) =AVERAGE(n215, n216, n217, n218, n219, n220, n221, n222, n223, n224) =AVERAGE(o215, o216, o217, o218, o219, o220, o221, o222, o223, o224) =AVERAGE(p215, p216, p217, p218, p219, p220, p221, p222, p223, p224) =AVERAGE(q215, q216, q217, q218, q219, q220, q221, q222, q223, q224) =AVERAGE(r215, r216, r217, r218, r219, r220, r221, r222, r223, r224) =AVERAGE(s215, s216, s217, s218, s219, s220, s221, s222, s223, s224) =AVERAGE(t215, t216, t217, t218, t219, t220, t221, t222, t223, t224) =STDEV.P(a215, a216, a217, a218, a219, a220, a221, a222, a223, a224) =STDEV.P(b215, b216, b217, b218, b219, b220, b221, b222, b223, b224) =STDEV.P(c215, c216, c217, c218, c219, c220, c221, c222, c223, c224) =STDEV.P(d215, d216, d217, d218, d219, d220, d221, d222, d223, d224) =STDEV.P(e215, e216, e217, e218, e219, e220, e221, e222, e223, e224) =STDEV.P(f215, f216, f217, f218, f219, f220, f221, f222, f223, f224) =STDEV.P(g215, g216, g217, g218, g219, g220, g221, g222, g223, g224) =STDEV.P(h215, h216, h217, h218, h219, h220, h221, h222, h223, h224) =STDEV.P(i215, i216, i217, i218, i219, i220, i221, i222, i223, i224) =STDEV.P(j215, j216, j217, j218, j219, j220, j221, j222, j223, j224) =STDEV.P(k215, k216, k217, k218, k219, k220, k221, k222, k223, k224) =STDEV.P(l215, l216, l217, l218, l219, l220, l221, l222, l223, l224) =STDEV.P(m215, m216, m217, m218, m219, m220, m221, m222, m223, m224) =STDEV.P(n215, n216, n217, n218, n219, n220, n221, n222, n223, n224) =STDEV.P(o215, o216, o217, o218, o219, o220, o221, o222, o223, o224) =STDEV.P(p215, p216, p217, p218, p219, p220, p221, p222, p223, p224) =STDEV.P(q215, q216, q217, q218, q219, q220, q221, q222, q223, q224) =STDEV.P(r215, r216, r217, r218, r219, r220, r221, r222, r223, r224) =STDEV.P(s215, s216, s217, s218, s219, s220, s221, s222, s223, s224) =STDEV.P(t215, t216, t217, t218, t219, t220, t221, t222, t223, t224) +=AVERAGE(a225, a226, a227, a228, a229, a230, a231, a232, a233, a234) =AVERAGE(b225, b226, b227, b228, b229, b230, b231, b232, b233, b234) =AVERAGE(c225, c226, c227, c228, c229, c230, c231, c232, c233, c234) =AVERAGE(d225, d226, d227, d228, d229, d230, d231, d232, d233, d234) =AVERAGE(e225, e226, e227, e228, e229, e230, e231, e232, e233, e234) =AVERAGE(f225, f226, f227, f228, f229, f230, f231, f232, f233, f234) =AVERAGE(g225, g226, g227, g228, g229, g230, g231, g232, g233, g234) =AVERAGE(h225, h226, h227, h228, h229, h230, h231, h232, h233, h234) =AVERAGE(i225, i226, i227, i228, i229, i230, i231, i232, i233, i234) =AVERAGE(j225, j226, j227, j228, j229, j230, j231, j232, j233, j234) =AVERAGE(k225, k226, k227, k228, k229, k230, k231, k232, k233, k234) =AVERAGE(l225, l226, l227, l228, l229, l230, l231, l232, l233, l234) =AVERAGE(m225, m226, m227, m228, m229, m230, m231, m232, m233, m234) =AVERAGE(n225, n226, n227, n228, n229, n230, n231, n232, n233, n234) =AVERAGE(o225, o226, o227, o228, o229, o230, o231, o232, o233, o234) =AVERAGE(p225, p226, p227, p228, p229, p230, p231, p232, p233, p234) =AVERAGE(q225, q226, q227, q228, q229, q230, q231, q232, q233, q234) =AVERAGE(r225, r226, r227, r228, r229, r230, r231, r232, r233, r234) =AVERAGE(s225, s226, s227, s228, s229, s230, s231, s232, s233, s234) =AVERAGE(t225, t226, t227, t228, t229, t230, t231, t232, t233, t234) =STDEV.P(a225, a226, a227, a228, a229, a230, a231, a232, a233, a234) =STDEV.P(b225, b226, b227, b228, b229, b230, b231, b232, b233, b234) =STDEV.P(c225, c226, c227, c228, c229, c230, c231, c232, c233, c234) =STDEV.P(d225, d226, d227, d228, d229, d230, d231, d232, d233, d234) =STDEV.P(e225, e226, e227, e228, e229, e230, e231, e232, e233, e234) =STDEV.P(f225, f226, f227, f228, f229, f230, f231, f232, f233, f234) =STDEV.P(g225, g226, g227, g228, g229, g230, g231, g232, g233, g234) =STDEV.P(h225, h226, h227, h228, h229, h230, h231, h232, h233, h234) =STDEV.P(i225, i226, i227, i228, i229, i230, i231, i232, i233, i234) =STDEV.P(j225, j226, j227, j228, j229, j230, j231, j232, j233, j234) =STDEV.P(k225, k226, k227, k228, k229, k230, k231, k232, k233, k234) =STDEV.P(l225, l226, l227, l228, l229, l230, l231, l232, l233, l234) =STDEV.P(m225, m226, m227, m228, m229, m230, m231, m232, m233, m234) =STDEV.P(n225, n226, n227, n228, n229, n230, n231, n232, n233, n234) =STDEV.P(o225, o226, o227, o228, o229, o230, o231, o232, o233, o234) =STDEV.P(p225, p226, p227, p228, p229, p230, p231, p232, p233, p234) =STDEV.P(q225, q226, q227, q228, q229, q230, q231, q232, q233, q234) =STDEV.P(r225, r226, r227, r228, r229, r230, r231, r232, r233, r234) =STDEV.P(s225, s226, s227, s228, s229, s230, s231, s232, s233, s234) =STDEV.P(t225, t226, t227, t228, t229, t230, t231, t232, t233, t234) +=AVERAGE(a235, a236, a237, a238, a239, a240, a241, a242, a243, a244) =AVERAGE(b235, b236, b237, b238, b239, b240, b241, b242, b243, b244) =AVERAGE(c235, c236, c237, c238, c239, c240, c241, c242, c243, c244) =AVERAGE(d235, d236, d237, d238, d239, d240, d241, d242, d243, d244) =AVERAGE(e235, e236, e237, e238, e239, e240, e241, e242, e243, e244) =AVERAGE(f235, f236, f237, f238, f239, f240, f241, f242, f243, f244) =AVERAGE(g235, g236, g237, g238, g239, g240, g241, g242, g243, g244) =AVERAGE(h235, h236, h237, h238, h239, h240, h241, h242, h243, h244) =AVERAGE(i235, i236, i237, i238, i239, i240, i241, i242, i243, i244) =AVERAGE(j235, j236, j237, j238, j239, j240, j241, j242, j243, j244) =AVERAGE(k235, k236, k237, k238, k239, k240, k241, k242, k243, k244) =AVERAGE(l235, l236, l237, l238, l239, l240, l241, l242, l243, l244) =AVERAGE(m235, m236, m237, m238, m239, m240, m241, m242, m243, m244) =AVERAGE(n235, n236, n237, n238, n239, n240, n241, n242, n243, n244) =AVERAGE(o235, o236, o237, o238, o239, o240, o241, o242, o243, o244) =AVERAGE(p235, p236, p237, p238, p239, p240, p241, p242, p243, p244) =AVERAGE(q235, q236, q237, q238, q239, q240, q241, q242, q243, q244) =AVERAGE(r235, r236, r237, r238, r239, r240, r241, r242, r243, r244) =AVERAGE(s235, s236, s237, s238, s239, s240, s241, s242, s243, s244) =AVERAGE(t235, t236, t237, t238, t239, t240, t241, t242, t243, t244) =STDEV.P(a235, a236, a237, a238, a239, a240, a241, a242, a243, a244) =STDEV.P(b235, b236, b237, b238, b239, b240, b241, b242, b243, b244) =STDEV.P(c235, c236, c237, c238, c239, c240, c241, c242, c243, c244) =STDEV.P(d235, d236, d237, d238, d239, d240, d241, d242, d243, d244) =STDEV.P(e235, e236, e237, e238, e239, e240, e241, e242, e243, e244) =STDEV.P(f235, f236, f237, f238, f239, f240, f241, f242, f243, f244) =STDEV.P(g235, g236, g237, g238, g239, g240, g241, g242, g243, g244) =STDEV.P(h235, h236, h237, h238, h239, h240, h241, h242, h243, h244) =STDEV.P(i235, i236, i237, i238, i239, i240, i241, i242, i243, i244) =STDEV.P(j235, j236, j237, j238, j239, j240, j241, j242, j243, j244) =STDEV.P(k235, k236, k237, k238, k239, k240, k241, k242, k243, k244) =STDEV.P(l235, l236, l237, l238, l239, l240, l241, l242, l243, l244) =STDEV.P(m235, m236, m237, m238, m239, m240, m241, m242, m243, m244) =STDEV.P(n235, n236, n237, n238, n239, n240, n241, n242, n243, n244) =STDEV.P(o235, o236, o237, o238, o239, o240, o241, o242, o243, o244) =STDEV.P(p235, p236, p237, p238, p239, p240, p241, p242, p243, p244) =STDEV.P(q235, q236, q237, q238, q239, q240, q241, q242, q243, q244) =STDEV.P(r235, r236, r237, r238, r239, r240, r241, r242, r243, r244) =STDEV.P(s235, s236, s237, s238, s239, s240, s241, s242, s243, s244) =STDEV.P(t235, t236, t237, t238, t239, t240, t241, t242, t243, t244) +=AVERAGE(a245, a246, a247, a248, a249, a250, a251, a252, a253, a254) =AVERAGE(b245, b246, b247, b248, b249, b250, b251, b252, b253, b254) =AVERAGE(c245, c246, c247, c248, c249, c250, c251, c252, c253, c254) =AVERAGE(d245, d246, d247, d248, d249, d250, d251, d252, d253, d254) =AVERAGE(e245, e246, e247, e248, e249, e250, e251, e252, e253, e254) =AVERAGE(f245, f246, f247, f248, f249, f250, f251, f252, f253, f254) =AVERAGE(g245, g246, g247, g248, g249, g250, g251, g252, g253, g254) =AVERAGE(h245, h246, h247, h248, h249, h250, h251, h252, h253, h254) =AVERAGE(i245, i246, i247, i248, i249, i250, i251, i252, i253, i254) =AVERAGE(j245, j246, j247, j248, j249, j250, j251, j252, j253, j254) =AVERAGE(k245, k246, k247, k248, k249, k250, k251, k252, k253, k254) =AVERAGE(l245, l246, l247, l248, l249, l250, l251, l252, l253, l254) =AVERAGE(m245, m246, m247, m248, m249, m250, m251, m252, m253, m254) =AVERAGE(n245, n246, n247, n248, n249, n250, n251, n252, n253, n254) =AVERAGE(o245, o246, o247, o248, o249, o250, o251, o252, o253, o254) =AVERAGE(p245, p246, p247, p248, p249, p250, p251, p252, p253, p254) =AVERAGE(q245, q246, q247, q248, q249, q250, q251, q252, q253, q254) =AVERAGE(r245, r246, r247, r248, r249, r250, r251, r252, r253, r254) =AVERAGE(s245, s246, s247, s248, s249, s250, s251, s252, s253, s254) =AVERAGE(t245, t246, t247, t248, t249, t250, t251, t252, t253, t254) =STDEV.P(a245, a246, a247, a248, a249, a250, a251, a252, a253, a254) =STDEV.P(b245, b246, b247, b248, b249, b250, b251, b252, b253, b254) =STDEV.P(c245, c246, c247, c248, c249, c250, c251, c252, c253, c254) =STDEV.P(d245, d246, d247, d248, d249, d250, d251, d252, d253, d254) =STDEV.P(e245, e246, e247, e248, e249, e250, e251, e252, e253, e254) =STDEV.P(f245, f246, f247, f248, f249, f250, f251, f252, f253, f254) =STDEV.P(g245, g246, g247, g248, g249, g250, g251, g252, g253, g254) =STDEV.P(h245, h246, h247, h248, h249, h250, h251, h252, h253, h254) =STDEV.P(i245, i246, i247, i248, i249, i250, i251, i252, i253, i254) =STDEV.P(j245, j246, j247, j248, j249, j250, j251, j252, j253, j254) =STDEV.P(k245, k246, k247, k248, k249, k250, k251, k252, k253, k254) =STDEV.P(l245, l246, l247, l248, l249, l250, l251, l252, l253, l254) =STDEV.P(m245, m246, m247, m248, m249, m250, m251, m252, m253, m254) =STDEV.P(n245, n246, n247, n248, n249, n250, n251, n252, n253, n254) =STDEV.P(o245, o246, o247, o248, o249, o250, o251, o252, o253, o254) =STDEV.P(p245, p246, p247, p248, p249, p250, p251, p252, p253, p254) =STDEV.P(q245, q246, q247, q248, q249, q250, q251, q252, q253, q254) =STDEV.P(r245, r246, r247, r248, r249, r250, r251, r252, r253, r254) =STDEV.P(s245, s246, s247, s248, s249, s250, s251, s252, s253, s254) =STDEV.P(t245, t246, t247, t248, t249, t250, t251, t252, t253, t254) +=AVERAGE(a255, a256, a257, a258, a259, a260, a261, a262, a263, a264) =AVERAGE(b255, b256, b257, b258, b259, b260, b261, b262, b263, b264) =AVERAGE(c255, c256, c257, c258, c259, c260, c261, c262, c263, c264) =AVERAGE(d255, d256, d257, d258, d259, d260, d261, d262, d263, d264) =AVERAGE(e255, e256, e257, e258, e259, e260, e261, e262, e263, e264) =AVERAGE(f255, f256, f257, f258, f259, f260, f261, f262, f263, f264) =AVERAGE(g255, g256, g257, g258, g259, g260, g261, g262, g263, g264) =AVERAGE(h255, h256, h257, h258, h259, h260, h261, h262, h263, h264) =AVERAGE(i255, i256, i257, i258, i259, i260, i261, i262, i263, i264) =AVERAGE(j255, j256, j257, j258, j259, j260, j261, j262, j263, j264) =AVERAGE(k255, k256, k257, k258, k259, k260, k261, k262, k263, k264) =AVERAGE(l255, l256, l257, l258, l259, l260, l261, l262, l263, l264) =AVERAGE(m255, m256, m257, m258, m259, m260, m261, m262, m263, m264) =AVERAGE(n255, n256, n257, n258, n259, n260, n261, n262, n263, n264) =AVERAGE(o255, o256, o257, o258, o259, o260, o261, o262, o263, o264) =AVERAGE(p255, p256, p257, p258, p259, p260, p261, p262, p263, p264) =AVERAGE(q255, q256, q257, q258, q259, q260, q261, q262, q263, q264) =AVERAGE(r255, r256, r257, r258, r259, r260, r261, r262, r263, r264) =AVERAGE(s255, s256, s257, s258, s259, s260, s261, s262, s263, s264) =AVERAGE(t255, t256, t257, t258, t259, t260, t261, t262, t263, t264) =STDEV.P(a255, a256, a257, a258, a259, a260, a261, a262, a263, a264) =STDEV.P(b255, b256, b257, b258, b259, b260, b261, b262, b263, b264) =STDEV.P(c255, c256, c257, c258, c259, c260, c261, c262, c263, c264) =STDEV.P(d255, d256, d257, d258, d259, d260, d261, d262, d263, d264) =STDEV.P(e255, e256, e257, e258, e259, e260, e261, e262, e263, e264) =STDEV.P(f255, f256, f257, f258, f259, f260, f261, f262, f263, f264) =STDEV.P(g255, g256, g257, g258, g259, g260, g261, g262, g263, g264) =STDEV.P(h255, h256, h257, h258, h259, h260, h261, h262, h263, h264) =STDEV.P(i255, i256, i257, i258, i259, i260, i261, i262, i263, i264) =STDEV.P(j255, j256, j257, j258, j259, j260, j261, j262, j263, j264) =STDEV.P(k255, k256, k257, k258, k259, k260, k261, k262, k263, k264) =STDEV.P(l255, l256, l257, l258, l259, l260, l261, l262, l263, l264) =STDEV.P(m255, m256, m257, m258, m259, m260, m261, m262, m263, m264) =STDEV.P(n255, n256, n257, n258, n259, n260, n261, n262, n263, n264) =STDEV.P(o255, o256, o257, o258, o259, o260, o261, o262, o263, o264) =STDEV.P(p255, p256, p257, p258, p259, p260, p261, p262, p263, p264) =STDEV.P(q255, q256, q257, q258, q259, q260, q261, q262, q263, q264) =STDEV.P(r255, r256, r257, r258, r259, r260, r261, r262, r263, r264) =STDEV.P(s255, s256, s257, s258, s259, s260, s261, s262, s263, s264) =STDEV.P(t255, t256, t257, t258, t259, t260, t261, t262, t263, t264) +=AVERAGE(a265, a266, a267, a268, a269, a270, a271, a272, a273, a274) =AVERAGE(b265, b266, b267, b268, b269, b270, b271, b272, b273, b274) =AVERAGE(c265, c266, c267, c268, c269, c270, c271, c272, c273, c274) =AVERAGE(d265, d266, d267, d268, d269, d270, d271, d272, d273, d274) =AVERAGE(e265, e266, e267, e268, e269, e270, e271, e272, e273, e274) =AVERAGE(f265, f266, f267, f268, f269, f270, f271, f272, f273, f274) =AVERAGE(g265, g266, g267, g268, g269, g270, g271, g272, g273, g274) =AVERAGE(h265, h266, h267, h268, h269, h270, h271, h272, h273, h274) =AVERAGE(i265, i266, i267, i268, i269, i270, i271, i272, i273, i274) =AVERAGE(j265, j266, j267, j268, j269, j270, j271, j272, j273, j274) =AVERAGE(k265, k266, k267, k268, k269, k270, k271, k272, k273, k274) =AVERAGE(l265, l266, l267, l268, l269, l270, l271, l272, l273, l274) =AVERAGE(m265, m266, m267, m268, m269, m270, m271, m272, m273, m274) =AVERAGE(n265, n266, n267, n268, n269, n270, n271, n272, n273, n274) =AVERAGE(o265, o266, o267, o268, o269, o270, o271, o272, o273, o274) =AVERAGE(p265, p266, p267, p268, p269, p270, p271, p272, p273, p274) =AVERAGE(q265, q266, q267, q268, q269, q270, q271, q272, q273, q274) =AVERAGE(r265, r266, r267, r268, r269, r270, r271, r272, r273, r274) =AVERAGE(s265, s266, s267, s268, s269, s270, s271, s272, s273, s274) =AVERAGE(t265, t266, t267, t268, t269, t270, t271, t272, t273, t274) =STDEV.P(a265, a266, a267, a268, a269, a270, a271, a272, a273, a274) =STDEV.P(b265, b266, b267, b268, b269, b270, b271, b272, b273, b274) =STDEV.P(c265, c266, c267, c268, c269, c270, c271, c272, c273, c274) =STDEV.P(d265, d266, d267, d268, d269, d270, d271, d272, d273, d274) =STDEV.P(e265, e266, e267, e268, e269, e270, e271, e272, e273, e274) =STDEV.P(f265, f266, f267, f268, f269, f270, f271, f272, f273, f274) =STDEV.P(g265, g266, g267, g268, g269, g270, g271, g272, g273, g274) =STDEV.P(h265, h266, h267, h268, h269, h270, h271, h272, h273, h274) =STDEV.P(i265, i266, i267, i268, i269, i270, i271, i272, i273, i274) =STDEV.P(j265, j266, j267, j268, j269, j270, j271, j272, j273, j274) =STDEV.P(k265, k266, k267, k268, k269, k270, k271, k272, k273, k274) =STDEV.P(l265, l266, l267, l268, l269, l270, l271, l272, l273, l274) =STDEV.P(m265, m266, m267, m268, m269, m270, m271, m272, m273, m274) =STDEV.P(n265, n266, n267, n268, n269, n270, n271, n272, n273, n274) =STDEV.P(o265, o266, o267, o268, o269, o270, o271, o272, o273, o274) =STDEV.P(p265, p266, p267, p268, p269, p270, p271, p272, p273, p274) =STDEV.P(q265, q266, q267, q268, q269, q270, q271, q272, q273, q274) =STDEV.P(r265, r266, r267, r268, r269, r270, r271, r272, r273, r274) =STDEV.P(s265, s266, s267, s268, s269, s270, s271, s272, s273, s274) =STDEV.P(t265, t266, t267, t268, t269, t270, t271, t272, t273, t274) +=AVERAGE(a275, a276, a277, a278, a279, a280, a281, a282, a283, a284) =AVERAGE(b275, b276, b277, b278, b279, b280, b281, b282, b283, b284) =AVERAGE(c275, c276, c277, c278, c279, c280, c281, c282, c283, c284) =AVERAGE(d275, d276, d277, d278, d279, d280, d281, d282, d283, d284) =AVERAGE(e275, e276, e277, e278, e279, e280, e281, e282, e283, e284) =AVERAGE(f275, f276, f277, f278, f279, f280, f281, f282, f283, f284) =AVERAGE(g275, g276, g277, g278, g279, g280, g281, g282, g283, g284) =AVERAGE(h275, h276, h277, h278, h279, h280, h281, h282, h283, h284) =AVERAGE(i275, i276, i277, i278, i279, i280, i281, i282, i283, i284) =AVERAGE(j275, j276, j277, j278, j279, j280, j281, j282, j283, j284) =AVERAGE(k275, k276, k277, k278, k279, k280, k281, k282, k283, k284) =AVERAGE(l275, l276, l277, l278, l279, l280, l281, l282, l283, l284) =AVERAGE(m275, m276, m277, m278, m279, m280, m281, m282, m283, m284) =AVERAGE(n275, n276, n277, n278, n279, n280, n281, n282, n283, n284) =AVERAGE(o275, o276, o277, o278, o279, o280, o281, o282, o283, o284) =AVERAGE(p275, p276, p277, p278, p279, p280, p281, p282, p283, p284) =AVERAGE(q275, q276, q277, q278, q279, q280, q281, q282, q283, q284) =AVERAGE(r275, r276, r277, r278, r279, r280, r281, r282, r283, r284) =AVERAGE(s275, s276, s277, s278, s279, s280, s281, s282, s283, s284) =AVERAGE(t275, t276, t277, t278, t279, t280, t281, t282, t283, t284) =STDEV.P(a275, a276, a277, a278, a279, a280, a281, a282, a283, a284) =STDEV.P(b275, b276, b277, b278, b279, b280, b281, b282, b283, b284) =STDEV.P(c275, c276, c277, c278, c279, c280, c281, c282, c283, c284) =STDEV.P(d275, d276, d277, d278, d279, d280, d281, d282, d283, d284) =STDEV.P(e275, e276, e277, e278, e279, e280, e281, e282, e283, e284) =STDEV.P(f275, f276, f277, f278, f279, f280, f281, f282, f283, f284) =STDEV.P(g275, g276, g277, g278, g279, g280, g281, g282, g283, g284) =STDEV.P(h275, h276, h277, h278, h279, h280, h281, h282, h283, h284) =STDEV.P(i275, i276, i277, i278, i279, i280, i281, i282, i283, i284) =STDEV.P(j275, j276, j277, j278, j279, j280, j281, j282, j283, j284) =STDEV.P(k275, k276, k277, k278, k279, k280, k281, k282, k283, k284) =STDEV.P(l275, l276, l277, l278, l279, l280, l281, l282, l283, l284) =STDEV.P(m275, m276, m277, m278, m279, m280, m281, m282, m283, m284) =STDEV.P(n275, n276, n277, n278, n279, n280, n281, n282, n283, n284) =STDEV.P(o275, o276, o277, o278, o279, o280, o281, o282, o283, o284) =STDEV.P(p275, p276, p277, p278, p279, p280, p281, p282, p283, p284) =STDEV.P(q275, q276, q277, q278, q279, q280, q281, q282, q283, q284) =STDEV.P(r275, r276, r277, r278, r279, r280, r281, r282, r283, r284) =STDEV.P(s275, s276, s277, s278, s279, s280, s281, s282, s283, s284) =STDEV.P(t275, t276, t277, t278, t279, t280, t281, t282, t283, t284) +=AVERAGE(a285, a286, a287, a288, a289, a290, a291, a292, a293, a294) =AVERAGE(b285, b286, b287, b288, b289, b290, b291, b292, b293, b294) =AVERAGE(c285, c286, c287, c288, c289, c290, c291, c292, c293, c294) =AVERAGE(d285, d286, d287, d288, d289, d290, d291, d292, d293, d294) =AVERAGE(e285, e286, e287, e288, e289, e290, e291, e292, e293, e294) =AVERAGE(f285, f286, f287, f288, f289, f290, f291, f292, f293, f294) =AVERAGE(g285, g286, g287, g288, g289, g290, g291, g292, g293, g294) =AVERAGE(h285, h286, h287, h288, h289, h290, h291, h292, h293, h294) =AVERAGE(i285, i286, i287, i288, i289, i290, i291, i292, i293, i294) =AVERAGE(j285, j286, j287, j288, j289, j290, j291, j292, j293, j294) =AVERAGE(k285, k286, k287, k288, k289, k290, k291, k292, k293, k294) =AVERAGE(l285, l286, l287, l288, l289, l290, l291, l292, l293, l294) =AVERAGE(m285, m286, m287, m288, m289, m290, m291, m292, m293, m294) =AVERAGE(n285, n286, n287, n288, n289, n290, n291, n292, n293, n294) =AVERAGE(o285, o286, o287, o288, o289, o290, o291, o292, o293, o294) =AVERAGE(p285, p286, p287, p288, p289, p290, p291, p292, p293, p294) =AVERAGE(q285, q286, q287, q288, q289, q290, q291, q292, q293, q294) =AVERAGE(r285, r286, r287, r288, r289, r290, r291, r292, r293, r294) =AVERAGE(s285, s286, s287, s288, s289, s290, s291, s292, s293, s294) =AVERAGE(t285, t286, t287, t288, t289, t290, t291, t292, t293, t294) =STDEV.P(a285, a286, a287, a288, a289, a290, a291, a292, a293, a294) =STDEV.P(b285, b286, b287, b288, b289, b290, b291, b292, b293, b294) =STDEV.P(c285, c286, c287, c288, c289, c290, c291, c292, c293, c294) =STDEV.P(d285, d286, d287, d288, d289, d290, d291, d292, d293, d294) =STDEV.P(e285, e286, e287, e288, e289, e290, e291, e292, e293, e294) =STDEV.P(f285, f286, f287, f288, f289, f290, f291, f292, f293, f294) =STDEV.P(g285, g286, g287, g288, g289, g290, g291, g292, g293, g294) =STDEV.P(h285, h286, h287, h288, h289, h290, h291, h292, h293, h294) =STDEV.P(i285, i286, i287, i288, i289, i290, i291, i292, i293, i294) =STDEV.P(j285, j286, j287, j288, j289, j290, j291, j292, j293, j294) =STDEV.P(k285, k286, k287, k288, k289, k290, k291, k292, k293, k294) =STDEV.P(l285, l286, l287, l288, l289, l290, l291, l292, l293, l294) =STDEV.P(m285, m286, m287, m288, m289, m290, m291, m292, m293, m294) =STDEV.P(n285, n286, n287, n288, n289, n290, n291, n292, n293, n294) =STDEV.P(o285, o286, o287, o288, o289, o290, o291, o292, o293, o294) =STDEV.P(p285, p286, p287, p288, p289, p290, p291, p292, p293, p294) =STDEV.P(q285, q286, q287, q288, q289, q290, q291, q292, q293, q294) =STDEV.P(r285, r286, r287, r288, r289, r290, r291, r292, r293, r294) =STDEV.P(s285, s286, s287, s288, s289, s290, s291, s292, s293, s294) =STDEV.P(t285, t286, t287, t288, t289, t290, t291, t292, t293, t294) +=AVERAGE(a295, a296, a297, a298, a299, a300, a301, a302, a303, a304) =AVERAGE(b295, b296, b297, b298, b299, b300, b301, b302, b303, b304) =AVERAGE(c295, c296, c297, c298, c299, c300, c301, c302, c303, c304) =AVERAGE(d295, d296, d297, d298, d299, d300, d301, d302, d303, d304) =AVERAGE(e295, e296, e297, e298, e299, e300, e301, e302, e303, e304) =AVERAGE(f295, f296, f297, f298, f299, f300, f301, f302, f303, f304) =AVERAGE(g295, g296, g297, g298, g299, g300, g301, g302, g303, g304) =AVERAGE(h295, h296, h297, h298, h299, h300, h301, h302, h303, h304) =AVERAGE(i295, i296, i297, i298, i299, i300, i301, i302, i303, i304) =AVERAGE(j295, j296, j297, j298, j299, j300, j301, j302, j303, j304) =AVERAGE(k295, k296, k297, k298, k299, k300, k301, k302, k303, k304) =AVERAGE(l295, l296, l297, l298, l299, l300, l301, l302, l303, l304) =AVERAGE(m295, m296, m297, m298, m299, m300, m301, m302, m303, m304) =AVERAGE(n295, n296, n297, n298, n299, n300, n301, n302, n303, n304) =AVERAGE(o295, o296, o297, o298, o299, o300, o301, o302, o303, o304) =AVERAGE(p295, p296, p297, p298, p299, p300, p301, p302, p303, p304) =AVERAGE(q295, q296, q297, q298, q299, q300, q301, q302, q303, q304) =AVERAGE(r295, r296, r297, r298, r299, r300, r301, r302, r303, r304) =AVERAGE(s295, s296, s297, s298, s299, s300, s301, s302, s303, s304) =AVERAGE(t295, t296, t297, t298, t299, t300, t301, t302, t303, t304) =STDEV.P(a295, a296, a297, a298, a299, a300, a301, a302, a303, a304) =STDEV.P(b295, b296, b297, b298, b299, b300, b301, b302, b303, b304) =STDEV.P(c295, c296, c297, c298, c299, c300, c301, c302, c303, c304) =STDEV.P(d295, d296, d297, d298, d299, d300, d301, d302, d303, d304) =STDEV.P(e295, e296, e297, e298, e299, e300, e301, e302, e303, e304) =STDEV.P(f295, f296, f297, f298, f299, f300, f301, f302, f303, f304) =STDEV.P(g295, g296, g297, g298, g299, g300, g301, g302, g303, g304) =STDEV.P(h295, h296, h297, h298, h299, h300, h301, h302, h303, h304) =STDEV.P(i295, i296, i297, i298, i299, i300, i301, i302, i303, i304) =STDEV.P(j295, j296, j297, j298, j299, j300, j301, j302, j303, j304) =STDEV.P(k295, k296, k297, k298, k299, k300, k301, k302, k303, k304) =STDEV.P(l295, l296, l297, l298, l299, l300, l301, l302, l303, l304) =STDEV.P(m295, m296, m297, m298, m299, m300, m301, m302, m303, m304) =STDEV.P(n295, n296, n297, n298, n299, n300, n301, n302, n303, n304) =STDEV.P(o295, o296, o297, o298, o299, o300, o301, o302, o303, o304) =STDEV.P(p295, p296, p297, p298, p299, p300, p301, p302, p303, p304) =STDEV.P(q295, q296, q297, q298, q299, q300, q301, q302, q303, q304) =STDEV.P(r295, r296, r297, r298, r299, r300, r301, r302, r303, r304) =STDEV.P(s295, s296, s297, s298, s299, s300, s301, s302, s303, s304) =STDEV.P(t295, t296, t297, t298, t299, t300, t301, t302, t303, t304) +=AVERAGE(a305, a306, a307, a308, a309, a310, a311, a312, a313, a314) =AVERAGE(b305, b306, b307, b308, b309, b310, b311, b312, b313, b314) =AVERAGE(c305, c306, c307, c308, c309, c310, c311, c312, c313, c314) =AVERAGE(d305, d306, d307, d308, d309, d310, d311, d312, d313, d314) =AVERAGE(e305, e306, e307, e308, e309, e310, e311, e312, e313, e314) =AVERAGE(f305, f306, f307, f308, f309, f310, f311, f312, f313, f314) =AVERAGE(g305, g306, g307, g308, g309, g310, g311, g312, g313, g314) =AVERAGE(h305, h306, h307, h308, h309, h310, h311, h312, h313, h314) =AVERAGE(i305, i306, i307, i308, i309, i310, i311, i312, i313, i314) =AVERAGE(j305, j306, j307, j308, j309, j310, j311, j312, j313, j314) =AVERAGE(k305, k306, k307, k308, k309, k310, k311, k312, k313, k314) =AVERAGE(l305, l306, l307, l308, l309, l310, l311, l312, l313, l314) =AVERAGE(m305, m306, m307, m308, m309, m310, m311, m312, m313, m314) =AVERAGE(n305, n306, n307, n308, n309, n310, n311, n312, n313, n314) =AVERAGE(o305, o306, o307, o308, o309, o310, o311, o312, o313, o314) =AVERAGE(p305, p306, p307, p308, p309, p310, p311, p312, p313, p314) =AVERAGE(q305, q306, q307, q308, q309, q310, q311, q312, q313, q314) =AVERAGE(r305, r306, r307, r308, r309, r310, r311, r312, r313, r314) =AVERAGE(s305, s306, s307, s308, s309, s310, s311, s312, s313, s314) =AVERAGE(t305, t306, t307, t308, t309, t310, t311, t312, t313, t314) =STDEV.P(a305, a306, a307, a308, a309, a310, a311, a312, a313, a314) =STDEV.P(b305, b306, b307, b308, b309, b310, b311, b312, b313, b314) =STDEV.P(c305, c306, c307, c308, c309, c310, c311, c312, c313, c314) =STDEV.P(d305, d306, d307, d308, d309, d310, d311, d312, d313, d314) =STDEV.P(e305, e306, e307, e308, e309, e310, e311, e312, e313, e314) =STDEV.P(f305, f306, f307, f308, f309, f310, f311, f312, f313, f314) =STDEV.P(g305, g306, g307, g308, g309, g310, g311, g312, g313, g314) =STDEV.P(h305, h306, h307, h308, h309, h310, h311, h312, h313, h314) =STDEV.P(i305, i306, i307, i308, i309, i310, i311, i312, i313, i314) =STDEV.P(j305, j306, j307, j308, j309, j310, j311, j312, j313, j314) =STDEV.P(k305, k306, k307, k308, k309, k310, k311, k312, k313, k314) =STDEV.P(l305, l306, l307, l308, l309, l310, l311, l312, l313, l314) =STDEV.P(m305, m306, m307, m308, m309, m310, m311, m312, m313, m314) =STDEV.P(n305, n306, n307, n308, n309, n310, n311, n312, n313, n314) =STDEV.P(o305, o306, o307, o308, o309, o310, o311, o312, o313, o314) =STDEV.P(p305, p306, p307, p308, p309, p310, p311, p312, p313, p314) =STDEV.P(q305, q306, q307, q308, q309, q310, q311, q312, q313, q314) =STDEV.P(r305, r306, r307, r308, r309, r310, r311, r312, r313, r314) =STDEV.P(s305, s306, s307, s308, s309, s310, s311, s312, s313, s314) =STDEV.P(t305, t306, t307, t308, t309, t310, t311, t312, t313, t314) +=AVERAGE(a315, a316, a317, a318, a319, a320, a321, a322, a323, a324) =AVERAGE(b315, b316, b317, b318, b319, b320, b321, b322, b323, b324) =AVERAGE(c315, c316, c317, c318, c319, c320, c321, c322, c323, c324) =AVERAGE(d315, d316, d317, d318, d319, d320, d321, d322, d323, d324) =AVERAGE(e315, e316, e317, e318, e319, e320, e321, e322, e323, e324) =AVERAGE(f315, f316, f317, f318, f319, f320, f321, f322, f323, f324) =AVERAGE(g315, g316, g317, g318, g319, g320, g321, g322, g323, g324) =AVERAGE(h315, h316, h317, h318, h319, h320, h321, h322, h323, h324) =AVERAGE(i315, i316, i317, i318, i319, i320, i321, i322, i323, i324) =AVERAGE(j315, j316, j317, j318, j319, j320, j321, j322, j323, j324) =AVERAGE(k315, k316, k317, k318, k319, k320, k321, k322, k323, k324) =AVERAGE(l315, l316, l317, l318, l319, l320, l321, l322, l323, l324) =AVERAGE(m315, m316, m317, m318, m319, m320, m321, m322, m323, m324) =AVERAGE(n315, n316, n317, n318, n319, n320, n321, n322, n323, n324) =AVERAGE(o315, o316, o317, o318, o319, o320, o321, o322, o323, o324) =AVERAGE(p315, p316, p317, p318, p319, p320, p321, p322, p323, p324) =AVERAGE(q315, q316, q317, q318, q319, q320, q321, q322, q323, q324) =AVERAGE(r315, r316, r317, r318, r319, r320, r321, r322, r323, r324) =AVERAGE(s315, s316, s317, s318, s319, s320, s321, s322, s323, s324) =AVERAGE(t315, t316, t317, t318, t319, t320, t321, t322, t323, t324) =STDEV.P(a315, a316, a317, a318, a319, a320, a321, a322, a323, a324) =STDEV.P(b315, b316, b317, b318, b319, b320, b321, b322, b323, b324) =STDEV.P(c315, c316, c317, c318, c319, c320, c321, c322, c323, c324) =STDEV.P(d315, d316, d317, d318, d319, d320, d321, d322, d323, d324) =STDEV.P(e315, e316, e317, e318, e319, e320, e321, e322, e323, e324) =STDEV.P(f315, f316, f317, f318, f319, f320, f321, f322, f323, f324) =STDEV.P(g315, g316, g317, g318, g319, g320, g321, g322, g323, g324) =STDEV.P(h315, h316, h317, h318, h319, h320, h321, h322, h323, h324) =STDEV.P(i315, i316, i317, i318, i319, i320, i321, i322, i323, i324) =STDEV.P(j315, j316, j317, j318, j319, j320, j321, j322, j323, j324) =STDEV.P(k315, k316, k317, k318, k319, k320, k321, k322, k323, k324) =STDEV.P(l315, l316, l317, l318, l319, l320, l321, l322, l323, l324) =STDEV.P(m315, m316, m317, m318, m319, m320, m321, m322, m323, m324) =STDEV.P(n315, n316, n317, n318, n319, n320, n321, n322, n323, n324) =STDEV.P(o315, o316, o317, o318, o319, o320, o321, o322, o323, o324) =STDEV.P(p315, p316, p317, p318, p319, p320, p321, p322, p323, p324) =STDEV.P(q315, q316, q317, q318, q319, q320, q321, q322, q323, q324) =STDEV.P(r315, r316, r317, r318, r319, r320, r321, r322, r323, r324) =STDEV.P(s315, s316, s317, s318, s319, s320, s321, s322, s323, s324) =STDEV.P(t315, t316, t317, t318, t319, t320, t321, t322, t323, t324) +=AVERAGE(a325, a326, a327, a328, a329, a330, a331, a332, a333, a334) =AVERAGE(b325, b326, b327, b328, b329, b330, b331, b332, b333, b334) =AVERAGE(c325, c326, c327, c328, c329, c330, c331, c332, c333, c334) =AVERAGE(d325, d326, d327, d328, d329, d330, d331, d332, d333, d334) =AVERAGE(e325, e326, e327, e328, e329, e330, e331, e332, e333, e334) =AVERAGE(f325, f326, f327, f328, f329, f330, f331, f332, f333, f334) =AVERAGE(g325, g326, g327, g328, g329, g330, g331, g332, g333, g334) =AVERAGE(h325, h326, h327, h328, h329, h330, h331, h332, h333, h334) =AVERAGE(i325, i326, i327, i328, i329, i330, i331, i332, i333, i334) =AVERAGE(j325, j326, j327, j328, j329, j330, j331, j332, j333, j334) =AVERAGE(k325, k326, k327, k328, k329, k330, k331, k332, k333, k334) =AVERAGE(l325, l326, l327, l328, l329, l330, l331, l332, l333, l334) =AVERAGE(m325, m326, m327, m328, m329, m330, m331, m332, m333, m334) =AVERAGE(n325, n326, n327, n328, n329, n330, n331, n332, n333, n334) =AVERAGE(o325, o326, o327, o328, o329, o330, o331, o332, o333, o334) =AVERAGE(p325, p326, p327, p328, p329, p330, p331, p332, p333, p334) =AVERAGE(q325, q326, q327, q328, q329, q330, q331, q332, q333, q334) =AVERAGE(r325, r326, r327, r328, r329, r330, r331, r332, r333, r334) =AVERAGE(s325, s326, s327, s328, s329, s330, s331, s332, s333, s334) =AVERAGE(t325, t326, t327, t328, t329, t330, t331, t332, t333, t334) =STDEV.P(a325, a326, a327, a328, a329, a330, a331, a332, a333, a334) =STDEV.P(b325, b326, b327, b328, b329, b330, b331, b332, b333, b334) =STDEV.P(c325, c326, c327, c328, c329, c330, c331, c332, c333, c334) =STDEV.P(d325, d326, d327, d328, d329, d330, d331, d332, d333, d334) =STDEV.P(e325, e326, e327, e328, e329, e330, e331, e332, e333, e334) =STDEV.P(f325, f326, f327, f328, f329, f330, f331, f332, f333, f334) =STDEV.P(g325, g326, g327, g328, g329, g330, g331, g332, g333, g334) =STDEV.P(h325, h326, h327, h328, h329, h330, h331, h332, h333, h334) =STDEV.P(i325, i326, i327, i328, i329, i330, i331, i332, i333, i334) =STDEV.P(j325, j326, j327, j328, j329, j330, j331, j332, j333, j334) =STDEV.P(k325, k326, k327, k328, k329, k330, k331, k332, k333, k334) =STDEV.P(l325, l326, l327, l328, l329, l330, l331, l332, l333, l334) =STDEV.P(m325, m326, m327, m328, m329, m330, m331, m332, m333, m334) =STDEV.P(n325, n326, n327, n328, n329, n330, n331, n332, n333, n334) =STDEV.P(o325, o326, o327, o328, o329, o330, o331, o332, o333, o334) =STDEV.P(p325, p326, p327, p328, p329, p330, p331, p332, p333, p334) =STDEV.P(q325, q326, q327, q328, q329, q330, q331, q332, q333, q334) =STDEV.P(r325, r326, r327, r328, r329, r330, r331, r332, r333, r334) =STDEV.P(s325, s326, s327, s328, s329, s330, s331, s332, s333, s334) =STDEV.P(t325, t326, t327, t328, t329, t330, t331, t332, t333, t334) +=AVERAGE(a335, a336, a337, a338, a339, a340, a341, a342, a343, a344) =AVERAGE(b335, b336, b337, b338, b339, b340, b341, b342, b343, b344) =AVERAGE(c335, c336, c337, c338, c339, c340, c341, c342, c343, c344) =AVERAGE(d335, d336, d337, d338, d339, d340, d341, d342, d343, d344) =AVERAGE(e335, e336, e337, e338, e339, e340, e341, e342, e343, e344) =AVERAGE(f335, f336, f337, f338, f339, f340, f341, f342, f343, f344) =AVERAGE(g335, g336, g337, g338, g339, g340, g341, g342, g343, g344) =AVERAGE(h335, h336, h337, h338, h339, h340, h341, h342, h343, h344) =AVERAGE(i335, i336, i337, i338, i339, i340, i341, i342, i343, i344) =AVERAGE(j335, j336, j337, j338, j339, j340, j341, j342, j343, j344) =AVERAGE(k335, k336, k337, k338, k339, k340, k341, k342, k343, k344) =AVERAGE(l335, l336, l337, l338, l339, l340, l341, l342, l343, l344) =AVERAGE(m335, m336, m337, m338, m339, m340, m341, m342, m343, m344) =AVERAGE(n335, n336, n337, n338, n339, n340, n341, n342, n343, n344) =AVERAGE(o335, o336, o337, o338, o339, o340, o341, o342, o343, o344) =AVERAGE(p335, p336, p337, p338, p339, p340, p341, p342, p343, p344) =AVERAGE(q335, q336, q337, q338, q339, q340, q341, q342, q343, q344) =AVERAGE(r335, r336, r337, r338, r339, r340, r341, r342, r343, r344) =AVERAGE(s335, s336, s337, s338, s339, s340, s341, s342, s343, s344) =AVERAGE(t335, t336, t337, t338, t339, t340, t341, t342, t343, t344) =STDEV.P(a335, a336, a337, a338, a339, a340, a341, a342, a343, a344) =STDEV.P(b335, b336, b337, b338, b339, b340, b341, b342, b343, b344) =STDEV.P(c335, c336, c337, c338, c339, c340, c341, c342, c343, c344) =STDEV.P(d335, d336, d337, d338, d339, d340, d341, d342, d343, d344) =STDEV.P(e335, e336, e337, e338, e339, e340, e341, e342, e343, e344) =STDEV.P(f335, f336, f337, f338, f339, f340, f341, f342, f343, f344) =STDEV.P(g335, g336, g337, g338, g339, g340, g341, g342, g343, g344) =STDEV.P(h335, h336, h337, h338, h339, h340, h341, h342, h343, h344) =STDEV.P(i335, i336, i337, i338, i339, i340, i341, i342, i343, i344) =STDEV.P(j335, j336, j337, j338, j339, j340, j341, j342, j343, j344) =STDEV.P(k335, k336, k337, k338, k339, k340, k341, k342, k343, k344) =STDEV.P(l335, l336, l337, l338, l339, l340, l341, l342, l343, l344) =STDEV.P(m335, m336, m337, m338, m339, m340, m341, m342, m343, m344) =STDEV.P(n335, n336, n337, n338, n339, n340, n341, n342, n343, n344) =STDEV.P(o335, o336, o337, o338, o339, o340, o341, o342, o343, o344) =STDEV.P(p335, p336, p337, p338, p339, p340, p341, p342, p343, p344) =STDEV.P(q335, q336, q337, q338, q339, q340, q341, q342, q343, q344) =STDEV.P(r335, r336, r337, r338, r339, r340, r341, r342, r343, r344) =STDEV.P(s335, s336, s337, s338, s339, s340, s341, s342, s343, s344) =STDEV.P(t335, t336, t337, t338, t339, t340, t341, t342, t343, t344) +=AVERAGE(a345, a346, a347, a348, a349, a350, a351, a352, a353, a354) =AVERAGE(b345, b346, b347, b348, b349, b350, b351, b352, b353, b354) =AVERAGE(c345, c346, c347, c348, c349, c350, c351, c352, c353, c354) =AVERAGE(d345, d346, d347, d348, d349, d350, d351, d352, d353, d354) =AVERAGE(e345, e346, e347, e348, e349, e350, e351, e352, e353, e354) =AVERAGE(f345, f346, f347, f348, f349, f350, f351, f352, f353, f354) =AVERAGE(g345, g346, g347, g348, g349, g350, g351, g352, g353, g354) =AVERAGE(h345, h346, h347, h348, h349, h350, h351, h352, h353, h354) =AVERAGE(i345, i346, i347, i348, i349, i350, i351, i352, i353, i354) =AVERAGE(j345, j346, j347, j348, j349, j350, j351, j352, j353, j354) =AVERAGE(k345, k346, k347, k348, k349, k350, k351, k352, k353, k354) =AVERAGE(l345, l346, l347, l348, l349, l350, l351, l352, l353, l354) =AVERAGE(m345, m346, m347, m348, m349, m350, m351, m352, m353, m354) =AVERAGE(n345, n346, n347, n348, n349, n350, n351, n352, n353, n354) =AVERAGE(o345, o346, o347, o348, o349, o350, o351, o352, o353, o354) =AVERAGE(p345, p346, p347, p348, p349, p350, p351, p352, p353, p354) =AVERAGE(q345, q346, q347, q348, q349, q350, q351, q352, q353, q354) =AVERAGE(r345, r346, r347, r348, r349, r350, r351, r352, r353, r354) =AVERAGE(s345, s346, s347, s348, s349, s350, s351, s352, s353, s354) =AVERAGE(t345, t346, t347, t348, t349, t350, t351, t352, t353, t354) =STDEV.P(a345, a346, a347, a348, a349, a350, a351, a352, a353, a354) =STDEV.P(b345, b346, b347, b348, b349, b350, b351, b352, b353, b354) =STDEV.P(c345, c346, c347, c348, c349, c350, c351, c352, c353, c354) =STDEV.P(d345, d346, d347, d348, d349, d350, d351, d352, d353, d354) =STDEV.P(e345, e346, e347, e348, e349, e350, e351, e352, e353, e354) =STDEV.P(f345, f346, f347, f348, f349, f350, f351, f352, f353, f354) =STDEV.P(g345, g346, g347, g348, g349, g350, g351, g352, g353, g354) =STDEV.P(h345, h346, h347, h348, h349, h350, h351, h352, h353, h354) =STDEV.P(i345, i346, i347, i348, i349, i350, i351, i352, i353, i354) =STDEV.P(j345, j346, j347, j348, j349, j350, j351, j352, j353, j354) =STDEV.P(k345, k346, k347, k348, k349, k350, k351, k352, k353, k354) =STDEV.P(l345, l346, l347, l348, l349, l350, l351, l352, l353, l354) =STDEV.P(m345, m346, m347, m348, m349, m350, m351, m352, m353, m354) =STDEV.P(n345, n346, n347, n348, n349, n350, n351, n352, n353, n354) =STDEV.P(o345, o346, o347, o348, o349, o350, o351, o352, o353, o354) =STDEV.P(p345, p346, p347, p348, p349, p350, p351, p352, p353, p354) =STDEV.P(q345, q346, q347, q348, q349, q350, q351, q352, q353, q354) =STDEV.P(r345, r346, r347, r348, r349, r350, r351, r352, r353, r354) =STDEV.P(s345, s346, s347, s348, s349, s350, s351, s352, s353, s354) =STDEV.P(t345, t346, t347, t348, t349, t350, t351, t352, t353, t354) +=AVERAGE(a355, a356, a357, a358, a359, a360, a361, a362, a363, a364) =AVERAGE(b355, b356, b357, b358, b359, b360, b361, b362, b363, b364) =AVERAGE(c355, c356, c357, c358, c359, c360, c361, c362, c363, c364) =AVERAGE(d355, d356, d357, d358, d359, d360, d361, d362, d363, d364) =AVERAGE(e355, e356, e357, e358, e359, e360, e361, e362, e363, e364) =AVERAGE(f355, f356, f357, f358, f359, f360, f361, f362, f363, f364) =AVERAGE(g355, g356, g357, g358, g359, g360, g361, g362, g363, g364) =AVERAGE(h355, h356, h357, h358, h359, h360, h361, h362, h363, h364) =AVERAGE(i355, i356, i357, i358, i359, i360, i361, i362, i363, i364) =AVERAGE(j355, j356, j357, j358, j359, j360, j361, j362, j363, j364) =AVERAGE(k355, k356, k357, k358, k359, k360, k361, k362, k363, k364) =AVERAGE(l355, l356, l357, l358, l359, l360, l361, l362, l363, l364) =AVERAGE(m355, m356, m357, m358, m359, m360, m361, m362, m363, m364) =AVERAGE(n355, n356, n357, n358, n359, n360, n361, n362, n363, n364) =AVERAGE(o355, o356, o357, o358, o359, o360, o361, o362, o363, o364) =AVERAGE(p355, p356, p357, p358, p359, p360, p361, p362, p363, p364) =AVERAGE(q355, q356, q357, q358, q359, q360, q361, q362, q363, q364) =AVERAGE(r355, r356, r357, r358, r359, r360, r361, r362, r363, r364) =AVERAGE(s355, s356, s357, s358, s359, s360, s361, s362, s363, s364) =AVERAGE(t355, t356, t357, t358, t359, t360, t361, t362, t363, t364) =STDEV.P(a355, a356, a357, a358, a359, a360, a361, a362, a363, a364) =STDEV.P(b355, b356, b357, b358, b359, b360, b361, b362, b363, b364) =STDEV.P(c355, c356, c357, c358, c359, c360, c361, c362, c363, c364) =STDEV.P(d355, d356, d357, d358, d359, d360, d361, d362, d363, d364) =STDEV.P(e355, e356, e357, e358, e359, e360, e361, e362, e363, e364) =STDEV.P(f355, f356, f357, f358, f359, f360, f361, f362, f363, f364) =STDEV.P(g355, g356, g357, g358, g359, g360, g361, g362, g363, g364) =STDEV.P(h355, h356, h357, h358, h359, h360, h361, h362, h363, h364) =STDEV.P(i355, i356, i357, i358, i359, i360, i361, i362, i363, i364) =STDEV.P(j355, j356, j357, j358, j359, j360, j361, j362, j363, j364) =STDEV.P(k355, k356, k357, k358, k359, k360, k361, k362, k363, k364) =STDEV.P(l355, l356, l357, l358, l359, l360, l361, l362, l363, l364) =STDEV.P(m355, m356, m357, m358, m359, m360, m361, m362, m363, m364) =STDEV.P(n355, n356, n357, n358, n359, n360, n361, n362, n363, n364) =STDEV.P(o355, o356, o357, o358, o359, o360, o361, o362, o363, o364) =STDEV.P(p355, p356, p357, p358, p359, p360, p361, p362, p363, p364) =STDEV.P(q355, q356, q357, q358, q359, q360, q361, q362, q363, q364) =STDEV.P(r355, r356, r357, r358, r359, r360, r361, r362, r363, r364) =STDEV.P(s355, s356, s357, s358, s359, s360, s361, s362, s363, s364) =STDEV.P(t355, t356, t357, t358, t359, t360, t361, t362, t363, t364) +=AVERAGE(a365, a366, a367, a368, a369, a370, a371, a372, a373, a374) =AVERAGE(b365, b366, b367, b368, b369, b370, b371, b372, b373, b374) =AVERAGE(c365, c366, c367, c368, c369, c370, c371, c372, c373, c374) =AVERAGE(d365, d366, d367, d368, d369, d370, d371, d372, d373, d374) =AVERAGE(e365, e366, e367, e368, e369, e370, e371, e372, e373, e374) =AVERAGE(f365, f366, f367, f368, f369, f370, f371, f372, f373, f374) =AVERAGE(g365, g366, g367, g368, g369, g370, g371, g372, g373, g374) =AVERAGE(h365, h366, h367, h368, h369, h370, h371, h372, h373, h374) =AVERAGE(i365, i366, i367, i368, i369, i370, i371, i372, i373, i374) =AVERAGE(j365, j366, j367, j368, j369, j370, j371, j372, j373, j374) =AVERAGE(k365, k366, k367, k368, k369, k370, k371, k372, k373, k374) =AVERAGE(l365, l366, l367, l368, l369, l370, l371, l372, l373, l374) =AVERAGE(m365, m366, m367, m368, m369, m370, m371, m372, m373, m374) =AVERAGE(n365, n366, n367, n368, n369, n370, n371, n372, n373, n374) =AVERAGE(o365, o366, o367, o368, o369, o370, o371, o372, o373, o374) =AVERAGE(p365, p366, p367, p368, p369, p370, p371, p372, p373, p374) =AVERAGE(q365, q366, q367, q368, q369, q370, q371, q372, q373, q374) =AVERAGE(r365, r366, r367, r368, r369, r370, r371, r372, r373, r374) =AVERAGE(s365, s366, s367, s368, s369, s370, s371, s372, s373, s374) =AVERAGE(t365, t366, t367, t368, t369, t370, t371, t372, t373, t374) =STDEV.P(a365, a366, a367, a368, a369, a370, a371, a372, a373, a374) =STDEV.P(b365, b366, b367, b368, b369, b370, b371, b372, b373, b374) =STDEV.P(c365, c366, c367, c368, c369, c370, c371, c372, c373, c374) =STDEV.P(d365, d366, d367, d368, d369, d370, d371, d372, d373, d374) =STDEV.P(e365, e366, e367, e368, e369, e370, e371, e372, e373, e374) =STDEV.P(f365, f366, f367, f368, f369, f370, f371, f372, f373, f374) =STDEV.P(g365, g366, g367, g368, g369, g370, g371, g372, g373, g374) =STDEV.P(h365, h366, h367, h368, h369, h370, h371, h372, h373, h374) =STDEV.P(i365, i366, i367, i368, i369, i370, i371, i372, i373, i374) =STDEV.P(j365, j366, j367, j368, j369, j370, j371, j372, j373, j374) =STDEV.P(k365, k366, k367, k368, k369, k370, k371, k372, k373, k374) =STDEV.P(l365, l366, l367, l368, l369, l370, l371, l372, l373, l374) =STDEV.P(m365, m366, m367, m368, m369, m370, m371, m372, m373, m374) =STDEV.P(n365, n366, n367, n368, n369, n370, n371, n372, n373, n374) =STDEV.P(o365, o366, o367, o368, o369, o370, o371, o372, o373, o374) =STDEV.P(p365, p366, p367, p368, p369, p370, p371, p372, p373, p374) =STDEV.P(q365, q366, q367, q368, q369, q370, q371, q372, q373, q374) =STDEV.P(r365, r366, r367, r368, r369, r370, r371, r372, r373, r374) =STDEV.P(s365, s366, s367, s368, s369, s370, s371, s372, s373, s374) =STDEV.P(t365, t366, t367, t368, t369, t370, t371, t372, t373, t374) +=AVERAGE(a375, a376, a377, a378, a379, a380, a381, a382, a383, a384) =AVERAGE(b375, b376, b377, b378, b379, b380, b381, b382, b383, b384) =AVERAGE(c375, c376, c377, c378, c379, c380, c381, c382, c383, c384) =AVERAGE(d375, d376, d377, d378, d379, d380, d381, d382, d383, d384) =AVERAGE(e375, e376, e377, e378, e379, e380, e381, e382, e383, e384) =AVERAGE(f375, f376, f377, f378, f379, f380, f381, f382, f383, f384) =AVERAGE(g375, g376, g377, g378, g379, g380, g381, g382, g383, g384) =AVERAGE(h375, h376, h377, h378, h379, h380, h381, h382, h383, h384) =AVERAGE(i375, i376, i377, i378, i379, i380, i381, i382, i383, i384) =AVERAGE(j375, j376, j377, j378, j379, j380, j381, j382, j383, j384) =AVERAGE(k375, k376, k377, k378, k379, k380, k381, k382, k383, k384) =AVERAGE(l375, l376, l377, l378, l379, l380, l381, l382, l383, l384) =AVERAGE(m375, m376, m377, m378, m379, m380, m381, m382, m383, m384) =AVERAGE(n375, n376, n377, n378, n379, n380, n381, n382, n383, n384) =AVERAGE(o375, o376, o377, o378, o379, o380, o381, o382, o383, o384) =AVERAGE(p375, p376, p377, p378, p379, p380, p381, p382, p383, p384) =AVERAGE(q375, q376, q377, q378, q379, q380, q381, q382, q383, q384) =AVERAGE(r375, r376, r377, r378, r379, r380, r381, r382, r383, r384) =AVERAGE(s375, s376, s377, s378, s379, s380, s381, s382, s383, s384) =AVERAGE(t375, t376, t377, t378, t379, t380, t381, t382, t383, t384) =STDEV.P(a375, a376, a377, a378, a379, a380, a381, a382, a383, a384) =STDEV.P(b375, b376, b377, b378, b379, b380, b381, b382, b383, b384) =STDEV.P(c375, c376, c377, c378, c379, c380, c381, c382, c383, c384) =STDEV.P(d375, d376, d377, d378, d379, d380, d381, d382, d383, d384) =STDEV.P(e375, e376, e377, e378, e379, e380, e381, e382, e383, e384) =STDEV.P(f375, f376, f377, f378, f379, f380, f381, f382, f383, f384) =STDEV.P(g375, g376, g377, g378, g379, g380, g381, g382, g383, g384) =STDEV.P(h375, h376, h377, h378, h379, h380, h381, h382, h383, h384) =STDEV.P(i375, i376, i377, i378, i379, i380, i381, i382, i383, i384) =STDEV.P(j375, j376, j377, j378, j379, j380, j381, j382, j383, j384) =STDEV.P(k375, k376, k377, k378, k379, k380, k381, k382, k383, k384) =STDEV.P(l375, l376, l377, l378, l379, l380, l381, l382, l383, l384) =STDEV.P(m375, m376, m377, m378, m379, m380, m381, m382, m383, m384) =STDEV.P(n375, n376, n377, n378, n379, n380, n381, n382, n383, n384) =STDEV.P(o375, o376, o377, o378, o379, o380, o381, o382, o383, o384) =STDEV.P(p375, p376, p377, p378, p379, p380, p381, p382, p383, p384) =STDEV.P(q375, q376, q377, q378, q379, q380, q381, q382, q383, q384) =STDEV.P(r375, r376, r377, r378, r379, r380, r381, r382, r383, r384) =STDEV.P(s375, s376, s377, s378, s379, s380, s381, s382, s383, s384) =STDEV.P(t375, t376, t377, t378, t379, t380, t381, t382, t383, t384) +=AVERAGE(a385, a386, a387, a388, a389, a390, a391, a392, a393, a394) =AVERAGE(b385, b386, b387, b388, b389, b390, b391, b392, b393, b394) =AVERAGE(c385, c386, c387, c388, c389, c390, c391, c392, c393, c394) =AVERAGE(d385, d386, d387, d388, d389, d390, d391, d392, d393, d394) =AVERAGE(e385, e386, e387, e388, e389, e390, e391, e392, e393, e394) =AVERAGE(f385, f386, f387, f388, f389, f390, f391, f392, f393, f394) =AVERAGE(g385, g386, g387, g388, g389, g390, g391, g392, g393, g394) =AVERAGE(h385, h386, h387, h388, h389, h390, h391, h392, h393, h394) =AVERAGE(i385, i386, i387, i388, i389, i390, i391, i392, i393, i394) =AVERAGE(j385, j386, j387, j388, j389, j390, j391, j392, j393, j394) =AVERAGE(k385, k386, k387, k388, k389, k390, k391, k392, k393, k394) =AVERAGE(l385, l386, l387, l388, l389, l390, l391, l392, l393, l394) =AVERAGE(m385, m386, m387, m388, m389, m390, m391, m392, m393, m394) =AVERAGE(n385, n386, n387, n388, n389, n390, n391, n392, n393, n394) =AVERAGE(o385, o386, o387, o388, o389, o390, o391, o392, o393, o394) =AVERAGE(p385, p386, p387, p388, p389, p390, p391, p392, p393, p394) =AVERAGE(q385, q386, q387, q388, q389, q390, q391, q392, q393, q394) =AVERAGE(r385, r386, r387, r388, r389, r390, r391, r392, r393, r394) =AVERAGE(s385, s386, s387, s388, s389, s390, s391, s392, s393, s394) =AVERAGE(t385, t386, t387, t388, t389, t390, t391, t392, t393, t394) =STDEV.P(a385, a386, a387, a388, a389, a390, a391, a392, a393, a394) =STDEV.P(b385, b386, b387, b388, b389, b390, b391, b392, b393, b394) =STDEV.P(c385, c386, c387, c388, c389, c390, c391, c392, c393, c394) =STDEV.P(d385, d386, d387, d388, d389, d390, d391, d392, d393, d394) =STDEV.P(e385, e386, e387, e388, e389, e390, e391, e392, e393, e394) =STDEV.P(f385, f386, f387, f388, f389, f390, f391, f392, f393, f394) =STDEV.P(g385, g386, g387, g388, g389, g390, g391, g392, g393, g394) =STDEV.P(h385, h386, h387, h388, h389, h390, h391, h392, h393, h394) =STDEV.P(i385, i386, i387, i388, i389, i390, i391, i392, i393, i394) =STDEV.P(j385, j386, j387, j388, j389, j390, j391, j392, j393, j394) =STDEV.P(k385, k386, k387, k388, k389, k390, k391, k392, k393, k394) =STDEV.P(l385, l386, l387, l388, l389, l390, l391, l392, l393, l394) =STDEV.P(m385, m386, m387, m388, m389, m390, m391, m392, m393, m394) =STDEV.P(n385, n386, n387, n388, n389, n390, n391, n392, n393, n394) =STDEV.P(o385, o386, o387, o388, o389, o390, o391, o392, o393, o394) =STDEV.P(p385, p386, p387, p388, p389, p390, p391, p392, p393, p394) =STDEV.P(q385, q386, q387, q388, q389, q390, q391, q392, q393, q394) =STDEV.P(r385, r386, r387, r388, r389, r390, r391, r392, r393, r394) =STDEV.P(s385, s386, s387, s388, s389, s390, s391, s392, s393, s394) =STDEV.P(t385, t386, t387, t388, t389, t390, t391, t392, t393, t394) +=AVERAGE(a395, a396, a397, a398, a399, a400, a401, a402, a403, a404) =AVERAGE(b395, b396, b397, b398, b399, b400, b401, b402, b403, b404) =AVERAGE(c395, c396, c397, c398, c399, c400, c401, c402, c403, c404) =AVERAGE(d395, d396, d397, d398, d399, d400, d401, d402, d403, d404) =AVERAGE(e395, e396, e397, e398, e399, e400, e401, e402, e403, e404) =AVERAGE(f395, f396, f397, f398, f399, f400, f401, f402, f403, f404) =AVERAGE(g395, g396, g397, g398, g399, g400, g401, g402, g403, g404) =AVERAGE(h395, h396, h397, h398, h399, h400, h401, h402, h403, h404) =AVERAGE(i395, i396, i397, i398, i399, i400, i401, i402, i403, i404) =AVERAGE(j395, j396, j397, j398, j399, j400, j401, j402, j403, j404) =AVERAGE(k395, k396, k397, k398, k399, k400, k401, k402, k403, k404) =AVERAGE(l395, l396, l397, l398, l399, l400, l401, l402, l403, l404) =AVERAGE(m395, m396, m397, m398, m399, m400, m401, m402, m403, m404) =AVERAGE(n395, n396, n397, n398, n399, n400, n401, n402, n403, n404) =AVERAGE(o395, o396, o397, o398, o399, o400, o401, o402, o403, o404) =AVERAGE(p395, p396, p397, p398, p399, p400, p401, p402, p403, p404) =AVERAGE(q395, q396, q397, q398, q399, q400, q401, q402, q403, q404) =AVERAGE(r395, r396, r397, r398, r399, r400, r401, r402, r403, r404) =AVERAGE(s395, s396, s397, s398, s399, s400, s401, s402, s403, s404) =AVERAGE(t395, t396, t397, t398, t399, t400, t401, t402, t403, t404) =STDEV.P(a395, a396, a397, a398, a399, a400, a401, a402, a403, a404) =STDEV.P(b395, b396, b397, b398, b399, b400, b401, b402, b403, b404) =STDEV.P(c395, c396, c397, c398, c399, c400, c401, c402, c403, c404) =STDEV.P(d395, d396, d397, d398, d399, d400, d401, d402, d403, d404) =STDEV.P(e395, e396, e397, e398, e399, e400, e401, e402, e403, e404) =STDEV.P(f395, f396, f397, f398, f399, f400, f401, f402, f403, f404) =STDEV.P(g395, g396, g397, g398, g399, g400, g401, g402, g403, g404) =STDEV.P(h395, h396, h397, h398, h399, h400, h401, h402, h403, h404) =STDEV.P(i395, i396, i397, i398, i399, i400, i401, i402, i403, i404) =STDEV.P(j395, j396, j397, j398, j399, j400, j401, j402, j403, j404) =STDEV.P(k395, k396, k397, k398, k399, k400, k401, k402, k403, k404) =STDEV.P(l395, l396, l397, l398, l399, l400, l401, l402, l403, l404) =STDEV.P(m395, m396, m397, m398, m399, m400, m401, m402, m403, m404) =STDEV.P(n395, n396, n397, n398, n399, n400, n401, n402, n403, n404) =STDEV.P(o395, o396, o397, o398, o399, o400, o401, o402, o403, o404) =STDEV.P(p395, p396, p397, p398, p399, p400, p401, p402, p403, p404) =STDEV.P(q395, q396, q397, q398, q399, q400, q401, q402, q403, q404) =STDEV.P(r395, r396, r397, r398, r399, r400, r401, r402, r403, r404) =STDEV.P(s395, s396, s397, s398, s399, s400, s401, s402, s403, s404) =STDEV.P(t395, t396, t397, t398, t399, t400, t401, t402, t403, t404) +=AVERAGE(a405, a406, a407, a408, a409, a410, a411, a412, a413, a414) =AVERAGE(b405, b406, b407, b408, b409, b410, b411, b412, b413, b414) =AVERAGE(c405, c406, c407, c408, c409, c410, c411, c412, c413, c414) =AVERAGE(d405, d406, d407, d408, d409, d410, d411, d412, d413, d414) =AVERAGE(e405, e406, e407, e408, e409, e410, e411, e412, e413, e414) =AVERAGE(f405, f406, f407, f408, f409, f410, f411, f412, f413, f414) =AVERAGE(g405, g406, g407, g408, g409, g410, g411, g412, g413, g414) =AVERAGE(h405, h406, h407, h408, h409, h410, h411, h412, h413, h414) =AVERAGE(i405, i406, i407, i408, i409, i410, i411, i412, i413, i414) =AVERAGE(j405, j406, j407, j408, j409, j410, j411, j412, j413, j414) =AVERAGE(k405, k406, k407, k408, k409, k410, k411, k412, k413, k414) =AVERAGE(l405, l406, l407, l408, l409, l410, l411, l412, l413, l414) =AVERAGE(m405, m406, m407, m408, m409, m410, m411, m412, m413, m414) =AVERAGE(n405, n406, n407, n408, n409, n410, n411, n412, n413, n414) =AVERAGE(o405, o406, o407, o408, o409, o410, o411, o412, o413, o414) =AVERAGE(p405, p406, p407, p408, p409, p410, p411, p412, p413, p414) =AVERAGE(q405, q406, q407, q408, q409, q410, q411, q412, q413, q414) =AVERAGE(r405, r406, r407, r408, r409, r410, r411, r412, r413, r414) =AVERAGE(s405, s406, s407, s408, s409, s410, s411, s412, s413, s414) =AVERAGE(t405, t406, t407, t408, t409, t410, t411, t412, t413, t414) =STDEV.P(a405, a406, a407, a408, a409, a410, a411, a412, a413, a414) =STDEV.P(b405, b406, b407, b408, b409, b410, b411, b412, b413, b414) =STDEV.P(c405, c406, c407, c408, c409, c410, c411, c412, c413, c414) =STDEV.P(d405, d406, d407, d408, d409, d410, d411, d412, d413, d414) =STDEV.P(e405, e406, e407, e408, e409, e410, e411, e412, e413, e414) =STDEV.P(f405, f406, f407, f408, f409, f410, f411, f412, f413, f414) =STDEV.P(g405, g406, g407, g408, g409, g410, g411, g412, g413, g414) =STDEV.P(h405, h406, h407, h408, h409, h410, h411, h412, h413, h414) =STDEV.P(i405, i406, i407, i408, i409, i410, i411, i412, i413, i414) =STDEV.P(j405, j406, j407, j408, j409, j410, j411, j412, j413, j414) =STDEV.P(k405, k406, k407, k408, k409, k410, k411, k412, k413, k414) =STDEV.P(l405, l406, l407, l408, l409, l410, l411, l412, l413, l414) =STDEV.P(m405, m406, m407, m408, m409, m410, m411, m412, m413, m414) =STDEV.P(n405, n406, n407, n408, n409, n410, n411, n412, n413, n414) =STDEV.P(o405, o406, o407, o408, o409, o410, o411, o412, o413, o414) =STDEV.P(p405, p406, p407, p408, p409, p410, p411, p412, p413, p414) =STDEV.P(q405, q406, q407, q408, q409, q410, q411, q412, q413, q414) =STDEV.P(r405, r406, r407, r408, r409, r410, r411, r412, r413, r414) =STDEV.P(s405, s406, s407, s408, s409, s410, s411, s412, s413, s414) =STDEV.P(t405, t406, t407, t408, t409, t410, t411, t412, t413, t414) +=AVERAGE(a415, a416, a417, a418, a419, a420, a421, a422, a423, a424) =AVERAGE(b415, b416, b417, b418, b419, b420, b421, b422, b423, b424) =AVERAGE(c415, c416, c417, c418, c419, c420, c421, c422, c423, c424) =AVERAGE(d415, d416, d417, d418, d419, d420, d421, d422, d423, d424) =AVERAGE(e415, e416, e417, e418, e419, e420, e421, e422, e423, e424) =AVERAGE(f415, f416, f417, f418, f419, f420, f421, f422, f423, f424) =AVERAGE(g415, g416, g417, g418, g419, g420, g421, g422, g423, g424) =AVERAGE(h415, h416, h417, h418, h419, h420, h421, h422, h423, h424) =AVERAGE(i415, i416, i417, i418, i419, i420, i421, i422, i423, i424) =AVERAGE(j415, j416, j417, j418, j419, j420, j421, j422, j423, j424) =AVERAGE(k415, k416, k417, k418, k419, k420, k421, k422, k423, k424) =AVERAGE(l415, l416, l417, l418, l419, l420, l421, l422, l423, l424) =AVERAGE(m415, m416, m417, m418, m419, m420, m421, m422, m423, m424) =AVERAGE(n415, n416, n417, n418, n419, n420, n421, n422, n423, n424) =AVERAGE(o415, o416, o417, o418, o419, o420, o421, o422, o423, o424) =AVERAGE(p415, p416, p417, p418, p419, p420, p421, p422, p423, p424) =AVERAGE(q415, q416, q417, q418, q419, q420, q421, q422, q423, q424) =AVERAGE(r415, r416, r417, r418, r419, r420, r421, r422, r423, r424) =AVERAGE(s415, s416, s417, s418, s419, s420, s421, s422, s423, s424) =AVERAGE(t415, t416, t417, t418, t419, t420, t421, t422, t423, t424) =STDEV.P(a415, a416, a417, a418, a419, a420, a421, a422, a423, a424) =STDEV.P(b415, b416, b417, b418, b419, b420, b421, b422, b423, b424) =STDEV.P(c415, c416, c417, c418, c419, c420, c421, c422, c423, c424) =STDEV.P(d415, d416, d417, d418, d419, d420, d421, d422, d423, d424) =STDEV.P(e415, e416, e417, e418, e419, e420, e421, e422, e423, e424) =STDEV.P(f415, f416, f417, f418, f419, f420, f421, f422, f423, f424) =STDEV.P(g415, g416, g417, g418, g419, g420, g421, g422, g423, g424) =STDEV.P(h415, h416, h417, h418, h419, h420, h421, h422, h423, h424) =STDEV.P(i415, i416, i417, i418, i419, i420, i421, i422, i423, i424) =STDEV.P(j415, j416, j417, j418, j419, j420, j421, j422, j423, j424) =STDEV.P(k415, k416, k417, k418, k419, k420, k421, k422, k423, k424) =STDEV.P(l415, l416, l417, l418, l419, l420, l421, l422, l423, l424) =STDEV.P(m415, m416, m417, m418, m419, m420, m421, m422, m423, m424) =STDEV.P(n415, n416, n417, n418, n419, n420, n421, n422, n423, n424) =STDEV.P(o415, o416, o417, o418, o419, o420, o421, o422, o423, o424) =STDEV.P(p415, p416, p417, p418, p419, p420, p421, p422, p423, p424) =STDEV.P(q415, q416, q417, q418, q419, q420, q421, q422, q423, q424) =STDEV.P(r415, r416, r417, r418, r419, r420, r421, r422, r423, r424) =STDEV.P(s415, s416, s417, s418, s419, s420, s421, s422, s423, s424) =STDEV.P(t415, t416, t417, t418, t419, t420, t421, t422, t423, t424) +=AVERAGE(a425, a426, a427, a428, a429, a430, a431, a432, a433, a434) =AVERAGE(b425, b426, b427, b428, b429, b430, b431, b432, b433, b434) =AVERAGE(c425, c426, c427, c428, c429, c430, c431, c432, c433, c434) =AVERAGE(d425, d426, d427, d428, d429, d430, d431, d432, d433, d434) =AVERAGE(e425, e426, e427, e428, e429, e430, e431, e432, e433, e434) =AVERAGE(f425, f426, f427, f428, f429, f430, f431, f432, f433, f434) =AVERAGE(g425, g426, g427, g428, g429, g430, g431, g432, g433, g434) =AVERAGE(h425, h426, h427, h428, h429, h430, h431, h432, h433, h434) =AVERAGE(i425, i426, i427, i428, i429, i430, i431, i432, i433, i434) =AVERAGE(j425, j426, j427, j428, j429, j430, j431, j432, j433, j434) =AVERAGE(k425, k426, k427, k428, k429, k430, k431, k432, k433, k434) =AVERAGE(l425, l426, l427, l428, l429, l430, l431, l432, l433, l434) =AVERAGE(m425, m426, m427, m428, m429, m430, m431, m432, m433, m434) =AVERAGE(n425, n426, n427, n428, n429, n430, n431, n432, n433, n434) =AVERAGE(o425, o426, o427, o428, o429, o430, o431, o432, o433, o434) =AVERAGE(p425, p426, p427, p428, p429, p430, p431, p432, p433, p434) =AVERAGE(q425, q426, q427, q428, q429, q430, q431, q432, q433, q434) =AVERAGE(r425, r426, r427, r428, r429, r430, r431, r432, r433, r434) =AVERAGE(s425, s426, s427, s428, s429, s430, s431, s432, s433, s434) =AVERAGE(t425, t426, t427, t428, t429, t430, t431, t432, t433, t434) =STDEV.P(a425, a426, a427, a428, a429, a430, a431, a432, a433, a434) =STDEV.P(b425, b426, b427, b428, b429, b430, b431, b432, b433, b434) =STDEV.P(c425, c426, c427, c428, c429, c430, c431, c432, c433, c434) =STDEV.P(d425, d426, d427, d428, d429, d430, d431, d432, d433, d434) =STDEV.P(e425, e426, e427, e428, e429, e430, e431, e432, e433, e434) =STDEV.P(f425, f426, f427, f428, f429, f430, f431, f432, f433, f434) =STDEV.P(g425, g426, g427, g428, g429, g430, g431, g432, g433, g434) =STDEV.P(h425, h426, h427, h428, h429, h430, h431, h432, h433, h434) =STDEV.P(i425, i426, i427, i428, i429, i430, i431, i432, i433, i434) =STDEV.P(j425, j426, j427, j428, j429, j430, j431, j432, j433, j434) =STDEV.P(k425, k426, k427, k428, k429, k430, k431, k432, k433, k434) =STDEV.P(l425, l426, l427, l428, l429, l430, l431, l432, l433, l434) =STDEV.P(m425, m426, m427, m428, m429, m430, m431, m432, m433, m434) =STDEV.P(n425, n426, n427, n428, n429, n430, n431, n432, n433, n434) =STDEV.P(o425, o426, o427, o428, o429, o430, o431, o432, o433, o434) =STDEV.P(p425, p426, p427, p428, p429, p430, p431, p432, p433, p434) =STDEV.P(q425, q426, q427, q428, q429, q430, q431, q432, q433, q434) =STDEV.P(r425, r426, r427, r428, r429, r430, r431, r432, r433, r434) =STDEV.P(s425, s426, s427, s428, s429, s430, s431, s432, s433, s434) =STDEV.P(t425, t426, t427, t428, t429, t430, t431, t432, t433, t434) +=AVERAGE(a435, a436, a437, a438, a439, a440, a441, a442, a443, a444) =AVERAGE(b435, b436, b437, b438, b439, b440, b441, b442, b443, b444) =AVERAGE(c435, c436, c437, c438, c439, c440, c441, c442, c443, c444) =AVERAGE(d435, d436, d437, d438, d439, d440, d441, d442, d443, d444) =AVERAGE(e435, e436, e437, e438, e439, e440, e441, e442, e443, e444) =AVERAGE(f435, f436, f437, f438, f439, f440, f441, f442, f443, f444) =AVERAGE(g435, g436, g437, g438, g439, g440, g441, g442, g443, g444) =AVERAGE(h435, h436, h437, h438, h439, h440, h441, h442, h443, h444) =AVERAGE(i435, i436, i437, i438, i439, i440, i441, i442, i443, i444) =AVERAGE(j435, j436, j437, j438, j439, j440, j441, j442, j443, j444) =AVERAGE(k435, k436, k437, k438, k439, k440, k441, k442, k443, k444) =AVERAGE(l435, l436, l437, l438, l439, l440, l441, l442, l443, l444) =AVERAGE(m435, m436, m437, m438, m439, m440, m441, m442, m443, m444) =AVERAGE(n435, n436, n437, n438, n439, n440, n441, n442, n443, n444) =AVERAGE(o435, o436, o437, o438, o439, o440, o441, o442, o443, o444) =AVERAGE(p435, p436, p437, p438, p439, p440, p441, p442, p443, p444) =AVERAGE(q435, q436, q437, q438, q439, q440, q441, q442, q443, q444) =AVERAGE(r435, r436, r437, r438, r439, r440, r441, r442, r443, r444) =AVERAGE(s435, s436, s437, s438, s439, s440, s441, s442, s443, s444) =AVERAGE(t435, t436, t437, t438, t439, t440, t441, t442, t443, t444) =STDEV.P(a435, a436, a437, a438, a439, a440, a441, a442, a443, a444) =STDEV.P(b435, b436, b437, b438, b439, b440, b441, b442, b443, b444) =STDEV.P(c435, c436, c437, c438, c439, c440, c441, c442, c443, c444) =STDEV.P(d435, d436, d437, d438, d439, d440, d441, d442, d443, d444) =STDEV.P(e435, e436, e437, e438, e439, e440, e441, e442, e443, e444) =STDEV.P(f435, f436, f437, f438, f439, f440, f441, f442, f443, f444) =STDEV.P(g435, g436, g437, g438, g439, g440, g441, g442, g443, g444) =STDEV.P(h435, h436, h437, h438, h439, h440, h441, h442, h443, h444) =STDEV.P(i435, i436, i437, i438, i439, i440, i441, i442, i443, i444) =STDEV.P(j435, j436, j437, j438, j439, j440, j441, j442, j443, j444) =STDEV.P(k435, k436, k437, k438, k439, k440, k441, k442, k443, k444) =STDEV.P(l435, l436, l437, l438, l439, l440, l441, l442, l443, l444) =STDEV.P(m435, m436, m437, m438, m439, m440, m441, m442, m443, m444) =STDEV.P(n435, n436, n437, n438, n439, n440, n441, n442, n443, n444) =STDEV.P(o435, o436, o437, o438, o439, o440, o441, o442, o443, o444) =STDEV.P(p435, p436, p437, p438, p439, p440, p441, p442, p443, p444) =STDEV.P(q435, q436, q437, q438, q439, q440, q441, q442, q443, q444) =STDEV.P(r435, r436, r437, r438, r439, r440, r441, r442, r443, r444) =STDEV.P(s435, s436, s437, s438, s439, s440, s441, s442, s443, s444) =STDEV.P(t435, t436, t437, t438, t439, t440, t441, t442, t443, t444) +=AVERAGE(a445, a446, a447, a448, a449, a450, a451, a452, a453, a454) =AVERAGE(b445, b446, b447, b448, b449, b450, b451, b452, b453, b454) =AVERAGE(c445, c446, c447, c448, c449, c450, c451, c452, c453, c454) =AVERAGE(d445, d446, d447, d448, d449, d450, d451, d452, d453, d454) =AVERAGE(e445, e446, e447, e448, e449, e450, e451, e452, e453, e454) =AVERAGE(f445, f446, f447, f448, f449, f450, f451, f452, f453, f454) =AVERAGE(g445, g446, g447, g448, g449, g450, g451, g452, g453, g454) =AVERAGE(h445, h446, h447, h448, h449, h450, h451, h452, h453, h454) =AVERAGE(i445, i446, i447, i448, i449, i450, i451, i452, i453, i454) =AVERAGE(j445, j446, j447, j448, j449, j450, j451, j452, j453, j454) =AVERAGE(k445, k446, k447, k448, k449, k450, k451, k452, k453, k454) =AVERAGE(l445, l446, l447, l448, l449, l450, l451, l452, l453, l454) =AVERAGE(m445, m446, m447, m448, m449, m450, m451, m452, m453, m454) =AVERAGE(n445, n446, n447, n448, n449, n450, n451, n452, n453, n454) =AVERAGE(o445, o446, o447, o448, o449, o450, o451, o452, o453, o454) =AVERAGE(p445, p446, p447, p448, p449, p450, p451, p452, p453, p454) =AVERAGE(q445, q446, q447, q448, q449, q450, q451, q452, q453, q454) =AVERAGE(r445, r446, r447, r448, r449, r450, r451, r452, r453, r454) =AVERAGE(s445, s446, s447, s448, s449, s450, s451, s452, s453, s454) =AVERAGE(t445, t446, t447, t448, t449, t450, t451, t452, t453, t454) =STDEV.P(a445, a446, a447, a448, a449, a450, a451, a452, a453, a454) =STDEV.P(b445, b446, b447, b448, b449, b450, b451, b452, b453, b454) =STDEV.P(c445, c446, c447, c448, c449, c450, c451, c452, c453, c454) =STDEV.P(d445, d446, d447, d448, d449, d450, d451, d452, d453, d454) =STDEV.P(e445, e446, e447, e448, e449, e450, e451, e452, e453, e454) =STDEV.P(f445, f446, f447, f448, f449, f450, f451, f452, f453, f454) =STDEV.P(g445, g446, g447, g448, g449, g450, g451, g452, g453, g454) =STDEV.P(h445, h446, h447, h448, h449, h450, h451, h452, h453, h454) =STDEV.P(i445, i446, i447, i448, i449, i450, i451, i452, i453, i454) =STDEV.P(j445, j446, j447, j448, j449, j450, j451, j452, j453, j454) =STDEV.P(k445, k446, k447, k448, k449, k450, k451, k452, k453, k454) =STDEV.P(l445, l446, l447, l448, l449, l450, l451, l452, l453, l454) =STDEV.P(m445, m446, m447, m448, m449, m450, m451, m452, m453, m454) =STDEV.P(n445, n446, n447, n448, n449, n450, n451, n452, n453, n454) =STDEV.P(o445, o446, o447, o448, o449, o450, o451, o452, o453, o454) =STDEV.P(p445, p446, p447, p448, p449, p450, p451, p452, p453, p454) =STDEV.P(q445, q446, q447, q448, q449, q450, q451, q452, q453, q454) =STDEV.P(r445, r446, r447, r448, r449, r450, r451, r452, r453, r454) =STDEV.P(s445, s446, s447, s448, s449, s450, s451, s452, s453, s454) =STDEV.P(t445, t446, t447, t448, t449, t450, t451, t452, t453, t454) +=AVERAGE(a455, a456, a457, a458, a459, a460, a461, a462, a463, a464) =AVERAGE(b455, b456, b457, b458, b459, b460, b461, b462, b463, b464) =AVERAGE(c455, c456, c457, c458, c459, c460, c461, c462, c463, c464) =AVERAGE(d455, d456, d457, d458, d459, d460, d461, d462, d463, d464) =AVERAGE(e455, e456, e457, e458, e459, e460, e461, e462, e463, e464) =AVERAGE(f455, f456, f457, f458, f459, f460, f461, f462, f463, f464) =AVERAGE(g455, g456, g457, g458, g459, g460, g461, g462, g463, g464) =AVERAGE(h455, h456, h457, h458, h459, h460, h461, h462, h463, h464) =AVERAGE(i455, i456, i457, i458, i459, i460, i461, i462, i463, i464) =AVERAGE(j455, j456, j457, j458, j459, j460, j461, j462, j463, j464) =AVERAGE(k455, k456, k457, k458, k459, k460, k461, k462, k463, k464) =AVERAGE(l455, l456, l457, l458, l459, l460, l461, l462, l463, l464) =AVERAGE(m455, m456, m457, m458, m459, m460, m461, m462, m463, m464) =AVERAGE(n455, n456, n457, n458, n459, n460, n461, n462, n463, n464) =AVERAGE(o455, o456, o457, o458, o459, o460, o461, o462, o463, o464) =AVERAGE(p455, p456, p457, p458, p459, p460, p461, p462, p463, p464) =AVERAGE(q455, q456, q457, q458, q459, q460, q461, q462, q463, q464) =AVERAGE(r455, r456, r457, r458, r459, r460, r461, r462, r463, r464) =AVERAGE(s455, s456, s457, s458, s459, s460, s461, s462, s463, s464) =AVERAGE(t455, t456, t457, t458, t459, t460, t461, t462, t463, t464) =STDEV.P(a455, a456, a457, a458, a459, a460, a461, a462, a463, a464) =STDEV.P(b455, b456, b457, b458, b459, b460, b461, b462, b463, b464) =STDEV.P(c455, c456, c457, c458, c459, c460, c461, c462, c463, c464) =STDEV.P(d455, d456, d457, d458, d459, d460, d461, d462, d463, d464) =STDEV.P(e455, e456, e457, e458, e459, e460, e461, e462, e463, e464) =STDEV.P(f455, f456, f457, f458, f459, f460, f461, f462, f463, f464) =STDEV.P(g455, g456, g457, g458, g459, g460, g461, g462, g463, g464) =STDEV.P(h455, h456, h457, h458, h459, h460, h461, h462, h463, h464) =STDEV.P(i455, i456, i457, i458, i459, i460, i461, i462, i463, i464) =STDEV.P(j455, j456, j457, j458, j459, j460, j461, j462, j463, j464) =STDEV.P(k455, k456, k457, k458, k459, k460, k461, k462, k463, k464) =STDEV.P(l455, l456, l457, l458, l459, l460, l461, l462, l463, l464) =STDEV.P(m455, m456, m457, m458, m459, m460, m461, m462, m463, m464) =STDEV.P(n455, n456, n457, n458, n459, n460, n461, n462, n463, n464) =STDEV.P(o455, o456, o457, o458, o459, o460, o461, o462, o463, o464) =STDEV.P(p455, p456, p457, p458, p459, p460, p461, p462, p463, p464) =STDEV.P(q455, q456, q457, q458, q459, q460, q461, q462, q463, q464) =STDEV.P(r455, r456, r457, r458, r459, r460, r461, r462, r463, r464) =STDEV.P(s455, s456, s457, s458, s459, s460, s461, s462, s463, s464) =STDEV.P(t455, t456, t457, t458, t459, t460, t461, t462, t463, t464) +=AVERAGE(a465, a466, a467, a468, a469, a470, a471, a472, a473, a474) =AVERAGE(b465, b466, b467, b468, b469, b470, b471, b472, b473, b474) =AVERAGE(c465, c466, c467, c468, c469, c470, c471, c472, c473, c474) =AVERAGE(d465, d466, d467, d468, d469, d470, d471, d472, d473, d474) =AVERAGE(e465, e466, e467, e468, e469, e470, e471, e472, e473, e474) =AVERAGE(f465, f466, f467, f468, f469, f470, f471, f472, f473, f474) =AVERAGE(g465, g466, g467, g468, g469, g470, g471, g472, g473, g474) =AVERAGE(h465, h466, h467, h468, h469, h470, h471, h472, h473, h474) =AVERAGE(i465, i466, i467, i468, i469, i470, i471, i472, i473, i474) =AVERAGE(j465, j466, j467, j468, j469, j470, j471, j472, j473, j474) =AVERAGE(k465, k466, k467, k468, k469, k470, k471, k472, k473, k474) =AVERAGE(l465, l466, l467, l468, l469, l470, l471, l472, l473, l474) =AVERAGE(m465, m466, m467, m468, m469, m470, m471, m472, m473, m474) =AVERAGE(n465, n466, n467, n468, n469, n470, n471, n472, n473, n474) =AVERAGE(o465, o466, o467, o468, o469, o470, o471, o472, o473, o474) =AVERAGE(p465, p466, p467, p468, p469, p470, p471, p472, p473, p474) =AVERAGE(q465, q466, q467, q468, q469, q470, q471, q472, q473, q474) =AVERAGE(r465, r466, r467, r468, r469, r470, r471, r472, r473, r474) =AVERAGE(s465, s466, s467, s468, s469, s470, s471, s472, s473, s474) =AVERAGE(t465, t466, t467, t468, t469, t470, t471, t472, t473, t474) =STDEV.P(a465, a466, a467, a468, a469, a470, a471, a472, a473, a474) =STDEV.P(b465, b466, b467, b468, b469, b470, b471, b472, b473, b474) =STDEV.P(c465, c466, c467, c468, c469, c470, c471, c472, c473, c474) =STDEV.P(d465, d466, d467, d468, d469, d470, d471, d472, d473, d474) =STDEV.P(e465, e466, e467, e468, e469, e470, e471, e472, e473, e474) =STDEV.P(f465, f466, f467, f468, f469, f470, f471, f472, f473, f474) =STDEV.P(g465, g466, g467, g468, g469, g470, g471, g472, g473, g474) =STDEV.P(h465, h466, h467, h468, h469, h470, h471, h472, h473, h474) =STDEV.P(i465, i466, i467, i468, i469, i470, i471, i472, i473, i474) =STDEV.P(j465, j466, j467, j468, j469, j470, j471, j472, j473, j474) =STDEV.P(k465, k466, k467, k468, k469, k470, k471, k472, k473, k474) =STDEV.P(l465, l466, l467, l468, l469, l470, l471, l472, l473, l474) =STDEV.P(m465, m466, m467, m468, m469, m470, m471, m472, m473, m474) =STDEV.P(n465, n466, n467, n468, n469, n470, n471, n472, n473, n474) =STDEV.P(o465, o466, o467, o468, o469, o470, o471, o472, o473, o474) =STDEV.P(p465, p466, p467, p468, p469, p470, p471, p472, p473, p474) =STDEV.P(q465, q466, q467, q468, q469, q470, q471, q472, q473, q474) =STDEV.P(r465, r466, r467, r468, r469, r470, r471, r472, r473, r474) =STDEV.P(s465, s466, s467, s468, s469, s470, s471, s472, s473, s474) =STDEV.P(t465, t466, t467, t468, t469, t470, t471, t472, t473, t474) +=AVERAGE(a475, a476, a477, a478, a479, a480, a481, a482, a483, a484) =AVERAGE(b475, b476, b477, b478, b479, b480, b481, b482, b483, b484) =AVERAGE(c475, c476, c477, c478, c479, c480, c481, c482, c483, c484) =AVERAGE(d475, d476, d477, d478, d479, d480, d481, d482, d483, d484) =AVERAGE(e475, e476, e477, e478, e479, e480, e481, e482, e483, e484) =AVERAGE(f475, f476, f477, f478, f479, f480, f481, f482, f483, f484) =AVERAGE(g475, g476, g477, g478, g479, g480, g481, g482, g483, g484) =AVERAGE(h475, h476, h477, h478, h479, h480, h481, h482, h483, h484) =AVERAGE(i475, i476, i477, i478, i479, i480, i481, i482, i483, i484) =AVERAGE(j475, j476, j477, j478, j479, j480, j481, j482, j483, j484) =AVERAGE(k475, k476, k477, k478, k479, k480, k481, k482, k483, k484) =AVERAGE(l475, l476, l477, l478, l479, l480, l481, l482, l483, l484) =AVERAGE(m475, m476, m477, m478, m479, m480, m481, m482, m483, m484) =AVERAGE(n475, n476, n477, n478, n479, n480, n481, n482, n483, n484) =AVERAGE(o475, o476, o477, o478, o479, o480, o481, o482, o483, o484) =AVERAGE(p475, p476, p477, p478, p479, p480, p481, p482, p483, p484) =AVERAGE(q475, q476, q477, q478, q479, q480, q481, q482, q483, q484) =AVERAGE(r475, r476, r477, r478, r479, r480, r481, r482, r483, r484) =AVERAGE(s475, s476, s477, s478, s479, s480, s481, s482, s483, s484) =AVERAGE(t475, t476, t477, t478, t479, t480, t481, t482, t483, t484) =STDEV.P(a475, a476, a477, a478, a479, a480, a481, a482, a483, a484) =STDEV.P(b475, b476, b477, b478, b479, b480, b481, b482, b483, b484) =STDEV.P(c475, c476, c477, c478, c479, c480, c481, c482, c483, c484) =STDEV.P(d475, d476, d477, d478, d479, d480, d481, d482, d483, d484) =STDEV.P(e475, e476, e477, e478, e479, e480, e481, e482, e483, e484) =STDEV.P(f475, f476, f477, f478, f479, f480, f481, f482, f483, f484) =STDEV.P(g475, g476, g477, g478, g479, g480, g481, g482, g483, g484) =STDEV.P(h475, h476, h477, h478, h479, h480, h481, h482, h483, h484) =STDEV.P(i475, i476, i477, i478, i479, i480, i481, i482, i483, i484) =STDEV.P(j475, j476, j477, j478, j479, j480, j481, j482, j483, j484) =STDEV.P(k475, k476, k477, k478, k479, k480, k481, k482, k483, k484) =STDEV.P(l475, l476, l477, l478, l479, l480, l481, l482, l483, l484) =STDEV.P(m475, m476, m477, m478, m479, m480, m481, m482, m483, m484) =STDEV.P(n475, n476, n477, n478, n479, n480, n481, n482, n483, n484) =STDEV.P(o475, o476, o477, o478, o479, o480, o481, o482, o483, o484) =STDEV.P(p475, p476, p477, p478, p479, p480, p481, p482, p483, p484) =STDEV.P(q475, q476, q477, q478, q479, q480, q481, q482, q483, q484) =STDEV.P(r475, r476, r477, r478, r479, r480, r481, r482, r483, r484) =STDEV.P(s475, s476, s477, s478, s479, s480, s481, s482, s483, s484) =STDEV.P(t475, t476, t477, t478, t479, t480, t481, t482, t483, t484) +=AVERAGE(a485, a486, a487, a488, a489, a490, a491, a492, a493, a494) =AVERAGE(b485, b486, b487, b488, b489, b490, b491, b492, b493, b494) =AVERAGE(c485, c486, c487, c488, c489, c490, c491, c492, c493, c494) =AVERAGE(d485, d486, d487, d488, d489, d490, d491, d492, d493, d494) =AVERAGE(e485, e486, e487, e488, e489, e490, e491, e492, e493, e494) =AVERAGE(f485, f486, f487, f488, f489, f490, f491, f492, f493, f494) =AVERAGE(g485, g486, g487, g488, g489, g490, g491, g492, g493, g494) =AVERAGE(h485, h486, h487, h488, h489, h490, h491, h492, h493, h494) =AVERAGE(i485, i486, i487, i488, i489, i490, i491, i492, i493, i494) =AVERAGE(j485, j486, j487, j488, j489, j490, j491, j492, j493, j494) =AVERAGE(k485, k486, k487, k488, k489, k490, k491, k492, k493, k494) =AVERAGE(l485, l486, l487, l488, l489, l490, l491, l492, l493, l494) =AVERAGE(m485, m486, m487, m488, m489, m490, m491, m492, m493, m494) =AVERAGE(n485, n486, n487, n488, n489, n490, n491, n492, n493, n494) =AVERAGE(o485, o486, o487, o488, o489, o490, o491, o492, o493, o494) =AVERAGE(p485, p486, p487, p488, p489, p490, p491, p492, p493, p494) =AVERAGE(q485, q486, q487, q488, q489, q490, q491, q492, q493, q494) =AVERAGE(r485, r486, r487, r488, r489, r490, r491, r492, r493, r494) =AVERAGE(s485, s486, s487, s488, s489, s490, s491, s492, s493, s494) =AVERAGE(t485, t486, t487, t488, t489, t490, t491, t492, t493, t494) =STDEV.P(a485, a486, a487, a488, a489, a490, a491, a492, a493, a494) =STDEV.P(b485, b486, b487, b488, b489, b490, b491, b492, b493, b494) =STDEV.P(c485, c486, c487, c488, c489, c490, c491, c492, c493, c494) =STDEV.P(d485, d486, d487, d488, d489, d490, d491, d492, d493, d494) =STDEV.P(e485, e486, e487, e488, e489, e490, e491, e492, e493, e494) =STDEV.P(f485, f486, f487, f488, f489, f490, f491, f492, f493, f494) =STDEV.P(g485, g486, g487, g488, g489, g490, g491, g492, g493, g494) =STDEV.P(h485, h486, h487, h488, h489, h490, h491, h492, h493, h494) =STDEV.P(i485, i486, i487, i488, i489, i490, i491, i492, i493, i494) =STDEV.P(j485, j486, j487, j488, j489, j490, j491, j492, j493, j494) =STDEV.P(k485, k486, k487, k488, k489, k490, k491, k492, k493, k494) =STDEV.P(l485, l486, l487, l488, l489, l490, l491, l492, l493, l494) =STDEV.P(m485, m486, m487, m488, m489, m490, m491, m492, m493, m494) =STDEV.P(n485, n486, n487, n488, n489, n490, n491, n492, n493, n494) =STDEV.P(o485, o486, o487, o488, o489, o490, o491, o492, o493, o494) =STDEV.P(p485, p486, p487, p488, p489, p490, p491, p492, p493, p494) =STDEV.P(q485, q486, q487, q488, q489, q490, q491, q492, q493, q494) =STDEV.P(r485, r486, r487, r488, r489, r490, r491, r492, r493, r494) =STDEV.P(s485, s486, s487, s488, s489, s490, s491, s492, s493, s494) =STDEV.P(t485, t486, t487, t488, t489, t490, t491, t492, t493, t494) +=AVERAGE(a495, a496, a497, a498, a499, a500, a501, a502, a503, a504) =AVERAGE(b495, b496, b497, b498, b499, b500, b501, b502, b503, b504) =AVERAGE(c495, c496, c497, c498, c499, c500, c501, c502, c503, c504) =AVERAGE(d495, d496, d497, d498, d499, d500, d501, d502, d503, d504) =AVERAGE(e495, e496, e497, e498, e499, e500, e501, e502, e503, e504) =AVERAGE(f495, f496, f497, f498, f499, f500, f501, f502, f503, f504) =AVERAGE(g495, g496, g497, g498, g499, g500, g501, g502, g503, g504) =AVERAGE(h495, h496, h497, h498, h499, h500, h501, h502, h503, h504) =AVERAGE(i495, i496, i497, i498, i499, i500, i501, i502, i503, i504) =AVERAGE(j495, j496, j497, j498, j499, j500, j501, j502, j503, j504) =AVERAGE(k495, k496, k497, k498, k499, k500, k501, k502, k503, k504) =AVERAGE(l495, l496, l497, l498, l499, l500, l501, l502, l503, l504) =AVERAGE(m495, m496, m497, m498, m499, m500, m501, m502, m503, m504) =AVERAGE(n495, n496, n497, n498, n499, n500, n501, n502, n503, n504) =AVERAGE(o495, o496, o497, o498, o499, o500, o501, o502, o503, o504) =AVERAGE(p495, p496, p497, p498, p499, p500, p501, p502, p503, p504) =AVERAGE(q495, q496, q497, q498, q499, q500, q501, q502, q503, q504) =AVERAGE(r495, r496, r497, r498, r499, r500, r501, r502, r503, r504) =AVERAGE(s495, s496, s497, s498, s499, s500, s501, s502, s503, s504) =AVERAGE(t495, t496, t497, t498, t499, t500, t501, t502, t503, t504) =STDEV.P(a495, a496, a497, a498, a499, a500, a501, a502, a503, a504) =STDEV.P(b495, b496, b497, b498, b499, b500, b501, b502, b503, b504) =STDEV.P(c495, c496, c497, c498, c499, c500, c501, c502, c503, c504) =STDEV.P(d495, d496, d497, d498, d499, d500, d501, d502, d503, d504) =STDEV.P(e495, e496, e497, e498, e499, e500, e501, e502, e503, e504) =STDEV.P(f495, f496, f497, f498, f499, f500, f501, f502, f503, f504) =STDEV.P(g495, g496, g497, g498, g499, g500, g501, g502, g503, g504) =STDEV.P(h495, h496, h497, h498, h499, h500, h501, h502, h503, h504) =STDEV.P(i495, i496, i497, i498, i499, i500, i501, i502, i503, i504) =STDEV.P(j495, j496, j497, j498, j499, j500, j501, j502, j503, j504) =STDEV.P(k495, k496, k497, k498, k499, k500, k501, k502, k503, k504) =STDEV.P(l495, l496, l497, l498, l499, l500, l501, l502, l503, l504) =STDEV.P(m495, m496, m497, m498, m499, m500, m501, m502, m503, m504) =STDEV.P(n495, n496, n497, n498, n499, n500, n501, n502, n503, n504) =STDEV.P(o495, o496, o497, o498, o499, o500, o501, o502, o503, o504) =STDEV.P(p495, p496, p497, p498, p499, p500, p501, p502, p503, p504) =STDEV.P(q495, q496, q497, q498, q499, q500, q501, q502, q503, q504) =STDEV.P(r495, r496, r497, r498, r499, r500, r501, r502, r503, r504) =STDEV.P(s495, s496, s497, s498, s499, s500, s501, s502, s503, s504) =STDEV.P(t495, t496, t497, t498, t499, t500, t501, t502, t503, t504) +=AVERAGE(a505, a506, a507, a508, a509, a510, a511, a512, a513, a514) =AVERAGE(b505, b506, b507, b508, b509, b510, b511, b512, b513, b514) =AVERAGE(c505, c506, c507, c508, c509, c510, c511, c512, c513, c514) =AVERAGE(d505, d506, d507, d508, d509, d510, d511, d512, d513, d514) =AVERAGE(e505, e506, e507, e508, e509, e510, e511, e512, e513, e514) =AVERAGE(f505, f506, f507, f508, f509, f510, f511, f512, f513, f514) =AVERAGE(g505, g506, g507, g508, g509, g510, g511, g512, g513, g514) =AVERAGE(h505, h506, h507, h508, h509, h510, h511, h512, h513, h514) =AVERAGE(i505, i506, i507, i508, i509, i510, i511, i512, i513, i514) =AVERAGE(j505, j506, j507, j508, j509, j510, j511, j512, j513, j514) =AVERAGE(k505, k506, k507, k508, k509, k510, k511, k512, k513, k514) =AVERAGE(l505, l506, l507, l508, l509, l510, l511, l512, l513, l514) =AVERAGE(m505, m506, m507, m508, m509, m510, m511, m512, m513, m514) =AVERAGE(n505, n506, n507, n508, n509, n510, n511, n512, n513, n514) =AVERAGE(o505, o506, o507, o508, o509, o510, o511, o512, o513, o514) =AVERAGE(p505, p506, p507, p508, p509, p510, p511, p512, p513, p514) =AVERAGE(q505, q506, q507, q508, q509, q510, q511, q512, q513, q514) =AVERAGE(r505, r506, r507, r508, r509, r510, r511, r512, r513, r514) =AVERAGE(s505, s506, s507, s508, s509, s510, s511, s512, s513, s514) =AVERAGE(t505, t506, t507, t508, t509, t510, t511, t512, t513, t514) =STDEV.P(a505, a506, a507, a508, a509, a510, a511, a512, a513, a514) =STDEV.P(b505, b506, b507, b508, b509, b510, b511, b512, b513, b514) =STDEV.P(c505, c506, c507, c508, c509, c510, c511, c512, c513, c514) =STDEV.P(d505, d506, d507, d508, d509, d510, d511, d512, d513, d514) =STDEV.P(e505, e506, e507, e508, e509, e510, e511, e512, e513, e514) =STDEV.P(f505, f506, f507, f508, f509, f510, f511, f512, f513, f514) =STDEV.P(g505, g506, g507, g508, g509, g510, g511, g512, g513, g514) =STDEV.P(h505, h506, h507, h508, h509, h510, h511, h512, h513, h514) =STDEV.P(i505, i506, i507, i508, i509, i510, i511, i512, i513, i514) =STDEV.P(j505, j506, j507, j508, j509, j510, j511, j512, j513, j514) =STDEV.P(k505, k506, k507, k508, k509, k510, k511, k512, k513, k514) =STDEV.P(l505, l506, l507, l508, l509, l510, l511, l512, l513, l514) =STDEV.P(m505, m506, m507, m508, m509, m510, m511, m512, m513, m514) =STDEV.P(n505, n506, n507, n508, n509, n510, n511, n512, n513, n514) =STDEV.P(o505, o506, o507, o508, o509, o510, o511, o512, o513, o514) =STDEV.P(p505, p506, p507, p508, p509, p510, p511, p512, p513, p514) =STDEV.P(q505, q506, q507, q508, q509, q510, q511, q512, q513, q514) =STDEV.P(r505, r506, r507, r508, r509, r510, r511, r512, r513, r514) =STDEV.P(s505, s506, s507, s508, s509, s510, s511, s512, s513, s514) =STDEV.P(t505, t506, t507, t508, t509, t510, t511, t512, t513, t514) +=AVERAGE(a515, a516, a517, a518, a519, a520, a521, a522, a523, a524) =AVERAGE(b515, b516, b517, b518, b519, b520, b521, b522, b523, b524) =AVERAGE(c515, c516, c517, c518, c519, c520, c521, c522, c523, c524) =AVERAGE(d515, d516, d517, d518, d519, d520, d521, d522, d523, d524) =AVERAGE(e515, e516, e517, e518, e519, e520, e521, e522, e523, e524) =AVERAGE(f515, f516, f517, f518, f519, f520, f521, f522, f523, f524) =AVERAGE(g515, g516, g517, g518, g519, g520, g521, g522, g523, g524) =AVERAGE(h515, h516, h517, h518, h519, h520, h521, h522, h523, h524) =AVERAGE(i515, i516, i517, i518, i519, i520, i521, i522, i523, i524) =AVERAGE(j515, j516, j517, j518, j519, j520, j521, j522, j523, j524) =AVERAGE(k515, k516, k517, k518, k519, k520, k521, k522, k523, k524) =AVERAGE(l515, l516, l517, l518, l519, l520, l521, l522, l523, l524) =AVERAGE(m515, m516, m517, m518, m519, m520, m521, m522, m523, m524) =AVERAGE(n515, n516, n517, n518, n519, n520, n521, n522, n523, n524) =AVERAGE(o515, o516, o517, o518, o519, o520, o521, o522, o523, o524) =AVERAGE(p515, p516, p517, p518, p519, p520, p521, p522, p523, p524) =AVERAGE(q515, q516, q517, q518, q519, q520, q521, q522, q523, q524) =AVERAGE(r515, r516, r517, r518, r519, r520, r521, r522, r523, r524) =AVERAGE(s515, s516, s517, s518, s519, s520, s521, s522, s523, s524) =AVERAGE(t515, t516, t517, t518, t519, t520, t521, t522, t523, t524) =STDEV.P(a515, a516, a517, a518, a519, a520, a521, a522, a523, a524) =STDEV.P(b515, b516, b517, b518, b519, b520, b521, b522, b523, b524) =STDEV.P(c515, c516, c517, c518, c519, c520, c521, c522, c523, c524) =STDEV.P(d515, d516, d517, d518, d519, d520, d521, d522, d523, d524) =STDEV.P(e515, e516, e517, e518, e519, e520, e521, e522, e523, e524) =STDEV.P(f515, f516, f517, f518, f519, f520, f521, f522, f523, f524) =STDEV.P(g515, g516, g517, g518, g519, g520, g521, g522, g523, g524) =STDEV.P(h515, h516, h517, h518, h519, h520, h521, h522, h523, h524) =STDEV.P(i515, i516, i517, i518, i519, i520, i521, i522, i523, i524) =STDEV.P(j515, j516, j517, j518, j519, j520, j521, j522, j523, j524) =STDEV.P(k515, k516, k517, k518, k519, k520, k521, k522, k523, k524) =STDEV.P(l515, l516, l517, l518, l519, l520, l521, l522, l523, l524) =STDEV.P(m515, m516, m517, m518, m519, m520, m521, m522, m523, m524) =STDEV.P(n515, n516, n517, n518, n519, n520, n521, n522, n523, n524) =STDEV.P(o515, o516, o517, o518, o519, o520, o521, o522, o523, o524) =STDEV.P(p515, p516, p517, p518, p519, p520, p521, p522, p523, p524) =STDEV.P(q515, q516, q517, q518, q519, q520, q521, q522, q523, q524) =STDEV.P(r515, r516, r517, r518, r519, r520, r521, r522, r523, r524) =STDEV.P(s515, s516, s517, s518, s519, s520, s521, s522, s523, s524) =STDEV.P(t515, t516, t517, t518, t519, t520, t521, t522, t523, t524) +=AVERAGE(a525, a526, a527, a528, a529, a530, a531, a532, a533, a534) =AVERAGE(b525, b526, b527, b528, b529, b530, b531, b532, b533, b534) =AVERAGE(c525, c526, c527, c528, c529, c530, c531, c532, c533, c534) =AVERAGE(d525, d526, d527, d528, d529, d530, d531, d532, d533, d534) =AVERAGE(e525, e526, e527, e528, e529, e530, e531, e532, e533, e534) =AVERAGE(f525, f526, f527, f528, f529, f530, f531, f532, f533, f534) =AVERAGE(g525, g526, g527, g528, g529, g530, g531, g532, g533, g534) =AVERAGE(h525, h526, h527, h528, h529, h530, h531, h532, h533, h534) =AVERAGE(i525, i526, i527, i528, i529, i530, i531, i532, i533, i534) =AVERAGE(j525, j526, j527, j528, j529, j530, j531, j532, j533, j534) =AVERAGE(k525, k526, k527, k528, k529, k530, k531, k532, k533, k534) =AVERAGE(l525, l526, l527, l528, l529, l530, l531, l532, l533, l534) =AVERAGE(m525, m526, m527, m528, m529, m530, m531, m532, m533, m534) =AVERAGE(n525, n526, n527, n528, n529, n530, n531, n532, n533, n534) =AVERAGE(o525, o526, o527, o528, o529, o530, o531, o532, o533, o534) =AVERAGE(p525, p526, p527, p528, p529, p530, p531, p532, p533, p534) =AVERAGE(q525, q526, q527, q528, q529, q530, q531, q532, q533, q534) =AVERAGE(r525, r526, r527, r528, r529, r530, r531, r532, r533, r534) =AVERAGE(s525, s526, s527, s528, s529, s530, s531, s532, s533, s534) =AVERAGE(t525, t526, t527, t528, t529, t530, t531, t532, t533, t534) =STDEV.P(a525, a526, a527, a528, a529, a530, a531, a532, a533, a534) =STDEV.P(b525, b526, b527, b528, b529, b530, b531, b532, b533, b534) =STDEV.P(c525, c526, c527, c528, c529, c530, c531, c532, c533, c534) =STDEV.P(d525, d526, d527, d528, d529, d530, d531, d532, d533, d534) =STDEV.P(e525, e526, e527, e528, e529, e530, e531, e532, e533, e534) =STDEV.P(f525, f526, f527, f528, f529, f530, f531, f532, f533, f534) =STDEV.P(g525, g526, g527, g528, g529, g530, g531, g532, g533, g534) =STDEV.P(h525, h526, h527, h528, h529, h530, h531, h532, h533, h534) =STDEV.P(i525, i526, i527, i528, i529, i530, i531, i532, i533, i534) =STDEV.P(j525, j526, j527, j528, j529, j530, j531, j532, j533, j534) =STDEV.P(k525, k526, k527, k528, k529, k530, k531, k532, k533, k534) =STDEV.P(l525, l526, l527, l528, l529, l530, l531, l532, l533, l534) =STDEV.P(m525, m526, m527, m528, m529, m530, m531, m532, m533, m534) =STDEV.P(n525, n526, n527, n528, n529, n530, n531, n532, n533, n534) =STDEV.P(o525, o526, o527, o528, o529, o530, o531, o532, o533, o534) =STDEV.P(p525, p526, p527, p528, p529, p530, p531, p532, p533, p534) =STDEV.P(q525, q526, q527, q528, q529, q530, q531, q532, q533, q534) =STDEV.P(r525, r526, r527, r528, r529, r530, r531, r532, r533, r534) =STDEV.P(s525, s526, s527, s528, s529, s530, s531, s532, s533, s534) =STDEV.P(t525, t526, t527, t528, t529, t530, t531, t532, t533, t534) +=AVERAGE(a535, a536, a537, a538, a539, a540, a541, a542, a543, a544) =AVERAGE(b535, b536, b537, b538, b539, b540, b541, b542, b543, b544) =AVERAGE(c535, c536, c537, c538, c539, c540, c541, c542, c543, c544) =AVERAGE(d535, d536, d537, d538, d539, d540, d541, d542, d543, d544) =AVERAGE(e535, e536, e537, e538, e539, e540, e541, e542, e543, e544) =AVERAGE(f535, f536, f537, f538, f539, f540, f541, f542, f543, f544) =AVERAGE(g535, g536, g537, g538, g539, g540, g541, g542, g543, g544) =AVERAGE(h535, h536, h537, h538, h539, h540, h541, h542, h543, h544) =AVERAGE(i535, i536, i537, i538, i539, i540, i541, i542, i543, i544) =AVERAGE(j535, j536, j537, j538, j539, j540, j541, j542, j543, j544) =AVERAGE(k535, k536, k537, k538, k539, k540, k541, k542, k543, k544) =AVERAGE(l535, l536, l537, l538, l539, l540, l541, l542, l543, l544) =AVERAGE(m535, m536, m537, m538, m539, m540, m541, m542, m543, m544) =AVERAGE(n535, n536, n537, n538, n539, n540, n541, n542, n543, n544) =AVERAGE(o535, o536, o537, o538, o539, o540, o541, o542, o543, o544) =AVERAGE(p535, p536, p537, p538, p539, p540, p541, p542, p543, p544) =AVERAGE(q535, q536, q537, q538, q539, q540, q541, q542, q543, q544) =AVERAGE(r535, r536, r537, r538, r539, r540, r541, r542, r543, r544) =AVERAGE(s535, s536, s537, s538, s539, s540, s541, s542, s543, s544) =AVERAGE(t535, t536, t537, t538, t539, t540, t541, t542, t543, t544) =STDEV.P(a535, a536, a537, a538, a539, a540, a541, a542, a543, a544) =STDEV.P(b535, b536, b537, b538, b539, b540, b541, b542, b543, b544) =STDEV.P(c535, c536, c537, c538, c539, c540, c541, c542, c543, c544) =STDEV.P(d535, d536, d537, d538, d539, d540, d541, d542, d543, d544) =STDEV.P(e535, e536, e537, e538, e539, e540, e541, e542, e543, e544) =STDEV.P(f535, f536, f537, f538, f539, f540, f541, f542, f543, f544) =STDEV.P(g535, g536, g537, g538, g539, g540, g541, g542, g543, g544) =STDEV.P(h535, h536, h537, h538, h539, h540, h541, h542, h543, h544) =STDEV.P(i535, i536, i537, i538, i539, i540, i541, i542, i543, i544) =STDEV.P(j535, j536, j537, j538, j539, j540, j541, j542, j543, j544) =STDEV.P(k535, k536, k537, k538, k539, k540, k541, k542, k543, k544) =STDEV.P(l535, l536, l537, l538, l539, l540, l541, l542, l543, l544) =STDEV.P(m535, m536, m537, m538, m539, m540, m541, m542, m543, m544) =STDEV.P(n535, n536, n537, n538, n539, n540, n541, n542, n543, n544) =STDEV.P(o535, o536, o537, o538, o539, o540, o541, o542, o543, o544) =STDEV.P(p535, p536, p537, p538, p539, p540, p541, p542, p543, p544) =STDEV.P(q535, q536, q537, q538, q539, q540, q541, q542, q543, q544) =STDEV.P(r535, r536, r537, r538, r539, r540, r541, r542, r543, r544) =STDEV.P(s535, s536, s537, s538, s539, s540, s541, s542, s543, s544) =STDEV.P(t535, t536, t537, t538, t539, t540, t541, t542, t543, t544) +=AVERAGE(a545, a546, a547, a548, a549, a550, a551, a552, a553, a554) =AVERAGE(b545, b546, b547, b548, b549, b550, b551, b552, b553, b554) =AVERAGE(c545, c546, c547, c548, c549, c550, c551, c552, c553, c554) =AVERAGE(d545, d546, d547, d548, d549, d550, d551, d552, d553, d554) =AVERAGE(e545, e546, e547, e548, e549, e550, e551, e552, e553, e554) =AVERAGE(f545, f546, f547, f548, f549, f550, f551, f552, f553, f554) =AVERAGE(g545, g546, g547, g548, g549, g550, g551, g552, g553, g554) =AVERAGE(h545, h546, h547, h548, h549, h550, h551, h552, h553, h554) =AVERAGE(i545, i546, i547, i548, i549, i550, i551, i552, i553, i554) =AVERAGE(j545, j546, j547, j548, j549, j550, j551, j552, j553, j554) =AVERAGE(k545, k546, k547, k548, k549, k550, k551, k552, k553, k554) =AVERAGE(l545, l546, l547, l548, l549, l550, l551, l552, l553, l554) =AVERAGE(m545, m546, m547, m548, m549, m550, m551, m552, m553, m554) =AVERAGE(n545, n546, n547, n548, n549, n550, n551, n552, n553, n554) =AVERAGE(o545, o546, o547, o548, o549, o550, o551, o552, o553, o554) =AVERAGE(p545, p546, p547, p548, p549, p550, p551, p552, p553, p554) =AVERAGE(q545, q546, q547, q548, q549, q550, q551, q552, q553, q554) =AVERAGE(r545, r546, r547, r548, r549, r550, r551, r552, r553, r554) =AVERAGE(s545, s546, s547, s548, s549, s550, s551, s552, s553, s554) =AVERAGE(t545, t546, t547, t548, t549, t550, t551, t552, t553, t554) =STDEV.P(a545, a546, a547, a548, a549, a550, a551, a552, a553, a554) =STDEV.P(b545, b546, b547, b548, b549, b550, b551, b552, b553, b554) =STDEV.P(c545, c546, c547, c548, c549, c550, c551, c552, c553, c554) =STDEV.P(d545, d546, d547, d548, d549, d550, d551, d552, d553, d554) =STDEV.P(e545, e546, e547, e548, e549, e550, e551, e552, e553, e554) =STDEV.P(f545, f546, f547, f548, f549, f550, f551, f552, f553, f554) =STDEV.P(g545, g546, g547, g548, g549, g550, g551, g552, g553, g554) =STDEV.P(h545, h546, h547, h548, h549, h550, h551, h552, h553, h554) =STDEV.P(i545, i546, i547, i548, i549, i550, i551, i552, i553, i554) =STDEV.P(j545, j546, j547, j548, j549, j550, j551, j552, j553, j554) =STDEV.P(k545, k546, k547, k548, k549, k550, k551, k552, k553, k554) =STDEV.P(l545, l546, l547, l548, l549, l550, l551, l552, l553, l554) =STDEV.P(m545, m546, m547, m548, m549, m550, m551, m552, m553, m554) =STDEV.P(n545, n546, n547, n548, n549, n550, n551, n552, n553, n554) =STDEV.P(o545, o546, o547, o548, o549, o550, o551, o552, o553, o554) =STDEV.P(p545, p546, p547, p548, p549, p550, p551, p552, p553, p554) =STDEV.P(q545, q546, q547, q548, q549, q550, q551, q552, q553, q554) =STDEV.P(r545, r546, r547, r548, r549, r550, r551, r552, r553, r554) =STDEV.P(s545, s546, s547, s548, s549, s550, s551, s552, s553, s554) =STDEV.P(t545, t546, t547, t548, t549, t550, t551, t552, t553, t554) +=AVERAGE(a555, a556, a557, a558, a559, a560, a561, a562, a563, a564) =AVERAGE(b555, b556, b557, b558, b559, b560, b561, b562, b563, b564) =AVERAGE(c555, c556, c557, c558, c559, c560, c561, c562, c563, c564) =AVERAGE(d555, d556, d557, d558, d559, d560, d561, d562, d563, d564) =AVERAGE(e555, e556, e557, e558, e559, e560, e561, e562, e563, e564) =AVERAGE(f555, f556, f557, f558, f559, f560, f561, f562, f563, f564) =AVERAGE(g555, g556, g557, g558, g559, g560, g561, g562, g563, g564) =AVERAGE(h555, h556, h557, h558, h559, h560, h561, h562, h563, h564) =AVERAGE(i555, i556, i557, i558, i559, i560, i561, i562, i563, i564) =AVERAGE(j555, j556, j557, j558, j559, j560, j561, j562, j563, j564) =AVERAGE(k555, k556, k557, k558, k559, k560, k561, k562, k563, k564) =AVERAGE(l555, l556, l557, l558, l559, l560, l561, l562, l563, l564) =AVERAGE(m555, m556, m557, m558, m559, m560, m561, m562, m563, m564) =AVERAGE(n555, n556, n557, n558, n559, n560, n561, n562, n563, n564) =AVERAGE(o555, o556, o557, o558, o559, o560, o561, o562, o563, o564) =AVERAGE(p555, p556, p557, p558, p559, p560, p561, p562, p563, p564) =AVERAGE(q555, q556, q557, q558, q559, q560, q561, q562, q563, q564) =AVERAGE(r555, r556, r557, r558, r559, r560, r561, r562, r563, r564) =AVERAGE(s555, s556, s557, s558, s559, s560, s561, s562, s563, s564) =AVERAGE(t555, t556, t557, t558, t559, t560, t561, t562, t563, t564) =STDEV.P(a555, a556, a557, a558, a559, a560, a561, a562, a563, a564) =STDEV.P(b555, b556, b557, b558, b559, b560, b561, b562, b563, b564) =STDEV.P(c555, c556, c557, c558, c559, c560, c561, c562, c563, c564) =STDEV.P(d555, d556, d557, d558, d559, d560, d561, d562, d563, d564) =STDEV.P(e555, e556, e557, e558, e559, e560, e561, e562, e563, e564) =STDEV.P(f555, f556, f557, f558, f559, f560, f561, f562, f563, f564) =STDEV.P(g555, g556, g557, g558, g559, g560, g561, g562, g563, g564) =STDEV.P(h555, h556, h557, h558, h559, h560, h561, h562, h563, h564) =STDEV.P(i555, i556, i557, i558, i559, i560, i561, i562, i563, i564) =STDEV.P(j555, j556, j557, j558, j559, j560, j561, j562, j563, j564) =STDEV.P(k555, k556, k557, k558, k559, k560, k561, k562, k563, k564) =STDEV.P(l555, l556, l557, l558, l559, l560, l561, l562, l563, l564) =STDEV.P(m555, m556, m557, m558, m559, m560, m561, m562, m563, m564) =STDEV.P(n555, n556, n557, n558, n559, n560, n561, n562, n563, n564) =STDEV.P(o555, o556, o557, o558, o559, o560, o561, o562, o563, o564) =STDEV.P(p555, p556, p557, p558, p559, p560, p561, p562, p563, p564) =STDEV.P(q555, q556, q557, q558, q559, q560, q561, q562, q563, q564) =STDEV.P(r555, r556, r557, r558, r559, r560, r561, r562, r563, r564) =STDEV.P(s555, s556, s557, s558, s559, s560, s561, s562, s563, s564) =STDEV.P(t555, t556, t557, t558, t559, t560, t561, t562, t563, t564) +=AVERAGE(a565, a566, a567, a568, a569, a570, a571, a572, a573, a574) =AVERAGE(b565, b566, b567, b568, b569, b570, b571, b572, b573, b574) =AVERAGE(c565, c566, c567, c568, c569, c570, c571, c572, c573, c574) =AVERAGE(d565, d566, d567, d568, d569, d570, d571, d572, d573, d574) =AVERAGE(e565, e566, e567, e568, e569, e570, e571, e572, e573, e574) =AVERAGE(f565, f566, f567, f568, f569, f570, f571, f572, f573, f574) =AVERAGE(g565, g566, g567, g568, g569, g570, g571, g572, g573, g574) =AVERAGE(h565, h566, h567, h568, h569, h570, h571, h572, h573, h574) =AVERAGE(i565, i566, i567, i568, i569, i570, i571, i572, i573, i574) =AVERAGE(j565, j566, j567, j568, j569, j570, j571, j572, j573, j574) =AVERAGE(k565, k566, k567, k568, k569, k570, k571, k572, k573, k574) =AVERAGE(l565, l566, l567, l568, l569, l570, l571, l572, l573, l574) =AVERAGE(m565, m566, m567, m568, m569, m570, m571, m572, m573, m574) =AVERAGE(n565, n566, n567, n568, n569, n570, n571, n572, n573, n574) =AVERAGE(o565, o566, o567, o568, o569, o570, o571, o572, o573, o574) =AVERAGE(p565, p566, p567, p568, p569, p570, p571, p572, p573, p574) =AVERAGE(q565, q566, q567, q568, q569, q570, q571, q572, q573, q574) =AVERAGE(r565, r566, r567, r568, r569, r570, r571, r572, r573, r574) =AVERAGE(s565, s566, s567, s568, s569, s570, s571, s572, s573, s574) =AVERAGE(t565, t566, t567, t568, t569, t570, t571, t572, t573, t574) =STDEV.P(a565, a566, a567, a568, a569, a570, a571, a572, a573, a574) =STDEV.P(b565, b566, b567, b568, b569, b570, b571, b572, b573, b574) =STDEV.P(c565, c566, c567, c568, c569, c570, c571, c572, c573, c574) =STDEV.P(d565, d566, d567, d568, d569, d570, d571, d572, d573, d574) =STDEV.P(e565, e566, e567, e568, e569, e570, e571, e572, e573, e574) =STDEV.P(f565, f566, f567, f568, f569, f570, f571, f572, f573, f574) =STDEV.P(g565, g566, g567, g568, g569, g570, g571, g572, g573, g574) =STDEV.P(h565, h566, h567, h568, h569, h570, h571, h572, h573, h574) =STDEV.P(i565, i566, i567, i568, i569, i570, i571, i572, i573, i574) =STDEV.P(j565, j566, j567, j568, j569, j570, j571, j572, j573, j574) =STDEV.P(k565, k566, k567, k568, k569, k570, k571, k572, k573, k574) =STDEV.P(l565, l566, l567, l568, l569, l570, l571, l572, l573, l574) =STDEV.P(m565, m566, m567, m568, m569, m570, m571, m572, m573, m574) =STDEV.P(n565, n566, n567, n568, n569, n570, n571, n572, n573, n574) =STDEV.P(o565, o566, o567, o568, o569, o570, o571, o572, o573, o574) =STDEV.P(p565, p566, p567, p568, p569, p570, p571, p572, p573, p574) =STDEV.P(q565, q566, q567, q568, q569, q570, q571, q572, q573, q574) =STDEV.P(r565, r566, r567, r568, r569, r570, r571, r572, r573, r574) =STDEV.P(s565, s566, s567, s568, s569, s570, s571, s572, s573, s574) =STDEV.P(t565, t566, t567, t568, t569, t570, t571, t572, t573, t574) + +0 0 0.9613 0.9988 0 17.921 3.461 39 6 88 6 0.9613 0.9988 0 17.921 3.461 39 6 88 6 +0 0 0.9568 0.9984 0 18.507 3.493 31 5 47 6 0.9568 0.9984 0 18.507 3.493 31 5 47 6 +0 0 0.9576 0.9986 0 17.976 3.432 50 5 78 6 0.9576 0.9986 0 17.976 3.432 50 5 78 6 +0 0 0.9582 0.9986 0 18.419 3.474 43 5 30 6 0.9582 0.9986 0 18.419 3.474 43 5 30 6 +0 0 0.9565 0.9986 0 18.169 3.423 8 3 20 5 0.9565 0.9986 0 18.169 3.423 8 3 20 5 +0 0 0.9603 0.9988 0 18.423 3.478 38 5 6 3 0.9603 0.9988 0 18.423 3.478 38 5 6 3 +0 0 0.9613 0.9987 0 18.47 3.468 24 5 53 5 0.9613 0.9987 0 18.47 3.468 24 5 53 5 +0 0 0.9581 0.9985 0 18.421 3.455 32 5 17 5 0.9581 0.9985 0 18.421 3.455 32 5 17 5 +0 0 0.9615 0.9988 0 18.418 3.5 45 5 82 6 0.9615 0.9988 0 18.418 3.5 45 5 82 6 +0 0 0.9563 0.9987 0 18.596 3.492 30 5 20 4 0.9563 0.9987 0 18.596 3.492 30 5 20 4 +1 0 0.989 0.9988 0 16.205 3.524 39 6 22 5 0.9752 0.9988 0 17.063 3.493 39 6 88 6 +1 0 0.989 0.9986 0 16.025 3.514 11 3 58 7 0.9729 0.9986 0 17.266 3.504 11 3 47 6 +1 0 0.9903 0.9987 0 16.252 3.502 3 1 19 6 0.974 0.9987 0 17.114 3.467 3 1 78 6 +1 0 0.9902 0.9986 0 16.37 3.536 11 5 17 4 0.9742 0.9986 0 17.395 3.505 11 5 30 6 +1 0 0.9932 0.9989 0 16.18 3.478 22 6 38 7 0.9749 0.9989 0 17.174 3.45 22 6 20 5 +1 0 0.9916 0.9988 0 16.266 3.56 38 5 24 5 0.9759 0.9988 0 17.344 3.519 38 5 6 3 +1 0 0.9924 0.9987 0 15.871 3.473 7 2 60 7 0.9768 0.9987 0 17.17 3.471 7 2 53 5 +1 0 0.9922 0.9986 0 16.303 3.49 25 5 100 7 0.9751 0.9986 0 17.362 3.473 25 5 17 5 +1 0 0.9882 0.9988 0 16.652 3.602 45 5 50 7 0.9749 0.9988 0 17.535 3.551 45 5 82 6 +1 0 0.9908 0.9987 0 16.812 3.566 30 5 16 5 0.9736 0.9987 0 17.704 3.529 30 5 20 4 +2 0 0.9917 0.9988 0 15.957 3.613 39 6 23 6 0.9807 0.9988 0 16.694 3.533 39 6 88 6 +2 0 0.9909 0.9987 0 15.205 3.538 4 2 90 7 0.9789 0.9987 0 16.579 3.515 4 2 47 6 +2 0 0.9922 0.9987 0 15.294 3.539 3 1 68 10 0.98 0.9987 0 16.507 3.491 3 1 78 6 +2 0 0.9912 0.9987 0 15.751 3.579 64 8 85 9 0.9799 0.9987 0 16.847 3.529 64 8 30 6 +2 0 0.9921 0.9989 0 15.574 3.544 22 6 25 5 0.9806 0.9989 0 16.641 3.482 22 6 20 5 +2 0 0.9918 0.9988 0 15.616 3.642 38 5 9 3 0.9812 0.9988 0 16.768 3.56 38 5 6 3 +2 0 0.9916 0.9988 0 15.394 3.528 14 6 21 6 0.9818 0.9988 0 16.578 3.49 14 6 53 5 +2 0 0.9914 0.9986 0 15.458 3.521 25 5 34 5 0.9806 0.9986 0 16.727 3.489 25 5 17 5 +2 0 0.9914 0.9988 0 16.094 3.66 45 5 66 9 0.9804 0.9988 0 17.054 3.587 45 5 82 6 +2 0 0.9916 0.9989 0 16.142 3.627 59 6 34 8 0.9796 0.9989 0 17.183 3.562 59 6 20 4 +3 0 0.992 0.9988 0 15.149 3.631 39 6 76 6 0.9835 0.9988 0 16.308 3.558 39 6 88 6 +3 0 0.9921 0.9987 0 14.618 3.548 4 2 37 6 0.9822 0.9987 0 16.089 3.523 4 2 47 6 +3 0 0.9922 0.9987 0 15.008 3.591 3 1 52 7 0.9831 0.9987 0 16.132 3.516 3 1 78 6 +3 0 0.994 0.9987 0 14.914 3.625 64 8 77 6 0.9834 0.9987 0 16.363 3.553 64 8 30 6 +3 0 0.9919 0.9989 0 14.411 3.491 22 6 23 6 0.9834 0.9989 0 16.084 3.484 22 6 20 5 +3 0 0.9927 0.9988 0 15.33 3.679 38 5 27 6 0.9841 0.9988 0 16.409 3.59 38 5 6 3 +3 0 0.9924 0.9988 0 14.988 3.578 14 6 16 6 0.9844 0.9988 0 16.181 3.512 14 6 53 5 +3 0 0.9938 0.9986 0 14.154 3.467 25 5 16 5 0.9839 0.9986 0 16.084 3.483 25 5 17 5 +3 0 0.991 0.9988 0 15.61 3.71 45 5 35 5 0.983 0.9988 0 16.693 3.618 45 5 82 6 +3 0 0.9924 0.9989 0 15.516 3.675 59 6 38 8 0.9828 0.9989 0 16.767 3.59 59 6 20 4 +4 0 0.993 0.9988 0 14.415 3.622 39 6 31 6 0.9854 0.9988 0 15.93 3.571 39 6 88 6 +4 0 0.9944 0.9987 0 13.546 3.523 4 2 59 7 0.9846 0.9987 0 15.58 3.523 4 2 47 6 +4 0 0.9937 0.9987 0 14.437 3.555 22 7 61 8 0.9852 0.9987 0 15.793 3.524 22 7 78 6 +4 0 0.9932 0.9987 0 14.046 3.585 4 2 79 9 0.9854 0.9987 0 15.9 3.56 4 2 30 6 +4 0 0.9932 0.9989 0 13.426 3.411 22 6 81 9 0.9854 0.9989 0 15.552 3.469 22 6 20 5 +4 0 0.9936 0.9988 0 14.436 3.659 38 5 34 9 0.986 0.9988 0 16.014 3.604 38 5 6 3 +4 0 0.9937 0.9988 0 14.056 3.584 14 6 45 5 0.9863 0.9988 0 15.756 3.526 14 6 53 5 +4 0 0.9932 0.9986 0 13.621 3.478 25 5 25 7 0.9857 0.9986 0 15.591 3.482 25 5 17 5 +4 0 0.9922 0.9988 0 14.804 3.696 45 5 33 8 0.9849 0.9988 0 16.315 3.633 45 5 82 6 +4 0 0.9934 0.9989 0 15.006 3.702 59 6 25 5 0.9849 0.9989 0 16.414 3.612 59 6 20 4 +5 0 0.994 0.9988 0 13.613 3.536 39 6 16 5 0.9869 0.9988 0 15.543 3.565 39 6 88 6 +5 0 0.9944 0.9987 0 13.156 3.54 4 2 44 6 0.9863 0.9987 0 15.176 3.526 4 2 47 6 +5 0 0.9922 0.9987 0 13.895 3.546 22 7 47 6 0.9864 0.9987 0 15.477 3.528 22 7 78 6 +5 0 0.9936 0.9987 0 13.283 3.552 4 2 26 7 0.9868 0.9987 0 15.464 3.558 4 2 30 6 +5 0 0.9946 0.9989 0 12.606 3.374 22 6 59 9 0.9869 0.9989 0 15.061 3.453 22 6 20 5 +5 0 0.9936 0.9988 0 13.598 3.607 38 5 27 7 0.9872 0.9988 0 15.611 3.604 38 5 6 3 +5 0 0.9954 0.9989 0 13.272 3.501 9 4 92 14 0.9878 0.9989 0 15.342 3.522 9 4 53 5 +5 0 0.9956 0.9986 0 13.288 3.457 25 5 33 7 0.9874 0.9986 0 15.207 3.478 25 5 17 5 +5 0 0.9938 0.9989 0 14.258 3.671 63 9 62 9 0.9864 0.9989 0 15.973 3.64 63 9 82 6 +5 0 0.994 0.9989 0 14.723 3.723 59 6 39 5 0.9864 0.9989 0 16.133 3.631 59 6 20 4 +6 0 0.9935 0.9988 0 13.135 3.519 21 7 71 11 0.9878 0.9988 0 15.199 3.558 21 7 88 6 +6 0 0.995 0.9987 0 12.535 3.487 3 1 30 5 0.9875 0.9987 0 14.799 3.52 3 1 47 6 +6 0 0.9934 0.9987 0 13.283 3.525 22 7 42 10 0.9874 0.9987 0 15.163 3.527 22 7 78 6 +6 0 0.994 0.9987 0 12.793 3.542 4 2 27 6 0.9878 0.9987 0 15.082 3.556 4 2 30 6 +6 0 0.9934 0.9989 0 12.061 3.32 22 6 15 4 0.9879 0.9989 0 14.632 3.434 22 6 20 5 +6 0 0.9944 0.9988 0 12.737 3.523 38 5 39 6 0.9883 0.9988 0 15.201 3.593 38 5 6 3 +6 0 0.9946 0.9989 0 12.351 3.425 9 4 18 9 0.9888 0.9989 0 14.915 3.508 9 4 53 5 +6 0 0.9944 0.9986 0 12.699 3.428 25 5 18 5 0.9884 0.9986 0 14.849 3.471 25 5 17 5 +6 0 0.9926 0.9989 0 13.787 3.636 63 9 34 7 0.9873 0.9989 0 15.66 3.639 63 9 82 6 +6 0 0.9952 0.9989 0 13.902 3.663 59 6 35 8 0.9877 0.9989 0 15.814 3.635 59 6 20 4 +7 0 0.9944 0.9988 0 12.161 3.4 32 9 20 6 0.9886 0.9988 0 14.82 3.538 32 9 88 6 +7 0 0.9944 0.9987 0 12.241 3.459 3 1 43 6 0.9884 0.9987 0 14.479 3.513 3 1 47 6 +7 0 0.9952 0.9987 0 12.697 3.48 22 7 49 9 0.9883 0.9987 0 14.855 3.521 22 7 78 6 +7 0 0.995 0.9989 0 12.09 3.458 24 7 29 7 0.9887 0.9989 0 14.708 3.544 24 7 30 6 +7 0 0.9958 0.9989 0 11.249 3.197 22 6 19 8 0.9889 0.9989 0 14.21 3.405 22 6 20 5 +7 0 0.9956 0.9988 0 12.087 3.425 38 5 16 5 0.9892 0.9988 0 14.812 3.572 38 5 6 3 +7 0 0.9954 0.9989 0 11.53 3.281 9 4 28 7 0.9896 0.9989 0 14.491 3.48 9 4 53 5 +7 0 0.9946 0.9986 0 11.774 3.358 25 5 23 6 0.9892 0.9986 0 14.465 3.457 25 5 17 5 +7 0 0.994 0.9989 0 13.089 3.52 63 9 34 10 0.9881 0.9989 0 15.339 3.624 63 9 82 6 +7 0 0.9948 0.9989 0 13.523 3.607 59 6 65 12 0.9886 0.9989 0 15.527 3.632 59 6 20 4 +8 0 0.9918 0.9988 0 11.717 3.343 32 9 23 8 0.989 0.9988 0 14.475 3.517 32 9 88 6 +8 0 0.9958 0.9987 0 11.541 3.348 3 1 43 8 0.9892 0.9987 0 14.153 3.494 3 1 47 6 +8 0 0.9946 0.9987 0 12.255 3.491 22 7 130 11 0.989 0.9987 0 14.566 3.518 22 7 78 6 +8 0 0.9942 0.9989 0 11.214 3.338 24 7 14 6 0.9893 0.9989 0 14.32 3.521 24 7 30 6 +8 0 0.9964 0.9989 0 11.08 3.194 22 6 55 14 0.9897 0.9989 0 13.862 3.381 22 6 20 5 +8 0 0.9976 0.9988 0 11.596 3.403 38 5 19 8 0.9901 0.9988 0 14.454 3.553 38 5 6 3 +8 0 0.9958 0.9989 0 11.076 3.231 9 4 23 9 0.9903 0.9989 0 14.112 3.452 9 4 53 5 +8 0 0.9956 0.9987 0 11.138 3.313 10 4 17 6 0.9899 0.9987 0 14.095 3.441 10 4 17 5 +8 0 0.9948 0.9989 0 12.4 3.425 55 9 86 8 0.9889 0.9989 0 15.012 3.602 55 9 82 6 +8 0 0.9948 0.9989 0 12.884 3.543 59 6 50 16 0.9893 0.9989 0 15.234 3.622 59 6 20 4 +9 0 0.994 0.9988 0 10.936 3.237 32 9 27 6 0.9895 0.9988 0 14.121 3.489 32 9 88 6 +9 0 0.9959 0.9987 0 11.105 3.294 3 1 73 9 0.9899 0.9987 0 13.848 3.474 3 1 47 6 +9 0 0.9952 0.9987 0 11.673 3.432 22 7 12 5 0.9897 0.9987 0 14.277 3.509 22 7 78 6 +9 0 0.9964 0.9989 0 10.49 3.235 24 7 74 12 0.99 0.9989 0 13.937 3.492 24 7 30 6 +9 0 0.995 0.9989 0 10.193 3.098 22 6 17 7 0.9902 0.9989 0 13.495 3.353 22 6 20 5 +9 0 0.9968 0.9988 0 11.092 3.338 38 5 20 6 0.9908 0.9988 0 14.118 3.531 38 5 6 3 +9 0 0.9966 0.9989 0 10.368 3.136 9 4 19 8 0.9909 0.9989 0 13.738 3.42 9 4 53 5 +9 0 0.9944 0.9987 0 10.775 3.253 10 4 6 3 0.9903 0.9987 0 13.763 3.422 10 4 17 5 +9 0 0.9952 0.9989 0 11.856 3.365 55 9 83 13 0.9895 0.9989 0 14.697 3.578 55 9 82 6 +9 0 0.995 0.9989 0 12.405 3.543 59 6 48 10 0.9898 0.9989 0 14.951 3.614 59 6 20 4 +10 0 0.996 0.9988 0 10.593 3.218 32 9 13 6 0.9901 0.9988 0 13.8 3.464 32 9 88 6 +10 0 0.9938 0.9987 0 10.811 3.242 3 1 18 7 0.9902 0.9987 0 13.572 3.453 3 1 47 6 +10 0 0.9952 0.9987 0 11.144 3.378 22 7 47 7 0.9902 0.9987 0 13.992 3.497 22 7 78 6 +10 0 0.9954 0.9989 0 9.879 3.135 24 7 41 6 0.9905 0.9989 0 13.568 3.46 24 7 30 6 +10 0 0.9964 0.9989 0 9.397 2.996 22 6 116 13 0.9908 0.9989 0 13.122 3.32 22 6 20 5 +10 0 0.9952 0.9988 0 10.639 3.237 38 5 41 11 0.9912 0.9988 0 13.802 3.505 38 5 6 3 +10 0 0.9968 0.9989 0 10.107 3.167 9 4 18 8 0.9915 0.9989 0 13.408 3.397 9 4 53 5 +10 0 0.996 0.9987 0 10.474 3.248 10 4 45 6 0.9909 0.9987 0 13.464 3.406 10 4 17 5 +10 0 0.9962 0.9989 0 11.563 3.333 43 6 28 7 0.9901 0.9989 0 14.412 3.556 43 6 82 6 +10 0 0.9942 0.9989 0 11.589 3.428 59 6 17 5 0.9902 0.9989 0 14.645 3.597 59 6 20 4 +11 0 0.9968 0.9988 0 10.023 3.126 32 9 15 5 0.9906 0.9988 0 13.485 3.436 32 9 88 6 +11 0 0.9967 0.9987 0 10.453 3.223 3 1 35 9 0.9908 0.9987 0 13.312 3.434 3 1 47 6 +11 0 0.995 0.9987 0 10.724 3.321 22 7 9 4 0.9906 0.9987 0 13.72 3.483 22 7 78 6 +11 0 0.9956 0.9989 0 9.415 3.038 24 7 42 7 0.9909 0.9989 0 13.222 3.425 24 7 30 6 +11 0 0.9976 0.9989 0 9.316 2.996 22 6 51 11 0.9914 0.9989 0 12.805 3.293 22 6 20 5 +11 0 0.996 0.9988 0 10.142 3.157 38 5 21 6 0.9916 0.9988 0 13.497 3.476 38 5 6 3 +11 0 0.9964 0.9989 0 9.482 3.072 9 4 53 10 0.9919 0.9989 0 13.08 3.37 9 4 53 5 +11 0 0.9956 0.9987 0 10.047 3.175 10 4 81 9 0.9913 0.9987 0 13.179 3.387 10 4 17 5 +11 0 0.9948 0.9989 0 11.484 3.399 43 6 45 9 0.9905 0.9989 0 14.168 3.543 43 6 82 6 +11 0 0.9938 0.9989 0 11.094 3.382 59 6 17 4 0.9905 0.9989 0 14.349 3.579 59 6 20 4 +12 0 0.9962 0.9989 0 9.63 3.086 6 4 97 9 0.9911 0.9989 0 13.189 3.409 6 4 88 6 +12 0 0.9955 0.9987 0 9.847 3.116 3 1 33 8 0.9911 0.9987 0 13.045 3.41 3 1 47 6 +12 0 0.9956 0.9987 0 10.1 3.191 22 7 48 9 0.9909 0.9987 0 13.441 3.46 22 7 78 6 +12 0 0.9966 0.9989 0 9.203 3.022 24 7 64 10 0.9914 0.9989 0 12.913 3.394 24 7 30 6 +12 0 0.9972 0.9989 0 9.106 2.962 22 6 52 16 0.9918 0.9989 0 12.521 3.268 22 6 20 5 +12 0 0.996 0.9988 0 9.742 3.098 38 5 23 7 0.9919 0.9988 0 13.208 3.447 38 5 6 3 +12 0 0.996 0.9989 0 8.765 2.939 9 4 40 10 0.9922 0.9989 0 12.748 3.337 9 4 53 5 +12 0 0.9946 0.9987 0 9.532 3.098 10 4 11 4 0.9915 0.9987 0 12.899 3.365 10 4 17 5 +12 0 0.9958 0.9989 0 10.969 3.338 43 6 11 6 0.9909 0.9989 0 13.922 3.527 43 6 82 6 +12 0 0.9956 0.9989 0 10.695 3.315 59 6 9 3 0.9909 0.9989 0 14.068 3.559 59 6 20 4 +13 0 0.9954 0.9989 0 9.141 3.046 6 4 49 11 0.9914 0.9989 0 12.9 3.383 6 4 88 6 +13 0 0.9955 0.9987 0 9.219 3.007 3 1 22 8 0.9914 0.9987 0 12.772 3.381 3 1 47 6 +13 0 0.9956 0.9987 0 9.538 3.099 22 7 30 9 0.9913 0.9987 0 13.163 3.434 22 7 78 6 +13 0 0.9954 0.9989 0 8.941 2.979 24 7 50 9 0.9917 0.9989 0 12.629 3.364 24 7 30 6 +13 0 0.997 0.9989 0 8.981 2.938 9 5 77 9 0.9922 0.9989 0 12.268 3.244 9 5 20 5 +13 0 0.9968 0.9988 0 9.42 3.048 38 5 24 9 0.9923 0.9988 0 12.937 3.418 38 5 6 3 +13 0 0.9964 0.9989 0 8.452 2.85 9 4 40 7 0.9925 0.9989 0 12.441 3.302 9 4 53 5 +13 0 0.9966 0.9987 0 9.075 3.001 10 4 34 6 0.9919 0.9987 0 12.626 3.339 10 4 17 5 +13 0 0.9948 0.9989 0 10.406 3.259 43 6 16 7 0.9912 0.9989 0 13.671 3.508 43 6 82 6 +13 0 0.9963 0.9989 0 9.932 3.168 59 6 86 8 0.9913 0.9989 0 13.773 3.531 59 6 20 4 +14 0 0.9954 0.9989 0 8.687 2.94 6 4 32 6 0.9917 0.9989 0 12.619 3.354 6 4 88 6 +14 0 0.9963 0.9987 0 8.871 2.943 3 1 74 9 0.9918 0.9987 0 12.512 3.352 3 1 47 6 +14 0 0.9968 0.9987 0 9.162 3.042 22 7 17 6 0.9916 0.9987 0 12.896 3.408 22 7 78 6 +14 0 0.9958 0.9989 0 8.507 2.898 24 7 34 8 0.992 0.9989 0 12.354 3.333 24 7 30 6 +14 0 0.9958 0.9989 0 8.62 2.905 9 5 35 8 0.9924 0.9989 0 12.025 3.222 9 5 20 5 +14 0 0.9962 0.9988 0 8.807 2.924 38 5 27 7 0.9925 0.9988 0 12.662 3.385 38 5 6 3 +14 0 0.9956 0.9989 0 8.161 2.794 9 4 31 9 0.9927 0.9989 0 12.156 3.268 9 4 53 5 +14 0 0.9974 0.9987 0 8.586 2.869 10 4 6 3 0.9922 0.9987 0 12.356 3.307 10 4 17 5 +14 0 0.996 0.9989 0 9.949 3.193 43 6 21 7 0.9915 0.9989 0 13.423 3.487 43 6 82 6 +14 0 0.9962 0.9989 0 9.651 3.143 59 6 26 7 0.9916 0.9989 0 13.498 3.505 59 6 20 4 +15 0 0.996 0.9989 0 8.433 2.938 6 4 11 4 0.9919 0.9989 0 12.357 3.328 6 4 88 6 +15 0 0.9973 0.9987 0 8.512 2.875 3 1 31 8 0.9921 0.9987 0 12.262 3.322 3 1 47 6 +15 0 0.9965 0.9987 0 8.872 2.989 22 7 11 5 0.9919 0.9987 0 12.644 3.382 22 7 78 6 +15 0 0.9958 0.9989 0 8.516 2.888 24 7 21 6 0.9922 0.9989 0 12.114 3.305 24 7 30 6 +15 0 0.9964 0.9989 0 8.296 2.829 9 5 48 12 0.9927 0.9989 0 11.792 3.197 9 5 20 5 +15 0 0.997 0.9988 0 8.584 2.886 38 5 37 6 0.9928 0.9988 0 12.407 3.354 38 5 6 3 +15 0 0.9972 0.9989 0 7.951 2.764 9 4 45 14 0.993 0.9989 0 11.893 3.237 9 4 53 5 +15 0 0.997 0.9987 0 8.397 2.83 10 4 8 3 0.9925 0.9987 0 12.109 3.278 10 4 17 5 +15 0 0.9954 0.9989 0 9.347 3.043 43 6 55 8 0.9918 0.9989 0 13.168 3.459 43 6 82 6 +15 0 0.9968 0.9989 0 9.238 3.075 59 6 20 6 0.992 0.9989 0 13.232 3.478 59 6 20 4 +16 0 0.9966 0.9989 0 8.215 2.898 6 4 37 11 0.9922 0.9989 0 12.114 3.302 6 4 88 6 +16 0 0.9971 0.9987 0 8.255 2.81 3 1 24 6 0.9924 0.9987 0 12.026 3.292 3 1 47 6 +16 0 0.997 0.9987 0 8.587 2.93 22 7 9 4 0.9922 0.9987 0 12.406 3.355 22 7 78 6 +16 0 0.9968 0.9989 0 7.958 2.788 24 7 32 6 0.9925 0.9989 0 11.87 3.275 24 7 30 6 +16 0 0.9968 0.9989 0 8.066 2.803 9 5 11 5 0.9929 0.9989 0 11.572 3.174 9 5 20 5 +16 0 0.9966 0.9988 0 8.245 2.82 38 5 33 10 0.993 0.9988 0 12.162 3.322 38 5 6 3 +16 0 0.9972 0.9989 0 7.71 2.72 9 4 51 9 0.9932 0.9989 0 11.647 3.206 9 4 53 5 +16 0 0.9962 0.9989 0 8.046 2.758 20 10 14 6 0.9928 0.9989 0 11.87 3.247 20 10 17 5 +16 0 0.9958 0.9989 0 9.196 2.999 43 6 8 4 0.992 0.9989 0 12.934 3.432 43 6 82 6 +16 0 0.9966 0.9989 0 8.891 2.978 59 6 10 4 0.9922 0.9989 0 12.976 3.449 59 6 20 4 +17 0 0.9968 0.9989 0 7.859 2.828 6 4 17 5 0.9925 0.9989 0 11.877 3.276 6 4 88 6 +17 0 0.9969 0.9987 0 7.781 2.714 3 1 14 5 0.9927 0.9987 0 11.79 3.26 3 1 47 6 +17 0 0.9966 0.9987 0 8.183 2.804 22 7 15 6 0.9925 0.9987 0 12.171 3.325 22 7 78 6 +17 0 0.9976 0.9989 0 7.84 2.764 24 7 40 10 0.9928 0.9989 0 11.646 3.246 24 7 30 6 +17 0 0.9962 0.9989 0 7.634 2.728 9 5 49 13 0.9931 0.9989 0 11.354 3.149 9 5 20 5 +17 0 0.9966 0.9988 0 7.925 2.756 38 5 19 10 0.9932 0.9988 0 11.927 3.291 38 5 6 3 +17 0 0.9978 0.9989 0 7.214 2.604 9 4 27 10 0.9935 0.9989 0 11.401 3.173 9 4 53 5 +17 0 0.9972 0.9989 0 7.831 2.73 20 10 7 3 0.993 0.9989 0 11.646 3.218 20 10 17 5 +17 0 0.9958 0.9989 0 8.704 2.882 43 6 26 6 0.9922 0.9989 0 12.699 3.402 43 6 82 6 +17 0 0.9974 0.9989 0 8.443 2.847 59 6 8 4 0.9925 0.9989 0 12.725 3.415 59 6 20 4 +18 0 0.9974 0.9989 0 7.433 2.697 6 4 24 6 0.9927 0.9989 0 11.643 3.245 6 4 88 6 +18 0 0.9965 0.9987 0 7.412 2.612 3 1 10 3 0.9929 0.9987 0 11.56 3.226 3 1 47 6 +18 0 0.9968 0.9987 0 7.756 2.74 22 7 47 14 0.9927 0.9987 0 11.939 3.294 22 7 78 6 +18 0 0.996 0.9989 0 7.613 2.711 24 7 5 2 0.9929 0.9989 0 11.434 3.218 24 7 30 6 +18 0 0.997 0.9989 0 7.281 2.637 9 5 8 3 0.9933 0.9989 0 11.139 3.122 9 5 20 5 +18 0 0.9968 0.9988 0 7.503 2.648 38 5 15 6 0.9934 0.9988 0 11.694 3.257 38 5 6 3 +18 0 0.9974 0.9989 0 6.931 2.531 9 4 27 10 0.9937 0.9989 0 11.166 3.139 9 4 53 5 +18 0 0.9964 0.9989 0 7.551 2.675 20 10 72 10 0.9932 0.9989 0 11.43 3.19 20 10 17 5 +18 0 0.9962 0.9989 0 8.215 2.772 43 6 17 6 0.9924 0.9989 0 12.463 3.369 43 6 82 6 +18 0 0.9964 0.9989 0 8.078 2.743 59 6 9 4 0.9927 0.9989 0 12.48 3.38 59 6 20 4 +19 0 0.997 0.9989 0 7.169 2.63 6 4 13 4 0.9929 0.9989 0 11.42 3.215 6 4 88 6 +19 0 0.9967 0.9987 0 7.074 2.572 3 1 33 9 0.9931 0.9987 0 11.336 3.193 3 1 47 6 +19 0 0.9968 0.9987 0 7.464 2.673 22 7 26 6 0.9929 0.9987 0 11.715 3.263 22 7 78 6 +19 0 0.9962 0.9989 0 7.435 2.665 24 7 23 6 0.9931 0.9989 0 11.234 3.191 24 7 30 6 +19 0 0.9968 0.9989 0 7.013 2.565 9 5 16 6 0.9935 0.9989 0 10.933 3.094 9 5 20 5 +19 0 0.9966 0.9988 0 7.223 2.601 38 5 60 10 0.9936 0.9988 0 11.47 3.224 38 5 6 3 +19 0 0.9974 0.9989 0 6.721 2.441 9 4 14 5 0.9939 0.9989 0 10.943 3.104 9 4 53 5 +19 0 0.9968 0.9989 0 7.3 2.634 20 10 30 11 0.9934 0.9989 0 11.224 3.162 20 10 17 5 +19 0 0.9966 0.9989 0 7.87 2.677 43 6 9 4 0.9926 0.9989 0 12.234 3.334 43 6 82 6 +19 0 0.9978 0.9989 0 7.976 2.728 59 6 9 4 0.993 0.9989 0 12.255 3.347 59 6 20 4 +20 0 0.9974 0.9989 0 6.915 2.568 6 4 7 3 0.9932 0.9989 0 11.205 3.184 6 4 88 6 +20 0 0.9969 0.9987 0 6.831 2.478 3 1 15 6 0.9932 0.9987 0 11.121 3.159 3 1 47 6 +20 0 0.9962 0.9987 0 7.172 2.585 22 7 43 8 0.9931 0.9987 0 11.499 3.231 22 7 78 6 +20 0 0.9964 0.9989 0 7.074 2.59 24 7 6 2 0.9933 0.9989 0 11.036 3.162 24 7 30 6 +20 0 0.9966 0.9989 0 6.741 2.51 9 5 8 3 0.9936 0.9989 0 10.733 3.067 9 5 20 5 +20 0 0.9964 0.9988 0 6.797 2.466 38 5 81 10 0.9937 0.9988 0 11.248 3.188 38 5 6 3 +20 0 0.9976 0.9989 0 6.475 2.367 9 4 5 2 0.9941 0.9989 0 10.731 3.069 9 4 53 5 +20 0 0.9958 0.9989 0 7.193 2.594 15 6 14 5 0.9935 0.9989 0 11.032 3.135 15 6 17 5 +20 0 0.997 0.9989 0 7.618 2.634 43 6 54 13 0.9928 0.9989 0 12.014 3.301 43 6 82 6 +20 0 0.997 0.9989 0 7.639 2.668 59 6 27 6 0.9932 0.9989 0 12.035 3.315 59 6 20 4 +21 0 0.9974 0.9989 0 6.733 2.495 6 4 12 4 0.9933 0.9989 0 11.002 3.153 6 4 88 6 +21 0 0.9975 0.9987 0 6.507 2.41 3 1 19 7 0.9934 0.9987 0 10.911 3.125 3 1 47 6 +21 0 0.9972 0.9987 0 7.019 2.512 22 7 20 5 0.9933 0.9987 0 11.295 3.198 22 7 78 6 +21 0 0.9976 0.9989 0 6.839 2.532 24 7 17 5 0.9935 0.9989 0 10.845 3.133 24 7 30 6 +21 0 0.9962 0.9989 0 6.532 2.469 9 5 30 8 0.9938 0.9989 0 10.542 3.039 9 5 20 5 +21 0 0.9972 0.9988 0 6.41 2.373 38 5 57 12 0.9939 0.9988 0 11.028 3.151 38 5 6 3 +21 0 0.997 0.9989 0 6.416 2.362 9 4 36 10 0.9942 0.9989 0 10.535 3.037 9 4 53 5 +21 0 0.9968 0.9989 0 6.756 2.463 15 6 15 5 0.9936 0.9989 0 10.837 3.104 15 6 17 5 +21 0 0.9966 0.9989 0 7.646 2.666 43 6 39 8 0.993 0.9989 0 11.815 3.272 43 6 82 6 +21 0 0.9974 0.9989 0 7.471 2.639 59 6 21 6 0.9934 0.9989 0 11.827 3.284 59 6 20 4 +22 0 0.9977 0.9989 0 6.475 2.407 6 4 74 13 0.9935 0.9989 0 10.805 3.12 6 4 88 6 +22 0 0.9969 0.9987 0 6.343 2.379 3 1 16 6 0.9936 0.9987 0 10.713 3.092 3 1 47 6 +22 0 0.9966 0.9987 0 6.78 2.454 22 7 39 14 0.9934 0.9987 0 11.099 3.166 22 7 78 6 +22 0 0.997 0.9989 0 6.753 2.511 24 7 20 6 0.9936 0.9989 0 10.667 3.106 24 7 30 6 +22 0 0.9974 0.9989 0 6.367 2.437 9 5 56 9 0.9939 0.9989 0 10.361 3.013 9 5 20 5 +22 0 0.9972 0.9988 0 6.26 2.346 38 5 23 9 0.994 0.9988 0 10.821 3.116 38 5 6 3 +22 0 0.9964 0.9989 0 6.237 2.3 9 4 9 4 0.9943 0.9989 0 10.348 3.005 9 4 53 5 +22 0 0.9962 0.9989 0 6.326 2.335 15 6 41 9 0.9937 0.9989 0 10.641 3.071 15 6 17 5 +22 0 0.9972 0.9989 0 7.335 2.61 43 6 23 5 0.9932 0.9989 0 11.62 3.243 43 6 82 6 +22 0 0.9968 0.9989 0 7.183 2.548 59 6 16 5 0.9935 0.9989 0 11.626 3.252 59 6 20 4 +23 0 0.9972 0.9989 0 6.252 2.336 6 4 15 6 0.9937 0.9989 0 10.615 3.087 6 4 88 6 +23 0 0.9975 0.9987 0 6.167 2.324 3 1 5 2 0.9938 0.9987 0 10.523 3.06 3 1 47 6 +23 0 0.9978 0.9987 0 6.358 2.342 22 7 41 10 0.9936 0.9987 0 10.901 3.131 22 7 78 6 +23 0 0.9978 0.9989 0 6.545 2.448 24 7 48 10 0.9938 0.9989 0 10.495 3.079 24 7 30 6 +23 0 0.9974 0.9989 0 6.114 2.353 9 5 36 9 0.9941 0.9989 0 10.184 2.986 9 5 20 5 +23 0 0.9962 0.9988 0 6.098 2.271 38 5 9 4 0.9941 0.9988 0 10.624 3.081 38 5 6 3 +23 0 0.997 0.9989 0 6.022 2.217 9 4 9 4 0.9944 0.9989 0 10.167 2.972 9 4 53 5 +23 0 0.9966 0.9989 0 6.107 2.281 15 6 10 4 0.9939 0.9989 0 10.452 3.038 15 6 17 5 +23 0 0.997 0.9989 0 7.158 2.549 43 6 36 9 0.9934 0.9989 0 11.434 3.214 43 6 82 6 +23 0 0.9974 0.9989 0 6.908 2.464 47 8 57 6 0.9937 0.9989 0 11.429 3.219 47 8 20 4 +24 0 0.9978 0.9989 0 5.959 2.274 6 4 13 6 0.9939 0.9989 0 10.429 3.055 6 4 88 6 +24 0 0.9975 0.9987 0 6.163 2.317 3 1 11 4 0.9939 0.9987 0 10.349 3.031 3 1 47 6 +24 0 0.9974 0.9988 0 6.311 2.338 13 6 7 3 0.9937 0.9988 0 10.718 3.1 13 6 78 6 +24 0 0.9969 0.9989 0 6.437 2.423 24 7 46 9 0.9939 0.9989 0 10.333 3.053 24 7 30 6 +24 0 0.9978 0.9989 0 5.886 2.273 9 5 11 4 0.9942 0.9989 0 10.012 2.957 9 5 20 5 +24 0 0.9976 0.9988 0 5.813 2.204 38 5 18 5 0.9942 0.9988 0 10.431 3.046 38 5 6 3 +24 0 0.9972 0.9989 0 5.783 2.133 9 4 11 4 0.9945 0.9989 0 9.992 2.939 9 4 53 5 +24 0 0.9972 0.9989 0 5.82 2.231 15 6 12 6 0.994 0.9989 0 10.267 3.006 15 6 17 5 +24 0 0.9972 0.9989 0 7.124 2.536 43 6 36 8 0.9935 0.9989 0 11.262 3.187 43 6 82 6 +24 0 0.9974 0.9989 0 6.692 2.417 47 8 59 6 0.9938 0.9989 0 11.24 3.187 47 8 20 4 +25 0 0.998 0.9989 0.9973 5.662 2.198 6 4 33 7 0.994 0.9989 0 10.246 3.022 6 4 88 6 +25 0 0.9963 0.9987 0 6.099 2.302 3 1 7 3 0.994 0.9987 0 10.186 3.003 3 1 47 6 +25 0 0.997 0.9988 0 6.196 2.308 13 6 29 8 0.9939 0.9988 0 10.544 3.069 13 6 78 6 +25 0 0.9974 0.9989 0 6.262 2.391 24 7 13 6 0.994 0.9989 0 10.176 3.027 24 7 30 6 +25 0 0.9972 0.9989 0 5.822 2.226 9 5 21 7 0.9943 0.9989 0 9.851 2.929 9 5 20 5 +25 0 0.9968 0.9988 0 5.649 2.121 37 5 14 5 0.9943 0.9988 0 10.248 3.01 37 5 6 3 +25 0 0.9976 0.9989 0 5.62 2.112 9 4 11 4 0.9946 0.9989 0 9.824 2.907 9 4 53 5 +25 0 0.9974 0.9989 0 5.774 2.197 15 6 19 7 0.9941 0.9989 0 10.094 2.975 15 6 17 5 +25 0 0.997 0.9989 0 6.815 2.443 43 6 7 3 0.9936 0.9989 0 11.091 3.158 43 6 82 6 +25 0 0.9966 0.9989 0 6.404 2.333 47 8 15 5 0.9939 0.9989 0 11.054 3.154 47 8 20 4 +26 0 0.997 0.9989 0 5.541 2.152 6 4 19 6 0.9941 0.9989 0 10.071 2.99 6 4 88 6 +26 0 0.9963 0.9987 0 6.037 2.257 3 1 36 11 0.9941 0.9987 0 10.032 2.975 3 1 47 6 +26 0 0.9968 0.9988 0 6.073 2.275 13 6 26 10 0.994 0.9988 0 10.378 3.04 13 6 78 6 +26 0 0.997 0.9989 0 6.156 2.352 24 7 10 3 0.9942 0.9989 0 10.028 3.002 24 7 30 6 +26 0 0.9966 0.9989 0 5.734 2.214 9 5 14 5 0.9944 0.9989 0 9.698 2.903 9 5 20 5 +26 0 0.9978 0.9988 0 5.595 2.106 37 5 21 9 0.9945 0.9988 0 10.075 2.977 37 5 6 3 +26 0 0.9972 0.9989 0 5.58 2.096 9 4 48 7 0.9947 0.9989 0 9.667 2.877 9 4 53 5 +26 0 0.9976 0.9989 0 5.515 2.113 15 6 17 5 0.9943 0.9989 0 9.925 2.943 15 6 17 5 +26 0 0.9966 0.9989 0 6.68 2.396 43 6 24 10 0.9938 0.9989 0 10.928 3.13 43 6 82 6 +26 0 0.9966 0.9989 0 6.199 2.259 47 8 34 14 0.994 0.9989 0 10.874 3.121 47 8 20 4 +27 0 0.9978 0.9989 0 5.229 2.045 6 4 26 6 0.9943 0.9989 0 9.898 2.956 6 4 88 6 +27 0 0.9973 0.9987 0 5.884 2.207 3 1 32 6 0.9942 0.9987 0 9.884 2.948 3 1 47 6 +27 0 0.9976 0.9988 0 5.772 2.189 13 6 12 6 0.9941 0.9988 0 10.214 3.009 13 6 78 6 +27 0 0.9974 0.9989 0 6.039 2.32 24 7 26 6 0.9943 0.9989 0 9.885 2.978 24 7 30 6 +27 0 0.9978 0.9989 0 5.573 2.16 9 5 14 5 0.9945 0.9989 0 9.551 2.876 9 5 20 5 +27 0 0.9978 0.9988 0 5.545 2.082 37 5 16 7 0.9946 0.9988 0 9.913 2.945 37 5 6 3 +27 0 0.9978 0.9989 0 5.473 2.057 9 4 63 10 0.9948 0.9989 0 9.517 2.847 9 4 53 5 +27 0 0.9974 0.9989 0 5.393 2.084 15 6 34 9 0.9944 0.9989 0 9.763 2.912 15 6 17 5 +27 0 0.9968 0.9989 0 6.519 2.337 43 6 7 3 0.9939 0.9989 0 10.77 3.102 43 6 82 6 +27 0 0.9972 0.9989 0 6.08 2.221 47 8 113 12 0.9941 0.9989 0 10.703 3.089 47 8 20 4 +28 0 0.9976 0.9989 0 5.1 1.989 6 4 17 5 0.9944 0.9989 0 9.733 2.923 6 4 88 6 +28 0 0.9971 0.9987 0 5.71 2.149 3 1 10 4 0.9943 0.9987 0 9.74 2.92 3 1 47 6 +28 0 0.9972 0.9988 0 5.569 2.137 13 6 18 5 0.9942 0.9988 0 10.053 2.979 13 6 78 6 +28 0 0.998 0.9989 0.9976 5.861 2.261 24 7 5 2 0.9944 0.9989 0 9.746 2.953 24 7 30 6 +28 0 0.9976 0.9989 0 5.358 2.088 9 5 8 4 0.9947 0.9989 0 9.406 2.849 9 5 20 5 +28 0 0.9968 0.9988 0 5.51 2.082 37 5 16 7 0.9946 0.9988 0 9.762 2.915 37 5 6 3 +28 0 0.9976 0.9989 0 5.383 2.027 9 4 73 9 0.9949 0.9989 0 9.374 2.819 9 4 53 5 +28 0 0.9968 0.9989 0 5.183 1.991 15 6 13 6 0.9945 0.9989 0 9.605 2.88 15 6 17 5 +28 0 0.9968 0.9989 0 6.273 2.266 43 6 21 8 0.994 0.9989 0 10.615 3.073 43 6 82 6 +28 0 0.9978 0.9989 0 5.824 2.162 47 8 33 9 0.9943 0.9989 0 10.534 3.057 47 8 20 4 +29 0 0.9976 0.9989 0 5.03 1.967 6 4 8 4 0.9945 0.9989 0 9.576 2.891 6 4 88 6 +29 0 0.9975 0.9987 0 5.441 2.072 28 11 14 4 0.9944 0.9987 0 9.597 2.892 28 11 47 6 +29 0 0.9978 0.9988 0 5.347 2.055 13 6 21 6 0.9943 0.9988 0 9.897 2.949 13 6 78 6 +29 0 0.9974 0.9989 0 5.791 2.228 24 7 17 7 0.9945 0.9989 0 9.614 2.929 24 7 30 6 +29 0 0.9978 0.9989 0 5.137 1.998 9 5 46 8 0.9948 0.9989 0 9.264 2.821 9 5 20 5 +29 0 0.9978 0.9988 0 5.269 2.004 37 5 27 10 0.9948 0.9988 0 9.612 2.885 37 5 6 3 +29 0 0.9976 0.9989 0 5.363 2.036 9 4 21 6 0.995 0.9989 0 9.241 2.793 9 4 53 5 +29 0 0.9974 0.9989 0 5.127 1.974 15 6 17 8 0.9946 0.9989 0 9.456 2.85 15 6 17 5 +29 0 0.9972 0.9989 0 6.006 2.215 43 6 19 8 0.9941 0.9989 0 10.461 3.044 43 6 82 6 +29 0 0.9972 0.9989 0 5.825 2.151 47 8 9 4 0.9944 0.9989 0 10.377 3.027 47 8 20 4 +30 0 0.9978 0.9989 0 4.841 1.902 6 4 9 3 0.9946 0.9989 0 9.423 2.859 6 4 88 6 +30 0 0.9973 0.9987 0 5.423 2.08 28 11 22 4 0.9945 0.9987 0 9.462 2.866 28 11 47 6 +30 0 0.9976 0.9988 0 5.122 1.998 13 6 9 4 0.9944 0.9988 0 9.743 2.918 13 6 78 6 +30 0 0.9976 0.9989 0 5.742 2.214 24 7 10 4 0.9946 0.9989 0 9.49 2.906 24 7 30 6 +30 0 0.9972 0.9989 0 5.063 1.96 9 5 12 4 0.9948 0.9989 0 9.129 2.793 9 5 20 5 +30 0 0.9972 0.9988 0 5.096 1.941 37 5 14 5 0.9948 0.9988 0 9.466 2.854 37 5 6 3 +30 0 0.9968 0.9989 0 5.216 2.003 9 4 10 5 0.9951 0.9989 0 9.111 2.768 9 4 53 5 +30 0 0.9974 0.9989 0 5.082 1.962 15 6 10 4 0.9946 0.9989 0 9.315 2.822 15 6 17 5 +30 0 0.997 0.9989 0 5.643 2.124 43 6 22 6 0.9942 0.9989 0 10.306 3.015 43 6 82 6 +30 0 0.9966 0.9989 0 5.835 2.119 47 8 8 3 0.9944 0.9989 0 10.231 2.998 47 8 20 4 +31 0 0.9972 0.9989 0 4.697 1.835 6 4 12 5 0.9947 0.9989 0 9.276 2.827 6 4 88 6 +31 0 0.9975 0.9987 0 5.16 2.009 28 11 23 7 0.9946 0.9987 0 9.327 2.839 28 11 47 6 +31 0 0.9974 0.9988 0 4.9 1.923 13 6 5 2 0.9945 0.9988 0 9.591 2.887 13 6 78 6 +31 0 0.9968 0.9989 0 5.586 2.159 24 7 7 3 0.9947 0.9989 0 9.368 2.883 24 7 30 6 +31 0 0.9976 0.9989 0 5.056 1.958 9 5 14 5 0.9949 0.9989 0 9.001 2.767 9 5 20 5 +31 0 0.997 0.9988 0 4.966 1.897 37 5 29 9 0.9949 0.9988 0 9.326 2.824 37 5 6 3 +31 0 0.9978 0.9989 0 5.06 1.935 9 4 12 4 0.9952 0.9989 0 8.984 2.742 9 4 53 5 +31 0 0.9974 0.9989 0 5.061 1.935 15 6 11 6 0.9947 0.9989 0 9.182 2.794 15 6 17 5 +31 0 0.997 0.9989 0 5.471 2.055 43 6 41 6 0.9943 0.9989 0 10.155 2.985 43 6 82 6 +31 0 0.9976 0.9989 0 5.563 2.04 28 8 49 10 0.9945 0.9989 0 10.085 2.968 28 8 20 4 +32 0 0.9976 0.9989 0 4.652 1.818 6 4 13 4 0.9948 0.9989 0 9.136 2.796 6 4 88 6 +32 0 0.9969 0.9987 0 5.032 1.958 28 11 13 5 0.9947 0.9987 0 9.197 2.812 28 11 47 6 +32 0 0.9974 0.9988 0 4.897 1.928 13 6 9 3 0.9946 0.9988 0 9.449 2.858 13 6 78 6 +32 0 0.9976 0.9989 0 5.532 2.142 24 7 14 7 0.9948 0.9989 0 9.251 2.86 24 7 30 6 +32 0 0.9972 0.9989 0 4.951 1.941 9 5 27 8 0.995 0.9989 0 8.879 2.742 9 5 20 5 +32 0 0.9972 0.9988 0 4.83 1.852 37 5 14 5 0.995 0.9988 0 9.189 2.795 37 5 6 3 +32 0 0.9972 0.9989 0 5.076 1.945 9 4 29 8 0.9952 0.9989 0 8.866 2.717 9 4 53 5 +32 0 0.9968 0.9989 0 4.978 1.907 15 6 8 4 0.9948 0.9989 0 9.054 2.767 15 6 17 5 +32 0 0.9974 0.9989 0 5.4 2.027 43 6 32 9 0.9944 0.9989 0 10.011 2.956 43 6 82 6 +32 0 0.9976 0.9989 0 5.462 2.027 28 8 7 3 0.9946 0.9989 0 9.945 2.939 28 8 20 4 +33 0 0.9974 0.9989 0 4.509 1.765 6 4 5 2 0.9948 0.9989 0 9 2.766 6 4 88 6 +33 0 0.9979 0.9987 0.997 4.825 1.894 28 11 16 6 0.9948 0.9987 0 9.069 2.785 28 11 47 6 +33 0 0.9976 0.9988 0 4.743 1.876 13 6 17 6 0.9947 0.9988 0 9.311 2.829 13 6 78 6 +33 0 0.9972 0.9989 0 5.529 2.144 24 7 21 9 0.9948 0.9989 0 9.142 2.839 24 7 30 6 +33 0 0.9976 0.9989 0 4.938 1.934 9 5 13 5 0.9951 0.9989 0 8.763 2.718 9 5 20 5 +33 0 0.9978 0.9988 0 4.797 1.85 37 5 13 5 0.9951 0.9988 0 9.06 2.767 37 5 6 3 +33 0 0.9978 0.9989 0 4.918 1.906 9 4 13 4 0.9953 0.9989 0 8.75 2.694 9 4 53 5 +33 0 0.9972 0.9989 0 4.799 1.866 15 6 10 4 0.9949 0.9989 0 8.929 2.74 15 6 17 5 +33 0 0.997 0.9989 0 5.359 2.023 43 6 19 5 0.9944 0.9989 0 9.874 2.928 43 6 82 6 +33 0 0.9972 0.9989 0 5.454 2.01 28 8 25 9 0.9947 0.9989 0 9.813 2.912 28 8 20 4 +34 0 0.9978 0.9989 0 4.541 1.801 6 4 9 5 0.9949 0.9989 0 8.872 2.738 6 4 88 6 +34 0 0.9979 0.9987 0.9976 4.713 1.838 28 11 9 4 0.9949 0.9987 0 8.944 2.758 28 11 47 6 +34 0 0.9974 0.9988 0 4.748 1.868 13 6 11 4 0.9948 0.9988 0 9.18 2.801 13 6 78 6 +34 0 0.9972 0.9989 0 5.364 2.079 24 7 15 4 0.9949 0.9989 0 9.034 2.817 24 7 30 6 +34 0 0.9972 0.9989 0 4.791 1.873 9 5 18 4 0.9951 0.9989 0 8.649 2.694 9 5 20 5 +34 0 0.9978 0.9988 0 4.892 1.878 37 5 13 6 0.9951 0.9988 0 8.941 2.742 37 5 6 3 +34 0 0.9966 0.9989 0 4.872 1.894 9 4 9 4 0.9953 0.9989 0 8.639 2.671 9 4 53 5 +34 0 0.9976 0.9989 0 4.766 1.877 15 6 8 4 0.9949 0.9989 0 8.81 2.716 15 6 17 5 +34 0 0.9974 0.9989 0 5.372 2.048 33 6 31 7 0.9945 0.9989 0 9.745 2.903 33 6 82 6 +34 0 0.9978 0.9989 0 5.289 1.994 28 8 28 8 0.9948 0.9989 0 9.684 2.886 28 8 20 4 +35 0 0.9976 0.9989 0 4.469 1.77 6 4 9 3 0.995 0.9989 0 8.75 2.712 6 4 88 6 +35 0 0.9971 0.9987 0 4.654 1.809 28 11 20 10 0.9949 0.9987 0 8.825 2.732 28 11 47 6 +35 0 0.9976 0.9988 0 4.688 1.855 13 6 16 5 0.9949 0.9988 0 9.055 2.775 13 6 78 6 +35 0 0.9978 0.9989 0 5.301 2.051 24 7 16 5 0.995 0.9989 0 8.93 2.796 24 7 30 6 +35 0 0.9974 0.9989 0 4.569 1.777 9 5 22 8 0.9952 0.9989 0 8.536 2.668 9 5 20 5 +35 0 0.9974 0.9988 0 4.876 1.872 37 5 11 5 0.9952 0.9988 0 8.828 2.718 37 5 6 3 +35 0 0.9972 0.9989 0 4.791 1.87 9 4 13 4 0.9954 0.9989 0 8.532 2.648 9 4 53 5 +35 0 0.9972 0.9989 0 4.808 1.897 15 6 22 5 0.995 0.9989 0 8.699 2.693 15 6 17 5 +35 0 0.997 0.9989 0 5.238 1.981 33 6 15 5 0.9946 0.9989 0 9.62 2.878 33 6 82 6 +35 0 0.9976 0.9989 0 5.195 1.971 28 8 15 4 0.9949 0.9989 0 9.559 2.86 28 8 20 4 +36 0 0.998 0.9989 0.9969 4.43 1.764 6 4 22 8 0.9951 0.9989 0 8.633 2.686 6 4 88 6 +36 0 0.9975 0.9987 0 4.572 1.776 28 11 13 4 0.995 0.9987 0 8.71 2.706 28 11 47 6 +36 0 0.9978 0.9988 0 4.691 1.848 13 6 23 8 0.9949 0.9988 0 8.937 2.75 13 6 78 6 +36 0 0.9974 0.9989 0 5.251 2.035 24 7 11 4 0.9951 0.9989 0 8.831 2.776 24 7 30 6 +36 0 0.9978 0.9989 0 4.437 1.739 9 5 46 10 0.9953 0.9989 0 8.425 2.643 9 5 20 5 +36 0 0.9978 0.9988 0 4.844 1.86 37 5 28 7 0.9953 0.9988 0 8.72 2.694 37 5 6 3 +36 0 0.9978 0.9989 0 4.698 1.818 9 4 43 9 0.9955 0.9989 0 8.428 2.626 9 4 53 5 +36 0 0.9972 0.9989 0 4.666 1.854 15 6 8 4 0.9951 0.9989 0 8.59 2.67 15 6 17 5 +36 0 0.9976 0.9989 0 4.99 1.888 33 6 8 3 0.9947 0.9989 0 9.495 2.851 33 6 82 6 +36 0 0.9968 0.9989 0 5.143 1.977 28 8 9 4 0.9949 0.9989 0 9.439 2.836 28 8 20 4 +37 0 0.997 0.9989 0 4.375 1.735 6 4 9 4 0.9951 0.9989 0 8.521 2.661 6 4 88 6 +37 0 0.9975 0.9987 0 4.538 1.761 28 11 21 9 0.9951 0.9987 0 8.6 2.681 28 11 47 6 +37 0 0.9978 0.9988 0 4.648 1.836 13 6 17 4 0.995 0.9988 0 8.825 2.726 13 6 78 6 +37 0 0.9972 0.9989 0 5.161 2 24 7 23 5 0.9951 0.9989 0 8.734 2.755 24 7 30 6 +37 0 0.9978 0.9989 0 4.452 1.741 9 5 16 5 0.9953 0.9989 0 8.321 2.619 9 5 20 5 +37 0 0.9978 0.9988 0 4.909 1.884 37 5 15 7 0.9953 0.9988 0 8.62 2.673 37 5 6 3 +37 0 0.9978 0.9989 0 4.71 1.822 9 4 6 3 0.9955 0.9989 0 8.331 2.605 9 4 53 5 +37 0 0.9978 0.9989 0 4.552 1.789 15 6 21 6 0.9951 0.9989 0 8.484 2.647 15 6 17 5 +37 0 0.9978 0.9989 0 5.004 1.897 33 6 14 6 0.9948 0.9989 0 9.377 2.826 33 6 82 6 +37 0 0.9978 0.9989 0 5.073 1.938 28 8 15 5 0.995 0.9989 0 9.325 2.813 28 8 20 4 +38 0 0.9978 0.9989 0 4.246 1.676 6 4 10 4 0.9952 0.9989 0 8.411 2.636 6 4 88 6 +38 0 0.9967 0.9987 0 4.47 1.728 28 11 7 3 0.9951 0.9987 0 8.494 2.657 28 11 47 6 +38 0 0.9978 0.9988 0 4.576 1.791 13 6 23 6 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5 20 5 +39 0 0.9976 0.9988 0 4.839 1.873 37 5 15 5 0.9954 0.9988 0 8.433 2.634 37 5 6 3 +39 0 0.9974 0.9989 0 4.719 1.814 9 4 28 7 0.9956 0.9989 0 8.151 2.566 9 4 53 5 +39 0 0.9974 0.9989 0 4.311 1.694 15 6 14 5 0.9953 0.9989 0 8.279 2.601 15 6 17 5 +39 0 0.9974 0.9989 0 4.951 1.908 33 6 7 3 0.9949 0.9989 0 9.154 2.779 33 6 82 6 +39 0 0.9972 0.9989 0 4.955 1.933 26 8 8 3 0.9951 0.9989 0 9.107 2.769 26 8 20 4 +40 0 0.9976 0.9989 0 4.236 1.658 6 4 7 3 0.9953 0.9989 0 8.208 2.588 6 4 88 6 +40 0 0.9977 0.9987 0 4.517 1.738 28 11 13 6 0.9952 0.9987 0 8.3 2.612 28 11 47 6 +40 0 0.9972 0.9988 0 4.507 1.77 11 6 6 2 0.9952 0.9988 0 8.511 2.657 11 6 78 6 +40 0 0.9974 0.9989 0 4.806 1.871 24 7 22 6 0.9953 0.9989 0 8.455 2.693 24 7 30 6 +40 0 0.9974 0.9989 0 4.549 1.807 9 5 23 10 0.9955 0.9989 0 8.042 2.558 9 5 20 5 +40 0 0.998 0.9988 0.9973 4.803 1.86 37 5 3 1 0.9955 0.9988 0 8.345 2.615 37 5 6 3 +40 0 0.9978 0.9989 0 4.639 1.807 9 4 13 4 0.9957 0.9989 0 8.065 2.547 9 4 53 5 +40 0 0.9974 0.9989 0 4.301 1.687 15 6 14 4 0.9953 0.9989 0 8.182 2.579 15 6 17 5 +40 0 0.9976 0.9989 0 5.058 1.954 33 6 11 4 0.995 0.9989 0 9.054 2.759 33 6 82 6 +40 0 0.9968 0.9989 0 4.94 1.907 26 8 24 6 0.9952 0.9989 0 9.006 2.748 26 8 20 4 +41 0 0.9974 0.9989 0 4.26 1.673 6 4 5 2 0.9954 0.9989 0 8.114 2.566 6 4 88 6 +41 0 0.9971 0.9987 0 4.592 1.764 28 11 9 3 0.9953 0.9987 0 8.212 2.591 28 11 47 6 +41 0 0.9978 0.9988 0 4.524 1.78 11 6 26 9 0.9952 0.9988 0 8.416 2.636 11 6 78 6 +41 0 0.9978 0.9989 0 4.768 1.849 24 7 7 3 0.9954 0.9989 0 8.367 2.673 24 7 30 6 +41 0 0.997 0.9989 0 4.404 1.742 9 5 21 8 0.9955 0.9989 0 7.955 2.538 9 5 20 5 +41 0 0.9978 0.9988 0 4.788 1.868 37 5 16 5 0.9955 0.9988 0 8.26 2.597 37 5 6 3 +41 0 0.997 0.9989 0 4.776 1.857 9 4 10 4 0.9957 0.9989 0 7.987 2.531 9 4 53 5 +41 0 0.9976 0.9989 0 4.388 1.714 15 6 14 7 0.9954 0.9989 0 8.091 2.558 15 6 17 5 +41 0 0.9974 0.9989 0 4.995 1.943 33 6 9 3 0.995 0.9989 0 8.957 2.739 33 6 82 6 +41 0 0.9974 0.9989 0 4.898 1.902 26 8 7 3 0.9952 0.9989 0 8.908 2.727 26 8 20 4 +42 0 0.9968 0.9989 0 4.255 1.673 6 4 9 4 0.9954 0.9989 0 8.024 2.545 6 4 88 6 +42 0 0.9979 0.9987 0.9951 4.616 1.797 28 11 22 8 0.9953 0.9987 0 8.128 2.573 28 11 47 6 +42 0 0.9978 0.9988 0 4.486 1.755 11 6 13 4 0.9953 0.9988 0 8.324 2.615 11 6 78 6 +42 0 0.9976 0.9989 0 4.63 1.81 24 7 22 6 0.9954 0.9989 0 8.28 2.653 24 7 30 6 +42 0 0.9974 0.9989 0 4.241 1.68 9 5 10 4 0.9956 0.9989 0 7.869 2.518 9 5 20 5 +42 0 0.9978 0.9988 0 4.805 1.876 37 5 18 7 0.9956 0.9988 0 8.18 2.58 37 5 6 3 +42 0 0.997 0.9989 0 4.796 1.861 9 4 17 6 0.9957 0.9989 0 7.913 2.515 9 4 53 5 +42 0 0.9976 0.9989 0 4.469 1.744 15 6 16 6 0.9954 0.9989 0 8.007 2.539 15 6 17 5 +42 0 0.9976 0.9989 0 5.007 1.947 33 6 11 4 0.9951 0.9989 0 8.866 2.721 33 6 82 6 +42 0 0.9974 0.9989 0 4.846 1.882 26 8 10 4 0.9953 0.9989 0 8.813 2.708 26 8 20 4 +43 0 0.9974 0.9989 0 4.305 1.689 6 4 15 5 0.9955 0.9989 0 7.939 2.526 6 4 88 6 +43 0 0.9971 0.9987 0 4.671 1.835 28 11 32 9 0.9954 0.9987 0 8.049 2.556 28 11 47 6 +43 0 0.997 0.9988 0 4.437 1.744 11 6 5 2 0.9953 0.9988 0 8.236 2.595 11 6 78 6 +43 0 0.998 0.9989 0.9972 4.691 1.823 24 7 22 6 0.9955 0.9989 0 8.199 2.634 24 7 30 6 +43 0 0.9974 0.9989 0 4.166 1.662 9 5 11 5 0.9956 0.9989 0 7.784 2.499 9 5 20 5 +43 0 0.9974 0.9988 0 4.742 1.872 37 5 12 4 0.9956 0.9988 0 8.102 2.564 37 5 6 3 +43 0 0.998 0.9989 0.9972 4.743 1.856 9 4 11 4 0.9958 0.9989 0 7.841 2.5 9 4 53 5 +43 0 0.9978 0.9989 0 4.566 1.781 15 6 12 4 0.9955 0.9989 0 7.929 2.522 15 6 17 5 +43 0 0.9972 0.9989 0 4.937 1.92 33 6 11 4 0.9951 0.9989 0 8.776 2.703 33 6 82 6 +43 0 0.9972 0.9989 0 4.905 1.909 26 8 15 6 0.9953 0.9989 0 8.725 2.69 26 8 20 4 +44 0 0.998 0.9989 0.9962 4.352 1.711 6 4 5 2 0.9955 0.9989 0 7.86 2.508 6 4 88 6 +44 0 0.9977 0.9987 0 4.657 1.836 28 11 11 4 0.9954 0.9987 0 7.974 2.54 28 11 47 6 +44 0 0.9978 0.9988 0 4.397 1.739 11 6 18 4 0.9954 0.9988 0 8.151 2.576 11 6 78 6 +44 0 0.9974 0.9989 0 4.706 1.828 24 7 8 3 0.9955 0.9989 0 8.121 2.616 24 7 30 6 +44 0 0.9976 0.9989 0 4.234 1.696 9 5 10 6 0.9957 0.9989 0 7.706 2.481 9 5 20 5 +44 0 0.998 0.9988 0.9958 4.636 1.818 37 5 9 4 0.9957 0.9988 0 8.025 2.548 37 5 6 3 +44 0 0.9972 0.9989 0 4.697 1.835 9 4 18 7 0.9958 0.9989 0 7.771 2.485 9 4 53 5 +44 0 0.9976 0.9989 0 4.52 1.762 15 6 12 4 0.9955 0.9989 0 7.853 2.505 15 6 17 5 +44 0 0.9978 0.9989 0 4.792 1.859 33 6 24 6 0.9952 0.9989 0 8.688 2.684 33 6 82 6 +44 0 0.9974 0.9989 0 4.983 1.936 26 8 28 8 0.9954 0.9989 0 8.641 2.673 26 8 20 4 +45 0 0.9972 0.9989 0 4.349 1.707 6 4 35 12 0.9956 0.9989 0 7.783 2.49 6 4 88 6 +45 0 0.9975 0.9987 0 4.703 1.845 28 11 16 5 0.9955 0.9987 0 7.903 2.525 28 11 47 6 +45 0 0.9978 0.9988 0 4.383 1.717 11 6 16 4 0.9954 0.9988 0 8.069 2.558 11 6 78 6 +45 0 0.9976 0.9989 0 4.617 1.805 24 7 12 5 0.9956 0.9989 0 8.045 2.599 24 7 30 6 +45 0 0.9976 0.9989 0 4.372 1.747 9 5 11 4 0.9957 0.9989 0 7.633 2.465 9 5 20 5 +45 0 0.9976 0.9988 0 4.691 1.824 37 5 33 10 0.9957 0.9988 0 7.952 2.532 37 5 6 3 +45 0 0.9978 0.9989 0 4.641 1.814 9 4 26 9 0.9959 0.9989 0 7.703 2.471 9 4 53 5 +45 0 0.998 0.9989 0.9976 4.513 1.766 15 6 10 5 0.9956 0.9989 0 7.78 2.489 15 6 17 5 +45 0 0.9978 0.9989 0 4.831 1.879 33 6 17 6 0.9952 0.9989 0 8.604 2.667 33 6 82 6 +45 0 0.9978 0.9989 0 4.849 1.88 26 8 16 6 0.9954 0.9989 0 8.559 2.656 26 8 20 4 +46 0 0.998 0.9989 0.9962 4.345 1.708 6 4 5 2 0.9956 0.9989 0 7.71 2.474 6 4 88 6 +46 0 0.9977 0.9987 0 4.612 1.801 28 11 12 5 0.9955 0.9987 0 7.833 2.51 28 11 47 6 +46 0 0.9978 0.9988 0 4.374 1.717 11 6 14 5 0.9955 0.9988 0 7.99 2.54 11 6 78 6 +46 0 0.9976 0.9989 0 4.531 1.77 24 7 10 5 0.9956 0.9989 0 7.97 2.581 24 7 30 6 +46 0 0.997 0.9989 0 4.299 1.7 9 5 10 4 0.9958 0.9989 0 7.562 2.449 9 5 20 5 +46 0 0.9968 0.9988 0 4.679 1.814 37 5 9 4 0.9958 0.9988 0 7.883 2.517 37 5 6 3 +46 0 0.998 0.9989 0.9977 4.717 1.856 9 4 13 4 0.9959 0.9989 0 7.639 2.458 9 4 53 5 +46 0 0.9978 0.9989 0 4.495 1.753 15 6 17 6 0.9956 0.9989 0 7.711 2.473 15 6 17 5 +46 0 0.9978 0.9989 0 4.787 1.85 33 6 8 4 0.9953 0.9989 0 8.523 2.649 33 6 82 6 +46 0 0.997 0.9989 0 4.687 1.824 26 8 9 4 0.9954 0.9989 0 8.477 2.638 26 8 20 4 +47 0 0.9978 0.9989 0 4.348 1.698 6 4 9 4 0.9956 0.9989 0 7.64 2.457 6 4 88 6 +47 0 0.9975 0.9987 0 4.491 1.751 28 11 11 4 0.9956 0.9987 0 7.763 2.494 28 11 47 6 +47 0 0.9976 0.9988 0 4.272 1.676 11 6 13 5 0.9955 0.9988 0 7.913 2.522 11 6 78 6 +47 0 0.9978 0.9989 0 4.52 1.758 24 7 9 4 0.9956 0.9989 0 7.898 2.564 24 7 30 6 +47 0 0.9976 0.9989 0 4.339 1.72 9 5 6 3 0.9958 0.9989 0 7.495 2.434 9 5 20 5 +47 0 0.9976 0.9988 0 4.657 1.807 37 5 5 2 0.9958 0.9988 0 7.815 2.502 37 5 6 3 +47 0 0.9976 0.9989 0 4.659 1.828 9 4 12 6 0.9959 0.9989 0 7.577 2.444 9 4 53 5 +47 0 0.9978 0.9989 0 4.477 1.757 15 6 8 4 0.9957 0.9989 0 7.643 2.458 15 6 17 5 +47 0 0.9976 0.9989 0 4.72 1.829 33 6 18 7 0.9953 0.9989 0 8.443 2.632 33 6 82 6 +47 0 0.9974 0.9989 0 4.685 1.811 26 8 11 6 0.9955 0.9989 0 8.398 2.621 26 8 20 4 +48 0 0.9976 0.9989 0 4.307 1.684 6 4 15 7 0.9957 0.9989 0 7.572 2.442 6 4 88 6 +48 0 0.9975 0.9987 0 4.486 1.756 28 11 17 6 0.9956 0.9987 0 7.696 2.479 28 11 47 6 +48 0 0.9974 0.9988 0 4.397 1.721 11 6 20 7 0.9956 0.9988 0 7.841 2.505 11 6 78 6 +48 0 0.9976 0.9989 0 4.459 1.737 24 7 11 4 0.9957 0.9989 0 7.828 2.547 24 7 30 6 +48 0 0.9978 0.9989 0 4.321 1.719 9 5 9 4 0.9958 0.9989 0 7.43 2.419 9 5 20 5 +48 0 0.998 0.9988 0.9939 4.588 1.761 37 5 19 5 0.9958 0.9988 0 7.749 2.487 37 5 6 3 +48 0 0.9974 0.9989 0 4.722 1.83 9 4 8 4 0.996 0.9989 0 7.519 2.432 9 4 53 5 +48 0 0.997 0.9989 0 4.368 1.73 15 6 5 2 0.9957 0.9989 0 7.576 2.444 15 6 17 5 +48 0 0.998 0.9989 0.9975 4.607 1.773 33 6 9 4 0.9954 0.9989 0 8.365 2.615 33 6 82 6 +48 0 0.9968 0.9989 0 4.668 1.806 26 8 19 5 0.9955 0.9989 0 8.322 2.604 26 8 20 4 +49 0 0.9974 0.9989 0 4.36 1.719 6 4 13 5 0.9957 0.9989 0 7.508 2.427 6 4 88 6 +49 0 0.9973 0.9987 0 4.42 1.734 28 11 21 8 0.9956 0.9987 0 7.631 2.464 28 11 47 6 +49 0 0.9974 0.9988 0 4.328 1.699 11 6 7 3 0.9956 0.9988 0 7.771 2.489 11 6 78 6 +49 0 0.9978 0.9989 0 4.426 1.732 24 7 9 4 0.9957 0.9989 0 7.76 2.531 24 7 30 6 +49 0 0.9976 0.9989 0 4.336 1.72 9 5 21 7 0.9959 0.9989 0 7.368 2.405 9 5 20 5 +49 0 0.9974 0.9988 0 4.625 1.795 37 5 8 4 0.9959 0.9988 0 7.687 2.473 37 5 6 3 +49 0 0.9972 0.9989 0 4.684 1.812 9 4 21 7 0.996 0.9989 0 7.462 2.42 9 4 53 5 +49 0 0.9974 0.9989 0 4.411 1.737 15 6 11 4 0.9957 0.9989 0 7.513 2.429 15 6 17 5 +49 0 0.998 0.9989 0.9962 4.659 1.79 33 6 8 4 0.9954 0.9989 0 8.291 2.598 33 6 82 6 +49 0 0.9972 0.9989 0 4.721 1.825 26 8 21 6 0.9955 0.9989 0 8.25 2.588 26 8 20 4 +50 0 0.9974 0.9989 0 4.342 1.708 6 4 15 5 0.9958 0.9989 0 7.446 2.413 6 4 88 6 +50 0 0.9975 0.9987 0 4.388 1.713 28 11 15 5 0.9957 0.9987 0 7.567 2.449 28 11 47 6 +50 0 0.9976 0.9988 0 4.317 1.684 11 6 15 5 0.9957 0.9988 0 7.703 2.474 11 6 78 6 +50 0 0.9978 0.9989 0 4.417 1.73 18 6 9 4 0.9958 0.9989 0 7.694 2.515 18 6 30 6 +50 0 0.9974 0.9989 0 4.323 1.703 9 5 18 7 0.9959 0.9989 0 7.309 2.391 9 5 20 5 +50 0 0.9962 0.9988 0 4.754 1.82 37 5 6 2 0.9959 0.9988 0 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0.9989 0 4.539 1.752 33 6 9 3 0.9955 0.9989 0 8.149 2.566 33 6 82 6 +51 0 0.9974 0.9989 0 4.642 1.801 26 8 14 5 0.9956 0.9989 0 8.11 2.558 26 8 20 4 diff --git a/PartB/90Cross90Mut2El/run_0/regress.bst b/PartB/90Cross90Mut2El/run_0/regress.bst new file mode 100644 index 0000000..4d67161 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_0/regress.bst @@ -0,0 +1,18 @@ +=== BEST-OF-RUN === + generation: 12 + nodes: 6 + depth: 4 + hits: 910 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 910 + raw fitness: 910.0000 + standardized fitness: 910.0000 + adjusted fitness: 0.9989 +TREE: + (log (+ (log (log perimeter)) -0.81321)) +TREE-equ: +y = log((log(log(perimeter)) + -0.81321)) diff --git a/PartB/90Cross90Mut2El/run_0/regress.fn b/PartB/90Cross90Mut2El/run_0/regress.fn new file mode 100644 index 0000000..a2bffad --- /dev/null +++ b/PartB/90Cross90Mut2El/run_0/regress.fn @@ -0,0 +1,12 @@ +Hits: 2567, Total Size: 2810, Percent Hit: 91.352313 +CC: 999 +CO: 123 +OO: 1568 +OC: 120 +Fitness: 0.998902 +Hits: 910 + + +y = log((log(log(perimeter)) + -0.81321)) + + (log (+ (log (log perimeter)) -0.81321)) diff --git a/PartB/90Cross90Mut2El/run_0/regress.gen b/PartB/90Cross90Mut2El/run_0/regress.gen new file mode 100644 index 0000000..c68a51e --- /dev/null +++ b/PartB/90Cross90Mut2El/run_0/regress.gen @@ -0,0 +1,29 @@ + +--boundary_.oOo._WLZgUb7bqPyE4VWHkwe2FvhD274nyMoZ +Content-Length: 0 +Content-Type: application/octet-stream +If-Match: "082998b4e2f1d4adc709c639b3c16150" +X-File-MD5: d41d8cd98f00b204e9800998ecf8427e +X-File-Mtime: 1708023405 +X-File-Path: /computerdocs/Brock/CS 4P82/Assignment 1/cmake-build-relwithdebinfo/run_1/regress.gen + + +--boundary_.oOo._WLZgUb7bqPyE4VWHkwe2FvhD274nyMoZ +Content-Length: 0 +Content-Type: application/octet-stream +If-Match: "7e169d460b9837aad2182cb1de1a8446" +X-File-MD5: d41d8cd98f00b204e9800998ecf8427e +X-File-Mtime: 1708023405 +X-File-Path: /computerdocs/Brock/CS 4P82/Assignment 1/cmake-build-relwithdebinfo/run_2/regress.gen + + +--boundary_.oOo._WLZgUb7bqPyE4VWHkwe2FvhD274nyMoZ +Content-Length: 189411 +Content-Type: application/octet-stream +If-Match: "3be32316fb46c9c926116306b0ef9b99" +X-File-MD5: d44ab96b55763769f3ca8b8b85cae7f7 +X-File-Mtime: 1708023436 +X-File-Path: /computerdocs/Brock/CS 4P82/Assignment 1/cmake-build-relwithdebinfo/aggregated_runs.tsv + +GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN +=AVERAGE(a55, a56, a57, a58, a59, a60, a61, a62, a63, a64) =AVERAGE(b55, b56, b57, b58, b59, b60, b61, b62, b63, b64) =AVERAGE(c55, c56, c57, c58, c59, c60, c61, c62, c63, c64) =AVERAGE(d55, d56, d57, d58, d59, d60, d61, d62, d63, d64) =AVERAGE(e55, e56, e57, e58, e59, e60, e61, e62, e63, e64) =AVERAGE(f55, f56, f57, f58, f59, f60, f61, f62, f63, f64) =AVERAGE(g55, g56, g57, g58, g59, g60, g61, g62, g63, g64) =AVERAGE(h55, h56, h57, h58, h59, h60, h61, h62, h63, h64) =AVERAGE(i55, i56, i57, i58, i59, i60, i61, i62, i63, i64) =AVERAGE(j55, j56, j57, j58, j59, j60, j61, j62, j63, j64) =AVERAGE(k55, k56, k57, k58, k59, k60, k61, k62, k63, k64) =AVERAGE(l55, l56, l57, l58, l59, l60, l61, l62, l63, l64) =AVERAGE(m55, m56, m57, m58, m59, m60, m61, m62, m63, m64) =AVERAGE(n55, n56, n57, n58, n59, n60, n61, n62, n63, n64) =AVERAGE(o55, o56, o57, o58, o59, o60, o61, o62, o63, o64) =AVERAGE(p55, p56, p57, p58, p59, p60, p61, p62, p63, p64) =AVERAGE(q55, q56, q57, q58, q59, q60, q61, q62, q63, q64) =AVERAGE(r55, r56, r57, r58, r59, r60, r61, r62, r63, r64) =AVERAGE(s55, s56, s57, s58, s59, s60, s61, s62, s63, s64) =AVERAGE(t55, t56, t57, t58, t59, t60, t61, t62, t63, t64) =STDEV.P(a55, a56, a57, a58, a59, a60, a61, a62, a63, a64) =STDEV.P(b55, b56, b57, b58, b59, b60, b61, b62, b63, b64) =STDEV.P(c55, c56, c57, c58, c59, c60, c61, c62, c63, c64) =STDEV.P(d55, d56, d57, d58, d59, d60, d61, d62, d63, d64) =STDEV.P(e55, e56, e57, e58, e59, e60, e61, e62, e63, e64) =STDEV.P(f55, f56, f57, f58, f59, f60, f61, f62, f63, f64) =STDEV.P(g55, g56, g57, g58, g59, g60, g61, g62, g63, g64) =STDEV.P(h55, h56, h57, h58, h59, h60, h61, h62, h63, h64) =STDEV.P(i55, i56, i57, i58, i59, i60, i61, i62, i63, i64) =STDEV.P(j55, j56, j57, j58, j59, j60, j61, j62, j63, j64) =STDEV.P(k55, k56, k57, k58, k59, k60, k61, k62, k63, k64) =STDEV.P(l55, l56, l57, l58, l59, l60, l61, l62, l63, l64) =STDEV.P(m55, m56, m57, m58, m59, m60, m61, m62, m63, m64) =STDEV.P(n55, n56, n57, n58, n59, n60, n61, n62, n63, n64) =STDEV.P(o55, o56, o57, o58, o59, o60, o61, o62, o63, o64) =STDEV.P(p55, p56, p57, p58, p59, p60, p61, p62, p63, p64) =STDEV.P(q55, q56, q57, q58, q59, q60, q61, q62, q63, q64) =STDEV.P(r55, r56, r57, r58, r59, r60, r61, r62, r63, r64) =STDEV.P(s55, s56, s57, s58, s59, s60, s61, s62, s63, s64) =STDEV.P(t55, t56, t57, t58, t59, t60, t61, t62, t63, t64) =STDEV.P(a2, a3, a4, a5, a6, a7, a8, a9, a10, a11, a12, a13, a14, a15, a16, a17, a18, a19, a20, a21, a22, a23, a24, a25, a26, a27, a28, a29, a30, a31, a32, a33, a34, a35, a36, a37, a38, a39, a40, a41, a42, a43, a44, a45, a46, a47, a48, a49, a50, a51, a52, a53) =STDEV.P(b2, b3, b4, b5, b6, b7, b8, b9, b10, b11, b12, b13, b14, b15, b16, b17, b18, b19, b20, b21, b22, b23, b24, b25, b26, b27, b28, b29, b30, b31, b32, b33, b34, b35, b36, b37, b38, b39, b40, b41, b42, b43, b44, b45, b46, b47, b48, b49, b50, b51, b52, b53) =STDEV.P(c2, c3, c4, c5, c6, c7, c8, c9, c10, c11, c12, c13, c14, c15, c16, c17, c18, c19, c20, c21, c22, c23, c24, c25, c26, c27, c28, c29, c30, c31, c32, c33, c34, c35, c36, c37, c38, c39, c40, c41, c42, c43, c44, c45, c46, c47, c48, c49, c50, c51, c52, c53) =STDEV.P(d2, d3, d4, d5, d6, d7, d8, d9, d10, d11, d12, d13, d14, d15, d16, d17, d18, d19, d20, d21, d22, d23, d24, d25, d26, d27, d28, d29, d30, d31, d32, d33, d34, d35, d36, d37, d38, d39, d40, d41, d42, d43, d44, d45, d46, d47, d48, d49, d50, d51, d52, d53) =STDEV.P(e2, e3, e4, e5, e6, e7, e8, e9, e10, e11, e12, e13, e14, e15, e16, e17, e18, e19, e20, e21, e22, e23, e24, e25, e26, e27, e28, e29, e30, e31, e32, e33, e34, e35, e36, e37, e38, e39, e40, e41, e42, e43, e44, e45, e46, e47, e48, e49, e50, e51, e52, e53) =STDEV.P(f2, f3, f4, f5, f6, f7, f8, f9, f10, f11, f12, f13, f14, f15, f16, f17, f18, f19, f20, f21, f22, f23, f24, f25, f26, f27, f28, f29, f30, f31, f32, f33, f34, f35, f36, f37, f38, f39, f40, f41, f42, f43, f44, f45, f46, f47, f48, f49, f50, f51, f52, f53) =STDEV.P(g2, g3, g4, g5, g6, g7, g8, g9, g10, g11, g12, g13, g14, g15, g16, g17, g18, g19, g20, g21, g22, g23, g24, g25, g26, g27, g28, g29, g30, g31, g32, g33, g34, g35, g36, g37, g38, g39, g40, g41, g42, g43, g44, g45, g46, g47, g48, g49, g50, g51, g52, g53) =STDEV.P(h2, h3, h4, h5, h6, h7, h8, h9, h10, h11, h12, h13, h14, h15, h16, h17, h18, h19, h20, h21, h22, h23, h24, h25, h26, h27, h28, h29, h30, h31, h32, h33, h34, h35, h36, h37, h38, h39, h40, h41, h42, h43, h44, h45, h46, h47, h48, h49, h50, h51, h52, h53) =STDEV.P(i2, i3, i4, i5, i6, i7, i8, i9, i10, i11, i12, i13, i14, i15, i16, i17, i18, i19, i20, i21, i22, i23, i24, i25, i26, i27, i28, i29, i30, i31, i32, i33, i34, i35, i36, i37, i38, i39, i40, i41, i42, i43, i44, i45, i46, i47, i48, i49, i50, i51, i52, i53) =STDEV.P(j2, j3, j4, j5, j6, j7, j8, j9, j10, j11, j12, j13, j14, j15, j16, j17, j18, j19, j20, j21, j22, j23, j24, j25, j26, j27, j28, j29, j30, j31, j32, j33, j34, j35, j36, j37, j38, j39, j40, j41, j42, j43, j44, j45, j46, j47, j48, j49, j50, j51, j52, j53) =STDEV.P(k2, k3, k4, k5, k6, k7, k8, k9, k10, k11, k12, k13, k14, k15, k16, k17, k18, k19, k20, k21, k22, k23, k24, k25, k26, k27, k28, k29, k30, k31, k32, k33, k34, k35, k36, k37, k38, k39, k40, k41, k42, k43, k44, k45, k46, k47, k48, k49, k50, k51, k52, k53) =STDEV.P(l2, l3, l4, l5, l6, l7, l8, l9, l10, l11, l12, l13, l14, l15, l16, l17, l18, l19, l20, l21, l22, l23, l24, l25, l26, l27, l28, l29, l30, l31, l32, l33, l34, l35, l36, l37, l38, l39, l40, l41, l42, l43, l44, l45, l46, l47, l48, l49, l50, l51, l52, l53) =STDEV.P(m2, m3, m4, m5, m6, m7, m8, m9, m10, m11, m12, m13, m14, m15, m16, m17, m18, m19, m20, m21, m22, m23, m24, m25, m26, m27, m28, m29, m30, m31, m32, m33, m34, m35, m36, m37, m38, m39, m40, m41, m42, m43, m44, m45, m46, m47, m48, m49, m50, m51, m52, m53) =STDEV.P(n2, n3, n4, n5, n6, n7, n8, n9, n10, n11, n12, n13, n14, n15, n16, n17, n18, n19, n20, n21, n22, n23, n24, n25, n26, n27, n28, n29, n30, n31, n32, n33, n34, n35, n36, n37, n38, n39, n40, n41, n42, n43, n44, n45, n46, n47, n48, n49, n50, n51, n52, n53) =STDEV.P(o2, o3, o4, o5, o6, o7, o8, o9, o10, o11, o12, o13, o14, o15, o16, o17, o18, o19, o20, o21, o22, o23, o24, o25, o26, o27, o28, o29, o30, o31, o32, o33, o34, o35, o36, o37, o38, o39, o40, o41, o42, o43, o44, o45, o46, o47, o48, o49, o50, o51, o52, o53) =STDEV.P(p2, p3, p4, p5, p6, p7, p8, p9, p10, p11, p12, p13, p14, p15, p16, p17, p18, p19, p20, p21, p22, p23, p24, p25, p26, p27, p28, p29, p30, p31, p32, p33, p34, p35, p36, p37, p38, p39, p40, p41, p42, p43, p44, p45, p46, p47, p48, p49, p50, p51, p52, p53) =STDEV.P(q2, q3, q4, q5, q6, q7, q8, q9, q1 \ No newline at end of file diff --git a/PartB/90Cross90Mut2El/run_0/regress.his b/PartB/90Cross90Mut2El/run_0/regress.his new file mode 100644 index 0000000..93c3eeb --- /dev/null +++ b/PartB/90Cross90Mut2El/run_0/regress.his @@ -0,0 +1,960 @@ +=== BEST-OF-RUN === + current generation: 0 + generation: 0 + nodes: 39 + depth: 6 + hits: 808 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 808 + raw fitness: 808.0000 + standardized fitness: 808.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (+ (exp (- extent area)) + (- (+ convex 0.77586) + (* perimeter convex)))) + (+ (exp (* (- eccentricity major) + (+ minor eccentricity))) + (log (* (/ extent extent) + (- eccentricity -0.26866))))) + (exp (log (log (log (+ area extent)))))) +=== BEST-OF-RUN === + current generation: 1 + generation: 0 + nodes: 39 + depth: 6 + hits: 808 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 808 + raw fitness: 808.0000 + standardized fitness: 808.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (+ (exp (- extent area)) + (- (+ convex 0.77586) + (* perimeter convex)))) + (+ (exp (* (- eccentricity major) + (+ minor eccentricity))) + (log (* (/ extent extent) + (- eccentricity -0.26866))))) + (exp (log (log (log (+ area extent)))))) +=== BEST-OF-RUN === + current generation: 2 + generation: 0 + nodes: 39 + depth: 6 + hits: 808 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 808 + raw fitness: 808.0000 + standardized fitness: 808.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (+ (exp (- extent area)) + (- (+ convex 0.77586) + (* perimeter convex)))) + (+ (exp (* (- eccentricity major) + (+ minor eccentricity))) + (log (* (/ extent extent) + (- eccentricity -0.26866))))) + (exp (log (log (log (+ area extent)))))) +=== BEST-OF-RUN === + current generation: 3 + generation: 0 + nodes: 39 + depth: 6 + hits: 808 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 808 + raw fitness: 808.0000 + standardized fitness: 808.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (+ (exp (- extent area)) + (- (+ convex 0.77586) + (* perimeter convex)))) + (+ (exp (* (- eccentricity major) + (+ minor eccentricity))) + (log (* (/ extent extent) + (- eccentricity -0.26866))))) + (exp (log (log (log (+ area extent)))))) +=== BEST-OF-RUN === + current generation: 4 + generation: 0 + nodes: 39 + depth: 6 + hits: 808 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 808 + raw fitness: 808.0000 + standardized fitness: 808.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (+ (exp (- extent area)) + (- (+ convex 0.77586) + (* perimeter convex)))) + (+ (exp (* (- eccentricity major) + (+ minor eccentricity))) + (log (* (/ extent extent) + (- eccentricity -0.26866))))) + (exp (log (log (log (+ area extent)))))) +=== BEST-OF-RUN === + current generation: 5 + generation: 0 + nodes: 39 + depth: 6 + hits: 808 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 808 + raw fitness: 808.0000 + standardized fitness: 808.0000 + adjusted fitness: 0.9988 +TREE: + (- (* (log (+ (exp (- extent area)) + (- (+ convex 0.77586) + (* perimeter convex)))) + (+ (exp (* (- eccentricity major) + (+ minor eccentricity))) + (log (* (/ extent extent) + (- eccentricity -0.26866))))) + (exp (log (log (log (+ area extent)))))) +=== BEST-OF-RUN === + current generation: 6 + generation: 6 + nodes: 21 + depth: 7 + hits: 837 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 837 + raw fitness: 837.0000 + standardized fitness: 837.0000 + adjusted fitness: 0.9988 +TREE: + (* (log (exp (- (/ (* major eccentricity) + (log -0.80955)) + (/ (* extent perimeter) + (exp (+ major convex)))))) + (+ perimeter extent)) +=== BEST-OF-RUN === + current generation: 7 + generation: 7 + nodes: 32 + depth: 9 + hits: 851 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 851 + raw fitness: 851.0000 + standardized fitness: 851.0000 + adjusted fitness: 0.9988 +TREE: + (- (- (exp (- (log (* (exp (- (+ perimeter perimeter) major)) convex)) + (- (exp perimeter) + (log perimeter)))) major) + (- (/ (log (- (+ major major) perimeter)) + (+ area + (exp (+ 0.22570 perimeter)))) + (log (- major minor)))) +=== BEST-OF-RUN === + current generation: 8 + generation: 7 + nodes: 32 + depth: 9 + hits: 851 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 851 + raw fitness: 851.0000 + standardized fitness: 851.0000 + adjusted fitness: 0.9988 +TREE: + (- (- (exp (- (log (* (exp (- (+ perimeter perimeter) major)) convex)) + (- (exp perimeter) + (log perimeter)))) major) + (- (/ (log (- (+ major major) perimeter)) + (+ area + (exp (+ 0.22570 perimeter)))) + (log (- major minor)))) +=== BEST-OF-RUN === + current generation: 9 + generation: 7 + nodes: 32 + depth: 9 + hits: 851 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 851 + raw fitness: 851.0000 + standardized fitness: 851.0000 + adjusted fitness: 0.9988 +TREE: + (- (- (exp (- (log (* (exp (- (+ perimeter perimeter) major)) convex)) + (- (exp perimeter) + (log perimeter)))) major) + (- (/ (log (- (+ major major) perimeter)) + (+ area + (exp (+ 0.22570 perimeter)))) + (log (- major minor)))) +=== BEST-OF-RUN === + current generation: 10 + generation: 7 + nodes: 32 + depth: 9 + hits: 851 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 851 + raw fitness: 851.0000 + standardized fitness: 851.0000 + adjusted fitness: 0.9988 +TREE: + (- (- (exp (- (log (* (exp (- (+ perimeter perimeter) major)) convex)) + (- (exp perimeter) + (log perimeter)))) major) + (- (/ (log (- (+ major major) perimeter)) + (+ area + (exp (+ 0.22570 perimeter)))) + (log (- major minor)))) +=== BEST-OF-RUN === + current generation: 11 + generation: 7 + nodes: 32 + depth: 9 + hits: 851 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 851 + raw fitness: 851.0000 + standardized fitness: 851.0000 + adjusted fitness: 0.9988 +TREE: + (- (- (exp (- (log (* (exp (- (+ perimeter perimeter) major)) convex)) + (- (exp perimeter) + (log perimeter)))) major) + (- (/ (log (- (+ major major) perimeter)) + (+ area + (exp (+ 0.22570 perimeter)))) + (log (- major minor)))) +=== BEST-OF-RUN === + current generation: 12 + generation: 12 + nodes: 6 + depth: 4 + hits: 910 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 910 + raw fitness: 910.0000 + standardized fitness: 910.0000 + adjusted fitness: 0.9989 +TREE: + (log (+ (log (log perimeter)) -0.81321)) +=== BEST-OF-RUN === + current generation: 13 + generation: 12 + nodes: 6 + depth: 4 + hits: 910 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 910 + raw fitness: 910.0000 + standardized fitness: 910.0000 + adjusted fitness: 0.9989 +TREE: + (log (+ (log (log perimeter)) -0.81321)) +=== BEST-OF-RUN === + current generation: 14 + generation: 12 + nodes: 6 + depth: 4 + hits: 910 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 910 + raw fitness: 910.0000 + standardized fitness: 910.0000 + adjusted fitness: 0.9989 +TREE: + (log (+ (log (log perimeter)) -0.81321)) +=== BEST-OF-RUN === + current generation: 15 + generation: 12 + nodes: 6 + depth: 4 + hits: 910 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 910 + raw fitness: 910.0000 + standardized fitness: 910.0000 + adjusted fitness: 0.9989 +TREE: + (log (+ (log (log perimeter)) -0.81321)) +=== BEST-OF-RUN === + current generation: 16 + generation: 12 + nodes: 6 + depth: 4 + hits: 910 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 910 + raw fitness: 910.0000 + standardized fitness: 910.0000 + adjusted fitness: 0.9989 +TREE: + (log (+ (log (log perimeter)) -0.81321)) +=== BEST-OF-RUN === + current generation: 17 + generation: 12 + nodes: 6 + depth: 4 + hits: 910 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 910 + raw fitness: 910.0000 + standardized fitness: 910.0000 + adjusted fitness: 0.9989 +TREE: + (log (+ (log (log perimeter)) -0.81321)) +=== BEST-OF-RUN === + current generation: 18 + generation: 12 + nodes: 6 + depth: 4 + hits: 910 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 910 + raw fitness: 910.0000 + standardized fitness: 910.0000 + adjusted fitness: 0.9989 +TREE: + (log (+ (log (log perimeter)) -0.81321)) +=== BEST-OF-RUN === + current generation: 19 + generation: 12 + nodes: 6 + depth: 4 + hits: 910 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 910 + raw fitness: 910.0000 + standardized fitness: 910.0000 + adjusted fitness: 0.9989 +TREE: + (log (+ (log (log perimeter)) -0.81321)) +=== BEST-OF-RUN === + current generation: 20 + generation: 12 + nodes: 6 + depth: 4 + hits: 910 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 910 + raw fitness: 910.0000 + standardized fitness: 910.0000 + adjusted fitness: 0.9989 +TREE: + (log (+ (log (log perimeter)) -0.81321)) +=== BEST-OF-RUN === + current generation: 21 + generation: 12 + nodes: 6 + depth: 4 + hits: 910 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 910 + raw fitness: 910.0000 + standardized fitness: 910.0000 + adjusted fitness: 0.9989 +TREE: + (log (+ (log (log perimeter)) -0.81321)) +=== BEST-OF-RUN === + current generation: 22 + generation: 12 + nodes: 6 + depth: 4 + hits: 910 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 910 + raw fitness: 910.0000 + standardized fitness: 910.0000 + adjusted fitness: 0.9989 +TREE: + (log (+ (log (log perimeter)) -0.81321)) +=== BEST-OF-RUN === + current generation: 23 + generation: 12 + nodes: 6 + depth: 4 + hits: 910 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 910 + raw fitness: 910.0000 + standardized fitness: 910.0000 + adjusted fitness: 0.9989 +TREE: + (log (+ (log (log perimeter)) -0.81321)) +=== BEST-OF-RUN === + current generation: 24 + generation: 12 + nodes: 6 + depth: 4 + hits: 910 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 910 + raw fitness: 910.0000 + standardized fitness: 910.0000 + adjusted fitness: 0.9989 +TREE: + (log (+ (log (log 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generation: 12 + nodes: 6 + depth: 4 + hits: 910 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 910 + raw fitness: 910.0000 + standardized fitness: 910.0000 + adjusted fitness: 0.9989 +TREE: + (log (+ (log (log perimeter)) -0.81321)) +=== BEST-OF-RUN === + current generation: 51 + generation: 12 + nodes: 6 + depth: 4 + hits: 910 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 910 + raw fitness: 910.0000 + standardized fitness: 910.0000 + adjusted fitness: 0.9989 +TREE: + (log (+ (log (log perimeter)) -0.81321)) diff --git a/PartB/90Cross90Mut2El/run_0/regress.prg b/PartB/90Cross90Mut2El/run_0/regress.prg new file mode 100644 index 0000000..e4ea76f --- /dev/null +++ b/PartB/90Cross90Mut2El/run_0/regress.prg @@ -0,0 +1,1002 @@ +not starting from checkpoint file. +1000 fitness cases: + area = 14500.00000, perimeter = 504.06799, major_axis_length = 218.90503, minor_axis_length = 85.14117, eccentricity = 0.92126, convex_area = 14864.00000, extent = 0.61990, type = C + area = 11215.00000, perimeter = 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0.89371, convex_area = 14658.00000, extent = 0.56038, type = C + area = 11104.00000, perimeter = 420.97000, major_axis_length = 164.93903, minor_axis_length = 87.29203, eccentricity = 0.84847, convex_area = 11429.00000, extent = 0.63271, type = O + area = 14471.00000, perimeter = 491.34201, major_axis_length = 200.41316, minor_axis_length = 92.81940, eccentricity = 0.88629, convex_area = 14736.00000, extent = 0.58597, type = C + area = 8499.00000, perimeter = 370.44601, major_axis_length = 156.07228, minor_axis_length = 70.63036, eccentricity = 0.89174, convex_area = 8648.00000, extent = 0.76156, type = O + area = 15136.00000, perimeter = 518.64398, major_axis_length = 221.70911, minor_axis_length = 88.20763, eccentricity = 0.91745, convex_area = 15469.00000, extent = 0.52971, type = C + area = 13665.00000, perimeter = 472.51599, major_axis_length = 199.54422, minor_axis_length = 87.68464, eccentricity = 0.89828, convex_area = 13944.00000, extent = 0.71142, type = C + area = 15172.00000, perimeter = 504.15799, major_axis_length = 213.22467, minor_axis_length = 91.66706, eccentricity = 0.90287, convex_area = 15477.00000, extent = 0.62244, type = C + area = 14950.00000, perimeter = 496.88400, major_axis_length = 207.82280, minor_axis_length = 93.10914, eccentricity = 0.89402, convex_area = 15422.00000, extent = 0.57932, type = C + area = 11467.00000, perimeter = 448.68301, major_axis_length = 192.08723, minor_axis_length = 77.16972, eccentricity = 0.91575, convex_area = 11739.00000, extent = 0.56979, type = O + area = 13975.00000, perimeter = 482.58899, major_axis_length = 203.41641, minor_axis_length = 88.66715, eccentricity = 0.90000, convex_area = 14275.00000, extent = 0.67265, type = C + area = 13269.00000, perimeter = 458.49399, major_axis_length = 183.40436, minor_axis_length = 93.34014, eccentricity = 0.86081, convex_area = 13619.00000, extent = 0.61074, type = O + area = 10488.00000, perimeter = 416.60901, major_axis_length = 175.39789, minor_axis_length = 77.31371, eccentricity = 0.89761, convex_area = 10720.00000, extent = 0.71757, type = O + area = 14295.00000, perimeter = 484.22699, major_axis_length = 202.77057, minor_axis_length = 91.39712, eccentricity = 0.89265, convex_area = 14528.00000, extent = 0.55182, type = C + area = 12188.00000, perimeter = 434.21301, major_axis_length = 171.75890, minor_axis_length = 91.43890, eccentricity = 0.84651, convex_area = 12529.00000, extent = 0.62196, type = O + area = 12743.00000, perimeter = 435.81799, major_axis_length = 176.11099, minor_axis_length = 92.47711, eccentricity = 0.85104, convex_area = 12897.00000, extent = 0.63209, type = O + area = 13121.00000, perimeter = 475.91000, major_axis_length = 202.68623, minor_axis_length = 83.13022, eccentricity = 0.91202, convex_area = 13439.00000, extent = 0.57197, type = C + area = 14697.00000, perimeter = 495.88300, major_axis_length = 208.15839, minor_axis_length = 90.96687, eccentricity = 0.89946, convex_area = 15073.00000, extent = 0.59492, type = C + area = 14301.00000, perimeter = 497.77399, major_axis_length = 209.87636, minor_axis_length = 87.29937, eccentricity = 0.90938, convex_area = 14591.00000, extent = 0.60068, type = C + area = 12279.00000, perimeter = 455.41501, major_axis_length = 191.65334, minor_axis_length = 82.47570, eccentricity = 0.90267, convex_area = 12549.00000, extent = 0.59204, type = O + area = 14189.00000, perimeter = 491.97299, major_axis_length = 209.93643, minor_axis_length = 86.80910, eccentricity = 0.91050, convex_area = 14496.00000, extent = 0.55099, type = C + area = 14436.00000, perimeter = 486.98901, major_axis_length = 204.49770, minor_axis_length = 90.86436, eccentricity = 0.89586, convex_area = 14709.00000, extent = 0.64186, type = C + area = 11964.00000, perimeter = 447.50601, major_axis_length = 191.44385, minor_axis_length = 80.27491, eccentricity = 0.90784, convex_area = 12166.00000, extent = 0.75468, type = O diff --git a/PartB/90Cross90Mut2El/run_0/regress.stt b/PartB/90Cross90Mut2El/run_0/regress.stt new file mode 100644 index 0000000..54ee9c6 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_0/regress.stt @@ -0,0 +1,53 @@ +GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN +0 0 0.9613 0.9988 0.0000 17.921 3.461 39 6 88 6 0.9613 0.9988 0.0000 17.921 3.461 39 6 88 6 +1 0 0.9890 0.9988 0.0000 16.205 3.524 39 6 22 5 0.9752 0.9988 0.0000 17.063 3.493 39 6 88 6 +2 0 0.9917 0.9988 0.0000 15.957 3.613 39 6 23 6 0.9807 0.9988 0.0000 16.694 3.533 39 6 88 6 +3 0 0.9920 0.9988 0.0000 15.149 3.631 39 6 76 6 0.9835 0.9988 0.0000 16.308 3.558 39 6 88 6 +4 0 0.9930 0.9988 0.0000 14.415 3.622 39 6 31 6 0.9854 0.9988 0.0000 15.930 3.571 39 6 88 6 +5 0 0.9940 0.9988 0.0000 13.613 3.536 39 6 16 5 0.9869 0.9988 0.0000 15.543 3.565 39 6 88 6 +6 0 0.9935 0.9988 0.0000 13.135 3.519 21 7 71 11 0.9878 0.9988 0.0000 15.199 3.558 21 7 88 6 +7 0 0.9944 0.9988 0.0000 12.161 3.400 32 9 20 6 0.9886 0.9988 0.0000 14.820 3.538 32 9 88 6 +8 0 0.9918 0.9988 0.0000 11.717 3.343 32 9 23 8 0.9890 0.9988 0.0000 14.475 3.517 32 9 88 6 +9 0 0.9940 0.9988 0.0000 10.936 3.237 32 9 27 6 0.9895 0.9988 0.0000 14.121 3.489 32 9 88 6 +10 0 0.9960 0.9988 0.0000 10.593 3.218 32 9 13 6 0.9901 0.9988 0.0000 13.800 3.464 32 9 88 6 +11 0 0.9968 0.9988 0.0000 10.023 3.126 32 9 15 5 0.9906 0.9988 0.0000 13.485 3.436 32 9 88 6 +12 0 0.9962 0.9989 0.0000 9.630 3.086 6 4 97 9 0.9911 0.9989 0.0000 13.189 3.409 6 4 88 6 +13 0 0.9954 0.9989 0.0000 9.141 3.046 6 4 49 11 0.9914 0.9989 0.0000 12.900 3.383 6 4 88 6 +14 0 0.9954 0.9989 0.0000 8.687 2.940 6 4 32 6 0.9917 0.9989 0.0000 12.619 3.354 6 4 88 6 +15 0 0.9960 0.9989 0.0000 8.433 2.938 6 4 11 4 0.9919 0.9989 0.0000 12.357 3.328 6 4 88 6 +16 0 0.9966 0.9989 0.0000 8.215 2.898 6 4 37 11 0.9922 0.9989 0.0000 12.114 3.302 6 4 88 6 +17 0 0.9968 0.9989 0.0000 7.859 2.828 6 4 17 5 0.9925 0.9989 0.0000 11.877 3.276 6 4 88 6 +18 0 0.9974 0.9989 0.0000 7.433 2.697 6 4 24 6 0.9927 0.9989 0.0000 11.643 3.245 6 4 88 6 +19 0 0.9970 0.9989 0.0000 7.169 2.630 6 4 13 4 0.9929 0.9989 0.0000 11.420 3.215 6 4 88 6 +20 0 0.9974 0.9989 0.0000 6.915 2.568 6 4 7 3 0.9932 0.9989 0.0000 11.205 3.184 6 4 88 6 +21 0 0.9974 0.9989 0.0000 6.733 2.495 6 4 12 4 0.9933 0.9989 0.0000 11.002 3.153 6 4 88 6 +22 0 0.9977 0.9989 0.0000 6.475 2.407 6 4 74 13 0.9935 0.9989 0.0000 10.805 3.120 6 4 88 6 +23 0 0.9972 0.9989 0.0000 6.252 2.336 6 4 15 6 0.9937 0.9989 0.0000 10.615 3.087 6 4 88 6 +24 0 0.9978 0.9989 0.0000 5.959 2.274 6 4 13 6 0.9939 0.9989 0.0000 10.429 3.055 6 4 88 6 +25 0 0.9980 0.9989 0.9973 5.662 2.198 6 4 33 7 0.9940 0.9989 0.0000 10.246 3.022 6 4 88 6 +26 0 0.9970 0.9989 0.0000 5.541 2.152 6 4 19 6 0.9941 0.9989 0.0000 10.071 2.990 6 4 88 6 +27 0 0.9978 0.9989 0.0000 5.229 2.045 6 4 26 6 0.9943 0.9989 0.0000 9.898 2.956 6 4 88 6 +28 0 0.9976 0.9989 0.0000 5.100 1.989 6 4 17 5 0.9944 0.9989 0.0000 9.733 2.923 6 4 88 6 +29 0 0.9976 0.9989 0.0000 5.030 1.967 6 4 8 4 0.9945 0.9989 0.0000 9.576 2.891 6 4 88 6 +30 0 0.9978 0.9989 0.0000 4.841 1.902 6 4 9 3 0.9946 0.9989 0.0000 9.423 2.859 6 4 88 6 +31 0 0.9972 0.9989 0.0000 4.697 1.835 6 4 12 5 0.9947 0.9989 0.0000 9.276 2.827 6 4 88 6 +32 0 0.9976 0.9989 0.0000 4.652 1.818 6 4 13 4 0.9948 0.9989 0.0000 9.136 2.796 6 4 88 6 +33 0 0.9974 0.9989 0.0000 4.509 1.765 6 4 5 2 0.9948 0.9989 0.0000 9.000 2.766 6 4 88 6 +34 0 0.9978 0.9989 0.0000 4.541 1.801 6 4 9 5 0.9949 0.9989 0.0000 8.872 2.738 6 4 88 6 +35 0 0.9976 0.9989 0.0000 4.469 1.770 6 4 9 3 0.9950 0.9989 0.0000 8.750 2.712 6 4 88 6 +36 0 0.9980 0.9989 0.9969 4.430 1.764 6 4 22 8 0.9951 0.9989 0.0000 8.633 2.686 6 4 88 6 +37 0 0.9970 0.9989 0.0000 4.375 1.735 6 4 9 4 0.9951 0.9989 0.0000 8.521 2.661 6 4 88 6 +38 0 0.9978 0.9989 0.0000 4.246 1.676 6 4 10 4 0.9952 0.9989 0.0000 8.411 2.636 6 4 88 6 +39 0 0.9978 0.9989 0.0000 4.230 1.649 6 4 16 4 0.9953 0.9989 0.0000 8.307 2.611 6 4 88 6 +40 0 0.9976 0.9989 0.0000 4.236 1.658 6 4 7 3 0.9953 0.9989 0.0000 8.208 2.588 6 4 88 6 +41 0 0.9974 0.9989 0.0000 4.260 1.673 6 4 5 2 0.9954 0.9989 0.0000 8.114 2.566 6 4 88 6 +42 0 0.9968 0.9989 0.0000 4.255 1.673 6 4 9 4 0.9954 0.9989 0.0000 8.024 2.545 6 4 88 6 +43 0 0.9974 0.9989 0.0000 4.305 1.689 6 4 15 5 0.9955 0.9989 0.0000 7.939 2.526 6 4 88 6 +44 0 0.9980 0.9989 0.9962 4.352 1.711 6 4 5 2 0.9955 0.9989 0.0000 7.860 2.508 6 4 88 6 +45 0 0.9972 0.9989 0.0000 4.349 1.707 6 4 35 12 0.9956 0.9989 0.0000 7.783 2.490 6 4 88 6 +46 0 0.9980 0.9989 0.9962 4.345 1.708 6 4 5 2 0.9956 0.9989 0.0000 7.710 2.474 6 4 88 6 +47 0 0.9978 0.9989 0.0000 4.348 1.698 6 4 9 4 0.9956 0.9989 0.0000 7.640 2.457 6 4 88 6 +48 0 0.9976 0.9989 0.0000 4.307 1.684 6 4 15 7 0.9957 0.9989 0.0000 7.572 2.442 6 4 88 6 +49 0 0.9974 0.9989 0.0000 4.360 1.719 6 4 13 5 0.9957 0.9989 0.0000 7.508 2.427 6 4 88 6 +50 0 0.9974 0.9989 0.0000 4.342 1.708 6 4 15 5 0.9958 0.9989 0.0000 7.446 2.413 6 4 88 6 +51 0 0.9974 0.9989 0.0000 4.286 1.679 6 4 9 3 0.9958 0.9989 0.0000 7.385 2.399 6 4 88 6 diff --git a/PartB/90Cross90Mut2El/run_0/regress.sys b/PartB/90Cross90Mut2El/run_0/regress.sys new file mode 100644 index 0000000..7c2163e --- /dev/null +++ b/PartB/90Cross90Mut2El/run_0/regress.sys @@ -0,0 +1,205 @@ + +[ lil-gp Genetic Programming System. +[ Portions copyright (c) 1995 Michigan State University. All rights reserved. +[ kernel version 1.0; 11 July 1995. + + +initialization: + parameter database. + ephemeral random constants. + generation spaces. +updating function set(s): + set 0: removed. +building function set(s): + set 0: * / + - exp log area perimeter major minor eccentricity convex extent R + tree 0 uses function set 0. + function set complete. + no random number seed specfied; using 206. +creating initial population(s): + 7354 trees were generated to fill the population of 5000 (5000 trees). + initial population(s) complete. + + +starting evolution. +no checkpointing will be done. +=== generation 0. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 1. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 2. + evaluation complete. (1s wall) + breeding complete. (1s wall) +=== generation 3. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 4. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 5. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 6. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 7. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 8. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 9. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 10. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 11. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 12. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 13. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 14. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 15. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 16. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 17. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 18. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 19. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 20. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 21. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 22. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 23. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 24. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 25. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 26. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 27. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 28. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 29. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 30. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 31. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 32. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 33. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 34. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 35. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 36. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 37. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 38. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 39. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 40. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 41. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 42. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 43. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 44. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 45. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 46. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 47. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 48. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 49. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 50. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 51. + evaluation complete. (1s wall) + +SYSTEM STATISTICS + +------- memory ------- + allocated: 62044411 + freed: 61996411 + not freed: 48000 + max allocated: 2491702 + malloc'ed blocks: 924769 + realloc'ed blocks: 7 + free'ed blocks: 924763 + +------- time ------- + overall: 31s wall + evaluation: 26s wall + breeding: 4s wall + +------- generation spaces ------- + space 0 size: 200 + space 1 size: 100 + +------- ephemeral random constants ------- + used: 23808 + freed: 23808 + allocated: 5500 + blocks: 10 diff --git a/PartB/90Cross90Mut2El/run_1/regress.bst b/PartB/90Cross90Mut2El/run_1/regress.bst new file mode 100644 index 0000000..be091f0 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_1/regress.bst @@ -0,0 +1,23 @@ +=== BEST-OF-RUN === + generation: 29 + nodes: 28 + depth: 11 + hits: 796 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 796 + raw fitness: 796.0000 + standardized fitness: 796.0000 + adjusted fitness: 0.9987 +TREE: + (- -0.56675 + (* (* convex + (* (* (- (exp (/ major + (/ major 0.85721))) + (log (log (/ (exp (log 0.36280)) + (+ (/ -0.40757 -0.64541) area))))) extent) convex)) extent)) +TREE-equ: +y = (-0.56675 - ((convex * (((exp((major / (major / 0.85721))) - log(log((exp(log(0.36280)) / ((-0.40757 / -0.64541) + area))))) * extent) * convex)) * extent)) diff --git a/PartB/90Cross90Mut2El/run_1/regress.fn b/PartB/90Cross90Mut2El/run_1/regress.fn new file mode 100644 index 0000000..5589a48 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_1/regress.fn @@ -0,0 +1,17 @@ +Hits: 2308, Total Size: 2810, Percent Hit: 82.135231 +CC: 673 +CO: 481 +OO: 1635 +OC: 21 +Fitness: 0.998745 +Hits: 796 + + +y = (-0.56675 - ((convex * (((exp((major / (major / 0.85721))) - log(log((exp(log(0.36280)) / ((-0.40757 / -0.64541) + area))))) * extent) * convex)) * extent)) + + (- -0.56675 + (* (* convex + (* (* (- (exp (/ major + (/ major 0.85721))) + (log (log (/ (exp (log 0.36280)) + (+ (/ -0.40757 -0.64541) area))))) extent) convex)) extent)) diff --git a/PartB/90Cross90Mut2El/run_1/regress.gen b/PartB/90Cross90Mut2El/run_1/regress.gen new file mode 100644 index 0000000..e69de29 diff --git a/PartB/90Cross90Mut2El/run_1/regress.his b/PartB/90Cross90Mut2El/run_1/regress.his new file mode 100644 index 0000000..0d0d2bc --- /dev/null +++ b/PartB/90Cross90Mut2El/run_1/regress.his @@ -0,0 +1,1010 @@ +=== BEST-OF-RUN === + current generation: 0 + generation: 0 + nodes: 31 + depth: 5 + hits: 630 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 630 + raw fitness: 630.0000 + standardized fitness: 630.0000 + adjusted fitness: 0.9984 +TREE: + (/ (exp (/ (- (log convex) + (* convex extent)) + (/ (+ major eccentricity) + (+ eccentricity extent)))) + (log (log (/ (- convex area) + (+ minor extent))))) +=== BEST-OF-RUN === + current generation: 1 + generation: 1 + nodes: 11 + depth: 3 + hits: 727 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 727 + raw fitness: 727.0000 + standardized fitness: 727.0000 + adjusted fitness: 0.9986 +TREE: + (/ (- (log eccentricity) + (+ eccentricity major)) + (exp (/ perimeter extent))) +=== BEST-OF-RUN === + current generation: 2 + generation: 2 + nodes: 4 + depth: 2 + hits: 778 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 778 + raw fitness: 778.0000 + standardized fitness: 778.0000 + adjusted fitness: 0.9987 +TREE: + (+ 0.12228 + (log eccentricity)) +=== BEST-OF-RUN === + current generation: 3 + generation: 2 + nodes: 4 + depth: 2 + hits: 778 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 778 + raw fitness: 778.0000 + standardized fitness: 778.0000 + adjusted fitness: 0.9987 +TREE: + (+ 0.12228 + (log eccentricity)) +=== BEST-OF-RUN === + current generation: 4 + generation: 2 + nodes: 4 + depth: 2 + hits: 778 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 778 + raw fitness: 778.0000 + standardized fitness: 778.0000 + adjusted fitness: 0.9987 +TREE: + (+ 0.12228 + (log eccentricity)) +=== BEST-OF-RUN === + current generation: 5 + generation: 2 + nodes: 4 + depth: 2 + hits: 778 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 778 + raw fitness: 778.0000 + standardized fitness: 778.0000 + adjusted fitness: 0.9987 +TREE: + (+ 0.12228 + (log eccentricity)) +=== BEST-OF-RUN === + current generation: 6 + generation: 6 + nodes: 3 + depth: 1 + hits: 781 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 781 + raw fitness: 781.0000 + standardized fitness: 781.0000 + adjusted fitness: 0.9987 +TREE: + (- eccentricity 0.88840) +=== BEST-OF-RUN === + current generation: 7 + generation: 6 + nodes: 3 + depth: 1 + hits: 781 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 781 + raw fitness: 781.0000 + standardized fitness: 781.0000 + adjusted fitness: 0.9987 +TREE: + (- eccentricity 0.88840) +=== BEST-OF-RUN === + current generation: 8 + generation: 6 + nodes: 3 + depth: 1 + hits: 781 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 781 + raw fitness: 781.0000 + standardized fitness: 781.0000 + adjusted fitness: 0.9987 +TREE: + (- eccentricity 0.88840) +=== BEST-OF-RUN === + current generation: 9 + generation: 6 + nodes: 3 + depth: 1 + hits: 781 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 781 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INDIVIDUAL: + + + +-- #1 -- + hits: 781 + raw fitness: 781.0000 + standardized fitness: 781.0000 + adjusted fitness: 0.9987 +TREE: + (- eccentricity 0.88840) +=== BEST-OF-RUN === + current generation: 14 + generation: 6 + nodes: 3 + depth: 1 + hits: 781 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 781 + raw fitness: 781.0000 + standardized fitness: 781.0000 + adjusted fitness: 0.9987 +TREE: + (- eccentricity 0.88840) +=== BEST-OF-RUN === + current generation: 15 + generation: 6 + nodes: 3 + depth: 1 + hits: 781 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 781 + raw fitness: 781.0000 + standardized fitness: 781.0000 + adjusted fitness: 0.9987 +TREE: + (- eccentricity 0.88840) +=== BEST-OF-RUN === + current generation: 16 + generation: 6 + nodes: 3 + depth: 1 + hits: 781 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 781 + raw fitness: 781.0000 + standardized fitness: 781.0000 + adjusted fitness: 0.9987 +TREE: + (- eccentricity 0.88840) +=== BEST-OF-RUN === + current generation: 17 + generation: 6 + 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eccentricity 0.88840) +=== BEST-OF-RUN === + current generation: 25 + generation: 6 + nodes: 3 + depth: 1 + hits: 781 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 781 + raw fitness: 781.0000 + standardized fitness: 781.0000 + adjusted fitness: 0.9987 +TREE: + (- eccentricity 0.88840) +=== BEST-OF-RUN === + current generation: 26 + generation: 6 + nodes: 3 + depth: 1 + hits: 781 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 781 + raw fitness: 781.0000 + standardized fitness: 781.0000 + adjusted fitness: 0.9987 +TREE: + (- eccentricity 0.88840) +=== BEST-OF-RUN === + current generation: 27 + generation: 6 + nodes: 3 + depth: 1 + hits: 781 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 781 + raw fitness: 781.0000 + standardized fitness: 781.0000 + adjusted fitness: 0.9987 +TREE: + (- eccentricity 0.88840) +=== BEST-OF-RUN === + current generation: 28 + generation: 6 + nodes: 3 + depth: 1 + hits: 781 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 781 + raw fitness: 781.0000 + standardized fitness: 781.0000 + adjusted fitness: 0.9987 +TREE: + (- eccentricity 0.88840) +=== BEST-OF-RUN === + current generation: 29 + generation: 29 + nodes: 28 + depth: 11 + hits: 796 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 796 + raw fitness: 796.0000 + standardized fitness: 796.0000 + adjusted fitness: 0.9987 +TREE: + (- -0.56675 + (* (* convex + (* (* (- (exp (/ major + (/ major 0.85721))) + (log (log (/ (exp (log 0.36280)) + (+ (/ -0.40757 -0.64541) area))))) extent) convex)) extent)) +=== BEST-OF-RUN === + current generation: 30 + generation: 29 + nodes: 28 + depth: 11 + hits: 796 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 796 + raw fitness: 796.0000 + standardized fitness: 796.0000 + adjusted fitness: 0.9987 +TREE: + (- -0.56675 + (* (* convex + (* (* (- (exp (/ major + (/ major 0.85721))) + (log (log (/ (exp (log 0.36280)) + (+ (/ -0.40757 -0.64541) area))))) extent) convex)) extent)) +=== BEST-OF-RUN === + current generation: 31 + generation: 29 + nodes: 28 + depth: 11 + hits: 796 +TOP INDIVIDUAL: + + + 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0.85721))) + (log (log (/ (exp (log 0.36280)) + (+ (/ -0.40757 -0.64541) area))))) extent) convex)) extent)) +=== BEST-OF-RUN === + current generation: 34 + generation: 29 + nodes: 28 + depth: 11 + hits: 796 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 796 + raw fitness: 796.0000 + standardized fitness: 796.0000 + adjusted fitness: 0.9987 +TREE: + (- -0.56675 + (* (* convex + (* (* (- (exp (/ major + (/ major 0.85721))) + (log (log (/ (exp (log 0.36280)) + (+ (/ -0.40757 -0.64541) area))))) extent) convex)) extent)) +=== BEST-OF-RUN === + current generation: 35 + generation: 29 + nodes: 28 + depth: 11 + hits: 796 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 796 + raw fitness: 796.0000 + standardized fitness: 796.0000 + adjusted fitness: 0.9987 +TREE: + (- -0.56675 + (* (* convex + (* (* (- (exp (/ major + (/ major 0.85721))) + (log (log (/ (exp (log 0.36280)) + (+ (/ -0.40757 -0.64541) area))))) extent) convex)) extent)) +=== BEST-OF-RUN === + current generation: 36 + generation: 29 + nodes: 28 + depth: 11 + hits: 796 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 796 + raw fitness: 796.0000 + standardized fitness: 796.0000 + adjusted fitness: 0.9987 +TREE: + (- -0.56675 + (* (* convex + (* (* (- (exp (/ major + (/ major 0.85721))) + (log (log (/ (exp (log 0.36280)) + (+ (/ -0.40757 -0.64541) area))))) extent) convex)) extent)) +=== BEST-OF-RUN === + current generation: 37 + generation: 29 + nodes: 28 + depth: 11 + hits: 796 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 796 + raw fitness: 796.0000 + standardized fitness: 796.0000 + adjusted fitness: 0.9987 +TREE: + (- -0.56675 + (* (* convex + (* (* (- (exp (/ major + (/ major 0.85721))) + (log (log (/ (exp (log 0.36280)) + (+ (/ -0.40757 -0.64541) area))))) extent) convex)) extent)) +=== BEST-OF-RUN === + current generation: 38 + generation: 29 + nodes: 28 + depth: 11 + hits: 796 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 796 + raw fitness: 796.0000 + standardized fitness: 796.0000 + adjusted fitness: 0.9987 +TREE: + (- -0.56675 + (* (* convex + (* (* (- (exp (/ major + (/ major 0.85721))) + (log (log (/ (exp (log 0.36280)) + (+ (/ -0.40757 -0.64541) area))))) extent) convex)) extent)) +=== BEST-OF-RUN === + current generation: 39 + generation: 29 + nodes: 28 + depth: 11 + hits: 796 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 796 + raw fitness: 796.0000 + standardized fitness: 796.0000 + adjusted fitness: 0.9987 +TREE: + (- -0.56675 + (* (* convex + (* (* (- (exp (/ major + (/ major 0.85721))) + (log (log (/ (exp (log 0.36280)) + (+ (/ -0.40757 -0.64541) area))))) extent) convex)) extent)) +=== BEST-OF-RUN === + current generation: 40 + generation: 29 + nodes: 28 + depth: 11 + hits: 796 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 796 + raw fitness: 796.0000 + standardized fitness: 796.0000 + adjusted fitness: 0.9987 +TREE: + (- -0.56675 + (* (* convex + (* (* (- (exp (/ major + (/ major 0.85721))) + (log (log (/ (exp (log 0.36280)) + (+ (/ -0.40757 -0.64541) area))))) extent) convex)) extent)) +=== BEST-OF-RUN === + 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13115.00000, perimeter = 461.03601, major_axis_length = 195.01874, minor_axis_length = 86.78284, eccentricity = 0.89553, convex_area = 13381.00000, extent = 0.73846, type = C + area = 13787.00000, perimeter = 476.89600, major_axis_length = 201.33832, minor_axis_length = 88.16448, eccentricity = 0.89903, convex_area = 14045.00000, extent = 0.57599, type = C + area = 12091.00000, perimeter = 463.35101, major_axis_length = 203.59439, minor_axis_length = 76.65411, eccentricity = 0.92641, convex_area = 12298.00000, extent = 0.79306, type = C + area = 11334.00000, perimeter = 433.38901, major_axis_length = 178.98973, minor_axis_length = 82.29804, eccentricity = 0.88803, convex_area = 11566.00000, extent = 0.71158, type = O + area = 14843.00000, perimeter = 510.10199, major_axis_length = 220.03586, minor_axis_length = 86.50136, eccentricity = 0.91949, convex_area = 15155.00000, extent = 0.53315, type = C + area = 13269.00000, perimeter = 470.63501, major_axis_length = 197.38409, minor_axis_length = 86.42865, eccentricity = 0.89904, convex_area = 13626.00000, extent = 0.56633, type = C + area = 12326.00000, perimeter = 459.68201, major_axis_length = 194.34097, minor_axis_length = 82.07947, eccentricity = 0.90643, convex_area = 12686.00000, extent = 0.61933, type = C + area = 11573.00000, perimeter = 427.28101, major_axis_length = 176.78906, minor_axis_length = 84.64529, eccentricity = 0.87793, convex_area = 11828.00000, extent = 0.60684, type = O + area = 15072.00000, perimeter = 487.58499, major_axis_length = 202.49474, minor_axis_length = 95.35527, eccentricity = 0.88219, convex_area = 15267.00000, extent = 0.79056, type = C + area = 12496.00000, perimeter = 449.74100, major_axis_length = 181.12390, minor_axis_length = 89.78374, eccentricity = 0.86849, convex_area = 12870.00000, extent = 0.68355, type = O + area = 15269.00000, perimeter = 519.76599, major_axis_length = 222.41956, minor_axis_length = 88.28183, eccentricity = 0.91786, convex_area = 15620.00000, extent = 0.56575, type = C + area = 13002.00000, perimeter = 465.17999, major_axis_length = 191.29665, minor_axis_length = 87.92190, eccentricity = 0.88812, convex_area = 13345.00000, extent = 0.73574, type = O + area = 14838.00000, perimeter = 500.16199, major_axis_length = 211.98254, minor_axis_length = 90.94657, eccentricity = 0.90329, convex_area = 15165.00000, extent = 0.78641, type = C + area = 13619.00000, perimeter = 467.76599, major_axis_length = 193.68094, minor_axis_length = 90.47348, eccentricity = 0.88419, convex_area = 13926.00000, extent = 0.58667, type = O + area = 12682.00000, perimeter = 459.96500, major_axis_length = 195.43550, minor_axis_length = 83.60432, eccentricity = 0.90388, convex_area = 12892.00000, extent = 0.58281, type = C + area = 15551.00000, perimeter = 508.40701, major_axis_length = 217.01550, minor_axis_length = 92.15182, eccentricity = 0.90537, convex_area = 15786.00000, extent = 0.80742, type = C + area = 11241.00000, perimeter = 417.15900, major_axis_length = 169.24779, minor_axis_length = 85.45879, eccentricity = 0.86316, convex_area = 11390.00000, extent = 0.62869, type = O + area = 11681.00000, perimeter = 422.04901, major_axis_length = 174.08575, minor_axis_length = 85.92032, eccentricity = 0.86972, convex_area = 11832.00000, extent = 0.60902, type = O + area = 11322.00000, perimeter = 415.60101, major_axis_length = 164.59805, minor_axis_length = 88.87003, eccentricity = 0.84172, convex_area = 11619.00000, extent = 0.75405, type = O + area = 14690.00000, perimeter = 506.85501, major_axis_length = 214.15948, minor_axis_length = 88.87601, eccentricity = 0.90982, convex_area = 15064.00000, extent = 0.58440, type = C + area = 14560.00000, perimeter = 493.92899, major_axis_length = 209.50883, minor_axis_length = 89.21789, eccentricity = 0.90480, convex_area = 14971.00000, extent = 0.63170, type = C + area = 14695.00000, perimeter = 506.91599, major_axis_length = 214.10553, minor_axis_length = 88.91370, eccentricity = 0.90969, convex_area = 15086.00000, extent = 0.54661, type = C + area = 9817.00000, perimeter = 407.74600, major_axis_length = 170.08865, minor_axis_length = 74.70611, eccentricity = 0.89838, convex_area = 10032.00000, extent = 0.58306, type = O + area = 12031.00000, perimeter = 444.46201, major_axis_length = 184.78299, minor_axis_length = 84.48428, eccentricity = 0.88936, convex_area = 12253.00000, extent = 0.58846, type = O + area = 9468.00000, perimeter = 386.49799, major_axis_length = 162.47389, minor_axis_length = 74.97504, eccentricity = 0.88716, convex_area = 9608.00000, extent = 0.75376, type = O + area = 12518.00000, perimeter = 460.72198, major_axis_length = 195.65092, minor_axis_length = 82.36374, eccentricity = 0.90707, convex_area = 12813.00000, extent = 0.68989, type = C + area = 14332.00000, perimeter = 497.14099, major_axis_length = 206.54681, minor_axis_length = 90.75945, eccentricity = 0.89828, convex_area = 14830.00000, extent = 0.56657, type = C + area = 16390.00000, perimeter = 502.67801, major_axis_length = 207.04866, minor_axis_length = 101.51714, eccentricity = 0.87155, convex_area = 16635.00000, extent = 0.71450, type = C + area = 13627.00000, perimeter = 476.98901, major_axis_length = 201.19452, minor_axis_length = 86.95226, eccentricity = 0.90179, convex_area = 13926.00000, extent = 0.78056, type = C + area = 9216.00000, perimeter = 384.34201, major_axis_length = 163.29163, minor_axis_length = 72.26080, eccentricity = 0.89676, convex_area = 9352.00000, extent = 0.62477, type = O + area = 14930.00000, perimeter = 506.78101, major_axis_length = 207.59666, minor_axis_length = 92.55151, eccentricity = 0.89512, convex_area = 15361.00000, extent = 0.61251, type = C + area = 12502.00000, perimeter = 431.31299, major_axis_length = 172.89813, minor_axis_length = 92.56533, eccentricity = 0.84461, convex_area = 12679.00000, extent = 0.80814, type = O + area = 15107.00000, perimeter = 488.86600, major_axis_length = 205.21521, minor_axis_length = 94.36982, eccentricity = 0.88799, convex_area = 15322.00000, extent = 0.78723, type = C + area = 10524.00000, perimeter = 402.49500, major_axis_length = 164.08194, minor_axis_length = 82.46438, eccentricity = 0.86453, convex_area = 10713.00000, extent = 0.63253, type = O + area = 12317.00000, perimeter = 432.30099, major_axis_length = 174.63092, minor_axis_length = 90.63893, eccentricity = 0.85476, convex_area = 12506.00000, extent = 0.63802, type = O + area = 11782.00000, perimeter = 433.73700, major_axis_length = 182.74081, minor_axis_length = 83.04752, eccentricity = 0.89077, convex_area = 12083.00000, extent = 0.75657, type = O + area = 11123.00000, perimeter = 426.85599, major_axis_length = 181.08180, minor_axis_length = 79.00098, eccentricity = 0.89981, convex_area = 11362.00000, extent = 0.76206, type = O + area = 10727.00000, perimeter = 408.04199, major_axis_length = 163.17136, minor_axis_length = 84.78304, eccentricity = 0.85441, convex_area = 11017.00000, extent = 0.69206, type = O + area = 12549.00000, perimeter = 448.84799, major_axis_length = 175.84604, minor_axis_length = 92.87819, eccentricity = 0.84913, convex_area = 12989.00000, extent = 0.66499, type = O + area = 12416.00000, perimeter = 447.96301, major_axis_length = 187.29955, minor_axis_length = 85.39175, eccentricity = 0.89003, convex_area = 12660.00000, extent = 0.62058, type = O + area = 11702.00000, perimeter = 432.77399, major_axis_length = 177.72461, minor_axis_length = 84.66332, eccentricity = 0.87924, convex_area = 11975.00000, extent = 0.59716, type = C + area = 10788.00000, perimeter = 414.90701, major_axis_length = 169.60159, minor_axis_length = 82.25015, eccentricity = 0.87454, convex_area = 11083.00000, extent = 0.64832, type = O + area = 12886.00000, perimeter = 455.51801, major_axis_length = 189.85989, minor_axis_length = 87.49918, eccentricity = 0.88747, convex_area = 13080.00000, extent = 0.59230, type = C + area = 12081.00000, perimeter = 431.52100, major_axis_length = 173.52229, minor_axis_length = 89.55707, eccentricity = 0.85652, convex_area = 12315.00000, extent = 0.78043, type = O + area = 10516.00000, perimeter = 423.39999, major_axis_length = 175.92067, minor_axis_length = 77.73805, eccentricity = 0.89707, convex_area = 10787.00000, extent = 0.63687, type = O + area = 17338.00000, perimeter = 530.04401, major_axis_length = 222.08437, minor_axis_length = 100.54912, eccentricity = 0.89164, convex_area = 17725.00000, extent = 0.79245, type = C + area = 15757.00000, perimeter = 509.28101, major_axis_length = 207.29668, minor_axis_length = 98.33614, eccentricity = 0.88032, convex_area = 16150.00000, extent = 0.58971, type = C + area = 9768.00000, perimeter = 413.55801, major_axis_length = 179.79776, minor_axis_length = 69.92797, eccentricity = 0.92127, convex_area = 9943.00000, extent = 0.70253, type = O + area = 10781.00000, perimeter = 414.95499, major_axis_length = 169.73618, minor_axis_length = 82.24104, eccentricity = 0.87478, convex_area = 11069.00000, extent = 0.69934, type = O + area = 12770.00000, perimeter = 458.30200, major_axis_length = 196.63278, minor_axis_length = 83.19528, eccentricity = 0.90608, convex_area = 12949.00000, extent = 0.60287, type = C + area = 13942.00000, perimeter = 502.03101, major_axis_length = 214.33798, minor_axis_length = 83.71970, eccentricity = 0.92056, convex_area = 14273.00000, extent = 0.64451, type = C + area = 14677.00000, perimeter = 498.79800, major_axis_length = 209.87415, minor_axis_length = 90.27248, eccentricity = 0.90277, convex_area = 15060.00000, extent = 0.64785, type = C + area = 16431.00000, perimeter = 509.38501, major_axis_length = 208.05287, minor_axis_length = 101.96149, eccentricity = 0.87168, convex_area = 16875.00000, extent = 0.73222, type = C + area = 15252.00000, perimeter = 502.59100, major_axis_length = 211.63116, minor_axis_length = 92.19616, eccentricity = 0.90012, convex_area = 15495.00000, extent = 0.57446, type = C + area = 11780.00000, perimeter = 435.67099, major_axis_length = 181.69832, minor_axis_length = 83.58512, eccentricity = 0.88791, convex_area = 11975.00000, extent = 0.80796, type = O + area = 11304.00000, perimeter = 419.18100, major_axis_length = 171.37912, minor_axis_length = 84.67481, eccentricity = 0.86942, convex_area = 11504.00000, extent = 0.72092, type = O + area = 13678.00000, perimeter = 472.12299, major_axis_length = 200.25354, minor_axis_length = 88.02669, eccentricity = 0.89821, convex_area = 13879.00000, extent = 0.57884, type = C + area = 14471.00000, perimeter = 491.34201, major_axis_length = 200.41316, minor_axis_length = 92.81940, eccentricity = 0.88629, convex_area = 14736.00000, extent = 0.58597, type = C + area = 14466.00000, perimeter = 497.84000, major_axis_length = 204.40955, minor_axis_length = 91.21478, eccentricity = 0.89492, convex_area = 14885.00000, extent = 0.65650, type = C diff --git a/PartB/90Cross90Mut2El/run_1/regress.stt b/PartB/90Cross90Mut2El/run_1/regress.stt new file mode 100644 index 0000000..ad1fc4f --- /dev/null +++ b/PartB/90Cross90Mut2El/run_1/regress.stt @@ -0,0 +1,53 @@ +GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN +0 0 0.9568 0.9984 0.0000 18.507 3.493 31 5 47 6 0.9568 0.9984 0.0000 18.507 3.493 31 5 47 6 +1 0 0.9890 0.9986 0.0000 16.025 3.514 11 3 58 7 0.9729 0.9986 0.0000 17.266 3.504 11 3 47 6 +2 0 0.9909 0.9987 0.0000 15.205 3.538 4 2 90 7 0.9789 0.9987 0.0000 16.579 3.515 4 2 47 6 +3 0 0.9921 0.9987 0.0000 14.618 3.548 4 2 37 6 0.9822 0.9987 0.0000 16.089 3.523 4 2 47 6 +4 0 0.9944 0.9987 0.0000 13.546 3.523 4 2 59 7 0.9846 0.9987 0.0000 15.580 3.523 4 2 47 6 +5 0 0.9944 0.9987 0.0000 13.156 3.540 4 2 44 6 0.9863 0.9987 0.0000 15.176 3.526 4 2 47 6 +6 0 0.9950 0.9987 0.0000 12.535 3.487 3 1 30 5 0.9875 0.9987 0.0000 14.799 3.520 3 1 47 6 +7 0 0.9944 0.9987 0.0000 12.241 3.459 3 1 43 6 0.9884 0.9987 0.0000 14.479 3.513 3 1 47 6 +8 0 0.9958 0.9987 0.0000 11.541 3.348 3 1 43 8 0.9892 0.9987 0.0000 14.153 3.494 3 1 47 6 +9 0 0.9959 0.9987 0.0000 11.105 3.294 3 1 73 9 0.9899 0.9987 0.0000 13.848 3.474 3 1 47 6 +10 0 0.9938 0.9987 0.0000 10.811 3.242 3 1 18 7 0.9902 0.9987 0.0000 13.572 3.453 3 1 47 6 +11 0 0.9967 0.9987 0.0000 10.453 3.223 3 1 35 9 0.9908 0.9987 0.0000 13.312 3.434 3 1 47 6 +12 0 0.9955 0.9987 0.0000 9.847 3.116 3 1 33 8 0.9911 0.9987 0.0000 13.045 3.410 3 1 47 6 +13 0 0.9955 0.9987 0.0000 9.219 3.007 3 1 22 8 0.9914 0.9987 0.0000 12.772 3.381 3 1 47 6 +14 0 0.9963 0.9987 0.0000 8.871 2.943 3 1 74 9 0.9918 0.9987 0.0000 12.512 3.352 3 1 47 6 +15 0 0.9973 0.9987 0.0000 8.512 2.875 3 1 31 8 0.9921 0.9987 0.0000 12.262 3.322 3 1 47 6 +16 0 0.9971 0.9987 0.0000 8.255 2.810 3 1 24 6 0.9924 0.9987 0.0000 12.026 3.292 3 1 47 6 +17 0 0.9969 0.9987 0.0000 7.781 2.714 3 1 14 5 0.9927 0.9987 0.0000 11.790 3.260 3 1 47 6 +18 0 0.9965 0.9987 0.0000 7.412 2.612 3 1 10 3 0.9929 0.9987 0.0000 11.560 3.226 3 1 47 6 +19 0 0.9967 0.9987 0.0000 7.074 2.572 3 1 33 9 0.9931 0.9987 0.0000 11.336 3.193 3 1 47 6 +20 0 0.9969 0.9987 0.0000 6.831 2.478 3 1 15 6 0.9932 0.9987 0.0000 11.121 3.159 3 1 47 6 +21 0 0.9975 0.9987 0.0000 6.507 2.410 3 1 19 7 0.9934 0.9987 0.0000 10.911 3.125 3 1 47 6 +22 0 0.9969 0.9987 0.0000 6.343 2.379 3 1 16 6 0.9936 0.9987 0.0000 10.713 3.092 3 1 47 6 +23 0 0.9975 0.9987 0.0000 6.167 2.324 3 1 5 2 0.9938 0.9987 0.0000 10.523 3.060 3 1 47 6 +24 0 0.9975 0.9987 0.0000 6.163 2.317 3 1 11 4 0.9939 0.9987 0.0000 10.349 3.031 3 1 47 6 +25 0 0.9963 0.9987 0.0000 6.099 2.302 3 1 7 3 0.9940 0.9987 0.0000 10.186 3.003 3 1 47 6 +26 0 0.9963 0.9987 0.0000 6.037 2.257 3 1 36 11 0.9941 0.9987 0.0000 10.032 2.975 3 1 47 6 +27 0 0.9973 0.9987 0.0000 5.884 2.207 3 1 32 6 0.9942 0.9987 0.0000 9.884 2.948 3 1 47 6 +28 0 0.9971 0.9987 0.0000 5.710 2.149 3 1 10 4 0.9943 0.9987 0.0000 9.740 2.920 3 1 47 6 +29 0 0.9975 0.9987 0.0000 5.441 2.072 28 11 14 4 0.9944 0.9987 0.0000 9.597 2.892 28 11 47 6 +30 0 0.9973 0.9987 0.0000 5.423 2.080 28 11 22 4 0.9945 0.9987 0.0000 9.462 2.866 28 11 47 6 +31 0 0.9975 0.9987 0.0000 5.160 2.009 28 11 23 7 0.9946 0.9987 0.0000 9.327 2.839 28 11 47 6 +32 0 0.9969 0.9987 0.0000 5.032 1.958 28 11 13 5 0.9947 0.9987 0.0000 9.197 2.812 28 11 47 6 +33 0 0.9979 0.9987 0.9970 4.825 1.894 28 11 16 6 0.9948 0.9987 0.0000 9.069 2.785 28 11 47 6 +34 0 0.9979 0.9987 0.9976 4.713 1.838 28 11 9 4 0.9949 0.9987 0.0000 8.944 2.758 28 11 47 6 +35 0 0.9971 0.9987 0.0000 4.654 1.809 28 11 20 10 0.9949 0.9987 0.0000 8.825 2.732 28 11 47 6 +36 0 0.9975 0.9987 0.0000 4.572 1.776 28 11 13 4 0.9950 0.9987 0.0000 8.710 2.706 28 11 47 6 +37 0 0.9975 0.9987 0.0000 4.538 1.761 28 11 21 9 0.9951 0.9987 0.0000 8.600 2.681 28 11 47 6 +38 0 0.9967 0.9987 0.0000 4.470 1.728 28 11 7 3 0.9951 0.9987 0.0000 8.494 2.657 28 11 47 6 +39 0 0.9977 0.9987 0.0000 4.496 1.735 28 11 25 6 0.9952 0.9987 0.0000 8.394 2.633 28 11 47 6 +40 0 0.9977 0.9987 0.0000 4.517 1.738 28 11 13 6 0.9952 0.9987 0.0000 8.300 2.612 28 11 47 6 +41 0 0.9971 0.9987 0.0000 4.592 1.764 28 11 9 3 0.9953 0.9987 0.0000 8.212 2.591 28 11 47 6 +42 0 0.9979 0.9987 0.9951 4.616 1.797 28 11 22 8 0.9953 0.9987 0.0000 8.128 2.573 28 11 47 6 +43 0 0.9971 0.9987 0.0000 4.671 1.835 28 11 32 9 0.9954 0.9987 0.0000 8.049 2.556 28 11 47 6 +44 0 0.9977 0.9987 0.0000 4.657 1.836 28 11 11 4 0.9954 0.9987 0.0000 7.974 2.540 28 11 47 6 +45 0 0.9975 0.9987 0.0000 4.703 1.845 28 11 16 5 0.9955 0.9987 0.0000 7.903 2.525 28 11 47 6 +46 0 0.9977 0.9987 0.0000 4.612 1.801 28 11 12 5 0.9955 0.9987 0.0000 7.833 2.510 28 11 47 6 +47 0 0.9975 0.9987 0.0000 4.491 1.751 28 11 11 4 0.9956 0.9987 0.0000 7.763 2.494 28 11 47 6 +48 0 0.9975 0.9987 0.0000 4.486 1.756 28 11 17 6 0.9956 0.9987 0.0000 7.696 2.479 28 11 47 6 +49 0 0.9973 0.9987 0.0000 4.420 1.734 28 11 21 8 0.9956 0.9987 0.0000 7.631 2.464 28 11 47 6 +50 0 0.9975 0.9987 0.0000 4.388 1.713 28 11 15 5 0.9957 0.9987 0.0000 7.567 2.449 28 11 47 6 +51 0 0.9971 0.9987 0.0000 4.436 1.723 28 11 12 5 0.9957 0.9987 0.0000 7.507 2.435 28 11 47 6 diff --git a/PartB/90Cross90Mut2El/run_1/regress.sys b/PartB/90Cross90Mut2El/run_1/regress.sys new file mode 100644 index 0000000..4ca1285 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_1/regress.sys @@ -0,0 +1,205 @@ + +[ lil-gp Genetic Programming System. +[ Portions copyright (c) 1995 Michigan State University. All rights reserved. +[ kernel version 1.0; 11 July 1995. + + +initialization: + parameter database. + ephemeral random constants. + generation spaces. +updating function set(s): + set 0: removed. +building function set(s): + set 0: * / + - exp log area perimeter major minor eccentricity convex extent R + tree 0 uses function set 0. + function set complete. + no random number seed specfied; using 322. +creating initial population(s): + 7239 trees were generated to fill the population of 5000 (5000 trees). + initial population(s) complete. + + +starting evolution. +no checkpointing will be done. +=== generation 0. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 1. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 2. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 3. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 4. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 5. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 6. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 7. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 8. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 9. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 10. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 11. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 12. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 13. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 14. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 15. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 16. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 17. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 18. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 19. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 20. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 21. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 22. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 23. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 24. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 25. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 26. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 27. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 28. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 29. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 30. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 31. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 32. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 33. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 34. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 35. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 36. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 37. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 38. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 39. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 40. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 41. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 42. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 43. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 44. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 45. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 46. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 47. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 48. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 49. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 50. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 51. + evaluation complete. (1s wall) + +SYSTEM STATISTICS + +------- memory ------- + allocated: 62576824 + freed: 62528824 + not freed: 48000 + max allocated: 2524734 + malloc'ed blocks: 926669 + realloc'ed blocks: 8 + free'ed blocks: 926663 + +------- time ------- + overall: 31s wall + evaluation: 27s wall + breeding: 3s wall + +------- generation spaces ------- + space 0 size: 200 + space 1 size: 100 + +------- ephemeral random constants ------- + used: 23803 + freed: 23803 + allocated: 6000 + blocks: 11 diff --git a/PartB/90Cross90Mut2El/run_2/regress.bst b/PartB/90Cross90Mut2El/run_2/regress.bst new file mode 100644 index 0000000..9d7762b --- /dev/null +++ b/PartB/90Cross90Mut2El/run_2/regress.bst @@ -0,0 +1,19 @@ +=== BEST-OF-RUN === + generation: 39 + nodes: 11 + depth: 6 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) extent))) +TREE-equ: +y = log((extent / (exp(((perimeter + major) / eccentricity)) * extent))) diff --git a/PartB/90Cross90Mut2El/run_2/regress.fn b/PartB/90Cross90Mut2El/run_2/regress.fn new file mode 100644 index 0000000..32f8e3b --- /dev/null +++ b/PartB/90Cross90Mut2El/run_2/regress.fn @@ -0,0 +1,13 @@ +Hits: 2261, Total Size: 2810, Percent Hit: 80.462633 +CC: 1072 +CO: 64 +OO: 1189 +OC: 485 +Fitness: 0.998821 +Hits: 847 + + +y = log((extent / (exp(((perimeter + major) / eccentricity)) * extent))) + + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) extent))) diff --git a/PartB/90Cross90Mut2El/run_2/regress.gen b/PartB/90Cross90Mut2El/run_2/regress.gen new file mode 100644 index 0000000..e69de29 diff --git a/PartB/90Cross90Mut2El/run_2/regress.his b/PartB/90Cross90Mut2El/run_2/regress.his new file mode 100644 index 0000000..35fccd2 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_2/regress.his @@ -0,0 +1,1019 @@ +=== BEST-OF-RUN === + current generation: 0 + generation: 0 + nodes: 50 + depth: 5 + hits: 717 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 717 + raw fitness: 717.0000 + standardized fitness: 717.0000 + adjusted fitness: 0.9986 +TREE: + (/ (/ (log (+ (* -0.21509 minor) + (/ convex major))) + (* (/ (- extent minor) + (+ -0.87672 eccentricity)) + (/ (* major perimeter) + (log convex)))) + (* (+ (* (/ eccentricity perimeter) + (* perimeter minor)) + (exp (* -0.95981 0.71045))) + (* (/ (log eccentricity) + (- area area)) + (- (log minor) + (+ area eccentricity))))) +=== BEST-OF-RUN === + current generation: 1 + generation: 1 + nodes: 3 + depth: 1 + hits: 785 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 785 + raw fitness: 785.0000 + standardized fitness: 785.0000 + adjusted fitness: 0.9987 +TREE: + (- eccentricity 0.89064) +=== BEST-OF-RUN === + current generation: 2 + generation: 1 + nodes: 3 + depth: 1 + hits: 785 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 785 + raw fitness: 785.0000 + standardized fitness: 785.0000 + adjusted fitness: 0.9987 +TREE: + (- eccentricity 0.89064) +=== BEST-OF-RUN === + current generation: 3 + generation: 1 + nodes: 3 + depth: 1 + hits: 785 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 785 + raw fitness: 785.0000 + standardized fitness: 785.0000 + adjusted fitness: 0.9987 +TREE: + (- eccentricity 0.89064) +=== BEST-OF-RUN === + current generation: 4 + generation: 4 + nodes: 22 + depth: 7 + hits: 797 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 797 + raw fitness: 797.0000 + standardized fitness: 797.0000 + adjusted fitness: 0.9987 +TREE: + (/ (log eccentricity) + (* (+ (* (+ minor minor) + (log extent)) + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major))) minor)) +=== BEST-OF-RUN === + current generation: 5 + generation: 4 + nodes: 22 + depth: 7 + hits: 797 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 797 + raw fitness: 797.0000 + standardized fitness: 797.0000 + adjusted fitness: 0.9987 +TREE: + (/ (log eccentricity) + (* (+ (* (+ minor minor) + (log extent)) + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major))) minor)) +=== BEST-OF-RUN === + current generation: 6 + generation: 4 + nodes: 22 + depth: 7 + hits: 797 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 797 + raw fitness: 797.0000 + standardized fitness: 797.0000 + adjusted fitness: 0.9987 +TREE: + (/ (log eccentricity) + (* (+ (* (+ minor minor) + (log extent)) + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major))) minor)) +=== BEST-OF-RUN === + current generation: 7 + generation: 4 + nodes: 22 + depth: 7 + hits: 797 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 797 + raw fitness: 797.0000 + standardized fitness: 797.0000 + adjusted fitness: 0.9987 +TREE: + (/ (log eccentricity) + (* (+ (* (+ minor minor) + (log extent)) + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major))) minor)) +=== BEST-OF-RUN === + current generation: 8 + generation: 4 + nodes: 22 + depth: 7 + hits: 797 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 797 + raw fitness: 797.0000 + standardized fitness: 797.0000 + adjusted fitness: 0.9987 +TREE: + (/ (log eccentricity) + (* (+ (* (+ minor minor) + (log extent)) + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major))) minor)) +=== BEST-OF-RUN === + current generation: 9 + generation: 4 + nodes: 22 + depth: 7 + hits: 797 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 797 + raw fitness: 797.0000 + standardized fitness: 797.0000 + adjusted fitness: 0.9987 +TREE: + (/ (log eccentricity) + (* (+ (* (+ minor minor) + (log extent)) + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major))) minor)) +=== BEST-OF-RUN === + current generation: 10 + generation: 4 + nodes: 22 + depth: 7 + hits: 797 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 797 + raw fitness: 797.0000 + standardized fitness: 797.0000 + adjusted fitness: 0.9987 +TREE: + (/ (log eccentricity) + (* (+ (* (+ minor minor) + (log extent)) + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major))) minor)) +=== BEST-OF-RUN === + current generation: 11 + generation: 4 + nodes: 22 + depth: 7 + hits: 797 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 797 + raw fitness: 797.0000 + standardized fitness: 797.0000 + adjusted fitness: 0.9987 +TREE: + (/ (log eccentricity) + (* (+ (* (+ minor minor) + (log extent)) + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major))) minor)) +=== BEST-OF-RUN === + current generation: 12 + generation: 4 + nodes: 22 + depth: 7 + hits: 797 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 797 + raw fitness: 797.0000 + standardized fitness: 797.0000 + adjusted fitness: 0.9987 +TREE: + (/ (log eccentricity) + (* (+ (* (+ minor minor) + (log extent)) + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major))) minor)) +=== BEST-OF-RUN === + current generation: 13 + generation: 4 + nodes: 22 + depth: 7 + hits: 797 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 797 + raw fitness: 797.0000 + standardized fitness: 797.0000 + adjusted fitness: 0.9987 +TREE: + (/ (log eccentricity) + (* (+ (* (+ minor minor) + (log extent)) + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major))) minor)) +=== BEST-OF-RUN === + current generation: 14 + generation: 4 + nodes: 22 + depth: 7 + hits: 797 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 797 + raw fitness: 797.0000 + standardized fitness: 797.0000 + adjusted fitness: 0.9987 +TREE: + (/ (log eccentricity) + (* (+ (* (+ minor minor) + (log extent)) + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major))) minor)) +=== BEST-OF-RUN === + current generation: 15 + generation: 4 + nodes: 22 + depth: 7 + hits: 797 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 797 + raw fitness: 797.0000 + standardized fitness: 797.0000 + adjusted fitness: 0.9987 +TREE: + (/ (log eccentricity) + (* (+ (* (+ minor minor) + (log extent)) + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major))) minor)) +=== BEST-OF-RUN === + current generation: 16 + generation: 4 + nodes: 22 + depth: 7 + hits: 797 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 797 + raw fitness: 797.0000 + standardized fitness: 797.0000 + adjusted fitness: 0.9987 +TREE: + (/ (log eccentricity) + (* (+ (* (+ minor minor) + (log extent)) + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major))) minor)) +=== BEST-OF-RUN === + current generation: 17 + generation: 4 + nodes: 22 + depth: 7 + hits: 797 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 797 + raw fitness: 797.0000 + standardized fitness: 797.0000 + adjusted fitness: 0.9987 +TREE: + (/ (log eccentricity) + (* (+ (* (+ minor minor) + (log extent)) + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major))) minor)) +=== BEST-OF-RUN === + current generation: 18 + generation: 4 + nodes: 22 + depth: 7 + hits: 797 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 797 + raw fitness: 797.0000 + standardized fitness: 797.0000 + adjusted fitness: 0.9987 +TREE: + (/ (log eccentricity) + (* (+ (* (+ minor minor) + (log extent)) + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major))) minor)) +=== BEST-OF-RUN === + current generation: 19 + generation: 4 + nodes: 22 + depth: 7 + hits: 797 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 797 + raw fitness: 797.0000 + standardized fitness: 797.0000 + adjusted fitness: 0.9987 +TREE: + (/ (log eccentricity) + (* (+ (* (+ minor minor) + (log extent)) + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major))) minor)) +=== BEST-OF-RUN === + current generation: 20 + generation: 4 + nodes: 22 + depth: 7 + hits: 797 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 797 + raw fitness: 797.0000 + standardized fitness: 797.0000 + adjusted fitness: 0.9987 +TREE: + (/ (log eccentricity) + (* (+ (* (+ minor minor) + (log extent)) + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major))) minor)) +=== BEST-OF-RUN === + current generation: 21 + generation: 4 + nodes: 22 + depth: 7 + hits: 797 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 797 + raw fitness: 797.0000 + standardized fitness: 797.0000 + adjusted fitness: 0.9987 +TREE: + (/ (log eccentricity) + (* (+ (* (+ minor minor) + (log extent)) + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major))) minor)) +=== BEST-OF-RUN === + current generation: 22 + generation: 4 + nodes: 22 + depth: 7 + hits: 797 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 797 + raw fitness: 797.0000 + standardized fitness: 797.0000 + adjusted fitness: 0.9987 +TREE: + (/ (log eccentricity) + (* (+ (* (+ minor minor) + (log extent)) + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major))) minor)) +=== BEST-OF-RUN === + current generation: 23 + generation: 4 + nodes: 22 + depth: 7 + hits: 797 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 797 + raw fitness: 797.0000 + standardized fitness: 797.0000 + adjusted fitness: 0.9987 +TREE: + (/ (log eccentricity) + (* (+ (* (+ minor minor) + (log extent)) + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major))) minor)) +=== BEST-OF-RUN === + current generation: 24 + generation: 24 + nodes: 13 + depth: 6 + hits: 822 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 822 + raw fitness: 822.0000 + standardized fitness: 822.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major)))) +=== BEST-OF-RUN === + current generation: 25 + generation: 24 + nodes: 13 + depth: 6 + hits: 822 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 822 + raw fitness: 822.0000 + standardized fitness: 822.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major)))) +=== BEST-OF-RUN === + current generation: 26 + generation: 24 + nodes: 13 + depth: 6 + hits: 822 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 822 + raw fitness: 822.0000 + standardized fitness: 822.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major)))) +=== BEST-OF-RUN === + current generation: 27 + generation: 24 + nodes: 13 + depth: 6 + hits: 822 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 822 + raw fitness: 822.0000 + standardized fitness: 822.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major)))) +=== BEST-OF-RUN === + current generation: 28 + generation: 24 + nodes: 13 + depth: 6 + hits: 822 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 822 + raw fitness: 822.0000 + standardized fitness: 822.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major)))) +=== BEST-OF-RUN === + current generation: 29 + generation: 24 + nodes: 13 + depth: 6 + hits: 822 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 822 + raw fitness: 822.0000 + standardized fitness: 822.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major)))) +=== BEST-OF-RUN === + current generation: 30 + generation: 24 + nodes: 13 + depth: 6 + hits: 822 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 822 + raw fitness: 822.0000 + standardized fitness: 822.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major)))) +=== BEST-OF-RUN === + current generation: 31 + generation: 24 + nodes: 13 + depth: 6 + hits: 822 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 822 + raw fitness: 822.0000 + standardized fitness: 822.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major)))) +=== BEST-OF-RUN === + current generation: 32 + generation: 24 + nodes: 13 + depth: 6 + hits: 822 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 822 + raw fitness: 822.0000 + standardized fitness: 822.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major)))) +=== BEST-OF-RUN === + current generation: 33 + generation: 24 + nodes: 13 + depth: 6 + hits: 822 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 822 + raw fitness: 822.0000 + standardized fitness: 822.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major)))) +=== BEST-OF-RUN === + current generation: 34 + generation: 24 + nodes: 13 + depth: 6 + hits: 822 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 822 + raw fitness: 822.0000 + standardized fitness: 822.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major)))) +=== BEST-OF-RUN === + current generation: 35 + generation: 24 + nodes: 13 + depth: 6 + hits: 822 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 822 + raw fitness: 822.0000 + standardized fitness: 822.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major)))) +=== BEST-OF-RUN === + current generation: 36 + generation: 24 + nodes: 13 + depth: 6 + hits: 822 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 822 + raw fitness: 822.0000 + standardized fitness: 822.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major)))) +=== BEST-OF-RUN === + current generation: 37 + generation: 24 + nodes: 13 + depth: 6 + hits: 822 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 822 + raw fitness: 822.0000 + standardized fitness: 822.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major)))) +=== BEST-OF-RUN === + current generation: 38 + generation: 24 + nodes: 13 + depth: 6 + hits: 822 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 822 + raw fitness: 822.0000 + standardized fitness: 822.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) + (+ extent major)))) +=== BEST-OF-RUN === + current generation: 39 + generation: 39 + nodes: 11 + depth: 6 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) extent))) +=== BEST-OF-RUN === + current generation: 40 + generation: 39 + nodes: 11 + depth: 6 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) extent))) +=== BEST-OF-RUN === + current generation: 41 + generation: 39 + nodes: 11 + depth: 6 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) extent))) +=== BEST-OF-RUN === + current generation: 42 + generation: 39 + nodes: 11 + depth: 6 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) extent))) +=== BEST-OF-RUN === + current generation: 43 + generation: 39 + nodes: 11 + depth: 6 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) extent))) +=== BEST-OF-RUN === + current generation: 44 + generation: 39 + nodes: 11 + depth: 6 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) extent))) +=== BEST-OF-RUN === + current generation: 45 + generation: 39 + nodes: 11 + depth: 6 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) extent))) +=== BEST-OF-RUN === + current generation: 46 + generation: 39 + nodes: 11 + depth: 6 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) extent))) +=== BEST-OF-RUN === + current generation: 47 + generation: 39 + nodes: 11 + depth: 6 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) extent))) +=== BEST-OF-RUN === + current generation: 48 + generation: 39 + nodes: 11 + depth: 6 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) extent))) +=== BEST-OF-RUN === + current generation: 49 + generation: 39 + nodes: 11 + depth: 6 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) extent))) +=== BEST-OF-RUN === + current generation: 50 + generation: 39 + nodes: 11 + depth: 6 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) extent))) +=== BEST-OF-RUN === + current generation: 51 + generation: 39 + nodes: 11 + depth: 6 + hits: 847 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 847 + raw fitness: 847.0000 + standardized fitness: 847.0000 + adjusted fitness: 0.9988 +TREE: + (log (/ extent + (* (exp (/ (+ perimeter major) eccentricity)) extent))) diff --git a/PartB/90Cross90Mut2El/run_2/regress.prg b/PartB/90Cross90Mut2El/run_2/regress.prg new file mode 100644 index 0000000..dca2191 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_2/regress.prg @@ -0,0 +1,1002 @@ +not starting from checkpoint file. +1000 fitness cases: + area = 12529.00000, perimeter = 437.83899, major_axis_length = 174.86145, minor_axis_length = 92.18926, eccentricity = 0.84973, convex_area = 12840.00000, extent = 0.76602, type = O + area = 11543.00000, perimeter = 428.60199, major_axis_length = 175.37068, minor_axis_length = 85.05824, eccentricity = 0.87450, convex_area = 11859.00000, extent = 0.67107, type = O + area = 11852.00000, perimeter = 446.07700, major_axis_length = 192.05428, minor_axis_length = 79.09919, eccentricity = 0.91125, convex_area = 12029.00000, extent = 0.71700, type = C + area = 11672.00000, perimeter = 430.64200, major_axis_length = 177.94815, minor_axis_length = 84.67979, eccentricity = 0.87952, convex_area = 11849.00000, extent = 0.59746, type = O + area = 10286.00000, perimeter = 401.78900, major_axis_length = 159.07466, minor_axis_length = 83.59863, eccentricity = 0.85077, convex_area = 10524.00000, extent = 0.77014, type = O + area = 10541.00000, perimeter = 406.53601, major_axis_length = 162.99107, minor_axis_length = 83.69826, eccentricity = 0.85808, convex_area = 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0.85337, convex_area = 11939.00000, extent = 0.62725, type = O diff --git a/PartB/90Cross90Mut2El/run_2/regress.stt b/PartB/90Cross90Mut2El/run_2/regress.stt new file mode 100644 index 0000000..db6fa33 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_2/regress.stt @@ -0,0 +1,53 @@ +GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN +0 0 0.9576 0.9986 0.0000 17.976 3.432 50 5 78 6 0.9576 0.9986 0.0000 17.976 3.432 50 5 78 6 +1 0 0.9903 0.9987 0.0000 16.252 3.502 3 1 19 6 0.9740 0.9987 0.0000 17.114 3.467 3 1 78 6 +2 0 0.9922 0.9987 0.0000 15.294 3.539 3 1 68 10 0.9800 0.9987 0.0000 16.507 3.491 3 1 78 6 +3 0 0.9922 0.9987 0.0000 15.008 3.591 3 1 52 7 0.9831 0.9987 0.0000 16.132 3.516 3 1 78 6 +4 0 0.9937 0.9987 0.0000 14.437 3.555 22 7 61 8 0.9852 0.9987 0.0000 15.793 3.524 22 7 78 6 +5 0 0.9922 0.9987 0.0000 13.895 3.546 22 7 47 6 0.9864 0.9987 0.0000 15.477 3.528 22 7 78 6 +6 0 0.9934 0.9987 0.0000 13.283 3.525 22 7 42 10 0.9874 0.9987 0.0000 15.163 3.527 22 7 78 6 +7 0 0.9952 0.9987 0.0000 12.697 3.480 22 7 49 9 0.9883 0.9987 0.0000 14.855 3.521 22 7 78 6 +8 0 0.9946 0.9987 0.0000 12.255 3.491 22 7 130 11 0.9890 0.9987 0.0000 14.566 3.518 22 7 78 6 +9 0 0.9952 0.9987 0.0000 11.673 3.432 22 7 12 5 0.9897 0.9987 0.0000 14.277 3.509 22 7 78 6 +10 0 0.9952 0.9987 0.0000 11.144 3.378 22 7 47 7 0.9902 0.9987 0.0000 13.992 3.497 22 7 78 6 +11 0 0.9950 0.9987 0.0000 10.724 3.321 22 7 9 4 0.9906 0.9987 0.0000 13.720 3.483 22 7 78 6 +12 0 0.9956 0.9987 0.0000 10.100 3.191 22 7 48 9 0.9909 0.9987 0.0000 13.441 3.460 22 7 78 6 +13 0 0.9956 0.9987 0.0000 9.538 3.099 22 7 30 9 0.9913 0.9987 0.0000 13.163 3.434 22 7 78 6 +14 0 0.9968 0.9987 0.0000 9.162 3.042 22 7 17 6 0.9916 0.9987 0.0000 12.896 3.408 22 7 78 6 +15 0 0.9965 0.9987 0.0000 8.872 2.989 22 7 11 5 0.9919 0.9987 0.0000 12.644 3.382 22 7 78 6 +16 0 0.9970 0.9987 0.0000 8.587 2.930 22 7 9 4 0.9922 0.9987 0.0000 12.406 3.355 22 7 78 6 +17 0 0.9966 0.9987 0.0000 8.183 2.804 22 7 15 6 0.9925 0.9987 0.0000 12.171 3.325 22 7 78 6 +18 0 0.9968 0.9987 0.0000 7.756 2.740 22 7 47 14 0.9927 0.9987 0.0000 11.939 3.294 22 7 78 6 +19 0 0.9968 0.9987 0.0000 7.464 2.673 22 7 26 6 0.9929 0.9987 0.0000 11.715 3.263 22 7 78 6 +20 0 0.9962 0.9987 0.0000 7.172 2.585 22 7 43 8 0.9931 0.9987 0.0000 11.499 3.231 22 7 78 6 +21 0 0.9972 0.9987 0.0000 7.019 2.512 22 7 20 5 0.9933 0.9987 0.0000 11.295 3.198 22 7 78 6 +22 0 0.9966 0.9987 0.0000 6.780 2.454 22 7 39 14 0.9934 0.9987 0.0000 11.099 3.166 22 7 78 6 +23 0 0.9978 0.9987 0.0000 6.358 2.342 22 7 41 10 0.9936 0.9987 0.0000 10.901 3.131 22 7 78 6 +24 0 0.9974 0.9988 0.0000 6.311 2.338 13 6 7 3 0.9937 0.9988 0.0000 10.718 3.100 13 6 78 6 +25 0 0.9970 0.9988 0.0000 6.196 2.308 13 6 29 8 0.9939 0.9988 0.0000 10.544 3.069 13 6 78 6 +26 0 0.9968 0.9988 0.0000 6.073 2.275 13 6 26 10 0.9940 0.9988 0.0000 10.378 3.040 13 6 78 6 +27 0 0.9976 0.9988 0.0000 5.772 2.189 13 6 12 6 0.9941 0.9988 0.0000 10.214 3.009 13 6 78 6 +28 0 0.9972 0.9988 0.0000 5.569 2.137 13 6 18 5 0.9942 0.9988 0.0000 10.053 2.979 13 6 78 6 +29 0 0.9978 0.9988 0.0000 5.347 2.055 13 6 21 6 0.9943 0.9988 0.0000 9.897 2.949 13 6 78 6 +30 0 0.9976 0.9988 0.0000 5.122 1.998 13 6 9 4 0.9944 0.9988 0.0000 9.743 2.918 13 6 78 6 +31 0 0.9974 0.9988 0.0000 4.900 1.923 13 6 5 2 0.9945 0.9988 0.0000 9.591 2.887 13 6 78 6 +32 0 0.9974 0.9988 0.0000 4.897 1.928 13 6 9 3 0.9946 0.9988 0.0000 9.449 2.858 13 6 78 6 +33 0 0.9976 0.9988 0.0000 4.743 1.876 13 6 17 6 0.9947 0.9988 0.0000 9.311 2.829 13 6 78 6 +34 0 0.9974 0.9988 0.0000 4.748 1.868 13 6 11 4 0.9948 0.9988 0.0000 9.180 2.801 13 6 78 6 +35 0 0.9976 0.9988 0.0000 4.688 1.855 13 6 16 5 0.9949 0.9988 0.0000 9.055 2.775 13 6 78 6 +36 0 0.9978 0.9988 0.0000 4.691 1.848 13 6 23 8 0.9949 0.9988 0.0000 8.937 2.750 13 6 78 6 +37 0 0.9978 0.9988 0.0000 4.648 1.836 13 6 17 4 0.9950 0.9988 0.0000 8.825 2.726 13 6 78 6 +38 0 0.9978 0.9988 0.0000 4.576 1.791 13 6 23 6 0.9951 0.9988 0.0000 8.716 2.702 13 6 78 6 +39 0 0.9970 0.9988 0.0000 4.521 1.768 11 6 9 4 0.9951 0.9988 0.0000 8.611 2.679 11 6 78 6 +40 0 0.9972 0.9988 0.0000 4.507 1.770 11 6 6 2 0.9952 0.9988 0.0000 8.511 2.657 11 6 78 6 +41 0 0.9978 0.9988 0.0000 4.524 1.780 11 6 26 9 0.9952 0.9988 0.0000 8.416 2.636 11 6 78 6 +42 0 0.9978 0.9988 0.0000 4.486 1.755 11 6 13 4 0.9953 0.9988 0.0000 8.324 2.615 11 6 78 6 +43 0 0.9970 0.9988 0.0000 4.437 1.744 11 6 5 2 0.9953 0.9988 0.0000 8.236 2.595 11 6 78 6 +44 0 0.9978 0.9988 0.0000 4.397 1.739 11 6 18 4 0.9954 0.9988 0.0000 8.151 2.576 11 6 78 6 +45 0 0.9978 0.9988 0.0000 4.383 1.717 11 6 16 4 0.9954 0.9988 0.0000 8.069 2.558 11 6 78 6 +46 0 0.9978 0.9988 0.0000 4.374 1.717 11 6 14 5 0.9955 0.9988 0.0000 7.990 2.540 11 6 78 6 +47 0 0.9976 0.9988 0.0000 4.272 1.676 11 6 13 5 0.9955 0.9988 0.0000 7.913 2.522 11 6 78 6 +48 0 0.9974 0.9988 0.0000 4.397 1.721 11 6 20 7 0.9956 0.9988 0.0000 7.841 2.505 11 6 78 6 +49 0 0.9974 0.9988 0.0000 4.328 1.699 11 6 7 3 0.9956 0.9988 0.0000 7.771 2.489 11 6 78 6 +50 0 0.9976 0.9988 0.0000 4.317 1.684 11 6 15 5 0.9957 0.9988 0.0000 7.703 2.474 11 6 78 6 +51 0 0.9974 0.9988 0.0000 4.346 1.706 11 6 22 9 0.9957 0.9988 0.0000 7.638 2.459 11 6 78 6 diff --git a/PartB/90Cross90Mut2El/run_2/regress.sys b/PartB/90Cross90Mut2El/run_2/regress.sys new file mode 100644 index 0000000..b36d96d --- /dev/null +++ b/PartB/90Cross90Mut2El/run_2/regress.sys @@ -0,0 +1,205 @@ + +[ lil-gp Genetic Programming System. +[ Portions copyright (c) 1995 Michigan State University. All rights reserved. +[ kernel version 1.0; 11 July 1995. + + +initialization: + parameter database. + ephemeral random constants. + generation spaces. +updating function set(s): + set 0: removed. +building function set(s): + set 0: * / + - exp log area perimeter major minor eccentricity convex extent R + tree 0 uses function set 0. + function set complete. + no random number seed specfied; using 588. +creating initial population(s): + 7360 trees were generated to fill the population of 5000 (5000 trees). + initial population(s) complete. + + +starting evolution. +no checkpointing will be done. +=== generation 0. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 1. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 2. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 3. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 4. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 5. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 6. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 7. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 8. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 9. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 10. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 11. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 12. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 13. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 14. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 15. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 16. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 17. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 18. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 19. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 20. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 21. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 22. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 23. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 24. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 25. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 26. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 27. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 28. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 29. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 30. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 31. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 32. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 33. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 34. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 35. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 36. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 37. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 38. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 39. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 40. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 41. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 42. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 43. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 44. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 45. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 46. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 47. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 48. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 49. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 50. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 51. + evaluation complete. (1s wall) + +SYSTEM STATISTICS + +------- memory ------- + allocated: 63134464 + freed: 63086464 + not freed: 48000 + max allocated: 2512758 + malloc'ed blocks: 924203 + realloc'ed blocks: 8 + free'ed blocks: 924197 + +------- time ------- + overall: 31s wall + evaluation: 30s wall + breeding: 1s wall + +------- generation spaces ------- + space 0 size: 200 + space 1 size: 100 + +------- ephemeral random constants ------- + used: 23750 + freed: 23750 + allocated: 6000 + blocks: 11 diff --git a/PartB/90Cross90Mut2El/run_3/regress.bst b/PartB/90Cross90Mut2El/run_3/regress.bst new file mode 100644 index 0000000..1164e1a --- /dev/null +++ b/PartB/90Cross90Mut2El/run_3/regress.bst @@ -0,0 +1,21 @@ +=== BEST-OF-RUN === + generation: 50 + nodes: 18 + depth: 6 + hits: 878 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 878 + raw fitness: 878.0000 + standardized fitness: 878.0000 + adjusted fitness: 0.9989 +TREE: + (/ (exp major) + (/ (exp (+ (- (- perimeter -0.39302) major) perimeter)) + (- (exp extent) + (* eccentricity area)))) +TREE-equ: +y = (exp(major) / (exp((((perimeter - -0.39302) - major) + perimeter)) / (exp(extent) - (eccentricity * area)))) diff --git a/PartB/90Cross90Mut2El/run_3/regress.fn b/PartB/90Cross90Mut2El/run_3/regress.fn new file mode 100644 index 0000000..52352fb --- /dev/null +++ b/PartB/90Cross90Mut2El/run_3/regress.fn @@ -0,0 +1,15 @@ +Hits: 2413, Total Size: 2810, Percent Hit: 85.871886 +CC: 1051 +CO: 63 +OO: 1362 +OC: 334 +Fitness: 0.998862 +Hits: 878 + + +y = (exp(major) / (exp((((perimeter - -0.39302) - major) + perimeter)) / (exp(extent) - (eccentricity * area)))) + + (/ (exp major) + (/ (exp (+ (- (- perimeter -0.39302) major) perimeter)) + (- (exp extent) + (* eccentricity area)))) diff --git a/PartB/90Cross90Mut2El/run_3/regress.gen b/PartB/90Cross90Mut2El/run_3/regress.gen new file mode 100644 index 0000000..e69de29 diff --git a/PartB/90Cross90Mut2El/run_3/regress.his b/PartB/90Cross90Mut2El/run_3/regress.his new file mode 100644 index 0000000..80f5f8d --- /dev/null +++ b/PartB/90Cross90Mut2El/run_3/regress.his @@ -0,0 +1,1188 @@ +=== BEST-OF-RUN === + current generation: 0 + generation: 0 + nodes: 43 + depth: 5 + hits: 706 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 706 + raw fitness: 706.0000 + standardized fitness: 706.0000 + adjusted fitness: 0.9986 +TREE: + (/ (+ (+ (+ (- perimeter eccentricity) + (+ extent perimeter)) + (* (log perimeter) + (log minor))) + (- (exp (+ minor major)) + (log (+ perimeter extent)))) + (* (log (* (log area) + (log eccentricity))) + (* (+ (* convex area) + (- minor area)) + (log (* -0.90932 -0.83444))))) +=== BEST-OF-RUN === + current generation: 1 + generation: 1 + nodes: 11 + depth: 5 + hits: 715 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 715 + raw fitness: 715.0000 + standardized fitness: 715.0000 + adjusted fitness: 0.9986 +TREE: + (- (* (log (* eccentricity + (exp 0.13624))) convex) + (log (log extent))) +=== BEST-OF-RUN === + current generation: 2 + generation: 2 + nodes: 64 + depth: 8 + hits: 751 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 751 + raw fitness: 751.0000 + standardized fitness: 751.0000 + adjusted fitness: 0.9987 +TREE: + (- (* (* eccentricity extent) + (/ (log (- (/ perimeter minor) + (- area convex))) + (- (/ (+ convex extent) + (* area major)) + (/ (log minor) + (+ eccentricity area))))) + (/ (+ (exp (* (+ 0.92714 major) + (+ eccentricity -0.54112))) + (- (- (* area 0.67672) + (/ perimeter perimeter)) + (/ (/ (+ (exp minor) perimeter) convex) + (+ 0.39865 area)))) + (log (log (* (log major) + (- 0.34134 extent)))))) +=== BEST-OF-RUN === + current generation: 3 + generation: 2 + nodes: 64 + depth: 8 + hits: 751 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 751 + raw fitness: 751.0000 + standardized fitness: 751.0000 + adjusted fitness: 0.9987 +TREE: + (- (* (* eccentricity extent) + (/ (log (- (/ perimeter minor) + (- area convex))) + (- (/ (+ convex extent) + (* area major)) + (/ (log minor) + (+ eccentricity area))))) + (/ (+ (exp (* (+ 0.92714 major) + (+ eccentricity -0.54112))) + (- (- (* area 0.67672) + (/ perimeter perimeter)) + (/ (/ (+ (exp minor) perimeter) convex) + (+ 0.39865 area)))) + (log (log (* (log major) + (- 0.34134 extent)))))) +=== BEST-OF-RUN === + current generation: 4 + generation: 4 + nodes: 4 + depth: 2 + hits: 797 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 797 + raw fitness: 797.0000 + standardized fitness: 797.0000 + adjusted fitness: 0.9987 +TREE: + (+ (log 0.41206) eccentricity) +=== BEST-OF-RUN === + current generation: 5 + generation: 4 + nodes: 4 + depth: 2 + hits: 797 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 797 + raw fitness: 797.0000 + standardized fitness: 797.0000 + adjusted fitness: 0.9987 +TREE: + (+ (log 0.41206) eccentricity) +=== BEST-OF-RUN === + current generation: 6 + generation: 4 + nodes: 4 + depth: 2 + hits: 797 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 797 + raw fitness: 797.0000 + standardized fitness: 797.0000 + adjusted fitness: 0.9987 +TREE: + (+ (log 0.41206) eccentricity) +=== BEST-OF-RUN === + current generation: 7 + generation: 7 + nodes: 24 + depth: 7 + hits: 869 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 869 + raw fitness: 869.0000 + standardized fitness: 869.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.04716 + (* (- (exp (* (log (exp major)) + (+ (exp extent) + (- eccentricity -0.91047)))) + (+ area + (+ -0.46245 minor))) + (log (+ major major)))) +=== BEST-OF-RUN === + current generation: 8 + generation: 7 + nodes: 24 + depth: 7 + hits: 869 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 869 + raw fitness: 869.0000 + standardized fitness: 869.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.04716 + (* (- (exp (* (log (exp major)) + (+ (exp extent) + (- eccentricity -0.91047)))) + (+ area + (+ -0.46245 minor))) + (log (+ major major)))) +=== BEST-OF-RUN === + current generation: 9 + generation: 7 + nodes: 24 + depth: 7 + hits: 869 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 869 + raw fitness: 869.0000 + standardized fitness: 869.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.04716 + (* (- (exp (* (log (exp major)) + (+ (exp extent) + (- eccentricity -0.91047)))) + (+ area + (+ -0.46245 minor))) + (log (+ major major)))) +=== BEST-OF-RUN === + current generation: 10 + generation: 7 + nodes: 24 + depth: 7 + hits: 869 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 869 + raw fitness: 869.0000 + standardized fitness: 869.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.04716 + (* (- (exp (* (log (exp major)) + (+ (exp extent) + (- eccentricity -0.91047)))) + (+ area + (+ -0.46245 minor))) + (log (+ major major)))) +=== BEST-OF-RUN === + current generation: 11 + generation: 7 + nodes: 24 + depth: 7 + hits: 869 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 869 + raw fitness: 869.0000 + standardized fitness: 869.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.04716 + (* (- (exp (* (log (exp major)) + (+ (exp extent) + (- eccentricity -0.91047)))) + (+ area + (+ -0.46245 minor))) + (log (+ major major)))) +=== BEST-OF-RUN === + current generation: 12 + generation: 7 + nodes: 24 + depth: 7 + hits: 869 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 869 + raw fitness: 869.0000 + standardized fitness: 869.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.04716 + (* (- (exp (* (log (exp major)) + (+ (exp extent) + (- eccentricity -0.91047)))) + (+ area + (+ -0.46245 minor))) + (log (+ major major)))) +=== BEST-OF-RUN === + current generation: 13 + generation: 7 + nodes: 24 + depth: 7 + hits: 869 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 869 + raw fitness: 869.0000 + standardized fitness: 869.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.04716 + (* (- (exp (* (log (exp major)) + (+ (exp extent) + (- eccentricity -0.91047)))) + (+ area + (+ -0.46245 minor))) + (log (+ major major)))) +=== BEST-OF-RUN === + current generation: 14 + generation: 7 + nodes: 24 + depth: 7 + hits: 869 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 869 + raw fitness: 869.0000 + standardized fitness: 869.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.04716 + (* (- (exp (* (log (exp major)) + (+ (exp extent) + (- eccentricity -0.91047)))) + (+ area + (+ -0.46245 minor))) + (log (+ major major)))) +=== BEST-OF-RUN === + current generation: 15 + generation: 7 + nodes: 24 + depth: 7 + hits: 869 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 869 + raw fitness: 869.0000 + standardized fitness: 869.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.04716 + (* (- (exp (* (log (exp major)) + (+ (exp extent) + (- eccentricity -0.91047)))) + (+ area + (+ -0.46245 minor))) + (log (+ major major)))) +=== BEST-OF-RUN === + current generation: 16 + generation: 7 + nodes: 24 + depth: 7 + hits: 869 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 869 + raw fitness: 869.0000 + standardized fitness: 869.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.04716 + (* (- (exp (* (log (exp major)) + (+ (exp extent) + (- eccentricity -0.91047)))) + (+ area + (+ -0.46245 minor))) + (log (+ major major)))) +=== BEST-OF-RUN === + current generation: 17 + generation: 7 + nodes: 24 + depth: 7 + hits: 869 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 869 + raw fitness: 869.0000 + standardized fitness: 869.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.04716 + (* (- (exp (* (log (exp major)) + (+ (exp extent) + (- eccentricity -0.91047)))) + (+ area + (+ -0.46245 minor))) + (log (+ major major)))) +=== BEST-OF-RUN === + current generation: 18 + generation: 7 + nodes: 24 + depth: 7 + hits: 869 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 869 + raw fitness: 869.0000 + standardized fitness: 869.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.04716 + (* (- (exp (* (log (exp major)) + (+ (exp extent) + (- eccentricity -0.91047)))) + (+ area + (+ -0.46245 minor))) + (log (+ major major)))) +=== BEST-OF-RUN === + current generation: 19 + generation: 7 + nodes: 24 + depth: 7 + hits: 869 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 869 + raw fitness: 869.0000 + standardized fitness: 869.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.04716 + (* (- (exp (* (log (exp major)) + (+ (exp extent) + (- eccentricity -0.91047)))) + (+ area + (+ -0.46245 minor))) + (log (+ major major)))) +=== BEST-OF-RUN === + current generation: 20 + generation: 7 + nodes: 24 + depth: 7 + hits: 869 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 869 + raw fitness: 869.0000 + standardized fitness: 869.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.04716 + (* (- (exp (* (log (exp major)) + (+ (exp extent) + (- eccentricity -0.91047)))) + (+ area + (+ -0.46245 minor))) + (log (+ major major)))) +=== BEST-OF-RUN === + current generation: 21 + generation: 7 + nodes: 24 + depth: 7 + hits: 869 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 869 + raw fitness: 869.0000 + standardized fitness: 869.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.04716 + (* (- (exp (* (log (exp major)) + (+ (exp extent) + (- eccentricity -0.91047)))) + (+ area + (+ -0.46245 minor))) + (log (+ major major)))) +=== BEST-OF-RUN === + current generation: 22 + generation: 7 + nodes: 24 + depth: 7 + hits: 869 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 869 + raw fitness: 869.0000 + standardized fitness: 869.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.04716 + (* (- (exp (* (log (exp major)) + (+ (exp extent) + (- eccentricity -0.91047)))) + (+ area + (+ -0.46245 minor))) + (log (+ major major)))) +=== BEST-OF-RUN === + current generation: 23 + generation: 7 + nodes: 24 + depth: 7 + hits: 869 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 869 + raw fitness: 869.0000 + standardized fitness: 869.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.04716 + (* (- (exp (* (log (exp major)) + (+ (exp extent) + (- eccentricity -0.91047)))) + (+ area + (+ -0.46245 minor))) + (log (+ major major)))) +=== BEST-OF-RUN === + current generation: 24 + generation: 7 + nodes: 24 + depth: 7 + hits: 869 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 869 + raw fitness: 869.0000 + standardized fitness: 869.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.04716 + (* (- (exp (* (log (exp major)) + (+ (exp extent) + (- eccentricity -0.91047)))) + (+ area + (+ -0.46245 minor))) + (log (+ major major)))) +=== BEST-OF-RUN === + current generation: 25 + generation: 7 + nodes: 24 + depth: 7 + hits: 869 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 869 + raw fitness: 869.0000 + standardized fitness: 869.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.04716 + (* (- (exp (* (log (exp major)) + (+ (exp extent) + (- eccentricity -0.91047)))) + (+ area + (+ -0.46245 minor))) + (log (+ major major)))) +=== BEST-OF-RUN === + current generation: 26 + generation: 7 + nodes: 24 + depth: 7 + hits: 869 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 869 + raw fitness: 869.0000 + standardized fitness: 869.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.04716 + (* (- (exp (* (log (exp major)) + (+ (exp extent) + (- eccentricity -0.91047)))) + (+ area + (+ -0.46245 minor))) + (log (+ major major)))) +=== BEST-OF-RUN === + current generation: 27 + generation: 7 + nodes: 24 + depth: 7 + hits: 869 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 869 + raw fitness: 869.0000 + standardized fitness: 869.0000 + adjusted fitness: 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(/ (exp (+ (- (- perimeter -0.39302) major) perimeter)) + (- (exp extent) + (* eccentricity area)))) +=== BEST-OF-RUN === + current generation: 51 + generation: 50 + nodes: 18 + depth: 6 + hits: 878 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 878 + raw fitness: 878.0000 + standardized fitness: 878.0000 + adjusted fitness: 0.9989 +TREE: + (/ (exp major) + (/ (exp (+ (- (- perimeter -0.39302) major) perimeter)) + (- (exp extent) + (* eccentricity area)))) diff --git a/PartB/90Cross90Mut2El/run_3/regress.prg b/PartB/90Cross90Mut2El/run_3/regress.prg new file mode 100644 index 0000000..ab532c7 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_3/regress.prg @@ -0,0 +1,1002 @@ +not starting from checkpoint file. +1000 fitness cases: + area = 11708.00000, perimeter = 423.94101, major_axis_length = 173.93201, minor_axis_length = 85.92611, eccentricity = 0.86945, convex_area = 11918.00000, extent = 0.61132, type = O + area = 13200.00000, perimeter = 477.85101, major_axis_length = 202.59695, 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14658.00000, perimeter = 486.17899, major_axis_length = 201.88654, minor_axis_length = 93.20777, eccentricity = 0.88704, convex_area = 14892.00000, extent = 0.64830, type = C + area = 14966.00000, perimeter = 490.74301, major_axis_length = 207.63942, minor_axis_length = 92.16422, eccentricity = 0.89609, convex_area = 15158.00000, extent = 0.78885, type = C + area = 14195.00000, perimeter = 488.45999, major_axis_length = 203.51271, minor_axis_length = 89.95866, eccentricity = 0.89700, convex_area = 14555.00000, extent = 0.71735, type = C + area = 11963.00000, perimeter = 432.29800, major_axis_length = 177.85712, minor_axis_length = 86.44563, eccentricity = 0.87394, convex_area = 12162.00000, extent = 0.80919, type = O + area = 11584.00000, perimeter = 431.35800, major_axis_length = 170.82942, minor_axis_length = 87.87009, eccentricity = 0.85757, convex_area = 11897.00000, extent = 0.61356, type = O + area = 12921.00000, perimeter = 476.74600, major_axis_length = 206.22263, minor_axis_length = 80.40368, eccentricity = 0.92086, convex_area = 13218.00000, extent = 0.54692, type = C + area = 11722.00000, perimeter = 423.70200, major_axis_length = 174.95630, minor_axis_length = 85.81461, eccentricity = 0.87145, convex_area = 11891.00000, extent = 0.61125, type = O + area = 11350.00000, perimeter = 445.82101, major_axis_length = 195.95209, minor_axis_length = 74.59088, eccentricity = 0.92472, convex_area = 11544.00000, extent = 0.58430, type = C + area = 10729.00000, perimeter = 414.69901, major_axis_length = 171.72987, minor_axis_length = 81.42698, eccentricity = 0.88044, convex_area = 10987.00000, extent = 0.79421, type = O + area = 13787.00000, perimeter = 474.33801, major_axis_length = 194.69463, minor_axis_length = 91.07733, eccentricity = 0.88384, convex_area = 14075.00000, extent = 0.61618, type = C + area = 10066.00000, perimeter = 413.28299, major_axis_length = 177.30690, minor_axis_length = 73.48820, eccentricity = 0.91006, convex_area = 10262.00000, extent = 0.54641, type = O + area = 12643.00000, perimeter = 449.34201, major_axis_length = 184.77808, minor_axis_length = 87.98871, eccentricity = 0.87934, convex_area = 12903.00000, extent = 0.77204, type = O + area = 13434.00000, perimeter = 483.36499, major_axis_length = 204.56802, minor_axis_length = 84.15600, eccentricity = 0.91146, convex_area = 13773.00000, extent = 0.72226, type = C + area = 10326.00000, perimeter = 427.72501, major_axis_length = 174.47438, minor_axis_length = 77.73373, eccentricity = 0.89527, convex_area = 10691.00000, extent = 0.60705, type = O + area = 11768.00000, perimeter = 433.48001, major_axis_length = 179.83427, minor_axis_length = 83.96474, eccentricity = 0.88431, convex_area = 11993.00000, extent = 0.75567, type = O + area = 14295.00000, perimeter = 484.22699, major_axis_length = 202.77057, minor_axis_length = 91.39712, eccentricity = 0.89265, convex_area = 14528.00000, extent = 0.55182, type = C + area = 11700.00000, perimeter = 436.92899, major_axis_length = 179.57484, minor_axis_length = 83.98396, eccentricity = 0.88390, convex_area = 11980.00000, extent = 0.73854, type = O + area = 16490.00000, perimeter = 520.31897, major_axis_length = 212.01076, minor_axis_length = 101.68001, eccentricity = 0.87749, convex_area = 16873.00000, extent = 0.62937, type = C + area = 12784.00000, perimeter = 468.71399, major_axis_length = 197.19243, minor_axis_length = 84.30416, eccentricity = 0.90400, convex_area = 13140.00000, extent = 0.58247, type = O + area = 12275.00000, perimeter = 454.69299, major_axis_length = 181.87129, minor_axis_length = 87.00900, eccentricity = 0.87814, convex_area = 12709.00000, extent = 0.69268, type = O + area = 12763.00000, perimeter = 454.90201, major_axis_length = 185.22537, minor_axis_length = 89.68470, eccentricity = 0.87496, convex_area = 13081.00000, extent = 0.62271, type = O + area = 11872.00000, perimeter = 429.53799, major_axis_length = 180.08386, minor_axis_length = 84.37754, eccentricity = 0.88344, convex_area = 12041.00000, extent = 0.64045, type = O + area = 13777.00000, perimeter = 480.83600, major_axis_length = 197.00587, minor_axis_length = 90.18475, eccentricity = 0.88907, convex_area = 14266.00000, extent = 0.63264, type = C + area = 13050.00000, perimeter = 460.81900, major_axis_length = 187.39630, minor_axis_length = 89.79348, eccentricity = 0.87773, convex_area = 13379.00000, extent = 0.59600, type = O + area = 11149.00000, perimeter = 416.89099, major_axis_length = 167.29213, minor_axis_length = 86.69962, eccentricity = 0.85523, convex_area = 11323.00000, extent = 0.69090, type = O + area = 13857.00000, perimeter = 498.02899, major_axis_length = 220.26657, minor_axis_length = 80.39958, eccentricity = 0.93100, convex_area = 14053.00000, extent = 0.50795, type = C + area = 14817.00000, perimeter = 502.64401, major_axis_length = 214.59085, minor_axis_length = 89.05412, eccentricity = 0.90982, convex_area = 15275.00000, extent = 0.79799, type = C + area = 16258.00000, perimeter = 518.77002, major_axis_length = 214.28647, minor_axis_length = 97.37901, eccentricity = 0.89078, convex_area = 16551.00000, extent = 0.70758, type = C + area = 10037.00000, perimeter = 395.34000, major_axis_length = 164.24315, minor_axis_length = 78.49976, eccentricity = 0.87839, convex_area = 10210.00000, extent = 0.76490, type = O + area = 14947.00000, perimeter = 506.65100, major_axis_length = 214.34431, minor_axis_length = 89.52690, eccentricity = 0.90860, convex_area = 15364.00000, extent = 0.56300, type = C + area = 11506.00000, perimeter = 433.34201, major_axis_length = 183.44586, minor_axis_length = 80.39727, eccentricity = 0.89885, convex_area = 11675.00000, extent = 0.61701, type = O + area = 9933.00000, perimeter = 397.72000, major_axis_length = 160.85063, minor_axis_length = 79.78277, eccentricity = 0.86832, convex_area = 10161.00000, extent = 0.70637, type = O diff --git a/PartB/90Cross90Mut2El/run_3/regress.stt b/PartB/90Cross90Mut2El/run_3/regress.stt new file mode 100644 index 0000000..523ba64 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_3/regress.stt @@ -0,0 +1,53 @@ +GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN +0 0 0.9582 0.9986 0.0000 18.419 3.474 43 5 30 6 0.9582 0.9986 0.0000 18.419 3.474 43 5 30 6 +1 0 0.9902 0.9986 0.0000 16.370 3.536 11 5 17 4 0.9742 0.9986 0.0000 17.395 3.505 11 5 30 6 +2 0 0.9912 0.9987 0.0000 15.751 3.579 64 8 85 9 0.9799 0.9987 0.0000 16.847 3.529 64 8 30 6 +3 0 0.9940 0.9987 0.0000 14.914 3.625 64 8 77 6 0.9834 0.9987 0.0000 16.363 3.553 64 8 30 6 +4 0 0.9932 0.9987 0.0000 14.046 3.585 4 2 79 9 0.9854 0.9987 0.0000 15.900 3.560 4 2 30 6 +5 0 0.9936 0.9987 0.0000 13.283 3.552 4 2 26 7 0.9868 0.9987 0.0000 15.464 3.558 4 2 30 6 +6 0 0.9940 0.9987 0.0000 12.793 3.542 4 2 27 6 0.9878 0.9987 0.0000 15.082 3.556 4 2 30 6 +7 0 0.9950 0.9989 0.0000 12.090 3.458 24 7 29 7 0.9887 0.9989 0.0000 14.708 3.544 24 7 30 6 +8 0 0.9942 0.9989 0.0000 11.214 3.338 24 7 14 6 0.9893 0.9989 0.0000 14.320 3.521 24 7 30 6 +9 0 0.9964 0.9989 0.0000 10.490 3.235 24 7 74 12 0.9900 0.9989 0.0000 13.937 3.492 24 7 30 6 +10 0 0.9954 0.9989 0.0000 9.879 3.135 24 7 41 6 0.9905 0.9989 0.0000 13.568 3.460 24 7 30 6 +11 0 0.9956 0.9989 0.0000 9.415 3.038 24 7 42 7 0.9909 0.9989 0.0000 13.222 3.425 24 7 30 6 +12 0 0.9966 0.9989 0.0000 9.203 3.022 24 7 64 10 0.9914 0.9989 0.0000 12.913 3.394 24 7 30 6 +13 0 0.9954 0.9989 0.0000 8.941 2.979 24 7 50 9 0.9917 0.9989 0.0000 12.629 3.364 24 7 30 6 +14 0 0.9958 0.9989 0.0000 8.507 2.898 24 7 34 8 0.9920 0.9989 0.0000 12.354 3.333 24 7 30 6 +15 0 0.9958 0.9989 0.0000 8.516 2.888 24 7 21 6 0.9922 0.9989 0.0000 12.114 3.305 24 7 30 6 +16 0 0.9968 0.9989 0.0000 7.958 2.788 24 7 32 6 0.9925 0.9989 0.0000 11.870 3.275 24 7 30 6 +17 0 0.9976 0.9989 0.0000 7.840 2.764 24 7 40 10 0.9928 0.9989 0.0000 11.646 3.246 24 7 30 6 +18 0 0.9960 0.9989 0.0000 7.613 2.711 24 7 5 2 0.9929 0.9989 0.0000 11.434 3.218 24 7 30 6 +19 0 0.9962 0.9989 0.0000 7.435 2.665 24 7 23 6 0.9931 0.9989 0.0000 11.234 3.191 24 7 30 6 +20 0 0.9964 0.9989 0.0000 7.074 2.590 24 7 6 2 0.9933 0.9989 0.0000 11.036 3.162 24 7 30 6 +21 0 0.9976 0.9989 0.0000 6.839 2.532 24 7 17 5 0.9935 0.9989 0.0000 10.845 3.133 24 7 30 6 +22 0 0.9970 0.9989 0.0000 6.753 2.511 24 7 20 6 0.9936 0.9989 0.0000 10.667 3.106 24 7 30 6 +23 0 0.9978 0.9989 0.0000 6.545 2.448 24 7 48 10 0.9938 0.9989 0.0000 10.495 3.079 24 7 30 6 +24 0 0.9969 0.9989 0.0000 6.437 2.423 24 7 46 9 0.9939 0.9989 0.0000 10.333 3.053 24 7 30 6 +25 0 0.9974 0.9989 0.0000 6.262 2.391 24 7 13 6 0.9940 0.9989 0.0000 10.176 3.027 24 7 30 6 +26 0 0.9970 0.9989 0.0000 6.156 2.352 24 7 10 3 0.9942 0.9989 0.0000 10.028 3.002 24 7 30 6 +27 0 0.9974 0.9989 0.0000 6.039 2.320 24 7 26 6 0.9943 0.9989 0.0000 9.885 2.978 24 7 30 6 +28 0 0.9980 0.9989 0.9976 5.861 2.261 24 7 5 2 0.9944 0.9989 0.0000 9.746 2.953 24 7 30 6 +29 0 0.9974 0.9989 0.0000 5.791 2.228 24 7 17 7 0.9945 0.9989 0.0000 9.614 2.929 24 7 30 6 +30 0 0.9976 0.9989 0.0000 5.742 2.214 24 7 10 4 0.9946 0.9989 0.0000 9.490 2.906 24 7 30 6 +31 0 0.9968 0.9989 0.0000 5.586 2.159 24 7 7 3 0.9947 0.9989 0.0000 9.368 2.883 24 7 30 6 +32 0 0.9976 0.9989 0.0000 5.532 2.142 24 7 14 7 0.9948 0.9989 0.0000 9.251 2.860 24 7 30 6 +33 0 0.9972 0.9989 0.0000 5.529 2.144 24 7 21 9 0.9948 0.9989 0.0000 9.142 2.839 24 7 30 6 +34 0 0.9972 0.9989 0.0000 5.364 2.079 24 7 15 4 0.9949 0.9989 0.0000 9.034 2.817 24 7 30 6 +35 0 0.9978 0.9989 0.0000 5.301 2.051 24 7 16 5 0.9950 0.9989 0.0000 8.930 2.796 24 7 30 6 +36 0 0.9974 0.9989 0.0000 5.251 2.035 24 7 11 4 0.9951 0.9989 0.0000 8.831 2.776 24 7 30 6 +37 0 0.9972 0.9989 0.0000 5.161 2.000 24 7 23 5 0.9951 0.9989 0.0000 8.734 2.755 24 7 30 6 +38 0 0.9974 0.9989 0.0000 5.012 1.941 24 7 14 5 0.9952 0.9989 0.0000 8.639 2.734 24 7 30 6 +39 0 0.9976 0.9989 0.0000 4.931 1.922 24 7 15 4 0.9952 0.9989 0.0000 8.546 2.714 24 7 30 6 +40 0 0.9974 0.9989 0.0000 4.806 1.871 24 7 22 6 0.9953 0.9989 0.0000 8.455 2.693 24 7 30 6 +41 0 0.9978 0.9989 0.0000 4.768 1.849 24 7 7 3 0.9954 0.9989 0.0000 8.367 2.673 24 7 30 6 +42 0 0.9976 0.9989 0.0000 4.630 1.810 24 7 22 6 0.9954 0.9989 0.0000 8.280 2.653 24 7 30 6 +43 0 0.9980 0.9989 0.9972 4.691 1.823 24 7 22 6 0.9955 0.9989 0.0000 8.199 2.634 24 7 30 6 +44 0 0.9974 0.9989 0.0000 4.706 1.828 24 7 8 3 0.9955 0.9989 0.0000 8.121 2.616 24 7 30 6 +45 0 0.9976 0.9989 0.0000 4.617 1.805 24 7 12 5 0.9956 0.9989 0.0000 8.045 2.599 24 7 30 6 +46 0 0.9976 0.9989 0.0000 4.531 1.770 24 7 10 5 0.9956 0.9989 0.0000 7.970 2.581 24 7 30 6 +47 0 0.9978 0.9989 0.0000 4.520 1.758 24 7 9 4 0.9956 0.9989 0.0000 7.898 2.564 24 7 30 6 +48 0 0.9976 0.9989 0.0000 4.459 1.737 24 7 11 4 0.9957 0.9989 0.0000 7.828 2.547 24 7 30 6 +49 0 0.9978 0.9989 0.0000 4.426 1.732 24 7 9 4 0.9957 0.9989 0.0000 7.760 2.531 24 7 30 6 +50 0 0.9978 0.9989 0.0000 4.417 1.730 18 6 9 4 0.9958 0.9989 0.0000 7.694 2.515 18 6 30 6 +51 0 0.9976 0.9989 0.0000 4.463 1.744 18 6 14 4 0.9958 0.9989 0.0000 7.632 2.500 18 6 30 6 diff --git a/PartB/90Cross90Mut2El/run_3/regress.sys b/PartB/90Cross90Mut2El/run_3/regress.sys new file mode 100644 index 0000000..a1020ad --- /dev/null +++ b/PartB/90Cross90Mut2El/run_3/regress.sys @@ -0,0 +1,205 @@ + +[ lil-gp Genetic Programming System. +[ Portions copyright (c) 1995 Michigan State University. All rights reserved. +[ kernel version 1.0; 11 July 1995. + + +initialization: + parameter database. + ephemeral random constants. + generation spaces. +updating function set(s): + set 0: removed. +building function set(s): + set 0: * / + - exp log area perimeter major minor eccentricity convex extent R + tree 0 uses function set 0. + function set complete. + no random number seed specfied; using 8388. +creating initial population(s): + 7284 trees were generated to fill the population of 5000 (5000 trees). + initial population(s) complete. + + +starting evolution. +no checkpointing will be done. +=== generation 0. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 1. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 2. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 3. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 4. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 5. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 6. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 7. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 8. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 9. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 10. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 11. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 12. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 13. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 14. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 15. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 16. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 17. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 18. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 19. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 20. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 21. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 22. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 23. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 24. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 25. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 26. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 27. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 28. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 29. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 30. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 31. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 32. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 33. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 34. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 35. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 36. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 37. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 38. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 39. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 40. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 41. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 42. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 43. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 44. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 45. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 46. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 47. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 48. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 49. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 50. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 51. + evaluation complete. (1s wall) + +SYSTEM STATISTICS + +------- memory ------- + allocated: 63242494 + freed: 63194494 + not freed: 48000 + max allocated: 2536711 + malloc'ed blocks: 925765 + realloc'ed blocks: 8 + free'ed blocks: 925759 + +------- time ------- + overall: 31s wall + evaluation: 31s wall + breeding: 0s wall + +------- generation spaces ------- + space 0 size: 200 + space 1 size: 100 + +------- ephemeral random constants ------- + used: 24080 + freed: 24080 + allocated: 6000 + blocks: 11 diff --git a/PartB/90Cross90Mut2El/run_4/regress.bst b/PartB/90Cross90Mut2El/run_4/regress.bst new file mode 100644 index 0000000..c460ce1 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_4/regress.bst @@ -0,0 +1,19 @@ +=== BEST-OF-RUN === + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +TREE-equ: +y = log(exp(((perimeter * (area / -0.61055)) / area))) diff --git a/PartB/90Cross90Mut2El/run_4/regress.fn b/PartB/90Cross90Mut2El/run_4/regress.fn new file mode 100644 index 0000000..f36117b --- /dev/null +++ b/PartB/90Cross90Mut2El/run_4/regress.fn @@ -0,0 +1,13 @@ +Hits: 2562, Total Size: 2810, Percent Hit: 91.174377 +CC: 1024 +CO: 89 +OO: 1538 +OC: 159 +Fitness: 0.998894 +Hits: 903 + + +y = log(exp(((perimeter * (area / -0.61055)) / area))) + + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) diff --git a/PartB/90Cross90Mut2El/run_4/regress.gen b/PartB/90Cross90Mut2El/run_4/regress.gen new file mode 100644 index 0000000..e69de29 diff --git a/PartB/90Cross90Mut2El/run_4/regress.his b/PartB/90Cross90Mut2El/run_4/regress.his new file mode 100644 index 0000000..cc29236 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_4/regress.his @@ -0,0 +1,984 @@ +=== BEST-OF-RUN === + current generation: 0 + generation: 0 + nodes: 8 + depth: 3 + hits: 716 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 716 + raw fitness: 716.0000 + standardized fitness: 716.0000 + adjusted fitness: 0.9986 +TREE: + (- (log (exp eccentricity)) + (exp (- 0.79448 eccentricity))) +=== BEST-OF-RUN === + current generation: 1 + generation: 1 + nodes: 22 + depth: 6 + hits: 894 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 894 + raw fitness: 894.0000 + standardized fitness: 894.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) + (+ (- (+ minor convex) + (/ extent convex)) + (- (log major) + (- minor -0.38320)))))) +=== BEST-OF-RUN === + current generation: 2 + generation: 1 + nodes: 22 + depth: 6 + hits: 894 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 894 + raw fitness: 894.0000 + standardized fitness: 894.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) + (+ (- (+ minor convex) + (/ extent convex)) + (- (log major) + (- minor -0.38320)))))) +=== BEST-OF-RUN === + current generation: 3 + generation: 1 + nodes: 22 + depth: 6 + hits: 894 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 894 + raw fitness: 894.0000 + standardized fitness: 894.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) + (+ (- (+ minor convex) + (/ extent convex)) + (- (log major) + (- minor -0.38320)))))) +=== BEST-OF-RUN === + current generation: 4 + generation: 1 + nodes: 22 + depth: 6 + hits: 894 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 894 + raw fitness: 894.0000 + standardized fitness: 894.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) + (+ (- (+ minor convex) + (/ extent convex)) + (- (log major) + (- minor -0.38320)))))) +=== BEST-OF-RUN === + current generation: 5 + generation: 1 + nodes: 22 + depth: 6 + hits: 894 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 894 + raw fitness: 894.0000 + standardized fitness: 894.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) + (+ (- (+ minor convex) + (/ extent convex)) + (- (log major) + (- minor -0.38320)))))) +=== BEST-OF-RUN === + current generation: 6 + generation: 1 + nodes: 22 + depth: 6 + hits: 894 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 894 + raw fitness: 894.0000 + standardized fitness: 894.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) + (+ (- (+ minor convex) + (/ extent convex)) + (- (log major) + (- minor -0.38320)))))) +=== BEST-OF-RUN === + current generation: 7 + generation: 1 + nodes: 22 + depth: 6 + hits: 894 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 894 + raw fitness: 894.0000 + standardized fitness: 894.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) + (+ (- (+ minor convex) + (/ extent convex)) + (- (log major) + (- minor -0.38320)))))) +=== BEST-OF-RUN === + current generation: 8 + generation: 1 + nodes: 22 + depth: 6 + hits: 894 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 894 + raw fitness: 894.0000 + standardized fitness: 894.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) + (+ (- (+ minor convex) + (/ extent convex)) + (- (log major) + (- minor -0.38320)))))) +=== BEST-OF-RUN === + current generation: 9 + generation: 1 + nodes: 22 + depth: 6 + hits: 894 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 894 + raw fitness: 894.0000 + standardized fitness: 894.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) + (+ (- (+ minor convex) + (/ extent convex)) + (- (log major) + (- minor -0.38320)))))) +=== BEST-OF-RUN === + current generation: 10 + generation: 1 + nodes: 22 + depth: 6 + hits: 894 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 894 + raw fitness: 894.0000 + standardized fitness: 894.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) + (+ (- (+ minor convex) + (/ extent convex)) + (- (log major) + (- minor -0.38320)))))) +=== BEST-OF-RUN === + current generation: 11 + generation: 1 + nodes: 22 + depth: 6 + hits: 894 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 894 + raw fitness: 894.0000 + standardized fitness: 894.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) + (+ (- (+ minor convex) + (/ extent convex)) + (- (log major) + (- minor -0.38320)))))) +=== BEST-OF-RUN === + current generation: 12 + generation: 1 + nodes: 22 + depth: 6 + hits: 894 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 894 + raw fitness: 894.0000 + standardized fitness: 894.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) + (+ (- (+ minor convex) + (/ extent convex)) + (- (log major) + (- minor -0.38320)))))) +=== BEST-OF-RUN === + current generation: 13 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 14 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 15 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 16 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 17 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 18 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 19 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 20 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 21 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 22 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 23 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 24 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 25 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 26 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 27 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 28 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 29 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 30 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 31 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 32 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 33 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 34 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 35 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 36 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 37 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 38 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 39 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 40 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 41 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 42 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 43 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 44 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 45 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 46 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 47 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 48 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 49 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 50 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) +=== BEST-OF-RUN === + current generation: 51 + generation: 13 + nodes: 9 + depth: 5 + hits: 903 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 903 + raw fitness: 903.0000 + standardized fitness: 903.0000 + adjusted fitness: 0.9989 +TREE: + (log (exp (/ (* perimeter + (/ area -0.61055)) area))) diff --git a/PartB/90Cross90Mut2El/run_4/regress.prg b/PartB/90Cross90Mut2El/run_4/regress.prg new file mode 100644 index 0000000..9af887e --- /dev/null +++ b/PartB/90Cross90Mut2El/run_4/regress.prg @@ -0,0 +1,1002 @@ +not starting from checkpoint file. +1000 fitness cases: + area = 12219.00000, perimeter = 438.28101, major_axis_length = 182.18773, minor_axis_length = 86.19642, eccentricity = 0.88100, convex_area = 12471.00000, extent = 0.60177, type = C + area = 12503.00000, perimeter = 449.59900, major_axis_length = 184.01433, minor_axis_length = 88.25850, eccentricity = 0.87747, convex_area = 12803.00000, extent = 0.78163, type = O + area = 13607.00000, perimeter = 482.81799, major_axis_length = 202.84724, minor_axis_length = 86.15414, eccentricity = 0.90532, convex_area = 13901.00000, extent = 0.55684, type = C + area = 15093.00000, perimeter = 509.30499, major_axis_length = 214.42812, minor_axis_length = 90.88328, eccentricity = 0.90574, convex_area = 15497.00000, extent = 0.57262, type = C 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major_axis_length = 173.50665, minor_axis_length = 83.82771, eccentricity = 0.87554, convex_area = 11512.00000, extent = 0.60984, type = O + area = 10420.00000, perimeter = 415.05600, major_axis_length = 170.51256, minor_axis_length = 79.28839, eccentricity = 0.88531, convex_area = 10647.00000, extent = 0.62771, type = O + area = 14730.00000, perimeter = 483.70599, major_axis_length = 196.45126, minor_axis_length = 96.88643, eccentricity = 0.86993, convex_area = 15006.00000, extent = 0.65310, type = C + area = 11769.00000, perimeter = 426.31000, major_axis_length = 176.11459, minor_axis_length = 85.90214, eccentricity = 0.87298, convex_area = 11928.00000, extent = 0.79119, type = O + area = 12763.00000, perimeter = 454.90201, major_axis_length = 185.22537, minor_axis_length = 89.68470, eccentricity = 0.87496, convex_area = 13081.00000, extent = 0.62271, type = O + area = 14851.00000, perimeter = 512.31897, major_axis_length = 218.00836, minor_axis_length = 88.49667, eccentricity = 0.91390, convex_area = 15556.00000, extent = 0.71775, type = C + area = 10398.00000, perimeter = 405.67899, major_axis_length = 162.22716, minor_axis_length = 82.39346, eccentricity = 0.86142, convex_area = 10658.00000, extent = 0.64472, type = O + area = 12344.00000, perimeter = 442.70200, major_axis_length = 179.73578, minor_axis_length = 88.92992, eccentricity = 0.86902, convex_area = 12609.00000, extent = 0.71897, type = O + area = 8709.00000, perimeter = 383.52701, major_axis_length = 164.19389, minor_axis_length = 67.93288, eccentricity = 0.91040, convex_area = 8873.00000, extent = 0.76799, type = O + area = 16933.00000, perimeter = 521.92200, major_axis_length = 221.33298, minor_axis_length = 98.09830, eccentricity = 0.89641, convex_area = 17212.00000, extent = 0.77674, type = C + area = 14892.00000, perimeter = 503.33899, major_axis_length = 209.62090, minor_axis_length = 91.80297, eccentricity = 0.89900, convex_area = 15338.00000, extent = 0.65566, type = C + area = 14403.00000, perimeter = 510.55899, major_axis_length = 223.41208, minor_axis_length = 83.20211, eccentricity = 0.92807, convex_area = 14781.00000, extent = 0.59878, type = C + area = 17335.00000, perimeter = 544.09302, major_axis_length = 239.01050, minor_axis_length = 92.99298, eccentricity = 0.92121, convex_area = 17526.00000, extent = 0.82110, type = C + area = 12985.00000, perimeter = 466.13501, major_axis_length = 196.66615, minor_axis_length = 84.69309, eccentricity = 0.90252, convex_area = 13221.00000, extent = 0.58889, type = C + area = 15569.00000, perimeter = 528.78900, major_axis_length = 221.57684, minor_axis_length = 90.98238, eccentricity = 0.91181, convex_area = 16286.00000, extent = 0.56569, type = C + area = 11144.00000, perimeter = 427.12100, major_axis_length = 182.21642, minor_axis_length = 78.31834, eccentricity = 0.90292, convex_area = 11332.00000, extent = 0.68435, type = O + area = 14862.00000, perimeter = 507.48999, major_axis_length = 216.32031, minor_axis_length = 88.60250, eccentricity = 0.91227, convex_area = 15125.00000, extent = 0.77527, type = C + area = 14399.00000, perimeter = 484.08200, major_axis_length = 200.17354, minor_axis_length = 92.85159, eccentricity = 0.88591, convex_area = 14849.00000, extent = 0.60480, type = C + area = 14633.00000, perimeter = 495.09399, major_axis_length = 208.78053, minor_axis_length = 90.25591, eccentricity = 0.90173, convex_area = 14978.00000, extent = 0.64360, type = C + area = 11746.00000, perimeter = 436.95001, major_axis_length = 185.25391, minor_axis_length = 81.15396, eccentricity = 0.89894, convex_area = 11926.00000, extent = 0.58948, type = O + area = 13560.00000, perimeter = 479.19901, major_axis_length = 197.55803, minor_axis_length = 88.77229, eccentricity = 0.89336, convex_area = 14033.00000, extent = 0.69177, type = C + area = 9751.00000, perimeter = 412.59799, major_axis_length = 175.45064, minor_axis_length = 71.44276, eccentricity = 0.91334, convex_area = 10034.00000, extent = 0.71436, type = O + area = 12269.00000, perimeter = 435.65601, major_axis_length = 175.95552, minor_axis_length = 90.29810, eccentricity = 0.85828, convex_area = 12583.00000, extent = 0.77884, type = O + area = 14656.00000, perimeter = 494.31100, major_axis_length = 206.02007, minor_axis_length = 91.73097, eccentricity = 0.89540, convex_area = 15072.00000, extent = 0.61544, type = C + area = 14289.00000, perimeter = 502.81400, major_axis_length = 216.60838, minor_axis_length = 85.56938, eccentricity = 0.91866, convex_area = 14612.00000, extent = 0.54100, type = C + area = 12549.00000, perimeter = 456.93500, major_axis_length = 193.39151, minor_axis_length = 83.70135, eccentricity = 0.90149, convex_area = 12905.00000, extent = 0.79707, type = C + area = 10023.00000, perimeter = 413.20401, major_axis_length = 173.62323, minor_axis_length = 74.24060, eccentricity = 0.90397, convex_area = 10221.00000, extent = 0.57973, type = O + area = 14252.00000, perimeter = 493.11401, major_axis_length = 202.65460, minor_axis_length = 91.30965, eccentricity = 0.89274, convex_area = 14627.00000, extent = 0.56377, type = C + area = 11739.00000, perimeter = 448.60501, major_axis_length = 187.68576, minor_axis_length = 80.84975, eccentricity = 0.90246, convex_area = 12118.00000, extent = 0.54702, type = C + area = 15437.00000, perimeter = 512.94800, major_axis_length = 211.40877, minor_axis_length = 94.91480, eccentricity = 0.89355, convex_area = 15984.00000, extent = 0.73161, type = C + area = 11264.00000, perimeter = 423.39099, major_axis_length = 172.13951, minor_axis_length = 84.22161, eccentricity = 0.87214, convex_area = 11476.00000, extent = 0.73243, type = O + area = 12776.00000, perimeter = 457.47101, major_axis_length = 184.23286, minor_axis_length = 89.64104, eccentricity = 0.87365, convex_area = 13089.00000, extent = 0.74301, type = O + area = 13002.00000, perimeter = 458.31601, major_axis_length = 187.39746, minor_axis_length = 89.58738, eccentricity = 0.87833, convex_area = 13319.00000, extent = 0.67634, type = O + area = 12672.00000, perimeter = 445.54300, major_axis_length = 180.45528, minor_axis_length = 90.30993, eccentricity = 0.86576, convex_area = 12900.00000, extent = 0.62569, type = O + area = 10735.00000, perimeter = 421.48801, major_axis_length = 172.77937, minor_axis_length = 80.16738, eccentricity = 0.88584, convex_area = 11021.00000, extent = 0.78095, type = O + area = 12152.00000, perimeter = 447.91699, major_axis_length = 185.24631, minor_axis_length = 85.78561, eccentricity = 0.88631, convex_area = 12449.00000, extent = 0.57538, type = O + area = 11392.00000, perimeter = 424.52399, major_axis_length = 172.19817, minor_axis_length = 85.84372, eccentricity = 0.86688, convex_area = 11707.00000, extent = 0.67810, type = O + area = 13700.00000, perimeter = 455.62500, major_axis_length = 185.95854, minor_axis_length = 94.56549, eccentricity = 0.86104, convex_area = 13893.00000, extent = 0.61452, type = O + area = 15290.00000, perimeter = 501.05701, major_axis_length = 209.36775, minor_axis_length = 94.17390, eccentricity = 0.89313, convex_area = 15582.00000, extent = 0.75783, type = C + area = 12315.00000, perimeter = 444.62299, major_axis_length = 183.17519, minor_axis_length = 86.46496, eccentricity = 0.88158, convex_area = 12523.00000, extent = 0.61117, type = O + area = 12800.00000, perimeter = 471.33401, major_axis_length = 203.55943, minor_axis_length = 81.30859, eccentricity = 0.91676, convex_area = 13141.00000, extent = 0.61162, type = C + area = 13780.00000, perimeter = 497.42801, major_axis_length = 221.72290, minor_axis_length = 79.95213, eccentricity = 0.93272, convex_area = 14010.00000, extent = 0.55078, type = C + area = 12172.00000, perimeter = 452.32901, major_axis_length = 193.69254, minor_axis_length = 80.80778, eccentricity = 0.90882, convex_area = 12430.00000, extent = 0.67803, type = C + area = 16188.00000, perimeter = 526.87598, major_axis_length = 224.04192, minor_axis_length = 93.17562, eccentricity = 0.90942, convex_area = 16605.00000, extent = 0.66301, type = C + area = 11342.00000, perimeter = 429.78101, major_axis_length = 179.13814, minor_axis_length = 81.86805, eccentricity = 0.88946, convex_area = 11532.00000, extent = 0.57894, type = O + area = 13818.00000, perimeter = 475.01700, major_axis_length = 198.49921, minor_axis_length = 89.09570, eccentricity = 0.89361, convex_area = 14008.00000, extent = 0.59601, type = C + area = 14687.00000, perimeter = 498.39099, major_axis_length = 210.58044, minor_axis_length = 90.29588, eccentricity = 0.90340, convex_area = 14977.00000, extent = 0.56610, type = C + area = 13694.00000, perimeter = 464.56000, major_axis_length = 191.33110, minor_axis_length = 91.70782, eccentricity = 0.87764, convex_area = 13918.00000, extent = 0.70880, type = C + area = 11044.00000, perimeter = 420.21899, major_axis_length = 165.99222, minor_axis_length = 87.13152, eccentricity = 0.85116, convex_area = 11328.00000, extent = 0.61294, type = O + area = 10862.00000, perimeter = 421.01099, major_axis_length = 175.22003, minor_axis_length = 80.57565, eccentricity = 0.88799, convex_area = 11066.00000, extent = 0.61201, type = O + area = 14828.00000, perimeter = 493.50000, major_axis_length = 209.90356, minor_axis_length = 90.66991, eccentricity = 0.90189, convex_area = 15090.00000, extent = 0.60651, type = C + area = 13043.00000, perimeter = 471.35699, major_axis_length = 199.28964, minor_axis_length = 84.55070, eccentricity = 0.90554, convex_area = 13422.00000, extent = 0.73643, type = C + area = 10740.00000, perimeter = 422.76801, major_axis_length = 182.96492, minor_axis_length = 75.03802, eccentricity = 0.91203, convex_area = 10886.00000, extent = 0.55636, type = O + area = 10971.00000, perimeter = 407.35599, major_axis_length = 167.40466, minor_axis_length = 84.57907, eccentricity = 0.86298, convex_area = 11108.00000, extent = 0.73963, type = O + area = 11862.00000, perimeter = 436.29999, major_axis_length = 177.20021, minor_axis_length = 86.44499, eccentricity = 0.87293, convex_area = 12146.00000, extent = 0.76156, type = O + area = 10208.00000, perimeter = 394.53000, major_axis_length = 161.66724, minor_axis_length = 81.41670, eccentricity = 0.86393, convex_area = 10361.00000, extent = 0.66097, type = O + area = 12432.00000, perimeter = 453.04001, major_axis_length = 190.54366, minor_axis_length = 84.25046, eccentricity = 0.89694, convex_area = 12728.00000, extent = 0.76575, type = O + area = 12906.00000, perimeter = 461.20300, major_axis_length = 191.54367, minor_axis_length = 86.72736, eccentricity = 0.89162, convex_area = 13272.00000, extent = 0.73833, type = O + area = 10516.00000, perimeter = 423.39999, major_axis_length = 175.92067, minor_axis_length = 77.73805, eccentricity = 0.89707, convex_area = 10787.00000, extent = 0.63687, type = O + area = 13792.00000, perimeter = 475.78201, major_axis_length = 196.70659, minor_axis_length = 90.34711, eccentricity = 0.88828, convex_area = 14183.00000, extent = 0.77327, type = C + area = 11893.00000, perimeter = 441.39999, major_axis_length = 182.08620, minor_axis_length = 84.24277, eccentricity = 0.88654, convex_area = 12092.00000, extent = 0.57840, type = O + area = 14634.00000, perimeter = 493.02701, major_axis_length = 208.13615, minor_axis_length = 90.37943, eccentricity = 0.90080, convex_area = 14898.00000, extent = 0.71025, type = C diff --git a/PartB/90Cross90Mut2El/run_4/regress.stt b/PartB/90Cross90Mut2El/run_4/regress.stt new file mode 100644 index 0000000..79812ab --- /dev/null +++ b/PartB/90Cross90Mut2El/run_4/regress.stt @@ -0,0 +1,53 @@ +GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN +0 0 0.9565 0.9986 0.0000 18.169 3.423 8 3 20 5 0.9565 0.9986 0.0000 18.169 3.423 8 3 20 5 +1 0 0.9932 0.9989 0.0000 16.180 3.478 22 6 38 7 0.9749 0.9989 0.0000 17.174 3.450 22 6 20 5 +2 0 0.9921 0.9989 0.0000 15.574 3.544 22 6 25 5 0.9806 0.9989 0.0000 16.641 3.482 22 6 20 5 +3 0 0.9919 0.9989 0.0000 14.411 3.491 22 6 23 6 0.9834 0.9989 0.0000 16.084 3.484 22 6 20 5 +4 0 0.9932 0.9989 0.0000 13.426 3.411 22 6 81 9 0.9854 0.9989 0.0000 15.552 3.469 22 6 20 5 +5 0 0.9946 0.9989 0.0000 12.606 3.374 22 6 59 9 0.9869 0.9989 0.0000 15.061 3.453 22 6 20 5 +6 0 0.9934 0.9989 0.0000 12.061 3.320 22 6 15 4 0.9879 0.9989 0.0000 14.632 3.434 22 6 20 5 +7 0 0.9958 0.9989 0.0000 11.249 3.197 22 6 19 8 0.9889 0.9989 0.0000 14.210 3.405 22 6 20 5 +8 0 0.9964 0.9989 0.0000 11.080 3.194 22 6 55 14 0.9897 0.9989 0.0000 13.862 3.381 22 6 20 5 +9 0 0.9950 0.9989 0.0000 10.193 3.098 22 6 17 7 0.9902 0.9989 0.0000 13.495 3.353 22 6 20 5 +10 0 0.9964 0.9989 0.0000 9.397 2.996 22 6 116 13 0.9908 0.9989 0.0000 13.122 3.320 22 6 20 5 +11 0 0.9976 0.9989 0.0000 9.316 2.996 22 6 51 11 0.9914 0.9989 0.0000 12.805 3.293 22 6 20 5 +12 0 0.9972 0.9989 0.0000 9.106 2.962 22 6 52 16 0.9918 0.9989 0.0000 12.521 3.268 22 6 20 5 +13 0 0.9970 0.9989 0.0000 8.981 2.938 9 5 77 9 0.9922 0.9989 0.0000 12.268 3.244 9 5 20 5 +14 0 0.9958 0.9989 0.0000 8.620 2.905 9 5 35 8 0.9924 0.9989 0.0000 12.025 3.222 9 5 20 5 +15 0 0.9964 0.9989 0.0000 8.296 2.829 9 5 48 12 0.9927 0.9989 0.0000 11.792 3.197 9 5 20 5 +16 0 0.9968 0.9989 0.0000 8.066 2.803 9 5 11 5 0.9929 0.9989 0.0000 11.572 3.174 9 5 20 5 +17 0 0.9962 0.9989 0.0000 7.634 2.728 9 5 49 13 0.9931 0.9989 0.0000 11.354 3.149 9 5 20 5 +18 0 0.9970 0.9989 0.0000 7.281 2.637 9 5 8 3 0.9933 0.9989 0.0000 11.139 3.122 9 5 20 5 +19 0 0.9968 0.9989 0.0000 7.013 2.565 9 5 16 6 0.9935 0.9989 0.0000 10.933 3.094 9 5 20 5 +20 0 0.9966 0.9989 0.0000 6.741 2.510 9 5 8 3 0.9936 0.9989 0.0000 10.733 3.067 9 5 20 5 +21 0 0.9962 0.9989 0.0000 6.532 2.469 9 5 30 8 0.9938 0.9989 0.0000 10.542 3.039 9 5 20 5 +22 0 0.9974 0.9989 0.0000 6.367 2.437 9 5 56 9 0.9939 0.9989 0.0000 10.361 3.013 9 5 20 5 +23 0 0.9974 0.9989 0.0000 6.114 2.353 9 5 36 9 0.9941 0.9989 0.0000 10.184 2.986 9 5 20 5 +24 0 0.9978 0.9989 0.0000 5.886 2.273 9 5 11 4 0.9942 0.9989 0.0000 10.012 2.957 9 5 20 5 +25 0 0.9972 0.9989 0.0000 5.822 2.226 9 5 21 7 0.9943 0.9989 0.0000 9.851 2.929 9 5 20 5 +26 0 0.9966 0.9989 0.0000 5.734 2.214 9 5 14 5 0.9944 0.9989 0.0000 9.698 2.903 9 5 20 5 +27 0 0.9978 0.9989 0.0000 5.573 2.160 9 5 14 5 0.9945 0.9989 0.0000 9.551 2.876 9 5 20 5 +28 0 0.9976 0.9989 0.0000 5.358 2.088 9 5 8 4 0.9947 0.9989 0.0000 9.406 2.849 9 5 20 5 +29 0 0.9978 0.9989 0.0000 5.137 1.998 9 5 46 8 0.9948 0.9989 0.0000 9.264 2.821 9 5 20 5 +30 0 0.9972 0.9989 0.0000 5.063 1.960 9 5 12 4 0.9948 0.9989 0.0000 9.129 2.793 9 5 20 5 +31 0 0.9976 0.9989 0.0000 5.056 1.958 9 5 14 5 0.9949 0.9989 0.0000 9.001 2.767 9 5 20 5 +32 0 0.9972 0.9989 0.0000 4.951 1.941 9 5 27 8 0.9950 0.9989 0.0000 8.879 2.742 9 5 20 5 +33 0 0.9976 0.9989 0.0000 4.938 1.934 9 5 13 5 0.9951 0.9989 0.0000 8.763 2.718 9 5 20 5 +34 0 0.9972 0.9989 0.0000 4.791 1.873 9 5 18 4 0.9951 0.9989 0.0000 8.649 2.694 9 5 20 5 +35 0 0.9974 0.9989 0.0000 4.569 1.777 9 5 22 8 0.9952 0.9989 0.0000 8.536 2.668 9 5 20 5 +36 0 0.9978 0.9989 0.0000 4.437 1.739 9 5 46 10 0.9953 0.9989 0.0000 8.425 2.643 9 5 20 5 +37 0 0.9978 0.9989 0.0000 4.452 1.741 9 5 16 5 0.9953 0.9989 0.0000 8.321 2.619 9 5 20 5 +38 0 0.9978 0.9989 0.0000 4.520 1.765 9 5 10 3 0.9954 0.9989 0.0000 8.223 2.598 9 5 20 5 +39 0 0.9978 0.9989 0.0000 4.456 1.756 9 5 19 8 0.9955 0.9989 0.0000 8.129 2.576 9 5 20 5 +40 0 0.9974 0.9989 0.0000 4.549 1.807 9 5 23 10 0.9955 0.9989 0.0000 8.042 2.558 9 5 20 5 +41 0 0.9970 0.9989 0.0000 4.404 1.742 9 5 21 8 0.9955 0.9989 0.0000 7.955 2.538 9 5 20 5 +42 0 0.9974 0.9989 0.0000 4.241 1.680 9 5 10 4 0.9956 0.9989 0.0000 7.869 2.518 9 5 20 5 +43 0 0.9974 0.9989 0.0000 4.166 1.662 9 5 11 5 0.9956 0.9989 0.0000 7.784 2.499 9 5 20 5 +44 0 0.9976 0.9989 0.0000 4.234 1.696 9 5 10 6 0.9957 0.9989 0.0000 7.706 2.481 9 5 20 5 +45 0 0.9976 0.9989 0.0000 4.372 1.747 9 5 11 4 0.9957 0.9989 0.0000 7.633 2.465 9 5 20 5 +46 0 0.9970 0.9989 0.0000 4.299 1.700 9 5 10 4 0.9958 0.9989 0.0000 7.562 2.449 9 5 20 5 +47 0 0.9976 0.9989 0.0000 4.339 1.720 9 5 6 3 0.9958 0.9989 0.0000 7.495 2.434 9 5 20 5 +48 0 0.9978 0.9989 0.0000 4.321 1.719 9 5 9 4 0.9958 0.9989 0.0000 7.430 2.419 9 5 20 5 +49 0 0.9976 0.9989 0.0000 4.336 1.720 9 5 21 7 0.9959 0.9989 0.0000 7.368 2.405 9 5 20 5 +50 0 0.9974 0.9989 0.0000 4.323 1.703 9 5 18 7 0.9959 0.9989 0.0000 7.309 2.391 9 5 20 5 +51 0 0.9974 0.9989 0.0000 4.379 1.715 9 5 14 6 0.9959 0.9989 0.0000 7.252 2.378 9 5 20 5 diff --git a/PartB/90Cross90Mut2El/run_4/regress.sys b/PartB/90Cross90Mut2El/run_4/regress.sys new file mode 100644 index 0000000..c033261 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_4/regress.sys @@ -0,0 +1,205 @@ + +[ lil-gp Genetic Programming System. +[ Portions copyright (c) 1995 Michigan State University. All rights reserved. +[ kernel version 1.0; 11 July 1995. + + +initialization: + parameter database. + ephemeral random constants. + generation spaces. +updating function set(s): + set 0: removed. +building function set(s): + set 0: * / + - exp log area perimeter major minor eccentricity convex extent R + tree 0 uses function set 0. + function set complete. + no random number seed specfied; using 73. +creating initial population(s): + 7318 trees were generated to fill the population of 5000 (5000 trees). + initial population(s) complete. + + +starting evolution. +no checkpointing will be done. +=== generation 0. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 1. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 2. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 3. + evaluation complete. (2s wall) + breeding complete. (0s wall) +=== generation 4. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 5. + evaluation complete. (1s wall) + breeding complete. (1s wall) +=== generation 6. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 7. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 8. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 9. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 10. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 11. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 12. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 13. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 14. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 15. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 16. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 17. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 18. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 19. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 20. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 21. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 22. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 23. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 24. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 25. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 26. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 27. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 28. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 29. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 30. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 31. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 32. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 33. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 34. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 35. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 36. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 37. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 38. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 39. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 40. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 41. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 42. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 43. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 44. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 45. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 46. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 47. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 48. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 49. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 50. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 51. + evaluation complete. (0s wall) + +SYSTEM STATISTICS + +------- memory ------- + allocated: 61456021 + freed: 61408021 + not freed: 48000 + max allocated: 2515797 + malloc'ed blocks: 926031 + realloc'ed blocks: 8 + free'ed blocks: 926025 + +------- time ------- + overall: 30s wall + evaluation: 26s wall + breeding: 4s wall + +------- generation spaces ------- + space 0 size: 200 + space 1 size: 100 + +------- ephemeral random constants ------- + used: 24003 + freed: 24003 + allocated: 6000 + blocks: 11 diff --git a/PartB/90Cross90Mut2El/run_5/regress.bst b/PartB/90Cross90Mut2El/run_5/regress.bst new file mode 100644 index 0000000..8755203 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_5/regress.bst @@ -0,0 +1,27 @@ +=== BEST-OF-RUN === + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +TREE-equ: +y = (((((major + perimeter) / (minor - major)) + ((eccentricity / area) - exp(eccentricity))) / exp(((extent / eccentricity) / (convex * perimeter)))) + log(((area / (minor + minor)) - ((area + area) / log(minor))))) diff --git a/PartB/90Cross90Mut2El/run_5/regress.fn b/PartB/90Cross90Mut2El/run_5/regress.fn new file mode 100644 index 0000000..50a45e8 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_5/regress.fn @@ -0,0 +1,21 @@ +Hits: 2364, Total Size: 2810, Percent Hit: 84.128114 +CC: 960 +CO: 183 +OO: 1404 +OC: 263 +Fitness: 0.998811 +Hits: 840 + + +y = (((((major + perimeter) / (minor - major)) + ((eccentricity / area) - exp(eccentricity))) / exp(((extent / eccentricity) / (convex * perimeter)))) + log(((area / (minor + minor)) - ((area + area) / log(minor))))) + + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) diff --git a/PartB/90Cross90Mut2El/run_5/regress.gen b/PartB/90Cross90Mut2El/run_5/regress.gen new file mode 100644 index 0000000..e69de29 diff --git a/PartB/90Cross90Mut2El/run_5/regress.his b/PartB/90Cross90Mut2El/run_5/regress.his new file mode 100644 index 0000000..5742cc0 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_5/regress.his @@ -0,0 +1,1352 @@ +=== BEST-OF-RUN === + current generation: 0 + generation: 0 + nodes: 38 + depth: 5 + hits: 839 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 839 + raw fitness: 839.0000 + standardized fitness: 839.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ (log area) + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 1 + generation: 0 + nodes: 38 + depth: 5 + hits: 839 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 839 + raw fitness: 839.0000 + standardized fitness: 839.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ (log area) + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 2 + generation: 0 + nodes: 38 + depth: 5 + hits: 839 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 839 + raw fitness: 839.0000 + standardized fitness: 839.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ (log area) + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 3 + generation: 0 + nodes: 38 + depth: 5 + hits: 839 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 839 + raw fitness: 839.0000 + standardized fitness: 839.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ (log area) + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 4 + generation: 0 + nodes: 38 + depth: 5 + hits: 839 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 839 + raw fitness: 839.0000 + standardized fitness: 839.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ (log area) + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 5 + generation: 0 + nodes: 38 + depth: 5 + hits: 839 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 839 + raw fitness: 839.0000 + standardized fitness: 839.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ (log area) + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 6 + generation: 0 + nodes: 38 + depth: 5 + hits: 839 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 839 + raw fitness: 839.0000 + standardized fitness: 839.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ (log area) + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 7 + generation: 0 + nodes: 38 + depth: 5 + hits: 839 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 839 + raw fitness: 839.0000 + standardized fitness: 839.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ (log area) + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 8 + generation: 0 + nodes: 38 + depth: 5 + hits: 839 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 839 + raw fitness: 839.0000 + standardized fitness: 839.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ (log area) + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 9 + generation: 0 + nodes: 38 + depth: 5 + hits: 839 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 839 + raw fitness: 839.0000 + standardized fitness: 839.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ (log area) + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 10 + generation: 0 + nodes: 38 + depth: 5 + hits: 839 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 839 + raw fitness: 839.0000 + standardized fitness: 839.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ (log area) + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 11 + generation: 0 + nodes: 38 + depth: 5 + hits: 839 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 839 + raw fitness: 839.0000 + standardized fitness: 839.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ (log area) + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 12 + generation: 0 + nodes: 38 + depth: 5 + hits: 839 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 839 + raw fitness: 839.0000 + standardized fitness: 839.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ (log area) + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 13 + generation: 0 + nodes: 38 + depth: 5 + hits: 839 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 839 + raw fitness: 839.0000 + standardized fitness: 839.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ (log area) + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 14 + generation: 0 + nodes: 38 + depth: 5 + hits: 839 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 839 + raw fitness: 839.0000 + standardized fitness: 839.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ (log area) + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 15 + generation: 0 + nodes: 38 + depth: 5 + hits: 839 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 839 + raw fitness: 839.0000 + standardized fitness: 839.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ (log area) + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 16 + generation: 0 + nodes: 38 + depth: 5 + hits: 839 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 839 + raw fitness: 839.0000 + standardized fitness: 839.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ (log area) + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 17 + generation: 0 + nodes: 38 + depth: 5 + hits: 839 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 839 + raw fitness: 839.0000 + standardized fitness: 839.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ (log area) + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 18 + generation: 0 + nodes: 38 + depth: 5 + hits: 839 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 839 + raw fitness: 839.0000 + standardized fitness: 839.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ (log area) + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 19 + generation: 0 + nodes: 38 + depth: 5 + hits: 839 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 839 + raw fitness: 839.0000 + standardized fitness: 839.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ (log area) + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 20 + generation: 0 + nodes: 38 + depth: 5 + hits: 839 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 839 + raw fitness: 839.0000 + standardized fitness: 839.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ (log area) + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 21 + generation: 0 + nodes: 38 + depth: 5 + hits: 839 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 839 + raw fitness: 839.0000 + standardized fitness: 839.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ (log area) + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 22 + generation: 0 + nodes: 38 + depth: 5 + hits: 839 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 839 + raw fitness: 839.0000 + standardized fitness: 839.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ (log area) + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 23 + generation: 0 + nodes: 38 + depth: 5 + hits: 839 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 839 + raw fitness: 839.0000 + standardized fitness: 839.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ (log area) + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 24 + generation: 0 + nodes: 38 + depth: 5 + hits: 839 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 839 + raw fitness: 839.0000 + standardized fitness: 839.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ (log area) + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 25 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 26 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 27 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 28 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 29 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 30 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 31 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 32 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 33 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 34 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 35 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 36 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 37 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 38 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 39 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 40 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 41 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 42 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 43 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 44 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 45 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 46 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 47 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 48 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 49 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 50 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) +=== BEST-OF-RUN === + current generation: 51 + generation: 25 + nodes: 37 + depth: 5 + hits: 840 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 840 + raw fitness: 840.0000 + standardized fitness: 840.0000 + adjusted fitness: 0.9988 +TREE: + (+ (/ (+ (/ (+ major perimeter) + (- minor major)) + (- (/ eccentricity area) + (exp eccentricity))) + (exp (/ (/ extent eccentricity) + (* convex perimeter)))) + (log (- (/ area + (+ minor minor)) + (/ (+ area area) + (log minor))))) diff --git a/PartB/90Cross90Mut2El/run_5/regress.prg b/PartB/90Cross90Mut2El/run_5/regress.prg new file mode 100644 index 0000000..3c4676a --- /dev/null +++ b/PartB/90Cross90Mut2El/run_5/regress.prg @@ -0,0 +1,1002 @@ +not starting from checkpoint file. +1000 fitness cases: + area = 10691.00000, perimeter = 407.08701, major_axis_length = 163.29175, minor_axis_length = 84.58920, eccentricity = 0.85537, convex_area = 10921.00000, extent = 0.61210, type = O + area = 15080.00000, perimeter = 500.00601, major_axis_length = 209.58928, minor_axis_length = 92.79666, eccentricity = 0.89664, convex_area = 15614.00000, extent = 0.73232, type = C + area = 11995.00000, perimeter = 477.41101, major_axis_length = 216.48775, minor_axis_length = 70.77008, eccentricity = 0.94506, convex_area = 12168.00000, 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minor_axis_length = 87.98871, eccentricity = 0.87934, convex_area = 12903.00000, extent = 0.77204, type = O + area = 13693.00000, perimeter = 479.47900, major_axis_length = 200.39729, minor_axis_length = 88.17446, eccentricity = 0.89800, convex_area = 14097.00000, extent = 0.69525, type = C + area = 12092.00000, perimeter = 449.18900, major_axis_length = 192.57950, minor_axis_length = 80.42228, eccentricity = 0.90863, convex_area = 12298.00000, extent = 0.58393, type = C + area = 14149.00000, perimeter = 474.95200, major_axis_length = 195.35510, minor_axis_length = 93.33527, eccentricity = 0.87848, convex_area = 14454.00000, extent = 0.60569, type = C diff --git a/PartB/90Cross90Mut2El/run_5/regress.stt b/PartB/90Cross90Mut2El/run_5/regress.stt new file mode 100644 index 0000000..8844a83 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_5/regress.stt @@ -0,0 +1,53 @@ +GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN +0 0 0.9603 0.9988 0.0000 18.423 3.478 38 5 6 3 0.9603 0.9988 0.0000 18.423 3.478 38 5 6 3 +1 0 0.9916 0.9988 0.0000 16.266 3.560 38 5 24 5 0.9759 0.9988 0.0000 17.344 3.519 38 5 6 3 +2 0 0.9918 0.9988 0.0000 15.616 3.642 38 5 9 3 0.9812 0.9988 0.0000 16.768 3.560 38 5 6 3 +3 0 0.9927 0.9988 0.0000 15.330 3.679 38 5 27 6 0.9841 0.9988 0.0000 16.409 3.590 38 5 6 3 +4 0 0.9936 0.9988 0.0000 14.436 3.659 38 5 34 9 0.9860 0.9988 0.0000 16.014 3.604 38 5 6 3 +5 0 0.9936 0.9988 0.0000 13.598 3.607 38 5 27 7 0.9872 0.9988 0.0000 15.611 3.604 38 5 6 3 +6 0 0.9944 0.9988 0.0000 12.737 3.523 38 5 39 6 0.9883 0.9988 0.0000 15.201 3.593 38 5 6 3 +7 0 0.9956 0.9988 0.0000 12.087 3.425 38 5 16 5 0.9892 0.9988 0.0000 14.812 3.572 38 5 6 3 +8 0 0.9976 0.9988 0.0000 11.596 3.403 38 5 19 8 0.9901 0.9988 0.0000 14.454 3.553 38 5 6 3 +9 0 0.9968 0.9988 0.0000 11.092 3.338 38 5 20 6 0.9908 0.9988 0.0000 14.118 3.531 38 5 6 3 +10 0 0.9952 0.9988 0.0000 10.639 3.237 38 5 41 11 0.9912 0.9988 0.0000 13.802 3.505 38 5 6 3 +11 0 0.9960 0.9988 0.0000 10.142 3.157 38 5 21 6 0.9916 0.9988 0.0000 13.497 3.476 38 5 6 3 +12 0 0.9960 0.9988 0.0000 9.742 3.098 38 5 23 7 0.9919 0.9988 0.0000 13.208 3.447 38 5 6 3 +13 0 0.9968 0.9988 0.0000 9.420 3.048 38 5 24 9 0.9923 0.9988 0.0000 12.937 3.418 38 5 6 3 +14 0 0.9962 0.9988 0.0000 8.807 2.924 38 5 27 7 0.9925 0.9988 0.0000 12.662 3.385 38 5 6 3 +15 0 0.9970 0.9988 0.0000 8.584 2.886 38 5 37 6 0.9928 0.9988 0.0000 12.407 3.354 38 5 6 3 +16 0 0.9966 0.9988 0.0000 8.245 2.820 38 5 33 10 0.9930 0.9988 0.0000 12.162 3.322 38 5 6 3 +17 0 0.9966 0.9988 0.0000 7.925 2.756 38 5 19 10 0.9932 0.9988 0.0000 11.927 3.291 38 5 6 3 +18 0 0.9968 0.9988 0.0000 7.503 2.648 38 5 15 6 0.9934 0.9988 0.0000 11.694 3.257 38 5 6 3 +19 0 0.9966 0.9988 0.0000 7.223 2.601 38 5 60 10 0.9936 0.9988 0.0000 11.470 3.224 38 5 6 3 +20 0 0.9964 0.9988 0.0000 6.797 2.466 38 5 81 10 0.9937 0.9988 0.0000 11.248 3.188 38 5 6 3 +21 0 0.9972 0.9988 0.0000 6.410 2.373 38 5 57 12 0.9939 0.9988 0.0000 11.028 3.151 38 5 6 3 +22 0 0.9972 0.9988 0.0000 6.260 2.346 38 5 23 9 0.9940 0.9988 0.0000 10.821 3.116 38 5 6 3 +23 0 0.9962 0.9988 0.0000 6.098 2.271 38 5 9 4 0.9941 0.9988 0.0000 10.624 3.081 38 5 6 3 +24 0 0.9976 0.9988 0.0000 5.813 2.204 38 5 18 5 0.9942 0.9988 0.0000 10.431 3.046 38 5 6 3 +25 0 0.9968 0.9988 0.0000 5.649 2.121 37 5 14 5 0.9943 0.9988 0.0000 10.248 3.010 37 5 6 3 +26 0 0.9978 0.9988 0.0000 5.595 2.106 37 5 21 9 0.9945 0.9988 0.0000 10.075 2.977 37 5 6 3 +27 0 0.9978 0.9988 0.0000 5.545 2.082 37 5 16 7 0.9946 0.9988 0.0000 9.913 2.945 37 5 6 3 +28 0 0.9968 0.9988 0.0000 5.510 2.082 37 5 16 7 0.9946 0.9988 0.0000 9.762 2.915 37 5 6 3 +29 0 0.9978 0.9988 0.0000 5.269 2.004 37 5 27 10 0.9948 0.9988 0.0000 9.612 2.885 37 5 6 3 +30 0 0.9972 0.9988 0.0000 5.096 1.941 37 5 14 5 0.9948 0.9988 0.0000 9.466 2.854 37 5 6 3 +31 0 0.9970 0.9988 0.0000 4.966 1.897 37 5 29 9 0.9949 0.9988 0.0000 9.326 2.824 37 5 6 3 +32 0 0.9972 0.9988 0.0000 4.830 1.852 37 5 14 5 0.9950 0.9988 0.0000 9.189 2.795 37 5 6 3 +33 0 0.9978 0.9988 0.0000 4.797 1.850 37 5 13 5 0.9951 0.9988 0.0000 9.060 2.767 37 5 6 3 +34 0 0.9978 0.9988 0.0000 4.892 1.878 37 5 13 6 0.9951 0.9988 0.0000 8.941 2.742 37 5 6 3 +35 0 0.9974 0.9988 0.0000 4.876 1.872 37 5 11 5 0.9952 0.9988 0.0000 8.828 2.718 37 5 6 3 +36 0 0.9978 0.9988 0.0000 4.844 1.860 37 5 28 7 0.9953 0.9988 0.0000 8.720 2.694 37 5 6 3 +37 0 0.9978 0.9988 0.0000 4.909 1.884 37 5 15 7 0.9953 0.9988 0.0000 8.620 2.673 37 5 6 3 +38 0 0.9974 0.9988 0.0000 4.929 1.898 37 5 35 6 0.9954 0.9988 0.0000 8.525 2.653 37 5 6 3 +39 0 0.9976 0.9988 0.0000 4.839 1.873 37 5 15 5 0.9954 0.9988 0.0000 8.433 2.634 37 5 6 3 +40 0 0.9980 0.9988 0.9973 4.803 1.860 37 5 3 1 0.9955 0.9988 0.0000 8.345 2.615 37 5 6 3 +41 0 0.9978 0.9988 0.0000 4.788 1.868 37 5 16 5 0.9955 0.9988 0.0000 8.260 2.597 37 5 6 3 +42 0 0.9978 0.9988 0.0000 4.805 1.876 37 5 18 7 0.9956 0.9988 0.0000 8.180 2.580 37 5 6 3 +43 0 0.9974 0.9988 0.0000 4.742 1.872 37 5 12 4 0.9956 0.9988 0.0000 8.102 2.564 37 5 6 3 +44 0 0.9980 0.9988 0.9958 4.636 1.818 37 5 9 4 0.9957 0.9988 0.0000 8.025 2.548 37 5 6 3 +45 0 0.9976 0.9988 0.0000 4.691 1.824 37 5 33 10 0.9957 0.9988 0.0000 7.952 2.532 37 5 6 3 +46 0 0.9968 0.9988 0.0000 4.679 1.814 37 5 9 4 0.9958 0.9988 0.0000 7.883 2.517 37 5 6 3 +47 0 0.9976 0.9988 0.0000 4.657 1.807 37 5 5 2 0.9958 0.9988 0.0000 7.815 2.502 37 5 6 3 +48 0 0.9980 0.9988 0.9939 4.588 1.761 37 5 19 5 0.9958 0.9988 0.0000 7.749 2.487 37 5 6 3 +49 0 0.9974 0.9988 0.0000 4.625 1.795 37 5 8 4 0.9959 0.9988 0.0000 7.687 2.473 37 5 6 3 +50 0 0.9962 0.9988 0.0000 4.754 1.820 37 5 6 2 0.9959 0.9988 0.0000 7.629 2.460 37 5 6 3 +51 0 0.9978 0.9988 0.0000 4.706 1.816 37 5 11 6 0.9959 0.9988 0.0000 7.573 2.448 37 5 6 3 diff --git a/PartB/90Cross90Mut2El/run_5/regress.sys b/PartB/90Cross90Mut2El/run_5/regress.sys new file mode 100644 index 0000000..6e8de5e --- /dev/null +++ b/PartB/90Cross90Mut2El/run_5/regress.sys @@ -0,0 +1,205 @@ + +[ lil-gp Genetic Programming System. +[ Portions copyright (c) 1995 Michigan State University. All rights reserved. +[ kernel version 1.0; 11 July 1995. + + +initialization: + parameter database. + ephemeral random constants. + generation spaces. +updating function set(s): + set 0: removed. +building function set(s): + set 0: * / + - exp log area perimeter major minor eccentricity convex extent R + tree 0 uses function set 0. + function set complete. + no random number seed specfied; using 1500. +creating initial population(s): + 7165 trees were generated to fill the population of 5000 (5000 trees). + initial population(s) complete. + + +starting evolution. +no checkpointing will be done. +=== generation 0. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 1. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 2. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 3. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 4. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 5. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 6. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 7. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 8. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 9. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 10. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 11. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 12. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 13. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 14. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 15. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 16. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 17. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 18. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 19. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 20. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 21. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 22. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 23. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 24. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 25. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 26. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 27. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 28. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 29. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 30. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 31. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 32. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 33. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 34. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 35. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 36. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 37. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 38. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 39. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 40. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 41. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 42. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 43. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 44. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 45. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 46. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 47. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 48. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 49. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 50. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 51. + evaluation complete. (1s wall) + +SYSTEM STATISTICS + +------- memory ------- + allocated: 62867566 + freed: 62819566 + not freed: 48000 + max allocated: 2530695 + malloc'ed blocks: 926060 + realloc'ed blocks: 8 + free'ed blocks: 926054 + +------- time ------- + overall: 31s wall + evaluation: 30s wall + breeding: 0s wall + +------- generation spaces ------- + space 0 size: 200 + space 1 size: 100 + +------- ephemeral random constants ------- + used: 23960 + freed: 23960 + allocated: 6000 + blocks: 11 diff --git a/PartB/90Cross90Mut2El/run_6/regress.bst b/PartB/90Cross90Mut2El/run_6/regress.bst new file mode 100644 index 0000000..060a8d6 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_6/regress.bst @@ -0,0 +1,20 @@ +=== BEST-OF-RUN === + generation: 5 + nodes: 9 + depth: 4 + hits: 873 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 873 + raw fitness: 873.0000 + standardized fitness: 873.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.60673 + (* (exp perimeter) + (exp (+ major minor)))) +TREE-equ: +y = (-0.60673 / (exp(perimeter) * exp((major + minor)))) diff --git a/PartB/90Cross90Mut2El/run_6/regress.fn b/PartB/90Cross90Mut2El/run_6/regress.fn new file mode 100644 index 0000000..fe09eed --- /dev/null +++ b/PartB/90Cross90Mut2El/run_6/regress.fn @@ -0,0 +1,14 @@ +Hits: 2322, Total Size: 2810, Percent Hit: 82.633452 +CC: 1102 +CO: 27 +OO: 1220 +OC: 461 +Fitness: 0.998856 +Hits: 873 + + +y = (-0.60673 / (exp(perimeter) * exp((major + minor)))) + + (/ -0.60673 + (* (exp perimeter) + (exp (+ major minor)))) diff --git a/PartB/90Cross90Mut2El/run_6/regress.gen b/PartB/90Cross90Mut2El/run_6/regress.gen new file mode 100644 index 0000000..e69de29 diff --git a/PartB/90Cross90Mut2El/run_6/regress.his b/PartB/90Cross90Mut2El/run_6/regress.his new file mode 100644 index 0000000..d8b153c --- /dev/null +++ b/PartB/90Cross90Mut2El/run_6/regress.his @@ -0,0 +1,989 @@ +=== BEST-OF-RUN === + current generation: 0 + generation: 0 + nodes: 24 + depth: 5 + hits: 753 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 753 + raw fitness: 753.0000 + standardized fitness: 753.0000 + adjusted fitness: 0.9987 +TREE: + (* (exp (exp (log (log convex)))) + (/ (- (exp (/ major minor)) + (log (- major convex))) + (log (- (* major perimeter) + (/ perimeter perimeter))))) +=== BEST-OF-RUN === + current generation: 1 + generation: 1 + nodes: 7 + depth: 2 + hits: 772 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 772 + raw fitness: 772.0000 + standardized fitness: 772.0000 + adjusted fitness: 0.9987 +TREE: + (/ (* -0.78501 minor) + (- 0.89598 eccentricity)) +=== BEST-OF-RUN === + current generation: 2 + generation: 2 + nodes: 14 + depth: 6 + hits: 860 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 860 + raw fitness: 860.0000 + standardized fitness: 860.0000 + adjusted fitness: 0.9988 +TREE: + (log (- (exp (/ 0.03747 extent)) + (log (log (/ (* convex eccentricity) + (log minor)))))) +=== BEST-OF-RUN === + current generation: 3 + generation: 2 + nodes: 14 + depth: 6 + hits: 860 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 860 + raw fitness: 860.0000 + standardized fitness: 860.0000 + adjusted fitness: 0.9988 +TREE: + (log (- (exp (/ 0.03747 extent)) + (log (log (/ (* convex eccentricity) + (log minor)))))) +=== BEST-OF-RUN === + current generation: 4 + generation: 2 + nodes: 14 + depth: 6 + hits: 860 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 860 + raw fitness: 860.0000 + standardized fitness: 860.0000 + adjusted fitness: 0.9988 +TREE: + (log (- (exp (/ 0.03747 extent)) + (log (log (/ (* convex eccentricity) + (log minor)))))) +=== BEST-OF-RUN === + current generation: 5 + generation: 5 + nodes: 9 + depth: 4 + hits: 873 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 873 + raw fitness: 873.0000 + standardized fitness: 873.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.60673 + (* (exp perimeter) + (exp (+ major minor)))) +=== BEST-OF-RUN === + current generation: 6 + generation: 5 + nodes: 9 + depth: 4 + hits: 873 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 873 + raw fitness: 873.0000 + standardized fitness: 873.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.60673 + (* (exp perimeter) + (exp (+ major minor)))) +=== BEST-OF-RUN === + current generation: 7 + generation: 5 + nodes: 9 + depth: 4 + hits: 873 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 873 + raw fitness: 873.0000 + standardized fitness: 873.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.60673 + (* (exp perimeter) + (exp (+ major minor)))) +=== BEST-OF-RUN === + current generation: 8 + generation: 5 + nodes: 9 + depth: 4 + hits: 873 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 873 + raw fitness: 873.0000 + standardized fitness: 873.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.60673 + (* (exp perimeter) + (exp (+ major minor)))) +=== BEST-OF-RUN === + current generation: 9 + generation: 5 + nodes: 9 + depth: 4 + hits: 873 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 873 + raw fitness: 873.0000 + standardized fitness: 873.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.60673 + (* (exp perimeter) + (exp (+ major minor)))) +=== BEST-OF-RUN === + current generation: 10 + generation: 5 + nodes: 9 + depth: 4 + hits: 873 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 873 + raw fitness: 873.0000 + standardized fitness: 873.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.60673 + (* (exp perimeter) + (exp (+ major minor)))) +=== BEST-OF-RUN === + current generation: 11 + generation: 5 + nodes: 9 + depth: 4 + hits: 873 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 873 + raw fitness: 873.0000 + standardized fitness: 873.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.60673 + (* (exp perimeter) + (exp (+ major minor)))) +=== BEST-OF-RUN === + current generation: 12 + generation: 5 + nodes: 9 + depth: 4 + hits: 873 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 873 + raw fitness: 873.0000 + standardized fitness: 873.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.60673 + (* (exp perimeter) + (exp (+ major minor)))) +=== BEST-OF-RUN === + current generation: 13 + generation: 5 + nodes: 9 + depth: 4 + hits: 873 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 873 + raw fitness: 873.0000 + standardized fitness: 873.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.60673 + (* (exp perimeter) + (exp (+ major minor)))) +=== BEST-OF-RUN === + current generation: 14 + generation: 5 + nodes: 9 + depth: 4 + hits: 873 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 873 + raw fitness: 873.0000 + standardized fitness: 873.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.60673 + (* (exp perimeter) + (exp (+ major minor)))) +=== BEST-OF-RUN === + current generation: 15 + generation: 5 + nodes: 9 + depth: 4 + hits: 873 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 873 + raw fitness: 873.0000 + standardized fitness: 873.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.60673 + (* (exp perimeter) + (exp (+ major minor)))) +=== BEST-OF-RUN === + current generation: 16 + generation: 5 + nodes: 9 + depth: 4 + hits: 873 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 873 + raw fitness: 873.0000 + standardized fitness: 873.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.60673 + (* (exp perimeter) + (exp (+ major minor)))) +=== BEST-OF-RUN === + current generation: 17 + generation: 5 + nodes: 9 + depth: 4 + hits: 873 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 873 + raw fitness: 873.0000 + standardized fitness: 873.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.60673 + (* (exp perimeter) + (exp (+ major minor)))) +=== BEST-OF-RUN === + current generation: 18 + generation: 5 + nodes: 9 + depth: 4 + hits: 873 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 873 + raw fitness: 873.0000 + standardized fitness: 873.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.60673 + (* (exp perimeter) + (exp (+ major minor)))) +=== BEST-OF-RUN === + current generation: 19 + generation: 5 + nodes: 9 + depth: 4 + hits: 873 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 873 + raw fitness: 873.0000 + standardized fitness: 873.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.60673 + (* (exp perimeter) + (exp (+ major minor)))) +=== BEST-OF-RUN === + current generation: 20 + generation: 5 + nodes: 9 + depth: 4 + hits: 873 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 873 + raw fitness: 873.0000 + standardized fitness: 873.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.60673 + (* (exp perimeter) + (exp (+ major minor)))) +=== BEST-OF-RUN === + current generation: 21 + generation: 5 + nodes: 9 + depth: 4 + hits: 873 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 873 + raw fitness: 873.0000 + standardized fitness: 873.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.60673 + (* (exp perimeter) + (exp (+ major minor)))) +=== BEST-OF-RUN === + current generation: 22 + generation: 5 + nodes: 9 + depth: 4 + hits: 873 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 873 + raw fitness: 873.0000 + standardized fitness: 873.0000 + adjusted fitness: 0.9989 +TREE: + (/ -0.60673 + (* (exp perimeter) + (exp (+ major minor)))) +=== BEST-OF-RUN === + current generation: 23 + generation: 5 + nodes: 9 + depth: 4 + hits: 873 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 873 + raw fitness: 873.0000 + standardized fitness: 873.0000 + adjusted fitness: 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minor_axis_length = 92.61865, eccentricity = 0.90426, convex_area = 15864.00000, extent = 0.80883, type = C + area = 14483.00000, perimeter = 512.72101, major_axis_length = 215.76816, minor_axis_length = 86.27912, eccentricity = 0.91657, convex_area = 14912.00000, extent = 0.53229, type = C + area = 13121.00000, perimeter = 456.77200, major_axis_length = 181.99808, minor_axis_length = 93.46143, eccentricity = 0.85807, convex_area = 13490.00000, extent = 0.62732, type = O + area = 17048.00000, perimeter = 525.53802, major_axis_length = 219.48859, minor_axis_length = 99.73430, eccentricity = 0.89080, convex_area = 17318.00000, extent = 0.69233, type = C + area = 12269.00000, perimeter = 436.01199, major_axis_length = 177.88475, minor_axis_length = 88.84811, eccentricity = 0.86633, convex_area = 12466.00000, extent = 0.74584, type = O + area = 15158.00000, perimeter = 513.72601, major_axis_length = 218.82001, minor_axis_length = 89.37169, eccentricity = 0.91279, convex_area = 15591.00000, extent = 0.70176, type = C + area = 11739.00000, perimeter = 434.62900, major_axis_length = 179.14783, minor_axis_length = 84.45871, eccentricity = 0.88189, convex_area = 12032.00000, extent = 0.77588, type = O + area = 16582.00000, perimeter = 532.35797, major_axis_length = 223.35884, minor_axis_length = 95.74972, eccentricity = 0.90346, convex_area = 17089.00000, extent = 0.71431, type = C + area = 13983.00000, perimeter = 483.66800, major_axis_length = 201.48521, minor_axis_length = 89.05701, eccentricity = 0.89701, convex_area = 14320.00000, extent = 0.56749, type = C + area = 12016.00000, perimeter = 469.42499, major_axis_length = 196.94925, minor_axis_length = 79.83517, eccentricity = 0.91416, convex_area = 12464.00000, extent = 0.56297, type = C + area = 13314.00000, perimeter = 457.69800, major_axis_length = 182.67232, minor_axis_length = 94.06268, eccentricity = 0.85723, convex_area = 13562.00000, extent = 0.61451, type = O + area = 14892.00000, perimeter = 486.33499, major_axis_length = 203.06918, minor_axis_length = 94.12496, eccentricity = 0.88609, convex_area = 15111.00000, extent = 0.79213, type = C + area = 12518.00000, perimeter = 460.72198, major_axis_length = 195.65092, minor_axis_length = 82.36374, eccentricity = 0.90707, convex_area = 12813.00000, extent = 0.68989, type = C + area = 15559.00000, perimeter = 514.27899, major_axis_length = 221.11908, minor_axis_length = 90.46384, eccentricity = 0.91248, convex_area = 15903.00000, extent = 0.77578, type = C + area = 15290.00000, perimeter = 500.18799, major_axis_length = 204.15337, minor_axis_length = 96.69033, eccentricity = 0.88073, convex_area = 15605.00000, extent = 0.78896, type = C + area = 10388.00000, perimeter = 400.59100, major_axis_length = 166.18581, minor_axis_length = 80.09373, eccentricity = 0.87620, convex_area = 10536.00000, extent = 0.67019, type = O + area = 13837.00000, perimeter = 483.59399, major_axis_length = 204.31093, minor_axis_length = 87.28925, eccentricity = 0.90414, convex_area = 14139.00000, extent = 0.56942, type = C + area = 12571.00000, perimeter = 453.33701, major_axis_length = 188.70255, minor_axis_length = 86.54855, eccentricity = 0.88862, convex_area = 12847.00000, extent = 0.79182, type = O + area = 12638.00000, perimeter = 454.56100, major_axis_length = 187.56937, minor_axis_length = 86.98496, eccentricity = 0.88597, convex_area = 12902.00000, extent = 0.76859, type = O + area = 11280.00000, perimeter = 420.10101, major_axis_length = 170.67036, minor_axis_length = 85.49737, eccentricity = 0.86548, convex_area = 11582.00000, extent = 0.64317, type = O + area = 11860.00000, perimeter = 427.02600, major_axis_length = 174.99043, minor_axis_length = 87.09915, eccentricity = 0.86733, convex_area = 12064.00000, extent = 0.61229, type = O + area = 14958.00000, perimeter = 505.25699, major_axis_length = 216.37630, minor_axis_length = 88.34891, eccentricity = 0.91284, convex_area = 15235.00000, extent = 0.70861, type = C + area = 10541.00000, perimeter = 406.53601, major_axis_length = 162.99107, minor_axis_length = 83.69826, eccentricity = 0.85808, convex_area = 10901.00000, extent = 0.77462, type = O + area = 10249.00000, perimeter = 404.08899, major_axis_length = 165.68245, minor_axis_length = 80.38426, eccentricity = 0.87442, convex_area = 10486.00000, extent = 0.67145, type = O + area = 9764.00000, perimeter = 390.95700, major_axis_length = 160.22710, minor_axis_length = 78.86163, eccentricity = 0.87049, convex_area = 9956.00000, extent = 0.64881, type = O + area = 10510.00000, perimeter = 416.71100, major_axis_length = 174.78029, minor_axis_length = 77.30443, eccentricity = 0.89687, convex_area = 10691.00000, extent = 0.58833, type = O diff --git a/PartB/90Cross90Mut2El/run_6/regress.stt b/PartB/90Cross90Mut2El/run_6/regress.stt new file mode 100644 index 0000000..8fdee33 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_6/regress.stt @@ -0,0 +1,53 @@ +GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN +0 0 0.9613 0.9987 0.0000 18.470 3.468 24 5 53 5 0.9613 0.9987 0.0000 18.470 3.468 24 5 53 5 +1 0 0.9924 0.9987 0.0000 15.871 3.473 7 2 60 7 0.9768 0.9987 0.0000 17.170 3.471 7 2 53 5 +2 0 0.9916 0.9988 0.0000 15.394 3.528 14 6 21 6 0.9818 0.9988 0.0000 16.578 3.490 14 6 53 5 +3 0 0.9924 0.9988 0.0000 14.988 3.578 14 6 16 6 0.9844 0.9988 0.0000 16.181 3.512 14 6 53 5 +4 0 0.9937 0.9988 0.0000 14.056 3.584 14 6 45 5 0.9863 0.9988 0.0000 15.756 3.526 14 6 53 5 +5 0 0.9954 0.9989 0.0000 13.272 3.501 9 4 92 14 0.9878 0.9989 0.0000 15.342 3.522 9 4 53 5 +6 0 0.9946 0.9989 0.0000 12.351 3.425 9 4 18 9 0.9888 0.9989 0.0000 14.915 3.508 9 4 53 5 +7 0 0.9954 0.9989 0.0000 11.530 3.281 9 4 28 7 0.9896 0.9989 0.0000 14.491 3.480 9 4 53 5 +8 0 0.9958 0.9989 0.0000 11.076 3.231 9 4 23 9 0.9903 0.9989 0.0000 14.112 3.452 9 4 53 5 +9 0 0.9966 0.9989 0.0000 10.368 3.136 9 4 19 8 0.9909 0.9989 0.0000 13.738 3.420 9 4 53 5 +10 0 0.9968 0.9989 0.0000 10.107 3.167 9 4 18 8 0.9915 0.9989 0.0000 13.408 3.397 9 4 53 5 +11 0 0.9964 0.9989 0.0000 9.482 3.072 9 4 53 10 0.9919 0.9989 0.0000 13.080 3.370 9 4 53 5 +12 0 0.9960 0.9989 0.0000 8.765 2.939 9 4 40 10 0.9922 0.9989 0.0000 12.748 3.337 9 4 53 5 +13 0 0.9964 0.9989 0.0000 8.452 2.850 9 4 40 7 0.9925 0.9989 0.0000 12.441 3.302 9 4 53 5 +14 0 0.9956 0.9989 0.0000 8.161 2.794 9 4 31 9 0.9927 0.9989 0.0000 12.156 3.268 9 4 53 5 +15 0 0.9972 0.9989 0.0000 7.951 2.764 9 4 45 14 0.9930 0.9989 0.0000 11.893 3.237 9 4 53 5 +16 0 0.9972 0.9989 0.0000 7.710 2.720 9 4 51 9 0.9932 0.9989 0.0000 11.647 3.206 9 4 53 5 +17 0 0.9978 0.9989 0.0000 7.214 2.604 9 4 27 10 0.9935 0.9989 0.0000 11.401 3.173 9 4 53 5 +18 0 0.9974 0.9989 0.0000 6.931 2.531 9 4 27 10 0.9937 0.9989 0.0000 11.166 3.139 9 4 53 5 +19 0 0.9974 0.9989 0.0000 6.721 2.441 9 4 14 5 0.9939 0.9989 0.0000 10.943 3.104 9 4 53 5 +20 0 0.9976 0.9989 0.0000 6.475 2.367 9 4 5 2 0.9941 0.9989 0.0000 10.731 3.069 9 4 53 5 +21 0 0.9970 0.9989 0.0000 6.416 2.362 9 4 36 10 0.9942 0.9989 0.0000 10.535 3.037 9 4 53 5 +22 0 0.9964 0.9989 0.0000 6.237 2.300 9 4 9 4 0.9943 0.9989 0.0000 10.348 3.005 9 4 53 5 +23 0 0.9970 0.9989 0.0000 6.022 2.217 9 4 9 4 0.9944 0.9989 0.0000 10.167 2.972 9 4 53 5 +24 0 0.9972 0.9989 0.0000 5.783 2.133 9 4 11 4 0.9945 0.9989 0.0000 9.992 2.939 9 4 53 5 +25 0 0.9976 0.9989 0.0000 5.620 2.112 9 4 11 4 0.9946 0.9989 0.0000 9.824 2.907 9 4 53 5 +26 0 0.9972 0.9989 0.0000 5.580 2.096 9 4 48 7 0.9947 0.9989 0.0000 9.667 2.877 9 4 53 5 +27 0 0.9978 0.9989 0.0000 5.473 2.057 9 4 63 10 0.9948 0.9989 0.0000 9.517 2.847 9 4 53 5 +28 0 0.9976 0.9989 0.0000 5.383 2.027 9 4 73 9 0.9949 0.9989 0.0000 9.374 2.819 9 4 53 5 +29 0 0.9976 0.9989 0.0000 5.363 2.036 9 4 21 6 0.9950 0.9989 0.0000 9.241 2.793 9 4 53 5 +30 0 0.9968 0.9989 0.0000 5.216 2.003 9 4 10 5 0.9951 0.9989 0.0000 9.111 2.768 9 4 53 5 +31 0 0.9978 0.9989 0.0000 5.060 1.935 9 4 12 4 0.9952 0.9989 0.0000 8.984 2.742 9 4 53 5 +32 0 0.9972 0.9989 0.0000 5.076 1.945 9 4 29 8 0.9952 0.9989 0.0000 8.866 2.717 9 4 53 5 +33 0 0.9978 0.9989 0.0000 4.918 1.906 9 4 13 4 0.9953 0.9989 0.0000 8.750 2.694 9 4 53 5 +34 0 0.9966 0.9989 0.0000 4.872 1.894 9 4 9 4 0.9953 0.9989 0.0000 8.639 2.671 9 4 53 5 +35 0 0.9972 0.9989 0.0000 4.791 1.870 9 4 13 4 0.9954 0.9989 0.0000 8.532 2.648 9 4 53 5 +36 0 0.9978 0.9989 0.0000 4.698 1.818 9 4 43 9 0.9955 0.9989 0.0000 8.428 2.626 9 4 53 5 +37 0 0.9978 0.9989 0.0000 4.710 1.822 9 4 6 3 0.9955 0.9989 0.0000 8.331 2.605 9 4 53 5 +38 0 0.9974 0.9989 0.0000 4.764 1.822 9 4 19 6 0.9956 0.9989 0.0000 8.239 2.585 9 4 53 5 +39 0 0.9974 0.9989 0.0000 4.719 1.814 9 4 28 7 0.9956 0.9989 0.0000 8.151 2.566 9 4 53 5 +40 0 0.9978 0.9989 0.0000 4.639 1.807 9 4 13 4 0.9957 0.9989 0.0000 8.065 2.547 9 4 53 5 +41 0 0.9970 0.9989 0.0000 4.776 1.857 9 4 10 4 0.9957 0.9989 0.0000 7.987 2.531 9 4 53 5 +42 0 0.9970 0.9989 0.0000 4.796 1.861 9 4 17 6 0.9957 0.9989 0.0000 7.913 2.515 9 4 53 5 +43 0 0.9980 0.9989 0.9972 4.743 1.856 9 4 11 4 0.9958 0.9989 0.0000 7.841 2.500 9 4 53 5 +44 0 0.9972 0.9989 0.0000 4.697 1.835 9 4 18 7 0.9958 0.9989 0.0000 7.771 2.485 9 4 53 5 +45 0 0.9978 0.9989 0.0000 4.641 1.814 9 4 26 9 0.9959 0.9989 0.0000 7.703 2.471 9 4 53 5 +46 0 0.9980 0.9989 0.9977 4.717 1.856 9 4 13 4 0.9959 0.9989 0.0000 7.639 2.458 9 4 53 5 +47 0 0.9976 0.9989 0.0000 4.659 1.828 9 4 12 6 0.9959 0.9989 0.0000 7.577 2.444 9 4 53 5 +48 0 0.9974 0.9989 0.0000 4.722 1.830 9 4 8 4 0.9960 0.9989 0.0000 7.519 2.432 9 4 53 5 +49 0 0.9972 0.9989 0.0000 4.684 1.812 9 4 21 7 0.9960 0.9989 0.0000 7.462 2.420 9 4 53 5 +50 0 0.9972 0.9989 0.0000 4.569 1.771 9 4 12 4 0.9960 0.9989 0.0000 7.406 2.407 9 4 53 5 +51 0 0.9974 0.9989 0.0000 4.617 1.805 9 4 9 5 0.9960 0.9989 0.0000 7.352 2.395 9 4 53 5 diff --git a/PartB/90Cross90Mut2El/run_6/regress.sys b/PartB/90Cross90Mut2El/run_6/regress.sys new file mode 100644 index 0000000..0095f9d --- /dev/null +++ b/PartB/90Cross90Mut2El/run_6/regress.sys @@ -0,0 +1,205 @@ + +[ lil-gp Genetic Programming System. +[ Portions copyright (c) 1995 Michigan State University. All rights reserved. +[ kernel version 1.0; 11 July 1995. + + +initialization: + parameter database. + ephemeral random constants. + generation spaces. +updating function set(s): + set 0: removed. +building function set(s): + set 0: * / + - exp log area perimeter major minor eccentricity convex extent R + tree 0 uses function set 0. + function set complete. + no random number seed specfied; using 312. +creating initial population(s): + 7483 trees were generated to fill the population of 5000 (5000 trees). + initial population(s) complete. + + +starting evolution. +no checkpointing will be done. +=== generation 0. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 1. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 2. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 3. + evaluation complete. (2s wall) + breeding complete. (0s wall) +=== generation 4. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 5. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 6. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 7. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 8. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 9. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 10. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 11. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 12. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 13. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 14. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 15. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 16. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 17. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 18. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 19. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 20. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 21. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 22. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 23. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 24. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 25. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 26. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 27. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 28. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 29. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 30. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 31. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 32. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 33. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 34. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 35. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 36. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 37. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 38. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 39. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 40. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 41. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 42. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 43. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 44. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 45. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 46. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 47. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 48. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 49. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 50. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 51. + evaluation complete. (1s wall) + +SYSTEM STATISTICS + +------- memory ------- + allocated: 61861219 + freed: 61813219 + not freed: 48000 + max allocated: 2517574 + malloc'ed blocks: 926457 + realloc'ed blocks: 8 + free'ed blocks: 926451 + +------- time ------- + overall: 31s wall + evaluation: 29s wall + breeding: 1s wall + +------- generation spaces ------- + space 0 size: 200 + space 1 size: 100 + +------- ephemeral random constants ------- + used: 23890 + freed: 23890 + allocated: 6000 + blocks: 11 diff --git a/PartB/90Cross90Mut2El/run_7/regress.bst b/PartB/90Cross90Mut2El/run_7/regress.bst new file mode 100644 index 0000000..653d829 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_7/regress.bst @@ -0,0 +1,22 @@ +=== BEST-OF-RUN === + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +TREE-equ: +y = (perimeter / ((((minor / (area * 0.06174)) / log(0.95077)) / 0.87933) + exp(eccentricity))) diff --git a/PartB/90Cross90Mut2El/run_7/regress.fn b/PartB/90Cross90Mut2El/run_7/regress.fn new file mode 100644 index 0000000..3cd7d09 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_7/regress.fn @@ -0,0 +1,16 @@ +Hits: 2596, Total Size: 2810, Percent Hit: 92.384342 +CC: 1016 +CO: 112 +OO: 1580 +OC: 102 +Fitness: 0.998893 +Hits: 902 + + +y = (perimeter / ((((minor / (area * 0.06174)) / log(0.95077)) / 0.87933) + exp(eccentricity))) + + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) diff --git a/PartB/90Cross90Mut2El/run_7/regress.gen b/PartB/90Cross90Mut2El/run_7/regress.gen new file mode 100644 index 0000000..e69de29 diff --git a/PartB/90Cross90Mut2El/run_7/regress.his b/PartB/90Cross90Mut2El/run_7/regress.his new file mode 100644 index 0000000..677633a --- /dev/null +++ b/PartB/90Cross90Mut2El/run_7/regress.his @@ -0,0 +1,1089 @@ +=== BEST-OF-RUN === + current generation: 0 + generation: 0 + nodes: 32 + depth: 5 + hits: 647 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 647 + raw fitness: 647.0000 + standardized fitness: 647.0000 + adjusted fitness: 0.9985 +TREE: + (+ (- (- (log (- eccentricity minor)) + (- (exp major) + (/ perimeter perimeter))) + (+ (/ (log extent) + (exp minor)) + (log (- convex convex)))) + (log (exp (+ (- major 0.15709) + (+ perimeter eccentricity))))) +=== BEST-OF-RUN === + current generation: 1 + generation: 1 + nodes: 25 + depth: 5 + hits: 705 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 705 + raw fitness: 705.0000 + standardized fitness: 705.0000 + adjusted fitness: 0.9986 +TREE: + (* (/ (log (* (log convex) + (log eccentricity))) + (+ (exp eccentricity) + (- area convex))) + (+ (log (exp eccentricity)) + (* (+ area extent) + (+ 0.94300 eccentricity)))) +=== BEST-OF-RUN === + current generation: 2 + generation: 1 + nodes: 25 + depth: 5 + hits: 705 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 705 + raw fitness: 705.0000 + standardized fitness: 705.0000 + adjusted fitness: 0.9986 +TREE: + (* (/ (log (* (log convex) + (log eccentricity))) + (+ (exp eccentricity) + (- area convex))) + (+ (log (exp eccentricity)) + (* (+ area extent) + (+ 0.94300 eccentricity)))) +=== BEST-OF-RUN === + current generation: 3 + generation: 1 + nodes: 25 + depth: 5 + hits: 705 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 705 + raw fitness: 705.0000 + standardized fitness: 705.0000 + adjusted fitness: 0.9986 +TREE: + (* (/ (log (* (log convex) + (log eccentricity))) + (+ (exp eccentricity) + (- area convex))) + (+ (log (exp eccentricity)) + (* (+ area extent) + (+ 0.94300 eccentricity)))) +=== BEST-OF-RUN === + current generation: 4 + generation: 1 + nodes: 25 + depth: 5 + hits: 705 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 705 + raw fitness: 705.0000 + standardized fitness: 705.0000 + adjusted fitness: 0.9986 +TREE: + (* (/ (log (* (log convex) + (log eccentricity))) + (+ (exp eccentricity) + (- area convex))) + (+ (log (exp eccentricity)) + (* (+ area extent) + (+ 0.94300 eccentricity)))) +=== BEST-OF-RUN === + current generation: 5 + generation: 1 + nodes: 25 + depth: 5 + hits: 705 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 705 + raw fitness: 705.0000 + standardized fitness: 705.0000 + adjusted fitness: 0.9986 +TREE: + (* (/ (log (* (log convex) + (log eccentricity))) + (+ (exp eccentricity) + (- area convex))) + (+ (log (exp eccentricity)) + (* (+ area extent) + (+ 0.94300 eccentricity)))) +=== BEST-OF-RUN === + current generation: 6 + generation: 1 + nodes: 25 + depth: 5 + hits: 705 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 705 + raw fitness: 705.0000 + standardized fitness: 705.0000 + adjusted fitness: 0.9986 +TREE: + (* (/ (log (* (log convex) + (log eccentricity))) + (+ (exp eccentricity) + (- area convex))) + (+ (log (exp eccentricity)) + (* (+ area extent) + (+ 0.94300 eccentricity)))) +=== BEST-OF-RUN === + current generation: 7 + generation: 1 + nodes: 25 + depth: 5 + hits: 705 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 705 + raw fitness: 705.0000 + standardized fitness: 705.0000 + adjusted fitness: 0.9986 +TREE: + (* (/ (log (* (log convex) + (log eccentricity))) + (+ (exp eccentricity) + (- area convex))) + (+ (log (exp eccentricity)) + (* (+ area extent) + (+ 0.94300 eccentricity)))) +=== BEST-OF-RUN === + current generation: 8 + generation: 8 + nodes: 10 + depth: 4 + hits: 777 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 777 + raw fitness: 777.0000 + standardized fitness: 777.0000 + adjusted fitness: 0.9987 +TREE: + (/ (- eccentricity + (log (/ perimeter major))) + (/ 0.48755 eccentricity)) +=== BEST-OF-RUN === + current generation: 9 + generation: 8 + nodes: 10 + depth: 4 + hits: 777 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 777 + raw fitness: 777.0000 + standardized fitness: 777.0000 + adjusted fitness: 0.9987 +TREE: + (/ (- eccentricity + (log (/ perimeter major))) + (/ 0.48755 eccentricity)) +=== BEST-OF-RUN === + current generation: 10 + generation: 8 + nodes: 10 + depth: 4 + hits: 777 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 777 + raw fitness: 777.0000 + standardized fitness: 777.0000 + adjusted fitness: 0.9987 +TREE: + (/ (- eccentricity + (log (/ perimeter major))) + (/ 0.48755 eccentricity)) +=== BEST-OF-RUN === + current generation: 11 + generation: 8 + nodes: 10 + depth: 4 + hits: 777 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 777 + raw fitness: 777.0000 + standardized fitness: 777.0000 + adjusted fitness: 0.9987 +TREE: + (/ (- eccentricity + (log (/ perimeter major))) + (/ 0.48755 eccentricity)) +=== BEST-OF-RUN === + current generation: 12 + generation: 8 + nodes: 10 + depth: 4 + hits: 777 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 777 + raw fitness: 777.0000 + standardized fitness: 777.0000 + adjusted fitness: 0.9987 +TREE: + (/ (- eccentricity + (log (/ perimeter major))) + (/ 0.48755 eccentricity)) +=== BEST-OF-RUN === + current generation: 13 + generation: 8 + nodes: 10 + depth: 4 + hits: 777 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 777 + raw fitness: 777.0000 + standardized fitness: 777.0000 + adjusted fitness: 0.9987 +TREE: + (/ (- eccentricity + (log (/ perimeter major))) + (/ 0.48755 eccentricity)) +=== BEST-OF-RUN === + current generation: 14 + generation: 8 + nodes: 10 + depth: 4 + hits: 777 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 777 + raw fitness: 777.0000 + standardized fitness: 777.0000 + adjusted fitness: 0.9987 +TREE: + (/ (- eccentricity + (log (/ perimeter major))) + (/ 0.48755 eccentricity)) +=== BEST-OF-RUN === + current generation: 15 + generation: 8 + nodes: 10 + depth: 4 + hits: 777 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 777 + raw fitness: 777.0000 + standardized fitness: 777.0000 + adjusted fitness: 0.9987 +TREE: + (/ (- eccentricity + (log (/ perimeter major))) + (/ 0.48755 eccentricity)) +=== BEST-OF-RUN === + current generation: 16 + generation: 16 + nodes: 20 + depth: 10 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (/ convex + (log (exp (- (+ -0.61280 + (- (+ (- (exp (- major area)) major) extent) 0.52491)) + (+ perimeter minor))))) +=== BEST-OF-RUN === + current generation: 17 + generation: 16 + nodes: 20 + depth: 10 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (/ convex + (log (exp (- (+ -0.61280 + (- (+ (- (exp (- major area)) major) extent) 0.52491)) + (+ perimeter minor))))) +=== BEST-OF-RUN === + current generation: 18 + generation: 16 + nodes: 20 + depth: 10 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (/ convex + (log (exp (- (+ -0.61280 + (- (+ (- (exp (- major area)) major) extent) 0.52491)) + (+ perimeter minor))))) +=== BEST-OF-RUN === + current generation: 19 + generation: 16 + nodes: 20 + depth: 10 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (/ convex + (log (exp (- (+ -0.61280 + (- (+ (- (exp (- major area)) major) extent) 0.52491)) + (+ perimeter minor))))) +=== BEST-OF-RUN === + current generation: 20 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 21 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 22 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 23 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 24 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 25 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 26 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 27 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 28 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 29 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 30 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 31 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 32 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 33 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 34 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 35 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 36 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 37 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 38 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 39 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 40 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 41 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 42 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 43 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 44 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 45 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 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adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 49 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 50 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) +=== BEST-OF-RUN === + current generation: 51 + generation: 20 + nodes: 15 + depth: 6 + hits: 902 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 902 + raw fitness: 902.0000 + standardized fitness: 902.0000 + adjusted fitness: 0.9989 +TREE: + (/ perimeter + (+ (/ (/ (/ minor + (* area 0.06174)) + (log 0.95077)) 0.87933) + (exp eccentricity))) diff --git a/PartB/90Cross90Mut2El/run_7/regress.prg b/PartB/90Cross90Mut2El/run_7/regress.prg new file mode 100644 index 0000000..7a64984 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_7/regress.prg @@ -0,0 +1,1002 @@ +not starting from checkpoint file. +1000 fitness cases: + area = 9216.00000, perimeter = 384.34201, major_axis_length = 163.29163, minor_axis_length = 72.26080, eccentricity = 0.89676, convex_area = 9352.00000, extent = 0.62477, type = O + area = 11422.00000, perimeter = 429.20499, major_axis_length = 178.55898, minor_axis_length = 82.38754, eccentricity = 0.88719, convex_area = 11668.00000, extent = 0.68559, type = O + area = 10015.00000, perimeter = 402.17899, major_axis_length = 160.38683, minor_axis_length = 81.07691, eccentricity = 0.86282, convex_area = 10338.00000, extent = 0.69462, type = O + area = 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extent = 0.55805, type = O + area = 14378.00000, perimeter = 491.48001, major_axis_length = 202.71188, minor_axis_length = 91.38580, eccentricity = 0.89262, convex_area = 14805.00000, extent = 0.64022, type = C + area = 10369.00000, perimeter = 402.98300, major_axis_length = 159.28703, minor_axis_length = 84.89051, eccentricity = 0.84615, convex_area = 10723.00000, extent = 0.63754, type = O + area = 13302.00000, perimeter = 482.69000, major_axis_length = 209.39711, minor_axis_length = 81.74891, eccentricity = 0.92064, convex_area = 13827.00000, extent = 0.59533, type = C + area = 13429.00000, perimeter = 491.37701, major_axis_length = 208.90878, minor_axis_length = 83.84212, eccentricity = 0.91593, convex_area = 13837.00000, extent = 0.53307, type = C + area = 12202.00000, perimeter = 442.36200, major_axis_length = 180.03778, minor_axis_length = 87.39918, eccentricity = 0.87426, convex_area = 12521.00000, extent = 0.77918, type = C + area = 13840.00000, perimeter = 476.90100, major_axis_length = 201.62569, minor_axis_length = 88.24250, eccentricity = 0.89914, convex_area = 14205.00000, extent = 0.63058, type = C + area = 12809.00000, perimeter = 455.14401, major_axis_length = 189.07947, minor_axis_length = 87.20803, eccentricity = 0.88728, convex_area = 13025.00000, extent = 0.59000, type = C + area = 11815.00000, perimeter = 456.60300, major_axis_length = 200.11070, minor_axis_length = 75.79282, eccentricity = 0.92550, convex_area = 12108.00000, extent = 0.73376, type = C + area = 10296.00000, perimeter = 415.75101, major_axis_length = 172.33287, minor_axis_length = 77.06075, eccentricity = 0.89445, convex_area = 10514.00000, extent = 0.61089, type = O + area = 10382.00000, perimeter = 405.21301, major_axis_length = 168.42627, minor_axis_length = 78.95872, eccentricity = 0.88330, convex_area = 10599.00000, extent = 0.80182, type = O + area = 15583.00000, perimeter = 504.18301, major_axis_length = 207.84683, minor_axis_length = 96.91176, eccentricity = 0.88464, convex_area = 15906.00000, extent = 0.68539, type = C + area = 13263.00000, perimeter = 487.89099, major_axis_length = 214.42804, minor_axis_length = 79.64110, eccentricity = 0.92847, convex_area = 13491.00000, extent = 0.67445, type = C + area = 12331.00000, perimeter = 431.36401, major_axis_length = 177.13048, minor_axis_length = 89.42496, eccentricity = 0.86320, convex_area = 12502.00000, extent = 0.74779, type = O + area = 11605.00000, perimeter = 425.69800, major_axis_length = 173.51668, minor_axis_length = 86.13511, eccentricity = 0.86809, convex_area = 11781.00000, extent = 0.79842, type = O + area = 13002.00000, perimeter = 448.11499, major_axis_length = 182.62787, minor_axis_length = 91.47121, eccentricity = 0.86553, convex_area = 13200.00000, extent = 0.60581, type = O + area = 11353.00000, perimeter = 431.47900, major_axis_length = 182.00241, minor_axis_length = 80.06296, eccentricity = 0.89805, convex_area = 11579.00000, extent = 0.71664, type = C + area = 13568.00000, perimeter = 478.31100, major_axis_length = 204.06912, minor_axis_length = 85.50912, eccentricity = 0.90798, convex_area = 13819.00000, extent = 0.56832, type = C + area = 12235.00000, perimeter = 443.45599, major_axis_length = 187.66254, minor_axis_length = 83.75172, eccentricity = 0.89489, convex_area = 12442.00000, extent = 0.65833, type = O + area = 13687.00000, perimeter = 481.74500, major_axis_length = 201.17458, minor_axis_length = 87.95718, eccentricity = 0.89936, convex_area = 13979.00000, extent = 0.69832, type = C + area = 13693.00000, perimeter = 479.47900, major_axis_length = 200.39729, minor_axis_length = 88.17446, eccentricity = 0.89800, convex_area = 14097.00000, extent = 0.69525, type = C + area = 15071.00000, perimeter = 494.13501, major_axis_length = 200.59483, minor_axis_length = 97.39329, eccentricity = 0.87422, convex_area = 15575.00000, extent = 0.68921, type = C + area = 15480.00000, perimeter = 494.27600, major_axis_length = 201.78700, minor_axis_length = 98.61820, eccentricity = 0.87244, convex_area = 15760.00000, extent = 0.66239, type = C + area = 15741.00000, perimeter = 523.77600, major_axis_length = 227.50233, minor_axis_length = 89.12435, eccentricity = 0.92007, convex_area = 15999.00000, extent = 0.56322, type = C + area = 13621.00000, perimeter = 477.54300, major_axis_length = 200.95772, minor_axis_length = 87.28851, eccentricity = 0.90074, convex_area = 13956.00000, extent = 0.79590, type = C + area = 14686.00000, perimeter = 490.40601, major_axis_length = 203.03380, minor_axis_length = 93.82804, eccentricity = 0.88681, convex_area = 15065.00000, extent = 0.61468, type = C + area = 13623.00000, perimeter = 493.56799, major_axis_length = 211.73048, minor_axis_length = 82.92393, eccentricity = 0.92011, convex_area = 14065.00000, extent = 0.52655, type = C + area = 14890.00000, perimeter = 502.54099, major_axis_length = 206.22853, minor_axis_length = 93.45731, eccentricity = 0.89142, convex_area = 15349.00000, extent = 0.58982, type = C + area = 10842.00000, perimeter = 415.65900, major_axis_length = 169.43460, minor_axis_length = 82.63617, eccentricity = 0.87300, convex_area = 11153.00000, extent = 0.73306, type = O + area = 10412.00000, perimeter = 408.72000, major_axis_length = 163.75291, minor_axis_length = 82.41429, eccentricity = 0.86412, convex_area = 10735.00000, extent = 0.68931, type = O + area = 11715.00000, perimeter = 429.16599, major_axis_length = 171.09964, minor_axis_length = 89.10729, eccentricity = 0.85368, convex_area = 12066.00000, extent = 0.64953, type = O + area = 12434.00000, perimeter = 437.89700, major_axis_length = 183.22873, minor_axis_length = 87.01015, eccentricity = 0.88006, convex_area = 12605.00000, extent = 0.72501, type = O + area = 13607.00000, perimeter = 461.05099, major_axis_length = 190.51434, minor_axis_length = 91.71280, eccentricity = 0.87650, convex_area = 13772.00000, extent = 0.60914, type = O + area = 16835.00000, perimeter = 522.53497, major_axis_length = 216.27165, minor_axis_length = 100.43251, eccentricity = 0.88564, convex_area = 17404.00000, extent = 0.73522, type = C + area = 11976.00000, perimeter = 444.64401, major_axis_length = 188.98186, minor_axis_length = 81.36696, eccentricity = 0.90256, convex_area = 12149.00000, extent = 0.55801, type = O + area = 12898.00000, perimeter = 454.76700, major_axis_length = 184.37398, minor_axis_length = 90.95403, eccentricity = 0.86985, convex_area = 13223.00000, extent = 0.75781, type = O + area = 10841.00000, perimeter = 413.45999, major_axis_length = 170.96480, minor_axis_length = 81.67490, eccentricity = 0.87851, convex_area = 11070.00000, extent = 0.65449, type = O + area = 12715.00000, perimeter = 462.61700, major_axis_length = 197.49364, minor_axis_length = 82.39475, eccentricity = 0.90881, convex_area = 12924.00000, extent = 0.68272, type = O + area = 11646.00000, perimeter = 435.60699, major_axis_length = 177.84079, minor_axis_length = 84.54723, eccentricity = 0.87976, convex_area = 11902.00000, extent = 0.62212, type = O + area = 11981.00000, perimeter = 448.82700, major_axis_length = 190.12900, minor_axis_length = 81.32439, eccentricity = 0.90391, convex_area = 12154.00000, extent = 0.56209, type = C + area = 12723.00000, perimeter = 465.94199, major_axis_length = 197.75232, minor_axis_length = 83.90300, eccentricity = 0.90553, convex_area = 12974.00000, extent = 0.68315, type = C + area = 14645.00000, perimeter = 485.11301, major_axis_length = 201.15378, minor_axis_length = 93.58040, eccentricity = 0.88520, convex_area = 14889.00000, extent = 0.64641, type = C + area = 11890.00000, perimeter = 430.33899, major_axis_length = 174.82278, minor_axis_length = 87.97628, eccentricity = 0.86415, convex_area = 12142.00000, extent = 0.68728, type = O + area = 12104.00000, perimeter = 441.77499, major_axis_length = 182.46213, minor_axis_length = 85.51347, eccentricity = 0.88338, convex_area = 12378.00000, extent = 0.73913, type = C + area = 16602.00000, perimeter = 528.35303, major_axis_length = 224.41542, minor_axis_length = 95.47276, eccentricity = 0.90499, convex_area = 16900.00000, extent = 0.56548, type = C + area = 10928.00000, perimeter = 410.94000, major_axis_length = 171.74614, minor_axis_length = 81.38594, eccentricity = 0.88059, convex_area = 11132.00000, extent = 0.61119, type = O + area = 10796.00000, perimeter = 410.10999, major_axis_length = 165.73335, minor_axis_length = 84.24877, eccentricity = 0.86116, convex_area = 11060.00000, extent = 0.68002, type = O + area = 11923.00000, perimeter = 432.33401, major_axis_length = 174.23662, minor_axis_length = 88.13160, eccentricity = 0.86264, convex_area = 12187.00000, extent = 0.62450, type = O + area = 10731.00000, perimeter = 414.17499, major_axis_length = 170.21010, minor_axis_length = 81.19894, eccentricity = 0.87888, convex_area = 10922.00000, extent = 0.59320, type = O + area = 11689.00000, perimeter = 444.89801, major_axis_length = 191.93597, minor_axis_length = 78.10004, eccentricity = 0.91347, convex_area = 11935.00000, extent = 0.54930, type = C + area = 11181.00000, perimeter = 420.41299, major_axis_length = 171.03383, minor_axis_length = 84.87569, eccentricity = 0.86818, convex_area = 11406.00000, extent = 0.79242, type = O + area = 11679.00000, perimeter = 417.82501, major_axis_length = 170.56799, minor_axis_length = 87.63663, eccentricity = 0.85791, convex_area = 11853.00000, extent = 0.79433, type = O + area = 12386.00000, perimeter = 467.85001, major_axis_length = 201.90131, minor_axis_length = 79.30883, eccentricity = 0.91962, convex_area = 12679.00000, extent = 0.79184, type = C + area = 13509.00000, perimeter = 480.46600, major_axis_length = 207.13716, minor_axis_length = 83.94016, eccentricity = 0.91421, convex_area = 13732.00000, extent = 0.59563, type = C + area = 12142.00000, perimeter = 443.51501, major_axis_length = 177.74475, minor_axis_length = 88.19751, eccentricity = 0.86821, convex_area = 12459.00000, extent = 0.61563, type = O + area = 15159.00000, perimeter = 515.13098, major_axis_length = 216.06192, minor_axis_length = 91.02570, eccentricity = 0.90692, convex_area = 15685.00000, extent = 0.65071, type = C + area = 14842.00000, perimeter = 505.72601, major_axis_length = 214.95474, minor_axis_length = 88.66093, eccentricity = 0.91097, convex_area = 15313.00000, extent = 0.54450, type = C + area = 12537.00000, perimeter = 440.10599, major_axis_length = 177.27472, minor_axis_length = 91.08681, eccentricity = 0.85790, convex_area = 12845.00000, extent = 0.67043, type = O diff --git a/PartB/90Cross90Mut2El/run_7/regress.stt b/PartB/90Cross90Mut2El/run_7/regress.stt new file mode 100644 index 0000000..b8391b1 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_7/regress.stt @@ -0,0 +1,53 @@ +GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN +0 0 0.9581 0.9985 0.0000 18.421 3.455 32 5 17 5 0.9581 0.9985 0.0000 18.421 3.455 32 5 17 5 +1 0 0.9922 0.9986 0.0000 16.303 3.490 25 5 100 7 0.9751 0.9986 0.0000 17.362 3.473 25 5 17 5 +2 0 0.9914 0.9986 0.0000 15.458 3.521 25 5 34 5 0.9806 0.9986 0.0000 16.727 3.489 25 5 17 5 +3 0 0.9938 0.9986 0.0000 14.154 3.467 25 5 16 5 0.9839 0.9986 0.0000 16.084 3.483 25 5 17 5 +4 0 0.9932 0.9986 0.0000 13.621 3.478 25 5 25 7 0.9857 0.9986 0.0000 15.591 3.482 25 5 17 5 +5 0 0.9956 0.9986 0.0000 13.288 3.457 25 5 33 7 0.9874 0.9986 0.0000 15.207 3.478 25 5 17 5 +6 0 0.9944 0.9986 0.0000 12.699 3.428 25 5 18 5 0.9884 0.9986 0.0000 14.849 3.471 25 5 17 5 +7 0 0.9946 0.9986 0.0000 11.774 3.358 25 5 23 6 0.9892 0.9986 0.0000 14.465 3.457 25 5 17 5 +8 0 0.9956 0.9987 0.0000 11.138 3.313 10 4 17 6 0.9899 0.9987 0.0000 14.095 3.441 10 4 17 5 +9 0 0.9944 0.9987 0.0000 10.775 3.253 10 4 6 3 0.9903 0.9987 0.0000 13.763 3.422 10 4 17 5 +10 0 0.9960 0.9987 0.0000 10.474 3.248 10 4 45 6 0.9909 0.9987 0.0000 13.464 3.406 10 4 17 5 +11 0 0.9956 0.9987 0.0000 10.047 3.175 10 4 81 9 0.9913 0.9987 0.0000 13.179 3.387 10 4 17 5 +12 0 0.9946 0.9987 0.0000 9.532 3.098 10 4 11 4 0.9915 0.9987 0.0000 12.899 3.365 10 4 17 5 +13 0 0.9966 0.9987 0.0000 9.075 3.001 10 4 34 6 0.9919 0.9987 0.0000 12.626 3.339 10 4 17 5 +14 0 0.9974 0.9987 0.0000 8.586 2.869 10 4 6 3 0.9922 0.9987 0.0000 12.356 3.307 10 4 17 5 +15 0 0.9970 0.9987 0.0000 8.397 2.830 10 4 8 3 0.9925 0.9987 0.0000 12.109 3.278 10 4 17 5 +16 0 0.9962 0.9989 0.0000 8.046 2.758 20 10 14 6 0.9928 0.9989 0.0000 11.870 3.247 20 10 17 5 +17 0 0.9972 0.9989 0.0000 7.831 2.730 20 10 7 3 0.9930 0.9989 0.0000 11.646 3.218 20 10 17 5 +18 0 0.9964 0.9989 0.0000 7.551 2.675 20 10 72 10 0.9932 0.9989 0.0000 11.430 3.190 20 10 17 5 +19 0 0.9968 0.9989 0.0000 7.300 2.634 20 10 30 11 0.9934 0.9989 0.0000 11.224 3.162 20 10 17 5 +20 0 0.9958 0.9989 0.0000 7.193 2.594 15 6 14 5 0.9935 0.9989 0.0000 11.032 3.135 15 6 17 5 +21 0 0.9968 0.9989 0.0000 6.756 2.463 15 6 15 5 0.9936 0.9989 0.0000 10.837 3.104 15 6 17 5 +22 0 0.9962 0.9989 0.0000 6.326 2.335 15 6 41 9 0.9937 0.9989 0.0000 10.641 3.071 15 6 17 5 +23 0 0.9966 0.9989 0.0000 6.107 2.281 15 6 10 4 0.9939 0.9989 0.0000 10.452 3.038 15 6 17 5 +24 0 0.9972 0.9989 0.0000 5.820 2.231 15 6 12 6 0.9940 0.9989 0.0000 10.267 3.006 15 6 17 5 +25 0 0.9974 0.9989 0.0000 5.774 2.197 15 6 19 7 0.9941 0.9989 0.0000 10.094 2.975 15 6 17 5 +26 0 0.9976 0.9989 0.0000 5.515 2.113 15 6 17 5 0.9943 0.9989 0.0000 9.925 2.943 15 6 17 5 +27 0 0.9974 0.9989 0.0000 5.393 2.084 15 6 34 9 0.9944 0.9989 0.0000 9.763 2.912 15 6 17 5 +28 0 0.9968 0.9989 0.0000 5.183 1.991 15 6 13 6 0.9945 0.9989 0.0000 9.605 2.880 15 6 17 5 +29 0 0.9974 0.9989 0.0000 5.127 1.974 15 6 17 8 0.9946 0.9989 0.0000 9.456 2.850 15 6 17 5 +30 0 0.9974 0.9989 0.0000 5.082 1.962 15 6 10 4 0.9946 0.9989 0.0000 9.315 2.822 15 6 17 5 +31 0 0.9974 0.9989 0.0000 5.061 1.935 15 6 11 6 0.9947 0.9989 0.0000 9.182 2.794 15 6 17 5 +32 0 0.9968 0.9989 0.0000 4.978 1.907 15 6 8 4 0.9948 0.9989 0.0000 9.054 2.767 15 6 17 5 +33 0 0.9972 0.9989 0.0000 4.799 1.866 15 6 10 4 0.9949 0.9989 0.0000 8.929 2.740 15 6 17 5 +34 0 0.9976 0.9989 0.0000 4.766 1.877 15 6 8 4 0.9949 0.9989 0.0000 8.810 2.716 15 6 17 5 +35 0 0.9972 0.9989 0.0000 4.808 1.897 15 6 22 5 0.9950 0.9989 0.0000 8.699 2.693 15 6 17 5 +36 0 0.9972 0.9989 0.0000 4.666 1.854 15 6 8 4 0.9951 0.9989 0.0000 8.590 2.670 15 6 17 5 +37 0 0.9978 0.9989 0.0000 4.552 1.789 15 6 21 6 0.9951 0.9989 0.0000 8.484 2.647 15 6 17 5 +38 0 0.9978 0.9989 0.0000 4.455 1.757 15 6 12 4 0.9952 0.9989 0.0000 8.380 2.624 15 6 17 5 +39 0 0.9974 0.9989 0.0000 4.311 1.694 15 6 14 5 0.9953 0.9989 0.0000 8.279 2.601 15 6 17 5 +40 0 0.9974 0.9989 0.0000 4.301 1.687 15 6 14 4 0.9953 0.9989 0.0000 8.182 2.579 15 6 17 5 +41 0 0.9976 0.9989 0.0000 4.388 1.714 15 6 14 7 0.9954 0.9989 0.0000 8.091 2.558 15 6 17 5 +42 0 0.9976 0.9989 0.0000 4.469 1.744 15 6 16 6 0.9954 0.9989 0.0000 8.007 2.539 15 6 17 5 +43 0 0.9978 0.9989 0.0000 4.566 1.781 15 6 12 4 0.9955 0.9989 0.0000 7.929 2.522 15 6 17 5 +44 0 0.9976 0.9989 0.0000 4.520 1.762 15 6 12 4 0.9955 0.9989 0.0000 7.853 2.505 15 6 17 5 +45 0 0.9980 0.9989 0.9976 4.513 1.766 15 6 10 5 0.9956 0.9989 0.0000 7.780 2.489 15 6 17 5 +46 0 0.9978 0.9989 0.0000 4.495 1.753 15 6 17 6 0.9956 0.9989 0.0000 7.711 2.473 15 6 17 5 +47 0 0.9978 0.9989 0.0000 4.477 1.757 15 6 8 4 0.9957 0.9989 0.0000 7.643 2.458 15 6 17 5 +48 0 0.9970 0.9989 0.0000 4.368 1.730 15 6 5 2 0.9957 0.9989 0.0000 7.576 2.444 15 6 17 5 +49 0 0.9974 0.9989 0.0000 4.411 1.737 15 6 11 4 0.9957 0.9989 0.0000 7.513 2.429 15 6 17 5 +50 0 0.9974 0.9989 0.0000 4.402 1.723 15 6 8 4 0.9958 0.9989 0.0000 7.452 2.416 15 6 17 5 +51 0 0.9978 0.9989 0.0000 4.351 1.717 15 6 11 4 0.9958 0.9989 0.0000 7.392 2.402 15 6 17 5 diff --git a/PartB/90Cross90Mut2El/run_7/regress.sys b/PartB/90Cross90Mut2El/run_7/regress.sys new file mode 100644 index 0000000..3cc1440 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_7/regress.sys @@ -0,0 +1,205 @@ + +[ lil-gp Genetic Programming System. +[ Portions copyright (c) 1995 Michigan State University. All rights reserved. +[ kernel version 1.0; 11 July 1995. + + +initialization: + parameter database. + ephemeral random constants. + generation spaces. +updating function set(s): + set 0: removed. +building function set(s): + set 0: * / + - exp log area perimeter major minor eccentricity convex extent R + tree 0 uses function set 0. + function set complete. + no random number seed specfied; using 120. +creating initial population(s): + 7225 trees were generated to fill the population of 5000 (5000 trees). + initial population(s) complete. + + +starting evolution. +no checkpointing will be done. +=== generation 0. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 1. + evaluation complete. (1s wall) + breeding complete. (1s wall) +=== generation 2. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 3. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 4. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 5. + evaluation complete. (1s wall) + breeding complete. (1s wall) +=== generation 6. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 7. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 8. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 9. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 10. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 11. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 12. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 13. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 14. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 15. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 16. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 17. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 18. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 19. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 20. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 21. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 22. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 23. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 24. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 25. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 26. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 27. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 28. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 29. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 30. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 31. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 32. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 33. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 34. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 35. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 36. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 37. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 38. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 39. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 40. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 41. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 42. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 43. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 44. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 45. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 46. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 47. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 48. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 49. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 50. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 51. + evaluation complete. (0s wall) + +SYSTEM STATISTICS + +------- memory ------- + allocated: 62023752 + freed: 61975752 + not freed: 48000 + max allocated: 2534462 + malloc'ed blocks: 925429 + realloc'ed blocks: 8 + free'ed blocks: 925423 + +------- time ------- + overall: 30s wall + evaluation: 27s wall + breeding: 2s wall + +------- generation spaces ------- + space 0 size: 200 + space 1 size: 100 + +------- ephemeral random constants ------- + used: 24087 + freed: 24087 + allocated: 6000 + blocks: 11 diff --git a/PartB/90Cross90Mut2El/run_8/regress.bst b/PartB/90Cross90Mut2El/run_8/regress.bst new file mode 100644 index 0000000..e5f04ab --- /dev/null +++ b/PartB/90Cross90Mut2El/run_8/regress.bst @@ -0,0 +1,24 @@ +=== BEST-OF-RUN === + generation: 34 + nodes: 33 + depth: 6 + hits: 921 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 921 + raw fitness: 921.0000 + standardized fitness: 921.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (* (* -0.00391 convex) eccentricity) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- convex + (exp major)))))) +TREE-equ: +y = ((((-0.00391 * convex) * eccentricity) / (exp(((-0.39389 + area) * (perimeter / area))) * convex)) * (exp(log((eccentricity - extent))) / (exp((major + minor)) + log((convex - exp(major)))))) diff --git a/PartB/90Cross90Mut2El/run_8/regress.fn b/PartB/90Cross90Mut2El/run_8/regress.fn new file mode 100644 index 0000000..31b4e85 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_8/regress.fn @@ -0,0 +1,18 @@ +Hits: 2567, Total Size: 2810, Percent Hit: 91.352313 +CC: 994 +CO: 130 +OO: 1573 +OC: 113 +Fitness: 0.998915 +Hits: 921 + + +y = ((((-0.00391 * convex) * eccentricity) / (exp(((-0.39389 + area) * (perimeter / area))) * convex)) * (exp(log((eccentricity - extent))) / (exp((major + minor)) + log((convex - exp(major)))))) + + (* (/ (* (* -0.00391 convex) eccentricity) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- convex + (exp major)))))) diff --git a/PartB/90Cross90Mut2El/run_8/regress.gen b/PartB/90Cross90Mut2El/run_8/regress.gen new file mode 100644 index 0000000..e69de29 diff --git a/PartB/90Cross90Mut2El/run_8/regress.his b/PartB/90Cross90Mut2El/run_8/regress.his new file mode 100644 index 0000000..f617d0c --- /dev/null +++ b/PartB/90Cross90Mut2El/run_8/regress.his @@ -0,0 +1,1295 @@ +=== BEST-OF-RUN === + current generation: 0 + generation: 0 + nodes: 45 + depth: 5 + hits: 810 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 810 + raw fitness: 810.0000 + standardized fitness: 810.0000 + adjusted fitness: 0.9988 +TREE: + (* (* (/ (+ (- -0.89725 extent) + (* 0.13139 area)) + (- (+ major perimeter) + (exp extent))) + (exp (- (* 0.94571 area) + (+ area -0.03849)))) + (+ (+ (+ (- eccentricity convex) + (/ convex minor)) + (exp (/ convex convex))) + (exp (/ (- area major) + (* area eccentricity))))) +=== BEST-OF-RUN === + current generation: 1 + generation: 0 + nodes: 45 + depth: 5 + hits: 810 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 810 + raw fitness: 810.0000 + standardized fitness: 810.0000 + adjusted fitness: 0.9988 +TREE: + (* (* (/ (+ (- -0.89725 extent) + (* 0.13139 area)) + (- (+ major perimeter) + (exp extent))) + (exp (- (* 0.94571 area) + (+ area -0.03849)))) + (+ (+ (+ (- eccentricity convex) + (/ convex minor)) + (exp (/ convex convex))) + (exp (/ (- area major) + (* area eccentricity))))) +=== BEST-OF-RUN === + current generation: 2 + generation: 0 + nodes: 45 + depth: 5 + hits: 810 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 810 + raw fitness: 810.0000 + standardized fitness: 810.0000 + adjusted fitness: 0.9988 +TREE: + (* (* (/ (+ (- -0.89725 extent) + (* 0.13139 area)) + (- (+ major perimeter) + (exp extent))) + (exp (- (* 0.94571 area) + (+ area -0.03849)))) + (+ (+ (+ (- eccentricity convex) + (/ convex minor)) + (exp (/ convex convex))) + (exp (/ (- area major) + (* area eccentricity))))) +=== BEST-OF-RUN === + current generation: 3 + generation: 0 + nodes: 45 + depth: 5 + hits: 810 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 810 + raw fitness: 810.0000 + standardized fitness: 810.0000 + adjusted fitness: 0.9988 +TREE: + (* (* (/ (+ (- -0.89725 extent) + (* 0.13139 area)) + (- (+ major perimeter) + (exp extent))) + (exp (- (* 0.94571 area) + (+ area -0.03849)))) + (+ (+ (+ (- eccentricity convex) + (/ convex minor)) + (exp (/ convex convex))) + (exp (/ (- area major) + (* area eccentricity))))) +=== BEST-OF-RUN === + current generation: 4 + generation: 0 + nodes: 45 + depth: 5 + hits: 810 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 810 + raw fitness: 810.0000 + standardized fitness: 810.0000 + adjusted fitness: 0.9988 +TREE: + (* (* (/ (+ (- -0.89725 extent) + (* 0.13139 area)) + (- (+ major perimeter) + (exp extent))) + (exp (- (* 0.94571 area) + (+ area -0.03849)))) + (+ (+ (+ (- eccentricity convex) + (/ convex minor)) + (exp (/ convex convex))) + (exp (/ (- area major) + (* area eccentricity))))) +=== BEST-OF-RUN === + current generation: 5 + generation: 5 + nodes: 63 + depth: 9 + hits: 893 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 893 + raw fitness: 893.0000 + standardized fitness: 893.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) + (log (* (* (+ minor -0.45717) eccentricity) + (exp 0.12978))))) + (/ (exp (log (log (+ (* convex perimeter) + (/ (* eccentricity + (* extent perimeter)) + (exp (+ eccentricity convex))))))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 6 + generation: 5 + nodes: 63 + depth: 9 + hits: 893 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 893 + raw fitness: 893.0000 + standardized fitness: 893.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) + (log (* (* (+ minor -0.45717) eccentricity) + (exp 0.12978))))) + (/ (exp (log (log (+ (* convex perimeter) + (/ (* eccentricity + (* extent perimeter)) + (exp (+ eccentricity convex))))))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 7 + generation: 5 + nodes: 63 + depth: 9 + hits: 893 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 893 + raw fitness: 893.0000 + standardized fitness: 893.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) + (log (* (* (+ minor -0.45717) eccentricity) + (exp 0.12978))))) + (/ (exp (log (log (+ (* convex perimeter) + (/ (* eccentricity + (* extent perimeter)) + (exp (+ eccentricity convex))))))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 8 + generation: 8 + nodes: 55 + depth: 9 + hits: 911 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 911 + raw fitness: 911.0000 + standardized fitness: 911.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (log (+ (* convex perimeter) + (/ (* eccentricity + (* extent perimeter)) + (exp (+ eccentricity convex))))))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 9 + generation: 8 + nodes: 55 + depth: 9 + hits: 911 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 911 + raw fitness: 911.0000 + standardized fitness: 911.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (log (+ (* convex perimeter) + (/ (* eccentricity + (* extent perimeter)) + (exp (+ eccentricity convex))))))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 10 + generation: 10 + nodes: 43 + depth: 6 + hits: 918 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 918 + raw fitness: 918.0000 + standardized fitness: 918.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 11 + generation: 10 + nodes: 43 + depth: 6 + hits: 918 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 918 + raw fitness: 918.0000 + standardized fitness: 918.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 12 + generation: 10 + nodes: 43 + depth: 6 + hits: 918 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 918 + raw fitness: 918.0000 + standardized fitness: 918.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 13 + generation: 10 + nodes: 43 + depth: 6 + hits: 918 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 918 + raw fitness: 918.0000 + standardized fitness: 918.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 14 + generation: 10 + nodes: 43 + depth: 6 + hits: 918 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 918 + raw fitness: 918.0000 + standardized fitness: 918.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 15 + generation: 10 + nodes: 43 + depth: 6 + hits: 918 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 918 + raw fitness: 918.0000 + standardized fitness: 918.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 16 + generation: 10 + nodes: 43 + depth: 6 + hits: 918 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 918 + raw fitness: 918.0000 + standardized fitness: 918.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 17 + generation: 10 + nodes: 43 + depth: 6 + hits: 918 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 918 + raw fitness: 918.0000 + standardized fitness: 918.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 18 + generation: 10 + nodes: 43 + depth: 6 + hits: 918 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 918 + raw fitness: 918.0000 + standardized fitness: 918.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 19 + generation: 10 + nodes: 43 + depth: 6 + hits: 918 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 918 + raw fitness: 918.0000 + standardized fitness: 918.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 20 + generation: 10 + nodes: 43 + depth: 6 + hits: 918 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 918 + raw fitness: 918.0000 + standardized fitness: 918.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 21 + generation: 10 + nodes: 43 + depth: 6 + hits: 918 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 918 + raw fitness: 918.0000 + standardized fitness: 918.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 22 + generation: 10 + nodes: 43 + depth: 6 + hits: 918 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 918 + raw fitness: 918.0000 + standardized fitness: 918.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 23 + generation: 10 + nodes: 43 + depth: 6 + hits: 918 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 918 + raw fitness: 918.0000 + standardized fitness: 918.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 24 + generation: 10 + nodes: 43 + depth: 6 + hits: 918 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 918 + raw fitness: 918.0000 + standardized fitness: 918.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 25 + generation: 10 + nodes: 43 + depth: 6 + hits: 918 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 918 + raw fitness: 918.0000 + standardized fitness: 918.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 26 + generation: 10 + nodes: 43 + depth: 6 + hits: 918 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 918 + raw fitness: 918.0000 + standardized fitness: 918.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 27 + generation: 10 + nodes: 43 + depth: 6 + hits: 918 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 918 + raw fitness: 918.0000 + standardized fitness: 918.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 28 + generation: 10 + nodes: 43 + depth: 6 + hits: 918 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 918 + raw fitness: 918.0000 + standardized fitness: 918.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 29 + generation: 10 + nodes: 43 + depth: 6 + hits: 918 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 918 + raw fitness: 918.0000 + standardized fitness: 918.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 30 + generation: 10 + nodes: 43 + depth: 6 + hits: 918 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 918 + raw fitness: 918.0000 + standardized fitness: 918.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 31 + generation: 10 + nodes: 43 + depth: 6 + hits: 918 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 918 + raw fitness: 918.0000 + standardized fitness: 918.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 32 + generation: 10 + nodes: 43 + depth: 6 + hits: 918 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 918 + raw fitness: 918.0000 + standardized fitness: 918.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 33 + generation: 10 + nodes: 43 + depth: 6 + hits: 918 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 918 + raw fitness: 918.0000 + standardized fitness: 918.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (+ (exp (/ (exp eccentricity) + (- minor convex))) + (log (exp (- area convex)))) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- (/ convex perimeter) + (exp major)))))) +=== BEST-OF-RUN === + current generation: 34 + generation: 34 + nodes: 33 + depth: 6 + hits: 921 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 921 + raw fitness: 921.0000 + standardized fitness: 921.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (* (* -0.00391 convex) eccentricity) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- convex + (exp major)))))) +=== BEST-OF-RUN === + current generation: 35 + generation: 34 + nodes: 33 + depth: 6 + hits: 921 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 921 + raw fitness: 921.0000 + standardized fitness: 921.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (* (* -0.00391 convex) eccentricity) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- convex + (exp major)))))) +=== BEST-OF-RUN === + current generation: 36 + generation: 34 + nodes: 33 + depth: 6 + hits: 921 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 921 + raw fitness: 921.0000 + standardized fitness: 921.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (* (* -0.00391 convex) eccentricity) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- convex + (exp major)))))) +=== BEST-OF-RUN === + current generation: 37 + generation: 34 + nodes: 33 + depth: 6 + hits: 921 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 921 + raw fitness: 921.0000 + standardized fitness: 921.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (* (* -0.00391 convex) eccentricity) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- convex + (exp major)))))) +=== BEST-OF-RUN === + current generation: 38 + generation: 34 + nodes: 33 + depth: 6 + hits: 921 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 921 + raw fitness: 921.0000 + standardized fitness: 921.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (* (* -0.00391 convex) eccentricity) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- convex + (exp major)))))) +=== BEST-OF-RUN === + current generation: 39 + generation: 34 + nodes: 33 + depth: 6 + hits: 921 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 921 + raw fitness: 921.0000 + standardized fitness: 921.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (* (* -0.00391 convex) eccentricity) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- convex + (exp major)))))) +=== BEST-OF-RUN === + current generation: 40 + generation: 34 + nodes: 33 + depth: 6 + hits: 921 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 921 + raw fitness: 921.0000 + standardized fitness: 921.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (* (* -0.00391 convex) eccentricity) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- convex + (exp major)))))) +=== BEST-OF-RUN === + current generation: 41 + generation: 34 + nodes: 33 + depth: 6 + hits: 921 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 921 + raw fitness: 921.0000 + standardized fitness: 921.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (* (* -0.00391 convex) eccentricity) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- convex + (exp major)))))) +=== BEST-OF-RUN === + current generation: 42 + generation: 34 + nodes: 33 + depth: 6 + hits: 921 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 921 + raw fitness: 921.0000 + standardized fitness: 921.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (* (* -0.00391 convex) eccentricity) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- convex + (exp major)))))) +=== BEST-OF-RUN === + current generation: 43 + generation: 34 + nodes: 33 + depth: 6 + hits: 921 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 921 + raw fitness: 921.0000 + standardized fitness: 921.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (* (* -0.00391 convex) eccentricity) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- convex + (exp major)))))) +=== BEST-OF-RUN === + current generation: 44 + generation: 34 + nodes: 33 + depth: 6 + hits: 921 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 921 + raw fitness: 921.0000 + standardized fitness: 921.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (* (* 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(- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- convex + (exp major)))))) +=== BEST-OF-RUN === + current generation: 47 + generation: 34 + nodes: 33 + depth: 6 + hits: 921 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 921 + raw fitness: 921.0000 + standardized fitness: 921.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (* (* -0.00391 convex) eccentricity) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- convex + (exp major)))))) +=== BEST-OF-RUN === + current generation: 48 + generation: 34 + nodes: 33 + depth: 6 + hits: 921 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 921 + raw fitness: 921.0000 + standardized fitness: 921.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (* (* -0.00391 convex) eccentricity) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- convex + (exp major)))))) +=== BEST-OF-RUN === + current generation: 49 + generation: 34 + nodes: 33 + depth: 6 + hits: 921 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 921 + raw fitness: 921.0000 + standardized fitness: 921.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (* (* -0.00391 convex) eccentricity) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- convex + (exp major)))))) +=== BEST-OF-RUN === + current generation: 50 + generation: 34 + nodes: 33 + depth: 6 + hits: 921 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 921 + raw fitness: 921.0000 + standardized fitness: 921.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (* (* -0.00391 convex) eccentricity) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- convex + (exp major)))))) +=== BEST-OF-RUN === + current generation: 51 + generation: 34 + nodes: 33 + depth: 6 + hits: 921 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 921 + raw fitness: 921.0000 + standardized fitness: 921.0000 + adjusted fitness: 0.9989 +TREE: + (* (/ (* (* -0.00391 convex) eccentricity) + (* (exp (* (+ -0.39389 area) + (/ perimeter area))) convex)) + (/ (exp (log (- eccentricity extent))) + (+ (exp (+ major minor)) + (log (- convex + (exp major)))))) diff --git a/PartB/90Cross90Mut2El/run_8/regress.prg b/PartB/90Cross90Mut2El/run_8/regress.prg new file mode 100644 index 0000000..fa7a6ce --- /dev/null +++ b/PartB/90Cross90Mut2El/run_8/regress.prg @@ -0,0 +1,1002 @@ +not starting from checkpoint file. +1000 fitness cases: + area = 11599.00000, perimeter = 431.05600, major_axis_length = 171.99739, minor_axis_length = 86.98845, eccentricity = 0.86268, convex_area = 11913.00000, extent = 0.77966, type = O + area = 14295.00000, perimeter = 484.22699, major_axis_length = 202.77057, minor_axis_length = 91.39712, eccentricity = 0.89265, convex_area = 14528.00000, extent = 0.55182, type = C + area = 17180.00000, perimeter = 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13350.00000, perimeter = 466.61899, major_axis_length = 196.50897, minor_axis_length = 87.16155, eccentricity = 0.89625, convex_area = 13562.00000, extent = 0.79921, type = C + area = 14840.00000, perimeter = 512.00800, major_axis_length = 220.51431, minor_axis_length = 86.41502, eccentricity = 0.92002, convex_area = 15160.00000, extent = 0.56417, type = C + area = 10380.00000, perimeter = 399.17700, major_axis_length = 164.59058, minor_axis_length = 80.95958, eccentricity = 0.87066, convex_area = 10630.00000, extent = 0.70641, type = O + area = 12723.00000, perimeter = 465.94199, major_axis_length = 197.75232, minor_axis_length = 83.90300, eccentricity = 0.90553, convex_area = 12974.00000, extent = 0.68315, type = C + area = 12461.00000, perimeter = 454.09601, major_axis_length = 191.91452, minor_axis_length = 83.66120, eccentricity = 0.89998, convex_area = 12683.00000, extent = 0.56151, type = C + area = 12299.00000, perimeter = 437.13199, major_axis_length = 175.00462, minor_axis_length = 91.06096, eccentricity = 0.85396, convex_area = 12551.00000, extent = 0.62343, type = O + area = 12974.00000, perimeter = 469.27301, major_axis_length = 197.63316, minor_axis_length = 84.73212, eccentricity = 0.90343, convex_area = 13219.00000, extent = 0.68646, type = C + area = 14436.00000, perimeter = 485.82599, major_axis_length = 204.46996, minor_axis_length = 90.74992, eccentricity = 0.89611, convex_area = 14864.00000, extent = 0.61448, type = C + area = 15651.00000, perimeter = 512.29199, major_axis_length = 212.77301, minor_axis_length = 95.72538, eccentricity = 0.89308, convex_area = 16022.00000, extent = 0.57204, type = C + area = 14483.00000, perimeter = 512.72101, major_axis_length = 215.76816, minor_axis_length = 86.27912, eccentricity = 0.91657, convex_area = 14912.00000, extent = 0.53229, type = C + area = 10390.00000, perimeter = 420.79401, major_axis_length = 174.04564, minor_axis_length = 77.64330, eccentricity = 0.89498, convex_area = 10689.00000, extent = 0.72882, type = O + area = 14536.00000, perimeter = 501.92099, major_axis_length = 216.37054, minor_axis_length = 86.67999, eccentricity = 0.91625, convex_area = 14988.00000, extent = 0.54405, type = C + area = 10880.00000, perimeter = 394.64499, major_axis_length = 153.79482, minor_axis_length = 90.98818, eccentricity = 0.80622, convex_area = 11057.00000, extent = 0.74777, type = O + area = 12886.00000, perimeter = 455.51801, major_axis_length = 189.85989, minor_axis_length = 87.49918, eccentricity = 0.88747, convex_area = 13080.00000, extent = 0.59230, type = C + area = 14418.00000, perimeter = 480.32300, major_axis_length = 199.11844, minor_axis_length = 93.31120, eccentricity = 0.88340, convex_area = 14780.00000, extent = 0.75852, type = C diff --git a/PartB/90Cross90Mut2El/run_8/regress.stt b/PartB/90Cross90Mut2El/run_8/regress.stt new file mode 100644 index 0000000..d9068f3 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_8/regress.stt @@ -0,0 +1,53 @@ +GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN +0 0 0.9615 0.9988 0.0000 18.418 3.500 45 5 82 6 0.9615 0.9988 0.0000 18.418 3.500 45 5 82 6 +1 0 0.9882 0.9988 0.0000 16.652 3.602 45 5 50 7 0.9749 0.9988 0.0000 17.535 3.551 45 5 82 6 +2 0 0.9914 0.9988 0.0000 16.094 3.660 45 5 66 9 0.9804 0.9988 0.0000 17.054 3.587 45 5 82 6 +3 0 0.9910 0.9988 0.0000 15.610 3.710 45 5 35 5 0.9830 0.9988 0.0000 16.693 3.618 45 5 82 6 +4 0 0.9922 0.9988 0.0000 14.804 3.696 45 5 33 8 0.9849 0.9988 0.0000 16.315 3.633 45 5 82 6 +5 0 0.9938 0.9989 0.0000 14.258 3.671 63 9 62 9 0.9864 0.9989 0.0000 15.973 3.640 63 9 82 6 +6 0 0.9926 0.9989 0.0000 13.787 3.636 63 9 34 7 0.9873 0.9989 0.0000 15.660 3.639 63 9 82 6 +7 0 0.9940 0.9989 0.0000 13.089 3.520 63 9 34 10 0.9881 0.9989 0.0000 15.339 3.624 63 9 82 6 +8 0 0.9948 0.9989 0.0000 12.400 3.425 55 9 86 8 0.9889 0.9989 0.0000 15.012 3.602 55 9 82 6 +9 0 0.9952 0.9989 0.0000 11.856 3.365 55 9 83 13 0.9895 0.9989 0.0000 14.697 3.578 55 9 82 6 +10 0 0.9962 0.9989 0.0000 11.563 3.333 43 6 28 7 0.9901 0.9989 0.0000 14.412 3.556 43 6 82 6 +11 0 0.9948 0.9989 0.0000 11.484 3.399 43 6 45 9 0.9905 0.9989 0.0000 14.168 3.543 43 6 82 6 +12 0 0.9958 0.9989 0.0000 10.969 3.338 43 6 11 6 0.9909 0.9989 0.0000 13.922 3.527 43 6 82 6 +13 0 0.9948 0.9989 0.0000 10.406 3.259 43 6 16 7 0.9912 0.9989 0.0000 13.671 3.508 43 6 82 6 +14 0 0.9960 0.9989 0.0000 9.949 3.193 43 6 21 7 0.9915 0.9989 0.0000 13.423 3.487 43 6 82 6 +15 0 0.9954 0.9989 0.0000 9.347 3.043 43 6 55 8 0.9918 0.9989 0.0000 13.168 3.459 43 6 82 6 +16 0 0.9958 0.9989 0.0000 9.196 2.999 43 6 8 4 0.9920 0.9989 0.0000 12.934 3.432 43 6 82 6 +17 0 0.9958 0.9989 0.0000 8.704 2.882 43 6 26 6 0.9922 0.9989 0.0000 12.699 3.402 43 6 82 6 +18 0 0.9962 0.9989 0.0000 8.215 2.772 43 6 17 6 0.9924 0.9989 0.0000 12.463 3.369 43 6 82 6 +19 0 0.9966 0.9989 0.0000 7.870 2.677 43 6 9 4 0.9926 0.9989 0.0000 12.234 3.334 43 6 82 6 +20 0 0.9970 0.9989 0.0000 7.618 2.634 43 6 54 13 0.9928 0.9989 0.0000 12.014 3.301 43 6 82 6 +21 0 0.9966 0.9989 0.0000 7.646 2.666 43 6 39 8 0.9930 0.9989 0.0000 11.815 3.272 43 6 82 6 +22 0 0.9972 0.9989 0.0000 7.335 2.610 43 6 23 5 0.9932 0.9989 0.0000 11.620 3.243 43 6 82 6 +23 0 0.9970 0.9989 0.0000 7.158 2.549 43 6 36 9 0.9934 0.9989 0.0000 11.434 3.214 43 6 82 6 +24 0 0.9972 0.9989 0.0000 7.124 2.536 43 6 36 8 0.9935 0.9989 0.0000 11.262 3.187 43 6 82 6 +25 0 0.9970 0.9989 0.0000 6.815 2.443 43 6 7 3 0.9936 0.9989 0.0000 11.091 3.158 43 6 82 6 +26 0 0.9966 0.9989 0.0000 6.680 2.396 43 6 24 10 0.9938 0.9989 0.0000 10.928 3.130 43 6 82 6 +27 0 0.9968 0.9989 0.0000 6.519 2.337 43 6 7 3 0.9939 0.9989 0.0000 10.770 3.102 43 6 82 6 +28 0 0.9968 0.9989 0.0000 6.273 2.266 43 6 21 8 0.9940 0.9989 0.0000 10.615 3.073 43 6 82 6 +29 0 0.9972 0.9989 0.0000 6.006 2.215 43 6 19 8 0.9941 0.9989 0.0000 10.461 3.044 43 6 82 6 +30 0 0.9970 0.9989 0.0000 5.643 2.124 43 6 22 6 0.9942 0.9989 0.0000 10.306 3.015 43 6 82 6 +31 0 0.9970 0.9989 0.0000 5.471 2.055 43 6 41 6 0.9943 0.9989 0.0000 10.155 2.985 43 6 82 6 +32 0 0.9974 0.9989 0.0000 5.400 2.027 43 6 32 9 0.9944 0.9989 0.0000 10.011 2.956 43 6 82 6 +33 0 0.9970 0.9989 0.0000 5.359 2.023 43 6 19 5 0.9944 0.9989 0.0000 9.874 2.928 43 6 82 6 +34 0 0.9974 0.9989 0.0000 5.372 2.048 33 6 31 7 0.9945 0.9989 0.0000 9.745 2.903 33 6 82 6 +35 0 0.9970 0.9989 0.0000 5.238 1.981 33 6 15 5 0.9946 0.9989 0.0000 9.620 2.878 33 6 82 6 +36 0 0.9976 0.9989 0.0000 4.990 1.888 33 6 8 3 0.9947 0.9989 0.0000 9.495 2.851 33 6 82 6 +37 0 0.9978 0.9989 0.0000 5.004 1.897 33 6 14 6 0.9948 0.9989 0.0000 9.377 2.826 33 6 82 6 +38 0 0.9974 0.9989 0.0000 4.888 1.878 33 6 8 3 0.9948 0.9989 0.0000 9.262 2.801 33 6 82 6 +39 0 0.9974 0.9989 0.0000 4.951 1.908 33 6 7 3 0.9949 0.9989 0.0000 9.154 2.779 33 6 82 6 +40 0 0.9976 0.9989 0.0000 5.058 1.954 33 6 11 4 0.9950 0.9989 0.0000 9.054 2.759 33 6 82 6 +41 0 0.9974 0.9989 0.0000 4.995 1.943 33 6 9 3 0.9950 0.9989 0.0000 8.957 2.739 33 6 82 6 +42 0 0.9976 0.9989 0.0000 5.007 1.947 33 6 11 4 0.9951 0.9989 0.0000 8.866 2.721 33 6 82 6 +43 0 0.9972 0.9989 0.0000 4.937 1.920 33 6 11 4 0.9951 0.9989 0.0000 8.776 2.703 33 6 82 6 +44 0 0.9978 0.9989 0.0000 4.792 1.859 33 6 24 6 0.9952 0.9989 0.0000 8.688 2.684 33 6 82 6 +45 0 0.9978 0.9989 0.0000 4.831 1.879 33 6 17 6 0.9952 0.9989 0.0000 8.604 2.667 33 6 82 6 +46 0 0.9978 0.9989 0.0000 4.787 1.850 33 6 8 4 0.9953 0.9989 0.0000 8.523 2.649 33 6 82 6 +47 0 0.9976 0.9989 0.0000 4.720 1.829 33 6 18 7 0.9953 0.9989 0.0000 8.443 2.632 33 6 82 6 +48 0 0.9980 0.9989 0.9975 4.607 1.773 33 6 9 4 0.9954 0.9989 0.0000 8.365 2.615 33 6 82 6 +49 0 0.9980 0.9989 0.9962 4.659 1.790 33 6 8 4 0.9954 0.9989 0.0000 8.291 2.598 33 6 82 6 +50 0 0.9974 0.9989 0.0000 4.665 1.790 33 6 8 3 0.9955 0.9989 0.0000 8.220 2.582 33 6 82 6 +51 0 0.9978 0.9989 0.0000 4.539 1.752 33 6 9 3 0.9955 0.9989 0.0000 8.149 2.566 33 6 82 6 diff --git a/PartB/90Cross90Mut2El/run_8/regress.sys b/PartB/90Cross90Mut2El/run_8/regress.sys new file mode 100644 index 0000000..cfdc80e --- /dev/null +++ b/PartB/90Cross90Mut2El/run_8/regress.sys @@ -0,0 +1,205 @@ + +[ lil-gp Genetic Programming System. +[ Portions copyright (c) 1995 Michigan State University. All rights reserved. +[ kernel version 1.0; 11 July 1995. + + +initialization: + parameter database. + ephemeral random constants. + generation spaces. +updating function set(s): + set 0: removed. +building function set(s): + set 0: * / + - exp log area perimeter major minor eccentricity convex extent R + tree 0 uses function set 0. + function set complete. + no random number seed specfied; using 435. +creating initial population(s): + 7394 trees were generated to fill the population of 5000 (5000 trees). + initial population(s) complete. + + +starting evolution. +no checkpointing will be done. +=== generation 0. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 1. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 2. + evaluation complete. (1s wall) + breeding complete. (1s wall) +=== generation 3. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 4. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 5. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 6. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 7. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 8. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 9. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 10. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 11. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 12. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 13. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 14. + evaluation complete. (0s wall) + breeding complete. (1s wall) +=== generation 15. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 16. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 17. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 18. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 19. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 20. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 21. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 22. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 23. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 24. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 25. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 26. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 27. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 28. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 29. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 30. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 31. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 32. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 33. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 34. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 35. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 36. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 37. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 38. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 39. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 40. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 41. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 42. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 43. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 44. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 45. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 46. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 47. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 48. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 49. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 50. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 51. + evaluation complete. (0s wall) + +SYSTEM STATISTICS + +------- memory ------- + allocated: 65508324 + freed: 65460324 + not freed: 48000 + max allocated: 2548262 + malloc'ed blocks: 926987 + realloc'ed blocks: 8 + free'ed blocks: 926981 + +------- time ------- + overall: 31s wall + evaluation: 28s wall + breeding: 3s wall + +------- generation spaces ------- + space 0 size: 200 + space 1 size: 100 + +------- ephemeral random constants ------- + used: 23898 + freed: 23898 + allocated: 6000 + blocks: 11 diff --git a/PartB/90Cross90Mut2El/run_9/regress.bst b/PartB/90Cross90Mut2El/run_9/regress.bst new file mode 100644 index 0000000..4eff26a --- /dev/null +++ b/PartB/90Cross90Mut2El/run_9/regress.bst @@ -0,0 +1,24 @@ +=== BEST-OF-RUN === + generation: 38 + nodes: 26 + depth: 8 + hits: 927 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 927 + raw fitness: 927.0000 + standardized fitness: 927.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ perimeter + (exp (* (log eccentricity) minor))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +TREE-equ: +y = (area / (((perimeter / exp((log(eccentricity) * minor))) / ((0.25061 / exp(((major - 0.42418) / (-0.24796 / -0.89867)))) / log(log(eccentricity)))) + convex)) diff --git a/PartB/90Cross90Mut2El/run_9/regress.fn b/PartB/90Cross90Mut2El/run_9/regress.fn new file mode 100644 index 0000000..66ddc9f --- /dev/null +++ b/PartB/90Cross90Mut2El/run_9/regress.fn @@ -0,0 +1,18 @@ +Hits: 2609, Total Size: 2810, Percent Hit: 92.846975 +CC: 1039 +CO: 89 +OO: 1570 +OC: 112 +Fitness: 0.998922 +Hits: 927 + + +y = (area / (((perimeter / exp((log(eccentricity) * minor))) / ((0.25061 / exp(((major - 0.42418) / (-0.24796 / -0.89867)))) / log(log(eccentricity)))) + convex)) + + (/ area + (+ (/ (/ perimeter + (exp (* (log eccentricity) minor))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) diff --git a/PartB/90Cross90Mut2El/run_9/regress.gen b/PartB/90Cross90Mut2El/run_9/regress.gen new file mode 100644 index 0000000..e69de29 diff --git a/PartB/90Cross90Mut2El/run_9/regress.his b/PartB/90Cross90Mut2El/run_9/regress.his new file mode 100644 index 0000000..85be3f6 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_9/regress.his @@ -0,0 +1,1383 @@ +=== BEST-OF-RUN === + current generation: 0 + generation: 0 + nodes: 30 + depth: 5 + hits: 787 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 787 + raw fitness: 787.0000 + standardized fitness: 787.0000 + adjusted fitness: 0.9987 +TREE: + (* (+ (log (log (- -0.72685 area))) + (* (log (- convex minor)) + (* (/ perimeter perimeter) + (exp area)))) + (log (+ (exp (/ area area)) + (/ (/ major minor) + (log -0.55166))))) +=== BEST-OF-RUN === + current generation: 1 + generation: 0 + nodes: 30 + depth: 5 + hits: 787 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 787 + raw fitness: 787.0000 + standardized fitness: 787.0000 + adjusted fitness: 0.9987 +TREE: + (* (+ (log (log (- -0.72685 area))) + (* (log (- convex minor)) + (* (/ perimeter perimeter) + (exp area)))) + (log (+ (exp (/ area area)) + (/ (/ major minor) + (log -0.55166))))) +=== BEST-OF-RUN === + current generation: 2 + generation: 2 + nodes: 59 + depth: 6 + hits: 901 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 901 + raw fitness: 901.0000 + standardized fitness: 901.0000 + adjusted fitness: 0.9989 +TREE: + (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ (- (* (+ area extent) + (- 0.16460 eccentricity)) + (/ (+ convex convex) + (exp eccentricity))) + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log (exp (/ major minor)))))) +=== BEST-OF-RUN === + current generation: 3 + generation: 2 + nodes: 59 + depth: 6 + hits: 901 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 901 + raw fitness: 901.0000 + standardized fitness: 901.0000 + adjusted fitness: 0.9989 +TREE: + (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ (- (* (+ area extent) + (- 0.16460 eccentricity)) + (/ (+ convex convex) + (exp eccentricity))) + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log (exp (/ major minor)))))) +=== BEST-OF-RUN === + current generation: 4 + generation: 2 + nodes: 59 + depth: 6 + hits: 901 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 901 + raw fitness: 901.0000 + standardized fitness: 901.0000 + adjusted fitness: 0.9989 +TREE: + (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ (- (* (+ area extent) + (- 0.16460 eccentricity)) + (/ (+ convex convex) + (exp eccentricity))) + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log (exp (/ major minor)))))) +=== BEST-OF-RUN === + current generation: 5 + generation: 2 + nodes: 59 + depth: 6 + hits: 901 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 901 + raw fitness: 901.0000 + standardized fitness: 901.0000 + adjusted fitness: 0.9989 +TREE: + (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ (- (* (+ area extent) + (- 0.16460 eccentricity)) + (/ (+ convex convex) + (exp eccentricity))) + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log (exp (/ major minor)))))) +=== BEST-OF-RUN === + current generation: 6 + generation: 2 + nodes: 59 + depth: 6 + hits: 901 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 901 + raw fitness: 901.0000 + standardized fitness: 901.0000 + adjusted fitness: 0.9989 +TREE: + (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ (- (* (+ area extent) + (- 0.16460 eccentricity)) + (/ (+ convex convex) + (exp eccentricity))) + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log (exp (/ major minor)))))) +=== BEST-OF-RUN === + current generation: 7 + generation: 2 + nodes: 59 + depth: 6 + hits: 901 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 901 + raw fitness: 901.0000 + standardized fitness: 901.0000 + adjusted fitness: 0.9989 +TREE: + (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ (- (* (+ area extent) + (- 0.16460 eccentricity)) + (/ (+ convex convex) + (exp eccentricity))) + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log (exp (/ major minor)))))) +=== BEST-OF-RUN === + current generation: 8 + generation: 2 + nodes: 59 + depth: 6 + hits: 901 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 901 + raw fitness: 901.0000 + standardized fitness: 901.0000 + adjusted fitness: 0.9989 +TREE: + (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ (- (* (+ area extent) + (- 0.16460 eccentricity)) + (/ (+ convex convex) + (exp eccentricity))) + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log (exp (/ major minor)))))) +=== BEST-OF-RUN === + current generation: 9 + generation: 2 + nodes: 59 + depth: 6 + hits: 901 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 901 + raw fitness: 901.0000 + standardized fitness: 901.0000 + adjusted fitness: 0.9989 +TREE: + (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ (- (* (+ area extent) + (- 0.16460 eccentricity)) + (/ (+ convex convex) + (exp eccentricity))) + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log (exp (/ major minor)))))) +=== BEST-OF-RUN === + current generation: 10 + generation: 2 + nodes: 59 + depth: 6 + hits: 901 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 901 + raw fitness: 901.0000 + standardized fitness: 901.0000 + adjusted fitness: 0.9989 +TREE: + (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ (- (* (+ area extent) + (- 0.16460 eccentricity)) + (/ (+ convex convex) + (exp eccentricity))) + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log (exp (/ major minor)))))) +=== BEST-OF-RUN === + current generation: 11 + generation: 2 + nodes: 59 + depth: 6 + hits: 901 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 901 + raw fitness: 901.0000 + standardized fitness: 901.0000 + adjusted fitness: 0.9989 +TREE: + (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ (- (* (+ area extent) + (- 0.16460 eccentricity)) + (/ (+ convex convex) + (exp eccentricity))) + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log (exp (/ major minor)))))) +=== BEST-OF-RUN === + current generation: 12 + generation: 2 + nodes: 59 + depth: 6 + hits: 901 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 901 + raw fitness: 901.0000 + standardized fitness: 901.0000 + adjusted fitness: 0.9989 +TREE: + (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ (- (* (+ area extent) + (- 0.16460 eccentricity)) + (/ (+ convex convex) + (exp eccentricity))) + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log (exp (/ major minor)))))) +=== BEST-OF-RUN === + current generation: 13 + generation: 2 + nodes: 59 + depth: 6 + hits: 901 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 901 + raw fitness: 901.0000 + standardized fitness: 901.0000 + adjusted fitness: 0.9989 +TREE: + (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ (- (* (+ area extent) + (- 0.16460 eccentricity)) + (/ (+ convex convex) + (exp eccentricity))) + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log (exp (/ major minor)))))) +=== BEST-OF-RUN === + current generation: 14 + generation: 2 + nodes: 59 + depth: 6 + hits: 901 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 901 + raw fitness: 901.0000 + standardized fitness: 901.0000 + adjusted fitness: 0.9989 +TREE: + (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ (- (* (+ area extent) + (- 0.16460 eccentricity)) + (/ (+ convex convex) + (exp eccentricity))) + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log (exp (/ major minor)))))) +=== BEST-OF-RUN === + current generation: 15 + generation: 2 + nodes: 59 + depth: 6 + hits: 901 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 901 + raw fitness: 901.0000 + standardized fitness: 901.0000 + adjusted fitness: 0.9989 +TREE: + (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ (- (* (+ area extent) + (- 0.16460 eccentricity)) + (/ (+ convex convex) + (exp eccentricity))) + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log (exp (/ major minor)))))) +=== BEST-OF-RUN === + current generation: 16 + generation: 2 + nodes: 59 + depth: 6 + hits: 901 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 901 + raw fitness: 901.0000 + standardized fitness: 901.0000 + adjusted fitness: 0.9989 +TREE: + (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ (- (* (+ area extent) + (- 0.16460 eccentricity)) + (/ (+ convex convex) + (exp eccentricity))) + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log (exp (/ major minor)))))) +=== BEST-OF-RUN === + current generation: 17 + generation: 2 + nodes: 59 + depth: 6 + hits: 901 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 901 + raw fitness: 901.0000 + standardized fitness: 901.0000 + adjusted fitness: 0.9989 +TREE: + (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ (- (* (+ area extent) + (- 0.16460 eccentricity)) + (/ (+ convex convex) + (exp eccentricity))) + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log (exp (/ major minor)))))) +=== BEST-OF-RUN === + current generation: 18 + generation: 2 + nodes: 59 + depth: 6 + hits: 901 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 901 + raw fitness: 901.0000 + standardized fitness: 901.0000 + adjusted fitness: 0.9989 +TREE: + (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ (- (* (+ area extent) + (- 0.16460 eccentricity)) + (/ (+ convex convex) + (exp eccentricity))) + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log (exp (/ major minor)))))) +=== BEST-OF-RUN === + current generation: 19 + generation: 2 + nodes: 59 + depth: 6 + hits: 901 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 901 + raw fitness: 901.0000 + standardized fitness: 901.0000 + adjusted fitness: 0.9989 +TREE: + (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ (- (* (+ area extent) + (- 0.16460 eccentricity)) + (/ (+ convex convex) + (exp eccentricity))) + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log (exp (/ major minor)))))) +=== BEST-OF-RUN === + current generation: 20 + generation: 2 + nodes: 59 + depth: 6 + hits: 901 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 901 + raw fitness: 901.0000 + standardized fitness: 901.0000 + adjusted fitness: 0.9989 +TREE: + (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ (- (* (+ area extent) + (- 0.16460 eccentricity)) + (/ (+ convex convex) + (exp eccentricity))) + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log (exp (/ major minor)))))) +=== BEST-OF-RUN === + current generation: 21 + generation: 2 + nodes: 59 + depth: 6 + hits: 901 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 901 + raw fitness: 901.0000 + standardized fitness: 901.0000 + adjusted fitness: 0.9989 +TREE: + (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ (- (* (+ area extent) + (- 0.16460 eccentricity)) + (/ (+ convex convex) + (exp eccentricity))) + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log (exp (/ major minor)))))) +=== BEST-OF-RUN === + current generation: 22 + generation: 2 + nodes: 59 + depth: 6 + hits: 901 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 901 + raw fitness: 901.0000 + standardized fitness: 901.0000 + adjusted fitness: 0.9989 +TREE: + (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ (- (* (+ area extent) + (- 0.16460 eccentricity)) + (/ (+ convex convex) + (exp eccentricity))) + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log (exp (/ major minor)))))) +=== BEST-OF-RUN === + current generation: 23 + generation: 23 + nodes: 47 + depth: 8 + hits: 904 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 904 + raw fitness: 904.0000 + standardized fitness: 904.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 24 + generation: 23 + nodes: 47 + depth: 8 + hits: 904 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 904 + raw fitness: 904.0000 + standardized fitness: 904.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 25 + generation: 23 + nodes: 47 + depth: 8 + hits: 904 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 904 + raw fitness: 904.0000 + standardized fitness: 904.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 26 + generation: 23 + nodes: 47 + depth: 8 + hits: 904 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 904 + raw fitness: 904.0000 + standardized fitness: 904.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 27 + generation: 23 + nodes: 47 + depth: 8 + hits: 904 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 904 + raw fitness: 904.0000 + standardized fitness: 904.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 28 + generation: 23 + nodes: 47 + depth: 8 + hits: 904 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 904 + raw fitness: 904.0000 + standardized fitness: 904.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 29 + generation: 23 + nodes: 47 + depth: 8 + hits: 904 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 904 + raw fitness: 904.0000 + standardized fitness: 904.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 30 + generation: 23 + nodes: 47 + depth: 8 + hits: 904 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 904 + raw fitness: 904.0000 + standardized fitness: 904.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ (+ (exp (+ (- convex perimeter) + (* major -0.10931))) + (+ (log (exp convex)) + (exp (exp eccentricity)))) + (exp (* (/ (exp perimeter) + (exp minor)) + (log (/ minor major))))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 31 + generation: 31 + nodes: 28 + depth: 8 + hits: 926 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 926 + raw fitness: 926.0000 + standardized fitness: 926.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ (+ convex major) + (exp (* (log eccentricity) minor))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 32 + generation: 31 + nodes: 28 + depth: 8 + hits: 926 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 926 + raw fitness: 926.0000 + standardized fitness: 926.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ (+ convex major) + (exp (* (log eccentricity) minor))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 33 + generation: 31 + nodes: 28 + depth: 8 + hits: 926 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 926 + raw fitness: 926.0000 + standardized fitness: 926.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ (+ convex major) + (exp (* (log eccentricity) minor))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 34 + generation: 31 + nodes: 28 + depth: 8 + hits: 926 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 926 + raw fitness: 926.0000 + standardized fitness: 926.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ (+ convex major) + (exp (* (log eccentricity) minor))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 35 + generation: 31 + nodes: 28 + depth: 8 + hits: 926 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 926 + raw fitness: 926.0000 + standardized fitness: 926.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ (+ convex major) + (exp (* (log eccentricity) minor))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 36 + generation: 31 + nodes: 28 + depth: 8 + hits: 926 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 926 + raw fitness: 926.0000 + standardized fitness: 926.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ (+ convex major) + (exp (* (log eccentricity) minor))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 37 + generation: 31 + nodes: 28 + depth: 8 + hits: 926 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 926 + raw fitness: 926.0000 + standardized fitness: 926.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ (+ convex major) + (exp (* (log eccentricity) minor))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 38 + generation: 38 + nodes: 26 + depth: 8 + hits: 927 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 927 + raw fitness: 927.0000 + standardized fitness: 927.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ perimeter + (exp (* (log eccentricity) minor))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 39 + generation: 38 + nodes: 26 + depth: 8 + hits: 927 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 927 + raw fitness: 927.0000 + standardized fitness: 927.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ perimeter + (exp (* (log eccentricity) minor))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 40 + generation: 38 + nodes: 26 + depth: 8 + hits: 927 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 927 + raw fitness: 927.0000 + standardized fitness: 927.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ perimeter + (exp (* (log eccentricity) minor))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 41 + generation: 38 + nodes: 26 + depth: 8 + hits: 927 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 927 + raw fitness: 927.0000 + standardized fitness: 927.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ perimeter + (exp (* (log eccentricity) minor))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 42 + generation: 38 + nodes: 26 + depth: 8 + hits: 927 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 927 + raw fitness: 927.0000 + standardized fitness: 927.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ perimeter + (exp (* (log eccentricity) minor))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 43 + generation: 38 + nodes: 26 + depth: 8 + hits: 927 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 927 + raw fitness: 927.0000 + standardized fitness: 927.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ perimeter + (exp (* (log eccentricity) minor))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 44 + generation: 38 + nodes: 26 + depth: 8 + hits: 927 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 927 + raw fitness: 927.0000 + standardized fitness: 927.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ perimeter + (exp (* (log eccentricity) minor))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 45 + generation: 38 + nodes: 26 + depth: 8 + hits: 927 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 927 + raw fitness: 927.0000 + standardized fitness: 927.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ perimeter + (exp (* (log eccentricity) minor))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 46 + generation: 38 + nodes: 26 + depth: 8 + hits: 927 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 927 + raw fitness: 927.0000 + standardized fitness: 927.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ perimeter + (exp (* (log eccentricity) minor))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 47 + generation: 38 + nodes: 26 + depth: 8 + hits: 927 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 927 + raw fitness: 927.0000 + standardized fitness: 927.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ perimeter + (exp (* (log eccentricity) minor))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 48 + generation: 38 + nodes: 26 + depth: 8 + hits: 927 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 927 + raw fitness: 927.0000 + standardized fitness: 927.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ perimeter + (exp (* (log eccentricity) minor))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 49 + generation: 38 + nodes: 26 + depth: 8 + hits: 927 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 927 + raw fitness: 927.0000 + standardized fitness: 927.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ perimeter + (exp (* (log eccentricity) minor))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 50 + generation: 38 + nodes: 26 + depth: 8 + hits: 927 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 927 + raw fitness: 927.0000 + standardized fitness: 927.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ perimeter + (exp (* (log eccentricity) minor))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) +=== BEST-OF-RUN === + current generation: 51 + generation: 38 + nodes: 26 + depth: 8 + hits: 927 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 927 + raw fitness: 927.0000 + standardized fitness: 927.0000 + adjusted fitness: 0.9989 +TREE: + (/ area + (+ (/ (/ perimeter + (exp (* (log eccentricity) minor))) + (/ (/ 0.25061 + (exp (/ (- major 0.42418) + (/ -0.24796 -0.89867)))) + (log (log eccentricity)))) convex)) diff --git a/PartB/90Cross90Mut2El/run_9/regress.prg b/PartB/90Cross90Mut2El/run_9/regress.prg new file mode 100644 index 0000000..1802b92 --- /dev/null +++ b/PartB/90Cross90Mut2El/run_9/regress.prg @@ -0,0 +1,1002 @@ +not starting from checkpoint file. +1000 fitness cases: + area = 10775.00000, perimeter = 414.99799, major_axis_length = 165.72896, minor_axis_length = 84.27123, eccentricity = 0.86107, convex_area = 11036.00000, extent = 0.63446, type = O + area = 14390.00000, perimeter = 497.91901, major_axis_length = 216.37560, minor_axis_length = 85.19570, eccentricity = 0.91922, convex_area = 14586.00000, extent = 0.53790, type = C + area = 11285.00000, perimeter = 425.75500, major_axis_length = 175.42439, minor_axis_length = 82.95139, eccentricity = 0.88114, convex_area = 11525.00000, extent = 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bTreeDpRUN wTreeSzRUN wTreeDpRUN +0 0 0.9563 0.9987 0.0000 18.596 3.492 30 5 20 4 0.9563 0.9987 0.0000 18.596 3.492 30 5 20 4 +1 0 0.9908 0.9987 0.0000 16.812 3.566 30 5 16 5 0.9736 0.9987 0.0000 17.704 3.529 30 5 20 4 +2 0 0.9916 0.9989 0.0000 16.142 3.627 59 6 34 8 0.9796 0.9989 0.0000 17.183 3.562 59 6 20 4 +3 0 0.9924 0.9989 0.0000 15.516 3.675 59 6 38 8 0.9828 0.9989 0.0000 16.767 3.590 59 6 20 4 +4 0 0.9934 0.9989 0.0000 15.006 3.702 59 6 25 5 0.9849 0.9989 0.0000 16.414 3.612 59 6 20 4 +5 0 0.9940 0.9989 0.0000 14.723 3.723 59 6 39 5 0.9864 0.9989 0.0000 16.133 3.631 59 6 20 4 +6 0 0.9952 0.9989 0.0000 13.902 3.663 59 6 35 8 0.9877 0.9989 0.0000 15.814 3.635 59 6 20 4 +7 0 0.9948 0.9989 0.0000 13.523 3.607 59 6 65 12 0.9886 0.9989 0.0000 15.527 3.632 59 6 20 4 +8 0 0.9948 0.9989 0.0000 12.884 3.543 59 6 50 16 0.9893 0.9989 0.0000 15.234 3.622 59 6 20 4 +9 0 0.9950 0.9989 0.0000 12.405 3.543 59 6 48 10 0.9898 0.9989 0.0000 14.951 3.614 59 6 20 4 +10 0 0.9942 0.9989 0.0000 11.589 3.428 59 6 17 5 0.9902 0.9989 0.0000 14.645 3.597 59 6 20 4 +11 0 0.9938 0.9989 0.0000 11.094 3.382 59 6 17 4 0.9905 0.9989 0.0000 14.349 3.579 59 6 20 4 +12 0 0.9956 0.9989 0.0000 10.695 3.315 59 6 9 3 0.9909 0.9989 0.0000 14.068 3.559 59 6 20 4 +13 0 0.9963 0.9989 0.0000 9.932 3.168 59 6 86 8 0.9913 0.9989 0.0000 13.773 3.531 59 6 20 4 +14 0 0.9962 0.9989 0.0000 9.651 3.143 59 6 26 7 0.9916 0.9989 0.0000 13.498 3.505 59 6 20 4 +15 0 0.9968 0.9989 0.0000 9.238 3.075 59 6 20 6 0.9920 0.9989 0.0000 13.232 3.478 59 6 20 4 +16 0 0.9966 0.9989 0.0000 8.891 2.978 59 6 10 4 0.9922 0.9989 0.0000 12.976 3.449 59 6 20 4 +17 0 0.9974 0.9989 0.0000 8.443 2.847 59 6 8 4 0.9925 0.9989 0.0000 12.725 3.415 59 6 20 4 +18 0 0.9964 0.9989 0.0000 8.078 2.743 59 6 9 4 0.9927 0.9989 0.0000 12.480 3.380 59 6 20 4 +19 0 0.9978 0.9989 0.0000 7.976 2.728 59 6 9 4 0.9930 0.9989 0.0000 12.255 3.347 59 6 20 4 +20 0 0.9970 0.9989 0.0000 7.639 2.668 59 6 27 6 0.9932 0.9989 0.0000 12.035 3.315 59 6 20 4 +21 0 0.9974 0.9989 0.0000 7.471 2.639 59 6 21 6 0.9934 0.9989 0.0000 11.827 3.284 59 6 20 4 +22 0 0.9968 0.9989 0.0000 7.183 2.548 59 6 16 5 0.9935 0.9989 0.0000 11.626 3.252 59 6 20 4 +23 0 0.9974 0.9989 0.0000 6.908 2.464 47 8 57 6 0.9937 0.9989 0.0000 11.429 3.219 47 8 20 4 +24 0 0.9974 0.9989 0.0000 6.692 2.417 47 8 59 6 0.9938 0.9989 0.0000 11.240 3.187 47 8 20 4 +25 0 0.9966 0.9989 0.0000 6.404 2.333 47 8 15 5 0.9939 0.9989 0.0000 11.054 3.154 47 8 20 4 +26 0 0.9966 0.9989 0.0000 6.199 2.259 47 8 34 14 0.9940 0.9989 0.0000 10.874 3.121 47 8 20 4 +27 0 0.9972 0.9989 0.0000 6.080 2.221 47 8 113 12 0.9941 0.9989 0.0000 10.703 3.089 47 8 20 4 +28 0 0.9978 0.9989 0.0000 5.824 2.162 47 8 33 9 0.9943 0.9989 0.0000 10.534 3.057 47 8 20 4 +29 0 0.9972 0.9989 0.0000 5.825 2.151 47 8 9 4 0.9944 0.9989 0.0000 10.377 3.027 47 8 20 4 +30 0 0.9966 0.9989 0.0000 5.835 2.119 47 8 8 3 0.9944 0.9989 0.0000 10.231 2.998 47 8 20 4 +31 0 0.9976 0.9989 0.0000 5.563 2.040 28 8 49 10 0.9945 0.9989 0.0000 10.085 2.968 28 8 20 4 +32 0 0.9976 0.9989 0.0000 5.462 2.027 28 8 7 3 0.9946 0.9989 0.0000 9.945 2.939 28 8 20 4 +33 0 0.9972 0.9989 0.0000 5.454 2.010 28 8 25 9 0.9947 0.9989 0.0000 9.813 2.912 28 8 20 4 +34 0 0.9978 0.9989 0.0000 5.289 1.994 28 8 28 8 0.9948 0.9989 0.0000 9.684 2.886 28 8 20 4 +35 0 0.9976 0.9989 0.0000 5.195 1.971 28 8 15 4 0.9949 0.9989 0.0000 9.559 2.860 28 8 20 4 +36 0 0.9968 0.9989 0.0000 5.143 1.977 28 8 9 4 0.9949 0.9989 0.0000 9.439 2.836 28 8 20 4 +37 0 0.9978 0.9989 0.0000 5.073 1.938 28 8 15 5 0.9950 0.9989 0.0000 9.325 2.813 28 8 20 4 +38 0 0.9974 0.9989 0.0000 5.005 1.922 26 8 20 7 0.9951 0.9989 0.0000 9.214 2.790 26 8 20 4 +39 0 0.9972 0.9989 0.0000 4.955 1.933 26 8 8 3 0.9951 0.9989 0.0000 9.107 2.769 26 8 20 4 +40 0 0.9968 0.9989 0.0000 4.940 1.907 26 8 24 6 0.9952 0.9989 0.0000 9.006 2.748 26 8 20 4 +41 0 0.9974 0.9989 0.0000 4.898 1.902 26 8 7 3 0.9952 0.9989 0.0000 8.908 2.727 26 8 20 4 +42 0 0.9974 0.9989 0.0000 4.846 1.882 26 8 10 4 0.9953 0.9989 0.0000 8.813 2.708 26 8 20 4 +43 0 0.9972 0.9989 0.0000 4.905 1.909 26 8 15 6 0.9953 0.9989 0.0000 8.725 2.690 26 8 20 4 +44 0 0.9974 0.9989 0.0000 4.983 1.936 26 8 28 8 0.9954 0.9989 0.0000 8.641 2.673 26 8 20 4 +45 0 0.9978 0.9989 0.0000 4.849 1.880 26 8 16 6 0.9954 0.9989 0.0000 8.559 2.656 26 8 20 4 +46 0 0.9970 0.9989 0.0000 4.687 1.824 26 8 9 4 0.9954 0.9989 0.0000 8.477 2.638 26 8 20 4 +47 0 0.9974 0.9989 0.0000 4.685 1.811 26 8 11 6 0.9955 0.9989 0.0000 8.398 2.621 26 8 20 4 +48 0 0.9968 0.9989 0.0000 4.668 1.806 26 8 19 5 0.9955 0.9989 0.0000 8.322 2.604 26 8 20 4 +49 0 0.9972 0.9989 0.0000 4.721 1.825 26 8 21 6 0.9955 0.9989 0.0000 8.250 2.588 26 8 20 4 +50 0 0.9972 0.9989 0.0000 4.588 1.781 26 8 35 8 0.9956 0.9989 0.0000 8.178 2.573 26 8 20 4 +51 0 0.9974 0.9989 0.0000 4.642 1.801 26 8 14 5 0.9956 0.9989 0.0000 8.110 2.558 26 8 20 4 diff --git a/PartB/90Cross90Mut2El/run_9/regress.sys b/PartB/90Cross90Mut2El/run_9/regress.sys new file mode 100644 index 0000000..758659b --- /dev/null +++ b/PartB/90Cross90Mut2El/run_9/regress.sys @@ -0,0 +1,205 @@ + +[ lil-gp Genetic Programming System. +[ Portions copyright (c) 1995 Michigan State University. All rights reserved. +[ kernel version 1.0; 11 July 1995. + + +initialization: + parameter database. + ephemeral random constants. + generation spaces. +updating function set(s): + set 0: removed. +building function set(s): + set 0: * / + - exp log area perimeter major minor eccentricity convex extent R + tree 0 uses function set 0. + function set complete. + no random number seed specfied; using 75. +creating initial population(s): + 7258 trees were generated to fill the population of 5000 (5000 trees). + initial population(s) complete. + + +starting evolution. +no checkpointing will be done. +=== generation 0. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 1. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 2. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 3. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 4. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 5. + evaluation complete. (1s wall) + breeding complete. (1s wall) +=== generation 6. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 7. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 8. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 9. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 10. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 11. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 12. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 13. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 14. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 15. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 16. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 17. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 18. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 19. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 20. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 21. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 22. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 23. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 24. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 25. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 26. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 27. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 28. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 29. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 30. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 31. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 32. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 33. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 34. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 35. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 36. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 37. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 38. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 39. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 40. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 41. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 42. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 43. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 44. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 45. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 46. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 47. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 48. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 49. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 50. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 51. + evaluation complete. (0s wall) + +SYSTEM STATISTICS + +------- memory ------- + allocated: 65357991 + freed: 65309991 + not freed: 48000 + max allocated: 2561493 + malloc'ed blocks: 926059 + realloc'ed blocks: 8 + free'ed blocks: 926053 + +------- time ------- + overall: 31s wall + evaluation: 30s wall + breeding: 1s wall + +------- generation spaces ------- + space 0 size: 200 + space 1 size: 100 + +------- ephemeral random constants ------- + used: 23872 + freed: 23872 + allocated: 6000 + blocks: 11 diff --git a/edeeee.ods b/edeeee.ods new file mode 100644 index 0000000..8161545 Binary files /dev/null and b/edeeee.ods differ diff --git a/input.file b/input.file index 4b5ea10..2208931 100644 --- a/input.file +++ b/input.file @@ -7,7 +7,7 @@ num_threads = 8 ### pop_size = 5000 -max_generations = 50 +max_generations = 51 elitism = 2 # random_seed = 1234567890 @@ -25,7 +25,7 @@ max_depth = 17 breed_phases = 2 breed[1].operator = crossover, select=fitness -breed[1].rate = 0.9 +breed[1].rate = 0.1 breed[2].operator = mutation, select=fitness, method=grow,depth=4 breed[2].rate = 0.1 diff --git a/lib/beagle-3.0.3/autom4te.cache/output.0 b/lib/beagle-3.0.3/autom4te.cache/output.0 index ac34896..95e400e 100644 --- a/lib/beagle-3.0.3/autom4te.cache/output.0 +++ b/lib/beagle-3.0.3/autom4te.cache/output.0 @@ -1973,7 +1973,7 @@ _ACEOF # Keep a trace of the command line. # Strip out --no-create and --no-recursion so they do not pile up. -# Strip out --silent because we don't want to record it for future runs. +# Strip out --silent because we don't want to stt_record it for future runs. # Also quote any args containing shell meta-characters. # Make two passes to allow for proper duplicate-argument suppression. ac_configure_args= diff --git a/lib/beagle-3.0.3/autom4te.cache/output.1 b/lib/beagle-3.0.3/autom4te.cache/output.1 index 0bdbb4c..6127169 100644 --- a/lib/beagle-3.0.3/autom4te.cache/output.1 +++ b/lib/beagle-3.0.3/autom4te.cache/output.1 @@ -1973,7 +1973,7 @@ _ACEOF # Keep a trace of the command line. # Strip out --no-create and --no-recursion so they do not pile up. -# Strip out --silent because we don't want to record it for future runs. +# Strip out --silent because we don't want to stt_record it for future runs. # Also quote any args containing shell meta-characters. # Make two passes to allow for proper duplicate-argument suppression. ac_configure_args= diff --git a/lib/beagle-3.0.3/autom4te.cache/output.2 b/lib/beagle-3.0.3/autom4te.cache/output.2 index 20cd5ee..f805a93 100644 --- a/lib/beagle-3.0.3/autom4te.cache/output.2 +++ b/lib/beagle-3.0.3/autom4te.cache/output.2 @@ -1973,7 +1973,7 @@ _ACEOF # Keep a trace of the command line. # Strip out --no-create and --no-recursion so they do not pile up. -# Strip out --silent because we don't want to record it for future runs. +# Strip out --silent because we don't want to stt_record it for future runs. # Also quote any args containing shell meta-characters. # Make two passes to allow for proper duplicate-argument suppression. ac_configure_args= diff --git a/lib/lilgp/htmlMan/lil-gp.ch7.htm b/lib/lilgp/htmlMan/lil-gp.ch7.htm index 803a436..0a87af5 100644 --- a/lib/lilgp/htmlMan/lil-gp.ch7.htm +++ b/lib/lilgp/htmlMan/lil-gp.ch7.htm @@ -1,380 +1,394 @@ - - - - - -

Chapter 7

-
     7.1    Tree Representation
-
-     7.2    Selection Methods
-
     7.3    Operators
-
     7.4    Miscellany
-          7.4.1     Tree Generation Spaces
          7.4.2     Saved Individuals
          7.4.3     Ephemeral Random Constants
-

+ + + + + +

Chapter 7

+
     7.1    Tree Representation
+
+     7.2    Selection Methods
+
+     7.3    Operators
+
+     7.4    Miscellany
+          7.4.1     Tree Generation Spaces
+          7.4.2     Saved Individuals
+          7.4.3     Ephemeral Random Constants
+

-


-

-

-Extending the Kernel
-
-

-

-Internally, lil-gp is fairly simple. I have attempted to keep -the structure reasonably clean and modular, without going too -overboard about avoiding global variables and such. 24 C files -comprise the kernel:
- -

-

-main.c Initialization and cleanup.

-

-gp.c The main evaluate-and-breed cycle, and population -statistics calculation.

-

-eval.c The tree evaluator.

-

-tree.c Utility routines dealing with trees--counting nodes -and depth, printing, generating random trees, finding -subtrees, copying trees.

-

-change.c Breeding of the new population each generation. -

-

-crossovr.c The crossover operator.

-

-reproduc.c The reproduction operator.

-

-mutate.c The mutation operator.

-

-select.c Utility routines for selection methods.

-

-tournmnt.c The tournament selection method.

-

-bstworst.c The best, worst, and random -selection methods.

-

-fitness.c The fitness, fitness_overselect, and inverse_fitness -selection methods.

-

-genspace.c Utility routines for allocating space to grow -new trees in.

-

-exch.c The subpopulation exchange system.

-

-populate.c Utility routines for population--copying, freeing, -random generation.

-

-ephem.c Utility routines for ephemeral random constants. -

-

-ckpoint.c Reading and writing checkpoint files.

-

-event.c System-dependent module for tracking execution -time.

-

-pretty.c The tree pretty-printer.

-

-individ.c Utility routines for whole individuals--printing -and calculating size.

-

-params.c The parameter database.

-

-random.c The portable pseudorandom number generator, adapted -from Numerical Recipes in FORTRAN.

-

-memory.c The implementations of MALLOC(), FREE(), -and REALLOC() that track memory usage.

-

-output.c The output subsystem (oprintf() and oputs(), -among others).

-

 

-

-7.1 Tree Representation

-

-A tree is stored as an array of type lnode. An lnode is -a union which can can a pointer to a function structure, a pointer -to an ephemeral random constant (ERC) structure, or an integer. -The tree is stored in prefix order. The first lnode is always -a pointer to a function. If the function is an ERC terminal, then -the next lnode in the array has the pointer to the ERC structure. -If a function is of type EXPR (the user code controls evaluation -of the function's arguments) then there is an extra lnode just -before the start of each child_it contains an integer, the number -of lnodes used in representing the child subtree. The evaluation -code uses this value to skip the child during evaluation.

-

-Consider this expression in the symbolic regression problem:

-
-(+ X (iflte X (* .34 X) .56))
-

-This would be represented in lil-gp as the array:

-

-
-
-

- - - - - - - - - - - - - - - - - - - +
+

+

+Extending the Kernel
+
+

+

+Internally, lil-gp is fairly simple. I have attempted to keep +the structure reasonably clean and modular, without going too +overboard about avoiding global variables and such. 24 C files +comprise the kernel:
+ +

+

+main.c Initialization and cleanup.

+

+gp.c The main evaluate-and-breed cycle, and population +statistics calculation.

+

+eval.c The tree evaluator.

+

+tree.c Utility routines dealing with trees--counting nodes +and depth, printing, generating random trees, finding +subtrees, copying trees.

+

+change.c Breeding of the new population each generation. +

+

+crossovr.c The crossover operator.

+

+reproduc.c The reproduction operator.

+

+mutate.c The mutation operator.

+

+select.c Utility routines for selection methods.

+

+tournmnt.c The tournament selection method.

+

+bstworst.c The best, worst, and random +selection methods.

+

+fitness.c The fitness, fitness_overselect, and inverse_fitness +selection methods.

+

+genspace.c Utility routines for allocating space to grow +new trees in.

+

+exch.c The subpopulation exchange system.

+

+populate.c Utility routines for population--copying, freeing, +random generation.

+

+ephem.c Utility routines for ephemeral random constants. +

+

+ckpoint.c Reading and writing checkpoint files.

+

+event.c System-dependent module for tracking execution +time.

+

+pretty.c The tree pretty-printer.

+

+individ.c Utility routines for whole individuals--printing +and calculating size.

+

+params.c The parameter database.

+

+random.c The portable pseudorandom number generator, adapted +from Numerical Recipes in FORTRAN.

+

+memory.c The implementations of MALLOC(), FREE(), +and REALLOC() that track memory usage.

+

+output.c The output subsystem (oprintf() and oputs(), +among others).

+

 

+

+7.1 Tree Representation

+

+A tree is stored as an array of type lnode. An lnode is +a union which can can a pointer to a function structure, a pointer +to an ephemeral random constant (ERC) structure, or an integer. +The tree is stored in prefix order. The first lnode is always +a pointer to a function. If the function is an ERC terminal, then +the next lnode in the array has the pointer to the ERC structure. +If a function is of type EXPR (the user code controls evaluation +of the function's arguments) then there is an extra lnode just +before the start of each child_it contains an integer, the number +of lnodes used in representing the child subtree. The evaluation +code uses this value to skip the child during evaluation.

+

+Consider this expression in the symbolic regression problem:

+
+(+ X (iflte X (* .34 X) .56))
+

+This would be represented in lil-gp as the array:

+

+
+
+

+
+ pointer to structure for function +
X pointer to structure for function X
ifltepointer to structure for function iflte
1 first argument to iflte takes 1 lnode to store
X
+ + + + + + + + + + + + + + - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
+ pointer to structure for function + +
X pointer to structure for function X +
ifltepointer to structure for function iflte +
1 -
4 second argument to iflte takes 4 lnodes to store
* pointer to structure for function *
Rpointer to structure for ERC function
.34pointer to structure containing ERC value
X
2 third argument to iflte takes 2 lnodes to store
R
.56
- -

-
-
-

-

-This representation, while it may seem cumbersome, has two major -advantages over a more traditional C representation (with individual -structs for each node, linked by pointers). First, it uses much -less memory--approximately 1-2 words per node versus the 4-5 it -would take otherwise. This is because the structure of the tree -is represented implicitly in the ordering of the nodes rather -than explicitly via pointers. Second, it results in much faster -tree evaluation. For instance, consider the crossover operator. -In the traditional representation crossover is performed by just -swapping two pointers. While this is very fast and easy, over -time it means that the nodes of a given tree become spread out -over the process's address space. On a system with virtual memory, -this slows evaluation (or any traversal of the tree) to a crawl -as the tree is spread across dozens of pages which must constantly -be swapped in and out. lil-gp's representation complicates crossover -somewhat, but leaves each offspring tree as a single continuous -block of memory, able to fit on just one or two pages.
- -

-

-7.2 Selection Methods

-

-A selection method is implemented with two functions: one to perform -initialization and cleanup, and another to do the actual selection. -The first function, when called for initialization, creates and -returns a data structure called a selection context. This contains -any state information needed for the selection method. It should -also store a pointer to the population that the selection is being -done on. This structure will be passed to the second function, -which should return an index of an individual within the population. -

-

-To create a new selection method, it is suggested that you copy -and modify an existing one (the random method in bstworst.c -is an especially simple one). If your of selection can be expressed -as randomly selecting an individual from a set where each individual -has a fixed probability of selection, then there is already an -efficient implementation of the second function. See the code -for the fitness, fitness_overselect, and inverse_fitness -methods for examples

-

-Finally, you must add a record describing your selection method -to the array select_method_table at the top of select.c. -This lists the names and initialization functions of each selection -method available.
- -

-

-7.3 Operator

-

-The breeding of the population is controlled by a table of breeding -phases. This is built from the parameter database at the start -of the run (and whenever rebuild_breeding_table() is called -from user code. Each subpopulation has its own breeding table. -For each phase, there is a record in the table. Each record has -pointers to the four methods for the operator, the rate for that -phase, and a pointer to an operator-specific structure

-

-To implement a new operator, it is suggested that you copy and -modify the code of an existing operator. The reproduction operator -is the simplest of the three included. Suppose that your new operator -is called "foo". You would need to provide five functions -(the following naming scheme is strongly recommended):
- -

-

-operator_foo_init Parses the operator's options string -and builds the operator table entry. The kernel -functions parse_o_rama() and free_o_rama() are available -to parse the options string just like the built-in operators do. -
- -

-

-operator_foo_free Frees the operator-specific part of the -operator table entry.
- -

-

-operator_foo_start This is called at the start of breeding. -Selection methods should be initialized here.
- -

-

-operator_foo_end This is called at the end of breeding. -Selection contexts should be freed here.
- -

-

-operator_foo This performs the actual operation. -
-
-

-

-You then add a record to the array operator_table at the -top of change.c, listing the name of the operator (a string) -and the operator's initialization method (a function pointer), -for example, after adding the foo operator the table would look -like:

-
-operator operator_table[] =
-{ { "crossover", operator_crossover_init },
-     { "reproduction", operator_reproduce_init },
-     { "mutation", operator_mutate_init },
-     { "foo", operator_foo_init },
-     { NULL, NULL } };
-
-
-

-The next field of the new population structure gives the -index at which the operator should place the new individual. After -adding an individual, increment the next field. If your -operator produces multiple offspring with a single call then you -must make sure that you don't overfill the population (the next -field should not exceed the size field). The crossover -operator, for instance, normally produces two offspring on each -call. If it is called when there is only one more space in the -population, it fills the space and throws the other offspring -away.

-

-Your operator should always add at least one individual to the -new population per call. If it does not, infinite loops may occur -when the probabilistic_operators parameter is off.
- -

-

-7.4 Miscellany

-

-This section gives a general overview of how some of the nonobvious -parts of lil-gp work and how they fit together.
- -

-

-7.4.1 Tree Generation Spaces

-

-When building a new tree, lilgp needs a continuous block of memory -to put the tree in, but can't allocate the final location of the -tree because the size isn't known ahead of time. Therefore, special -blocks of memory are allocated to grow the trees in. Every time -an lnode is added to a tree-in- progress, the function gensp_next -(or gensp_next_int) is called to enlarge the memory block -if needed. Once the tree is finished and its size is known, its -final location is allocated and the tree is copied from the generation -space

-

-Currently there are two generation spaces needed. If you are implementing -an operator or some- thing that requires three or more trees to -be grown simultaneously, increase GENSPACE_COUNT in defines.h. -

-

-Generation spaces are initially allocated to hold GENSPACE_START -lnodes, and grow in steps of GENSPACE_GROW lnodes. These -constants are in defines.h.
- -

-

-7.4.2 Saved Individuals

-

-lilgp tracks the best n individuals of each population, -where n is a user-settable parameter. Pointers to these -best individuals are passed to the user function app_end_of_evaluation(). -To ensure that these pointers are always good, the kernel makes -a copy of each individual in the top n and passes the address -of the copy (since the original individual may not survive the -breeding process)

-

-An individual can be referenced in multiple top-n lists (best-of-gen, -best-of-run, etc.). To avoid making multiple copies, a reference -count is kept for each individual. All these saved individuals -are kept in a linked list, and once per generation a garbage collection -procedure traverses the list and frees any individuals which have -no references to them.
- -

-

-7.4.3 Ephemeral Random Constants

-

-Whenever a new ephemeral random constant terminal is inserted -into a tree (during the generation of the initial population, -or during mutation operations) the function new_ephemeral_const() -is called to create the constant. It calls the user-supplied generation -function to create a new value. Each ERC record stores the value, -along with a reference count of how many tree nodes point to that -value. The ERC records are maintained in a linked list. Once per -generation, a garbage collection routine traverses the linked -list and removes any ERCs which are no longer needed (that have -a reference count of zero)

-

-The ERC records are not allocated individually but in large blocks. -This ensures that all the ERCs are kept on a few memory pages -at most, which reduces the need for paging during evaluation (when -there are many scattered references to the ERCs). When an ERC -is freed by the garbage collection routine, it is added to the -end of the free list. If the free list ever becomes empty, a new -large block of ERC records is allocated and all of them added -on to the end of the free list

-

-Pointers to the blocks themselves are kept in an array so that -the blocks can be freed at the conclusion of the run. Since the -number of blocks can increase, this array is reallocated as necessary. -
- -

- +first argument to iflte takes 1 lnode to store + + + +X + + + + +4 +second argument to iflte takes 4 lnodes to store + + + +* +pointer to structure for function * + + + +R +pointer to structure for ERC function + + + +.34 +pointer to structure containing ERC value + + + +X + + + +2 + third argument to iflte takes 2 lnodes to store + + + +R + + + +.56 + + + + +

+
+
+

+

+This representation, while it may seem cumbersome, has two major +advantages over a more traditional C representation (with individual +structs for each node, linked by pointers). First, it uses much +less memory--approximately 1-2 words per node versus the 4-5 it +would take otherwise. This is because the structure of the tree +is represented implicitly in the ordering of the nodes rather +than explicitly via pointers. Second, it results in much faster +tree evaluation. For instance, consider the crossover operator. +In the traditional representation crossover is performed by just +swapping two pointers. While this is very fast and easy, over +time it means that the nodes of a given tree become spread out +over the process's address space. On a system with virtual memory, +this slows evaluation (or any traversal of the tree) to a crawl +as the tree is spread across dozens of pages which must constantly +be swapped in and out. lil-gp's representation complicates crossover +somewhat, but leaves each offspring tree as a single continuous +block of memory, able to fit on just one or two pages.
+ +

+

+7.2 Selection Methods

+

+A selection method is implemented with two functions: one to perform +initialization and cleanup, and another to do the actual selection. +The first function, when called for initialization, creates and +returns a data structure called a selection context. This contains +any state information needed for the selection method. It should +also store a pointer to the population that the selection is being +done on. This structure will be passed to the second function, +which should return an index of an individual within the population. +

+

+To create a new selection method, it is suggested that you copy +and modify an existing one (the random method in bstworst.c +is an especially simple one). If your of selection can be expressed +as randomly selecting an individual from a set where each individual +has a fixed probability of selection, then there is already an +efficient implementation of the second function. See the code +for the fitness, fitness_overselect, and inverse_fitness +methods for examples

+

+Finally, you must add a stt_record describing your selection method +to the array select_method_table at the top of select.c. +This lists the names and initialization functions of each selection +method available.
+ +

+

+7.3 Operator

+

+The breeding of the population is controlled by a table of breeding +phases. This is built from the parameter database at the start +of the run (and whenever rebuild_breeding_table() is called +from user code. Each subpopulation has its own breeding table. +For each phase, there is a stt_record in the table. Each stt_record has +pointers to the four methods for the operator, the rate for that +phase, and a pointer to an operator-specific structure

+

+To implement a new operator, it is suggested that you copy and +modify the code of an existing operator. The reproduction operator +is the simplest of the three included. Suppose that your new operator +is called "foo". You would need to provide five functions +(the following naming scheme is strongly recommended):
+ +

+

+operator_foo_init Parses the operator's options string +and builds the operator table entry. The kernel +functions parse_o_rama() and free_o_rama() are available +to parse the options string just like the built-in operators do. +
+ +

+

+operator_foo_free Frees the operator-specific part of the +operator table entry.
+ +

+

+operator_foo_start This is called at the start of breeding. +Selection methods should be initialized here.
+ +

+

+operator_foo_end This is called at the end of breeding. +Selection contexts should be freed here.
+ +

+

+operator_foo This performs the actual operation. +
+
+

+

+You then add a stt_record to the array operator_table at the +top of change.c, listing the name of the operator (a string) +and the operator's initialization method (a function pointer), +for example, after adding the foo operator the table would look +like:

+
+operator operator_table[] =
+{ { "crossover", operator_crossover_init },
+     { "reproduction", operator_reproduce_init },
+     { "mutation", operator_mutate_init },
+     { "foo", operator_foo_init },
+     { NULL, NULL } };
+
+
+

+The next field of the new population structure gives the +index at which the operator should place the new individual. After +adding an individual, increment the next field. If your +operator produces multiple offspring with a single call then you +must make sure that you don't overfill the population (the next +field should not exceed the size field). The crossover +operator, for instance, normally produces two offspring on each +call. If it is called when there is only one more space in the +population, it fills the space and throws the other offspring +away.

+

+Your operator should always add at least one individual to the +new population per call. If it does not, infinite loops may occur +when the probabilistic_operators parameter is off.
+ +

+

+7.4 Miscellany

+

+This section gives a general overview of how some of the nonobvious +parts of lil-gp work and how they fit together.
+ +

+

+7.4.1 Tree Generation Spaces

+

+When building a new tree, lilgp needs a continuous block of memory +to put the tree in, but can't allocate the final location of the +tree because the size isn't known ahead of time. Therefore, special +blocks of memory are allocated to grow the trees in. Every time +an lnode is added to a tree-in- progress, the function gensp_next +(or gensp_next_int) is called to enlarge the memory block +if needed. Once the tree is finished and its size is known, its +final location is allocated and the tree is copied from the generation +space

+

+Currently there are two generation spaces needed. If you are implementing +an operator or some- thing that requires three or more trees to +be grown simultaneously, increase GENSPACE_COUNT in defines.h. +

+

+Generation spaces are initially allocated to hold GENSPACE_START +lnodes, and grow in steps of GENSPACE_GROW lnodes. These +constants are in defines.h.
+ +

+

+7.4.2 Saved Individuals

+

+lilgp tracks the best n individuals of each population, +where n is a user-settable parameter. Pointers to these +best individuals are passed to the user function app_end_of_evaluation(). +To ensure that these pointers are always good, the kernel makes +a copy of each individual in the top n and passes the address +of the copy (since the original individual may not survive the +breeding process)

+

+An individual can be referenced in multiple top-n lists (best-of-gen, +best-of-run, etc.). To avoid making multiple copies, a reference +count is kept for each individual. All these saved individuals +are kept in a linked list, and once per generation a garbage collection +procedure traverses the list and frees any individuals which have +no references to them.
+ +

+

+7.4.3 Ephemeral Random Constants

+

+Whenever a new ephemeral random constant terminal is inserted +into a tree (during the generation of the initial population, +or during mutation operations) the function new_ephemeral_const() +is called to create the constant. It calls the user-supplied generation +function to create a new value. Each ERC stt_record stores the value, +along with a reference count of how many tree nodes point to that +value. The ERC records are maintained in a linked list. Once per +generation, a garbage collection routine traverses the linked +list and removes any ERCs which are no longer needed (that have +a reference count of zero)

+

+The ERC records are not allocated individually but in large blocks. +This ensures that all the ERCs are kept on a few memory pages +at most, which reduces the need for paging during evaluation (when +there are many scattered references to the ERCs). When an ERC +is freed by the garbage collection routine, it is added to the +end of the free list. If the free list ever becomes empty, a new +large block of ERC records is allocated and all of them added +on to the end of the free list

+

+Pointers to the blocks themselves are kept in an array so that +the blocks can be freed at the conclusion of the run. Since the +number of blocks can increase, this array is reallocated as necessary. +
+ +

+ \ No newline at end of file diff --git a/lib/lilgp/peters-patch.html b/lib/lilgp/peters-patch.html index 703a27e..85cad7d 100644 --- a/lib/lilgp/peters-patch.html +++ b/lib/lilgp/peters-patch.html @@ -73,7 +73,7 @@ c) create the ERC'c in "mod_read_tree_recurse" case EVAL_TERM: break; case TERM_ERC: - /* record the ERC address as the next lnode in the array. */ + /* stt_record the ERC address as the next lnode in the array. */ gensp_next(space)->d = ep; break; @@ -86,7 +86,7 @@ chance to: case EVAL_TERM: break; case TERM_ERC: - /* record the ERC address as the next lnode in the array. */ + /* stt_record the ERC address as the next lnode in the array. */ new_ECR = gensp_next(space); new_ECR->d = new_ephemeral_const ( f ); set_ECR_value(&new_ECR->d->d , ECRvalue); diff --git a/report/fp1.png b/report/fp1.png new file mode 100644 index 0000000..467977c Binary files /dev/null and b/report/fp1.png differ diff --git a/report/fp2.png b/report/fp2.png new file mode 100644 index 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for PDF output out of 10000 (max. 10000000) + diff --git a/report/template_Report.out b/report/template_Report.out new file mode 100644 index 0000000..a9473d8 --- /dev/null +++ b/report/template_Report.out @@ -0,0 +1,8 @@ +\BOOKMARK [1][-]{section.0.1}{\376\377\000S\000y\000m\000b\000o\000l\000i\000c\000\040\000r\000e\000g\000r\000e\000s\000s\000i\000o\000n}{}% 1 +\BOOKMARK [2][-]{subsection.0.1.1}{\376\377\000I\000n\000t\000r\000o\000d\000u\000c\000t\000i\000o\000n}{section.0.1}% 2 +\BOOKMARK [2][-]{subsection.0.1.2}{\376\377\000P\000a\000r\000a\000m\000e\000t\000e\000r\000\040\000T\000a\000b\000l\000e}{section.0.1}% 3 +\BOOKMARK [2][-]{subsection.0.1.3}{\376\377\000F\000i\000t\000n\000e\000s\000s\000\040\000E\000v\000a\000l\000u\000a\000t\000i\000o\000n}{section.0.1}% 4 +\BOOKMARK [2][-]{subsection.0.1.4}{\376\377\000F\000i\000t\000n\000e\000s\000s\000\040\000P\000l\000o\000t\000s}{section.0.1}% 5 +\BOOKMARK 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b/report/template_Report.tex @@ -0,0 +1,196 @@ +\documentclass[]{report} + +\usepackage{graphicx} +\usepackage{float} +\usepackage{enumitem} +\usepackage{tabularx} +\usepackage{hyperref} +\usepackage[normalem]{ulem} +\usepackage{listings} +\usepackage[most]{tcolorbox} + +\definecolor{commentsColor}{rgb}{0.497495, 0.497587, 0.497464} +\definecolor{keywordsColor}{rgb}{0.000000, 0.000000, 0.635294} +\definecolor{stringColor}{rgb}{0.558215, 0.000000, 0.135316} + +\lstset{ + columns=flexible, + breaklines=true, + backgroundcolor=\color{white}, % choose the background color + basicstyle=\small\ttfamily, % the size of the fonts that are used for the code + breakatwhitespace=false, % sets if automatic breaks should only happen at whitespace + breaklines=true, % sets automatic line breaking + captionpos=b, % sets the caption-position to bottom + commentstyle=\color{commentsColor}\textit, % comment style + deletekeywords={}, % if you want to delete keywords from the given language + escapeinside={\%*}{*)}, % if you want to add LaTeX within your code + extendedchars=true, % lets you use non-ASCII characters; for 8-bits encodings only, does not work with UTF-8 + %frame=tb, % adds a frame around the code + keepspaces=true, % keeps spaces in text, useful for keeping indentation of code (possibly needs columns=flexible) + keywordstyle=\color{keywordsColor}\bfseries, % keyword style + language=C++, % the language of the code (can be overrided per snippet) + otherkeywords={rank\_t, customerID\_t, distance\_t, fitness\_t}, % if you want to add more keywords to the set + numbers=left, % where to put the line-numbers; possible values are (none, left, right) + numbersep=5pt, % how far the line-numbers are from the code + numberstyle=\tiny\color{commentsColor}, % the style that is used for the line-numbers + rulecolor=\color{black}, % if not set, the frame-color may be changed on line-breaks within not-black text (e.g. comments (green here)) + showspaces=false, % show spaces everywhere adding particular underscores; it overrides 'showstringspaces' + keepspaces=true, + showstringspaces=false, % underline spaces within strings only + showtabs=false, % show tabs within strings adding particular underscores + stepnumber=1, % the step between two line-numbers. If it's 1, each line will be numbered + stringstyle=\color{stringColor}, % string literal style + tabsize=4, % sets default tabsize to 2 spaces + title=\lstname, % show the filename of files included with \lstinputlisting; also try caption instead of title + columns=fixed % Using fixed column width (for e.g. nice alignment) +} +\lstMakeShortInline$ + +\newtcolorbox{answerbox}[2][]{% + attach boxed title to top center + = {yshift=-8pt}, + colback = black!5!white, + colframe = black!75!black, + fonttitle = \bfseries, + colbacktitle = gray!85!black, + title = #2,#1, + enhanced, +} + +\lstset{ + basicstyle=\small\ttfamily, + columns=flexible, + breaklines=true +} + +\usepackage{float} + +\renewcommand{\thesection}{\arabic{section}} + +% Title Page +\title{\textbf{COSC 4P82 Assignment 1}} +\author{\textbf{Brett Terpstra}\\ + bt19ex@brocku.ca - 692021} + +\begin{document} +\maketitle +\tableofcontents + +\section{Introduction} + +\section{Symbolic regression} +\subsection{Introduction} +\subsection{Parameter Table} +\begin{center} +\begin{tabularx}{0.8\textwidth}{ | >{\centering\arraybackslash}X | >{\centering\arraybackslash}X | } + \hline + Parameter & Value \\ [0.25ex] + \hline\hline + Runs & 10 \\ + \hline + Population Size & 5000 \\ + \hline + Generations & 50 \\ + \hline + Training Set & N/A \\ + \hline + Testing Set & N/A \\ + \hline + Crossover Operator & Subtree Crossover\\ + \hline + Mutation Operator & Grow Tree, Max Depth 4 \\ + \hline + Crossover Rate & 0.9 or 1.0* \\ + \hline + Mutation Rate & 0.1 or 1.0* \\ + \hline + Elitism & Best 2 or 0 individuals Survive* \\ + \hline + Selection & Fitness Proportionate \\ + \hline + Function Set & *, /, +, -, exp, log, sin, cos \\ + \hline + Terminal Set & X, Ephemeral Value \\ + \hline + Tree Initialization & Half and Half, Max Depth 2-6 \\ + \hline + Max Tree Depth & 17 \\ + \hline + Raw Fitness & See Fitness Evaluation \\ + \hline + Standardized Fitness & = Raw Fitness \\ + \hline +\end{tabularx} +\end{center} +*4 Tests were run, 0.9 crossover, 0.9 mutation with 0 elitism and 2 elitism, and 1.0 crossover, 1.0 mutation with 0 elitism and 2 elitism. +\subsection{Fitness Evaluation} +Fitness is evaluated by taking the absolute value of the predicted y value minus the actual y value. +If the difference is less than a user provided (default 1.e15) value cutoff it is added to the fitness value. If the difference value is less than the float epsilon value (\~= 0) the number of hits is incremented. Lower fitness values are preferred. +\subsection{Fitness Plots} +\begin{figure}[H] + \centering + \includegraphics[width=1.0\linewidth]{fp5} + \caption{2 Elites, 10 Runs Averaged} + \label{fig:fp4} +\end{figure} +\begin{figure}[H] + \centering + \includegraphics[width=1.0\linewidth]{fp3} + \caption[]{0 Elites, 10 Runs Averaged} + \label{fig:fp2} +\end{figure} +\subsection{Analysis And Conclusion} +The best average fitness of all the tests was 0.19384 using 0.9 crossover and 0.1 mutation. + + + +\section{Rice Classification} +\subsection{Introduction} +\subsection{Parameter Table} +\begin{center} + \begin{tabularx}{0.8\textwidth}{ | >{\centering\arraybackslash}X | >{\centering\arraybackslash}X | } + \hline + Parameter & Value \\ [0.25ex] + \hline\hline + Runs & 10 \\ + \hline + Population Size & 5000 \\ + \hline + Generations & 50 \\ + \hline + Training Set & N/A \\ + \hline + Testing Set & N/A \\ + \hline + Crossover Operator & Subtree Crossover\\ + \hline + Mutation Operator & Grow Tree, Max Depth 4 \\ + \hline + Crossover Rate & 0.9 or 1.0* \\ + \hline + Mutation Rate & 0.1 or 1.0* \\ + \hline + Elitism & Best 2 or 0 individuals Survive* \\ + \hline + Selection & Fitness Proportionate \\ + \hline + Function Set & *, /, +, -, exp, log, sin, cos \\ + \hline + Terminal Set & X, Ephemeral Value \\ + \hline + Tree Initialization & Half and Half, Max Depth 2-6 \\ + \hline + Max Tree Depth & 17 \\ + \hline + Raw Fitness & See Fitness Evaluation \\ + \hline + Standardized Fitness & = Raw Fitness \\ + \hline + \end{tabularx} +\end{center} + +\section{Compiling / Executing} + + + +\end{document} diff --git a/report/template_Report.toc b/report/template_Report.toc new file mode 100644 index 0000000..4edb8e7 --- /dev/null +++ b/report/template_Report.toc @@ -0,0 +1,8 @@ +\contentsline {section}{\numberline {1}Symbolic regression}{2}{section.0.1}% +\contentsline {subsection}{\numberline {1.1}Introduction}{2}{subsection.0.1.1}% +\contentsline {subsection}{\numberline {1.2}Parameter Table}{2}{subsection.0.1.2}% +\contentsline {subsection}{\numberline {1.3}Fitness Evaluation}{2}{subsection.0.1.3}% +\contentsline {subsection}{\numberline {1.4}Fitness Plots}{3}{subsection.0.1.4}% +\contentsline {subsection}{\numberline {1.5}Analysis And Conclusion}{4}{subsection.0.1.5}% +\contentsline {section}{\numberline {2}Rice Classification}{4}{section.0.2}% +\contentsline {section}{\numberline {3}Compiling / Executing}{4}{section.0.3}% diff --git a/src/program/app.cpp b/src/program/app.cpp index 51a3ca7..37174fb 100644 --- a/src/program/app.cpp +++ b/src/program/app.cpp @@ -60,7 +60,7 @@ auto cxx_c(T* t) return reinterpret_cast(t); } -struct record +struct stt_record { double area; double perimeter; @@ -74,16 +74,16 @@ struct record struct loaded_data { - std::vector cammeo; - std::vector osmancik; - std::vector set; + std::vector cammeo; + std::vector osmancik; + std::vector set; // everything after these values is testing data. size_t last_c = 0; size_t last_o = 0; - std::vector getTrainingSet(size_t amount) + std::vector getTrainingSet(size_t amount) { - std::vector set; + std::vector set; static std::random_device dev; static std::mt19937_64 engine(dev()); std::uniform_int_distribution choice(0, 1); @@ -103,7 +103,7 @@ struct loaded_data return set; } - std::vector getTestingSet() + std::vector getTestingSet() { if (set.empty()) { @@ -131,7 +131,7 @@ struct loaded_data } } rice_data; -void vec_randomizer(std::vector& read, std::vector& write) +void vec_randomizer(std::vector& read, std::vector& write) { auto seed_param = get_parameter("random_seed"); static std::random_device dev; @@ -155,13 +155,13 @@ void load_rice_data(std::string_view path) size_t index = 0; while (!blt::string::contains(file[index++], "@DATA")) {} - std::vector c; - std::vector o; + std::vector c; + std::vector o; for (std::string_view v : blt::itr_offset(file, index)) { auto data = blt::string::split(v, ','); - record r{std::stod(data[0]), std::stod(data[1]), std::stod(data[2]), std::stod(data[3]), std::stod(data[4]), std::stod(data[5]), - std::stod(data[6])}; + stt_record r{std::stod(data[0]), std::stod(data[1]), std::stod(data[2]), std::stod(data[3]), std::stod(data[4]), std::stod(data[5]), + std::stod(data[6])}; std::memset(r.type, 0, 8ul); std::memcpy(r.type, data[7].data(), std::min(data[7].size(), 8ul)); if (blt::string::contains(data[7], "Cammeo")) @@ -259,6 +259,9 @@ extern "C" void app_eval_fitness(individual* ind) #ifdef PART_B if ((v >= 0 && dv) || (v < 0 && !dv)) ind->hits++; + ind->r_fitness = ind->hits; + ind->s_fitness = ind->r_fitness; + ind->a_fitness = 1 - (1 / (1 + ind->s_fitness)); #else disp = fabs(dv - v); @@ -271,11 +274,11 @@ extern "C" void app_eval_fitness(individual* ind) { ind->r_fitness += value_cutoff; } + ind->s_fitness = ind->r_fitness; + ind->a_fitness = 1 / (1 + ind->s_fitness); #endif } - ind->r_fitness = ind->hits; - ind->s_fitness = ind->r_fitness; - ind->a_fitness = 1 - (1 / (1 + ind->s_fitness)); + ind->evald = EVAL_CACHE_VALID; } @@ -318,22 +321,25 @@ extern "C" int app_end_of_evaluation(int gen, multipop* mpop, int newbest, popst auto dv = r.type[0] == 'C'; auto v = evaluate_tree(ind->tr[0].data, 0); + // (real value) (predicted value) if (dv){ if (v >= 0) - results.cc++; + results.cc++; // cammeo cammeo else if (v < 0) - results.co++; + results.co++; // cammeo osmancik } else { if (v < 0) - results.oo++; + results.oo++; // osmancik osmancik else if (v >= 0) - results.oc++; + results.oc++; // osmancik cammeo } } oprintf(OUT_USER, 50, "Hits: %ld, Total Size: %ld, Percent Hit: %lf\n", results.cc + results.oo, testing.size(), static_cast(results.cc + results.oo) / static_cast(testing.size()) * 100); oprintf(OUT_USER, 50, "CC: %ld\nCO: %ld\nOO: %ld\nOC: %ld\n", results.cc, results.co, results.oo, results.oc); + oprintf(OUT_USER, 50, "Fitness: %lf\n", ind->a_fitness); + oprintf(OUT_USER, 50, "Hits: %d\n", ind->hits); oprintf(OUT_USER, 50, "\n"); #endif pretty_print_tree_equ(ind->tr[0].data, output_filehandle(OUT_USER)); diff --git a/src/runner/main.cpp b/src/runner/main.cpp index 60d0677..ad4af7c 100644 --- a/src/runner/main.cpp +++ b/src/runner/main.cpp @@ -32,6 +32,14 @@ HASHSET pids; +#ifndef SOURCE_DIR + #define SOURCE_DIR "" + #define BUILD_DIR "" +#endif + +inline const std::string BASE_SOURCE_DIR = SOURCE_DIR; +inline const std::string BASE_BUILD_DIR = BUILD_DIR; + struct ofstream_wrapper { private: @@ -76,26 +84,34 @@ struct ofstream_wrapper } }; -struct record +template +static inline void fill_value(T& v, const std::string& str) { - private: - template - static inline void fill_value(T& v, const std::string& str) + try + { + if constexpr (std::is_floating_point_v) { - if constexpr (std::is_floating_point_v) - { - v = std::stod(str); - } else if constexpr (std::is_integral_v) - { - v = std::stoi(str); - } else - { - static_assert("Unsupported type!"); - } + v = std::stod(str); + } else if constexpr (std::is_integral_v) + { + v = std::stoi(str); + } else + { + static_assert("Unsupported type!"); } - + } catch (const std::exception& e) + { + BLT_ERROR("Failed to convert value from string '%s' to type '%s' what(): %s", str.c_str(), blt::type_string().c_str(), e.what()); + } +} + +/** + * Structure used to store information loaded from the .stt file + */ +struct stt_record +{ public: - record() = default; + stt_record() = default; int gen, sub; double mean_fitness; @@ -105,7 +121,7 @@ struct record double best_fitness_run, worse_fitness_run, mean_tree_size_run, mean_tree_depth_run; int best_tree_size_run, best_tree_depth_run, worse_tree_size_run, worse_tree_depth_run; - inline record& operator+=(const record& r) + inline stt_record& operator+=(const stt_record& r) { BLT_ASSERT_MSG(gen == r.gen && "Generation value must be equal! you have an error!", (std::to_string(gen) + " vs " + std::to_string(r.gen)).c_str()); @@ -134,7 +150,7 @@ struct record return *this; } - inline record& operator/=(int i) + inline stt_record& operator/=(int i) { auto v = static_cast(i); @@ -163,10 +179,10 @@ struct record return *this; } - static inline record from_string_array(int generation, size_t& idx, blt::span values) + static inline stt_record from_string_array(int generation, size_t& idx, blt::span values) { - record r{}; - std::memset(&r, 0, sizeof(record)); + stt_record r{}; + std::memset(&r, 0, sizeof(stt_record)); // I don't like the reliance on order... r.gen = generation; fill_value(r.sub, values[idx++]); @@ -192,6 +208,24 @@ struct record } }; +/** + * Structure used to store information loaded from the .fn file + */ +struct fn_record +{ + // real value = 'cammeo' predicted value = 'cammeo' + blt::size_t cc = 0; + // real value = 'cammeo' predicted value = 'osmancik' + blt::size_t co = 0; + // real value = 'osmancik' predicted value = 'osmancik' + blt::size_t oo = 0; + // real value = 'osmancik' predicted value = 'cammeo' + blt::size_t oc = 0; + double fitness = 0; + // hits from the training data, kinda useless + blt::size_t hits = 0; +}; + int child(blt::arg_parse::arg_results& args, int run_id) { auto program = "../" + args.get("program"); @@ -214,7 +248,7 @@ int child(blt::arg_parse::arg_results& args, int run_id) char buffer[4096]; while (fgets(buffer, 4096, process) != nullptr) { - BLT_DEBUG_STREAM << buffer; + BLT_TRACE_STREAM << buffer; } pclose(process); @@ -238,10 +272,10 @@ void wait_for_children() } } -struct run_data +struct runs_stt_data { // per generation (map stores from gen -> list of rows (records)) - HASHMAP> averages; + HASHMAP> averages; // per RUN generation size std::vector runs_generation_size; // count of the number of generations that use the same number of generations (used for calculating mode) exists [0, largest_generation] @@ -258,7 +292,25 @@ struct run_data int mode_generation = 0; }; -void process_run(run_data& data, int& max_gen, std::string_view file) +struct runs_fn_data +{ + std::vector runs; + // index of the best recorded run + blt::size_t best = 0; + // total number of hits from all runs + blt::size_t total_hits = 0; + // total number of rice testing data + blt::size_t total_tests = 0; + // hits / tests for all runs + blt::size_t average_hits = 0; + blt::size_t average_tests = 0; + // percent of valid tests + double average_valid = 0; + double total_fitness = 0; + double average_fitness = 0; +}; + +void process_stt_file(runs_stt_data& data, int& max_gen, std::string_view file) { auto lines = blt::fs::getLinesFromFile(file); for (std::string_view line : blt::itr_offset(lines, 1)) @@ -276,19 +328,19 @@ void process_run(run_data& data, int& max_gen, std::string_view file) auto generation = std::stoi(values[idx++]); max_gen = std::max(max_gen, generation); - data.averages[generation].push_back(record::from_string_array(generation, idx, values)); + data.averages[generation].push_back(stt_record::from_string_array(generation, idx, values)); } } -run_data get_per_generation_averages(const std::string& outfile, int runs) +inline runs_stt_data get_per_generation_averages(const std::string& outfile, int runs) { - run_data data; + runs_stt_data data; for (int i = 0; i < runs; i++) { int max_gen = 0; auto file = "./run_" + ((std::to_string(i) += "/") += outfile) += ".stt"; - process_run(data, max_gen, file); + process_stt_file(data, max_gen, file); data.largest_generation = std::max(data.largest_generation, max_gen); data.total_generations += max_gen; data.runs_generation_size.push_back(max_gen); @@ -320,7 +372,7 @@ run_data get_per_generation_averages(const std::string& outfile, int runs) // encase you are wondering why all these functions are using template parameters, it is so that I can pass BLT_?*_STREAM into them // allowing for output to stdout template -void write_record(T& writer, const record& r) +inline void write_record(T& writer, const stt_record& r) { writer << r.gen << '\t'; writer << r.sub << '\t'; @@ -349,7 +401,7 @@ void write_record(T& writer, const record& r) // std::function template -void write_data_values(T& writer, const std::string& function, const bool end, FUNC func, Args... args) +inline void write_data_values(T& writer, const std::string& function, const bool end, FUNC func, Args... args) { const char BASE = 'a'; for (int i = 0; i < 20; i++) @@ -365,12 +417,14 @@ void write_data_values(T& writer, const std::string& function, const bool end, F } } +// writes functions operating on runs per generation template -void write_func_gens(T& writer, const char c, const int current_gen, const int runs, const blt::size_t offset) +inline void write_func_gens(T& writer, const char c, const int current_gen, runs_stt_data& data, const blt::size_t gen_offset, const blt::size_t offset) { - for (int j = 0; j < runs; j++) + auto runs = data.averages[current_gen].size(); + for (size_t j = 0; j < runs; j++) { - writer << c << ((current_gen * runs) + (offset + j)); + writer << c << ((gen_offset) + (offset + j)); if (j != runs - 1) writer << ", "; else @@ -378,8 +432,9 @@ void write_func_gens(T& writer, const char c, const int current_gen, const int r } } +// operates on the aggregated data created by the above function giving totals for the entire population template -void write_func_pop(T& writer, const char c, const int gen_size, const blt::size_t offset) +inline void write_func_pop(T& writer, const char c, const int gen_size, const blt::size_t offset) { for (int j = 0; j < gen_size; j++) { @@ -392,20 +447,76 @@ void write_func_pop(T& writer, const char c, const int gen_size, const blt::size } } -void process_files(blt::arg_parse::arg_results& args) +inline void write_averaged_output(const std::string& writefile, const runs_stt_data& data, const std::vector& generation_averages) { - auto outfile = args.get("out_file"); - auto writefile = args.get("write_file") + ".tsv"; - auto writefile_run = args.get("write_file") + "_runs.tsv"; - auto runs = args.get("runs"); + std::ofstream writer(writefile); + writer << "Runs Generation Count Mean: " << data.generations_average << '\n'; + writer << "Runs Generation Count Mode: " << data.mode_generation << " occurred (" << data.generations_mode << ") time(s)\n"; + writer << "GEN#\tSUB#\tμFGEN\tFsBestGEN\tFsWorstGEN\tμTreeSzGEN\tμTreeDpGEN\tbTreeSzGEN\tbTreeDpGEN\twTreeSzGEN\twTreeDpGEN\tμFRUN\t" + "FsBestRUN\tFsWorstRUN\tμTreeSzRUN\tμTreeDpRUN\tbTreeSzRUN\tbTreeDpRUN\twTreeSzRUN\twTreeDpRUN\n"; + for (const auto& r : generation_averages) + write_record(writer, r); +} + +inline void write_full_output(const std::string& writefile, const runs_stt_data& data, const std::vector>& ordered_records) +{ + // 1 (our ints start at zero, calc starts at 1) + 2 (two offset rows, (name row, blank row)) + written_gen_count + 1 (include gen 0) + blt::size_t offset = 3 + data.largest_generation + 1; + std::ofstream writer(writefile); + // number of times we are going to create aggregated rows which need headers + const int header_count = 3; + for (int i = 0; i < header_count; i++) + { + writer << "GEN#\tSUB#\tμFGEN\tFsBestGEN\tFsWorstGEN\tμTreeSzGEN\tμTreeDpGEN\tbTreeSzGEN\tbTreeDpGEN\twTreeSzGEN\twTreeDpGEN\tμFRUN\t" + "FsBestRUN\tFsWorstRUN\tμTreeSzRUN\tμTreeDpRUN\tbTreeSzRUN\tbTreeDpRUN\twTreeSzRUN\twTreeDpRUN"; + if (i == header_count - 1) + writer << '\n'; + else + writer << "\t\t"; + } + + const std::string AVG_FN = "=AVERAGE("; + const std::string STDEV_FN = "=STDEV.P("; + + // not every run will end at the same generation, this accounts for that by keeping a running total + blt::size_t gen_offset = 0; + + // per generation, we need to write the aggregated data values using our funny functions + for (int gen = 0; gen < data.largest_generation + 1; gen++) + { + // I spent way too long trying to figure out how to make c++ do the function template deduction, might be only possible in c++20 without hacks + // this is the best solution without wasting the rest of the day. + write_data_values(writer, AVG_FN, false, write_func_gens, gen, data, gen_offset, offset); + write_data_values(writer, STDEV_FN, gen != 0, write_func_gens, gen, data, gen_offset, offset); + if (gen == 0) + write_data_values(writer, STDEV_FN, true, write_func_pop, data.largest_generation + 1, offset); + writer << '\n'; + gen_offset += data.averages.at(gen).size(); + } + writer << '\n'; + + // after we create the rows which will calculate the required data for us, we can write all the runs information into the file. Ordered by gen + for (const auto& run : ordered_records) + for (const auto& v : run) + write_record(writer, v); +} + +void process_stt(const std::string& outfile, const std::string& writefile, const std::string& writefile_run, int runs) +{ + BLT_INFO("Processing .sst file"); + BLT_DEBUG("Loading generation data"); auto data = get_per_generation_averages(outfile, runs); - std::vector generation_averages; + BLT_DEBUG("Ordering records and creating averages"); + // the maps are not stored in an ordered format, we will aggregate the data into usable sets + std::vector> ordered_records; + std::vector generation_averages; for (const auto& a : data.averages) { - record base{}; - std::memset(&base, 0, sizeof(record)); + ordered_records.push_back(a.second); + stt_record base{}; + std::memset(&base, 0, sizeof(stt_record)); base.gen = a.first; for (const auto& r : a.second) base += r; @@ -413,58 +524,119 @@ void process_files(blt::arg_parse::arg_results& args) generation_averages.push_back(base); } + BLT_DEBUG("Sorting"); + // which are then sorted std::sort(generation_averages.begin(), generation_averages.end(), [](const auto& a, const auto& b) { return a.gen < b.gen; }); - { - std::ofstream writer(writefile); - writer << "Runs Generation Count Mean: " << data.generations_average << '\n'; - writer << "Runs Generation Count Mode: " << data.mode_generation << " occurred (" << data.generations_mode << ") time(s)\n"; - writer << "GEN#\tSUB#\tμFGEN\tFsBestGEN\tFsWorstGEN\tμTreeSzGEN\tμTreeDpGEN\tbTreeSzGEN\tbTreeDpGEN\twTreeSzGEN\twTreeDpGEN\tμFRUN\t" - "FsBestRUN\tFsWorstRUN\tμTreeSzRUN\tμTreeDpRUN\tbTreeSzRUN\tbTreeDpRUN\twTreeSzRUN\twTreeDpRUN\n"; - - for (const auto& r : generation_averages) - write_record(writer, r); - } - - std::vector> ordered_records; - for (const auto& v : data.averages) - ordered_records.push_back(v.second); std::sort(ordered_records.begin(), ordered_records.end(), [](const auto& a, const auto& b) { BLT_ASSERT(!(a.empty() || b.empty())); return a[0].gen < b[0].gen; }); - { - blt::size_t offset = 54; - std::ofstream writer(writefile_run); - const int middles = 2; - for (int i = 0; i < middles; i++) - writer << "GEN#\tSUB#\tμFGEN\tFsBestGEN\tFsWorstGEN\tμTreeSzGEN\tμTreeDpGEN\tbTreeSzGEN\tbTreeDpGEN\twTreeSzGEN\twTreeDpGEN\tμFRUN\t" - "FsBestRUN\tFsWorstRUN\tμTreeSzRUN\tμTreeDpRUN\tbTreeSzRUN\tbTreeDpRUN\twTreeSzRUN\twTreeDpRUN\t\t"; - writer << "GEN#\tSUB#\tμFGEN\tFsBestGEN\tFsWorstGEN\tμTreeSzGEN\tμTreeDpGEN\tbTreeSzGEN\tbTreeDpGEN\twTreeSzGEN\twTreeDpGEN\tμFRUN\t" - "FsBestRUN\tFsWorstRUN\tμTreeSzRUN\tμTreeDpRUN\tbTreeSzRUN\tbTreeDpRUN\twTreeSzRUN\twTreeDpRUN\n"; - - const std::string AVG_FN = "=AVERAGE("; - const std::string STDEV_FN = "=STDEV.P("; - - for (int gen = 0; gen < data.largest_generation + 1; gen++) - { - write_data_values(writer, AVG_FN, false, write_func_gens, gen, runs, offset); - write_data_values(writer, STDEV_FN, gen != 0, write_func_gens, gen, runs, offset); - if (gen == 0) - write_data_values(writer, STDEV_FN, true, write_func_pop, data.largest_generation + 1, offset); - writer << '\n'; - } - writer << '\n'; - - for (const auto& run : ordered_records) - for (const auto& v : run) - write_record(writer, v); - } + // and written to the aggregated files + BLT_DEBUG("Writing to average output"); + write_averaged_output(writefile, data, generation_averages); + BLT_DEBUG("Writing full stt_record output"); + write_full_output(writefile_run, data, ordered_records); BLT_INFO("Average Number of Generations: %d", data.generations_average); + BLT_INFO("Processing .stt file complete!"); +} + +void process_fn(const std::string& outfile, const std::string& writefile, int runs) +{ + BLT_INFO("Processing .fn file"); + + runs_fn_data data; + + blt::size_t best_hits = 0; + for (int i = 0; i < runs; i++) + { + auto file = "./run_" + ((std::to_string(i) += "/") += outfile) += ".fn"; + auto lines = blt::fs::getLinesFromFile(file); + + // extract value from the lines + for (auto& line : lines) + { + auto s = blt::string::split(line, ':'); + if (s.size() < 2) + continue; + line = blt::string::trim(s[1]); + } + + blt::size_t idx = 1; + fn_record record; + fill_value(record.cc, lines[idx++]); + fill_value(record.co, lines[idx++]); + fill_value(record.oo, lines[idx++]); + fill_value(record.oc, lines[idx++]); + fill_value(record.fitness, lines[idx++]); + fill_value(record.hits, lines[idx++]); + if (record.hits > best_hits) + { + best_hits = record.cc + record.oo; + data.best = data.runs.size(); + } + data.runs.push_back(record); + } + + std::ofstream writer(writefile); + writer << "Run(RV)/(PV)\tCC\tCO\tOO\tOC\n"; + + blt::size_t cc = 0, co = 0, oo =0, oc = 0; + for (auto e : blt::enumerate(data.runs)) + { + const auto& v = e.second; + data.total_hits += v.oo + v.cc; + data.total_tests += v.oo + v.cc + v.co + v.oc; + cc += v.cc; + co += v.co; + oo += v.oo; + oc += v.oc; + writer << e.first << '\t' << v.cc << '\t' << v.co << '\t' << v.oo << '\t' << v.oc << '\n'; + } + + data.average_hits = data.total_hits / runs; + data.average_tests = data.total_tests / runs; + data.average_valid = static_cast(data.average_hits) / static_cast(data.average_tests); + + writer << "\nBest Result:\n"; + auto best = data.runs[data.best]; + writer << "\tCC\tCO\tOO\tOC\n"; + writer << '\t' << best.cc << '\t' << best.co << '\t' << best.oo << '\t' << best.oc << '\n'; + writer << "Fitness:\t" << best.fitness; + + writer << "\nTotal results:\n"; + writer << "\tCC\tCO\tOO\tOC\n"; + writer << '\t' << cc << '\t' << co << '\t' << oo << '\t' << oc << '\n'; + + writer << "\nAveraged results:\n"; + writer << "\tCC\tCO\tOO\tOC\n"; + writer << '\t' << cc / runs << '\t' << co / runs << '\t' << oo / runs << '\t' << oc / runs << '\n'; + + writer << "\n\n"; + writer << "Average Hits Per Run:\t" << data.average_hits << '\n'; + writer << "Average Tests Per Run:\t" << data.average_tests << '\n'; + writer << "Average % Correct Per Run:\t" << data.average_valid << '\n'; + writer << "Total Hits(All runs combined):\t" << data.total_hits << '\n'; + writer << "Total Tests(All runs combined):\t" << data.total_tests << '\n'; + + BLT_INFO("Processing .fn file complete!"); +} + +void process_files(blt::arg_parse::arg_results& args) +{ + const auto outfile = args.get("out_file"); + const auto writefile = args.get("write_file"); + const auto writefile_avg = writefile + ".tsv"; + const auto writefile_run = writefile + "_runs.tsv"; + const auto writefile_fn = writefile + "_fn.tsv"; + const auto runs = args.get("runs"); + process_stt(outfile, writefile_avg, writefile_run, runs); + if (args.contains("disable_partb") && args.get("disable_partb")) + process_fn(outfile, writefile_fn, runs); } int main(int argc, const char** argv) @@ -484,7 +656,7 @@ int main(int argc, const char** argv) blt::arg_builder("-a", "--aggregate").setAction(blt::arg_action_t::STORE_TRUE).setHelp("Run the aggregation on existing runs folders") .build()); parser.addArgument(blt::arg_builder("-e", "--execute").setAction(blt::arg_action_t::STORE_TRUE).setHelp("Perform the runs").build()); - parser.addArgument(blt::arg_builder("-b", "--partb").setAction(blt::arg_action_t::STORE_FALSE).setDefault(true) + parser.addArgument(blt::arg_builder("-b", "--disable_partb").setAction(blt::arg_action_t::STORE_FALSE).setDefault(true) .setHelp("Disable aggregation on part B data (This defaults to true)").build()); auto args = parser.parse_args(argc, argv); @@ -497,7 +669,7 @@ int main(int argc, const char** argv) BLT_INFO("Parsing user arguments:"); for (auto& v : args.data) - BLT_INFO("\t%s\t= %s", v.first.c_str(), blt::to_string(v.second).c_str()); + BLT_INFO("\t%s = %s", v.first.c_str(), blt::to_string(v.second).c_str()); BLT_START_INTERVAL("Program", "Parent Total"); if (args.contains("--execute"))