From c985ea77d780681d6ac058cf0d83b3576083165a Mon Sep 17 00:00:00 2001
From: Brett Laptop <tri11paragon@tpgc.me>
Date: Thu, 28 Nov 2024 15:19:19 -0500
Subject: [PATCH] bad stats

---
 ...or (conflicted copy 2024-11-28 121102).xml | 483 +++++++++++++++++
 .idea/editor.xml                              | 239 ---------
 .idea/vcs.xml                                 |   1 +
 ...ce (conflicted copy 2024-11-28 121026).xml | 257 +++++++++
 CMakeLists.txt                                |   2 +-
 plot_line_graph.py                            |   4 +-
 src/main.cpp                                  | 503 +++++++++++++++---
 src/som.cpp                                   |   2 +-
 8 files changed, 1162 insertions(+), 329 deletions(-)
 create mode 100644 .idea/editor (conflicted copy 2024-11-28 121102).xml
 create mode 100644 .idea/workspace (conflicted copy 2024-11-28 121026).xml

diff --git a/.idea/editor (conflicted copy 2024-11-28 121102).xml b/.idea/editor (conflicted copy 2024-11-28 121102).xml
new file mode 100644
index 0000000..b0d69ef
--- /dev/null
+++ b/.idea/editor (conflicted copy 2024-11-28 121102).xml	
@@ -0,0 +1,483 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="BackendCodeEditorSettings">
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppSmartPointerVsMakeFunction/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppCStyleCast/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppFunctionalStyleCast/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppReinterpretCastFromVoidPtr/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppNonExplicitConvertingConstructor/@EntryIndexedValue" value="HINT" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppNonExplicitConversionOperator/@EntryIndexedValue" value="HINT" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDiscardedPostfixOperatorResult/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppConstValueFunctionReturnType/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppMemberFunctionMayBeConst/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppMemberFunctionMayBeStatic/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppLocalVariableMayBeConst/@EntryIndexedValue" value="HINT" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppParameterMayBeConst/@EntryIndexedValue" value="HINT" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppVariableCanBeMadeConstexpr/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppParameterMayBeConstPtrOrRef/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppPassValueParameterByConstReference/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppThrowExpressionCanBeReplacedWithRethrow/@EntryIndexedValue" value="WARNING" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppZeroConstantCanBeReplacedWithNullptr/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppCompileTimeConstantCanBeReplacedWithBooleanConstant/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppIfCanBeReplacedByConstexprIf/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=IfStdIsConstantEvaluatedCanBeReplaced/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=StdIsConstantEvaluatedWillAlwaysEvaluateToConstant/@EntryIndexedValue" value="WARNING" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=ConstevalIfIsAlwaysConstant/@EntryIndexedValue" value="WARNING" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppClassCanBeFinal/@EntryIndexedValue" value="HINT" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppUseStructuredBinding/@EntryIndexedValue" value="HINT" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppUseTypeTraitAlias/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppUseAlgorithmWithCount/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppUseRangeAlgorithm/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppUseElementsView/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppUseStdSize/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppForLoopCanBeReplacedWithWhile/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppJoinDeclarationAndAssignment/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppReplaceTieWithStructuredBinding/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppReplaceMemsetWithZeroInitialization/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppUseAssociativeContains/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppUseEraseAlgorithm/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppUseFamiliarTemplateSyntaxForGenericLambdas/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppTooWideScope/@EntryIndexedValue" value="SUGGESTION" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppTooWideScopeInitStatement/@EntryIndexedValue" value="HINT" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppRedundantNamespaceDefinition/@EntryIndexedValue" value="SUGGESTION" type="string" />
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+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppNonInlineVariableDefinitionInHeaderFile/@EntryIndexedValue" value="WARNING" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppFunctionIsNotImplemented/@EntryIndexedValue" value="WARNING" type="string" />
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+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppHidingFunction/@EntryIndexedValue" value="WARNING" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppPolymorphicClassWithNonVirtualPublicDestructor/@EntryIndexedValue" value="WARNING" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppAbstractClassWithoutSpecifier/@EntryIndexedValue" value="WARNING" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppIncompleteSwitchStatement/@EntryIndexedValue" value="WARNING" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDefaultCaseNotHandledInSwitchStatement/@EntryIndexedValue" value="WARNING" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppPossiblyErroneousEmptyStatements/@EntryIndexedValue" value="WARNING" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppExpressionWithoutSideEffects/@EntryIndexedValue" value="WARNING" type="string" />
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+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDependentTypeWithoutTypenameKeyword/@EntryIndexedValue" value="WARNING" type="string" />
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+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppImplicitDefaultConstructorNotAvailable/@EntryIndexedValue" value="WARNING" type="string" />
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+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppZeroValuedExpressionUsedAsNullPointer/@EntryIndexedValue" value="WARNING" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppPossiblyUnintendedObjectSlicing/@EntryIndexedValue" value="WARNING" type="string" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppPossiblyUninitializedMember/@EntryIndexedValue" value="WARNING" type="string" />
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+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDeclarationSpecifierWithoutDeclarators/@EntryIndexedValue" value="WARNING" type="string" />
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+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppPrintfExtraArg/@EntryIndexedValue" value="WARNING" type="string" />
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+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppRedundantBaseClassInitializer/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppConstParameterInDeclaration/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppVolatileParameterInDeclaration/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppFinalFunctionInFinalClass/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppFinalNonOverridingVirtualFunction/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppRedundantElaboratedTypeSpecifier/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppRedundantDereferencingAndTakingAddress/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppRedundantConditionalExpression/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppConditionalExpressionCanBeSimplified/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppRedundantExportKeyword/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppRedundantZeroInitializerInAggregateInitialization/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppUserDefinedLiteralSuffixDoesNotStartWithUnderscore/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppClassIsIncomplete/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppTemplateParameterShadowing/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppMutableSpecifierOnReferenceMember/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDefaultInitializationWithNoUserConstructor/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppExplicitSpecializationInNonNamespaceScope/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppUnionMemberOfReferenceType/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppUninitializedDependentBaseClass/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppPrecompiledHeaderIsNotIncluded/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppPrecompiledHeaderNotFound/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppCoroutineCallResolveError/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppAwaiterTypeIsNotClass/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppOutParameterMustBeWritten/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppWarningDirective/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppStaticAssertFailure/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppEvaluationFailure/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDeclaratorNeverUsed/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppTypeAliasNeverUsed/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppConceptNeverUsed/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppClassNeverUsed/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppEnumeratorNeverUsed/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppLambdaCaptureNeverUsed/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppLocalVariableWithNonTrivialDtorIsNeverUsed/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppParameterNeverUsed/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppTemplateParameterNeverUsed/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppEntityAssignedButNoRead/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppEntityUsedOnlyInUnevaluatedContext/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppLocalVariableMightNotBeInitialized/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppObjectMemberMightNotBeInitialized/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppSomeObjectMembersMightNotBeInitialized/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDeclaratorUsedBeforeInitialization/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppUnusedIncludeDirective/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppNotAllPathsReturnValue/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CDeclarationWithImplicitIntType/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppFunctionDoesntReturnValue/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppReturnNoValueInNonVoidFunction/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppCVQualifierCanNotBeAppliedToReference/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDereferenceOperatorLimitExceeded/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppForwardEnumDeclarationWithoutUnderlyingType/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppUnmatchedPragmaRegionDirective/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppUnmatchedPragmaEndRegionDirective/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppStaticDataMemberInUnnamedStruct/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDefaultIsUsedAsIdentifier/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppLongFloat/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppMsExtReinterpretCastFromNullptr/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppMsExtBindingRValueToLvalueReference/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppMsExtAddressOfClassRValue/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppMsExtDoubleUserConversionInCopyInit/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppMsExtCopyElisionInCopyInitDeclarator/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppMsExtNotInitializedStaticConstLocalVar/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppRemoveRedundantBraces/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppEnforceIfStatementBraces/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppEnforceForStatementBraces/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppEnforceWhileStatementBraces/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppEnforceDoStatementBraces/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppWrongIncludesOrder/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppWrongSlashesInIncludeDirective/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppEnforceNestedNamespacesStyle/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppEnforceTypeAliasCodeStyle/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppEnforceFunctionDeclarationStyle/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppMemberInitializersOrder/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppEnforceOverridingFunctionStyle/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppEnforceOverridingDestructorStyle/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppUseAuto/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppUseAutoForNumeric/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppEnforceCVQualifiersPlacement/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppEnforceCVQualifiersOrder/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppUnnecessaryWhitespace/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppTabsAreDisallowed/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAConstantConditions/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFANullDereference/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFANotInitializedField/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFALoopConditionNotUpdated/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFADeletedPointer/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAMemoryLeak/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAInvalidatedMemory/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFALocalValueEscapesScope/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFALocalValueEscapesFunction/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAConstantParameter/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAConstantFunctionResult/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAArrayIndexOutOfBounds/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAUnreachableCode/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAUnreachableFunctionCall/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAEndlessLoop/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAInfiniteRecursion/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAUnusedValue/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAUnreadVariable/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFATimeOver/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppInconsistentNaming/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=StringLiteralTypo/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CommentTypo/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=IdentifierTypo/@EntryIndexRemoved" />
+  </component>
+</project>
\ No newline at end of file
diff --git a/.idea/editor.xml b/.idea/editor.xml
index b0d69ef..5fff85e 100644
--- a/.idea/editor.xml
+++ b/.idea/editor.xml
@@ -240,244 +240,5 @@
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     <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CommentTypo/@EntryIndexedValue" value="DO_NOT_SHOW" type="string" />
     <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=IdentifierTypo/@EntryIndexedValue" value="DO_NOT_SHOW" type="string" />
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-    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppCStyleCast/@EntryIndexRemoved" />
-    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppFunctionalStyleCast/@EntryIndexRemoved" />
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-    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppNonExplicitConvertingConstructor/@EntryIndexRemoved" />
-    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppNonExplicitConversionOperator/@EntryIndexRemoved" />
-    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDiscardedPostfixOperatorResult/@EntryIndexRemoved" />
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-    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppMemberFunctionMayBeConst/@EntryIndexRemoved" />
-    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppMemberFunctionMayBeStatic/@EntryIndexRemoved" />
-    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppLocalVariableMayBeConst/@EntryIndexRemoved" />
-    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppParameterMayBeConst/@EntryIndexRemoved" />
-    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppVariableCanBeMadeConstexpr/@EntryIndexRemoved" />
-    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppParameterMayBeConstPtrOrRef/@EntryIndexRemoved" />
-    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppPassValueParameterByConstReference/@EntryIndexRemoved" />
-    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppThrowExpressionCanBeReplacedWithRethrow/@EntryIndexRemoved" />
-    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppZeroConstantCanBeReplacedWithNullptr/@EntryIndexRemoved" />
-    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppCompileTimeConstantCanBeReplacedWithBooleanConstant/@EntryIndexRemoved" />
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-    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppUseElementsView/@EntryIndexRemoved" />
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-    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=StringLiteralTypo/@EntryIndexRemoved" />
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-    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=IdentifierTypo/@EntryIndexRemoved" />
   </component>
 </project>
\ No newline at end of file
diff --git a/.idea/vcs.xml b/.idea/vcs.xml
index b19fe85..b7898c9 100644
--- a/.idea/vcs.xml
+++ b/.idea/vcs.xml
@@ -3,6 +3,7 @@
   <component name="VcsDirectoryMappings">
     <mapping directory="" vcs="Git" />
     <mapping directory="$PROJECT_DIR$/build/_deps/freetype-src" vcs="Git" />
+    <mapping directory="$PROJECT_DIR$/build/_deps/freetype-src/subprojects/dlg" vcs="Git" />
     <mapping directory="$PROJECT_DIR$/build/_deps/implot-src" vcs="Git" />
     <mapping directory="$PROJECT_DIR$/cmake-build-debug-addrsan/_deps/freetype-src" vcs="Git" />
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diff --git a/.idea/workspace (conflicted copy 2024-11-28 121026).xml b/.idea/workspace (conflicted copy 2024-11-28 121026).xml
new file mode 100644
index 0000000..7c73077
--- /dev/null
+++ b/.idea/workspace (conflicted copy 2024-11-28 121026).xml	
@@ -0,0 +1,257 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
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+    <option name="SCOPE_TYPE" value="3" />
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+}</component>
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+  </component>
+  <component name="CMakeReloadState">
+    <option name="reloaded" value="true" />
+  </component>
+  <component name="CMakeRunConfigurationManager">
+    <generated>
+      <config projectName="COSC-4P80-Assignment-3" targetName="BLT_WITH_GRAPHICS" />
+      <config projectName="COSC-4P80-Assignment-3" targetName="freetype" />
+      <config projectName="COSC-4P80-Assignment-3" targetName="BLT" />
+      <config projectName="COSC-4P80-Assignment-3" targetName="COSC-4P80-Assignment-3" />
+    </generated>
+  </component>
+  <component name="CMakeSettings">
+    <configurations>
+      <configuration PROFILE_NAME="Debug" ENABLED="true" CONFIG_NAME="Debug" />
+      <configuration PROFILE_NAME="Release" ENABLED="true" CONFIG_NAME="Release" />
+      <configuration PROFILE_NAME="RelWithDebInfo" ENABLED="true" CONFIG_NAME="RelWithDebInfo" />
+      <configuration PROFILE_NAME="RelWithDebInfo Addrsan" ENABLED="true" CONFIG_NAME="RelWithDebInfo" GENERATION_OPTIONS="-DENABLE_ADDRSAN=ON -DENABLE_UBSAN=ON" />
+      <configuration PROFILE_NAME="RelWithDebInfo ubsan" ENABLED="true" CONFIG_NAME="RelWithDebInfo" GENERATION_OPTIONS="-DENABLE_UBSAN=ON" />
+      <configuration PROFILE_NAME="Debug Addrsan" ENABLED="true" CONFIG_NAME="Debug" GENERATION_OPTIONS="-DENABLE_ADDRSAN=ON" />
+      <configuration PROFILE_NAME="RelWithDebInfo tsan" ENABLED="true" CONFIG_NAME="RelWithDebInfo" GENERATION_OPTIONS="-DENABLE_TSAN=ON" />
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+      <change beforePath="$PROJECT_DIR$/build_emscripten.sh" beforeDir="false" afterPath="$PROJECT_DIR$/build_emscripten.sh" afterDir="false" />
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+      <change beforePath="$PROJECT_DIR$/lib/blt-with-graphics/libraries/BLT" beforeDir="false" afterPath="$PROJECT_DIR$/lib/blt-with-graphics/libraries/BLT" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/lib/blt-with-graphics/libraries/BLT/cloc.sh" beforeDir="false" afterPath="$PROJECT_DIR$/lib/blt-with-graphics/libraries/BLT/cloc.sh" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/lib/blt-with-graphics/libraries/BLT/commit.py.save" beforeDir="false" afterPath="$PROJECT_DIR$/lib/blt-with-graphics/libraries/BLT/commit.py.save" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/lib/blt-with-graphics/libraries/BLT/py_commit_helper.sh" beforeDir="false" afterPath="$PROJECT_DIR$/lib/blt-with-graphics/libraries/BLT/py_commit_helper.sh" afterDir="false" />
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+    <setting file="file://$PROJECT_DIR$/include/assign3/neuron.h" root0="FORCE_HIGHLIGHTING" />
+    <setting file="file://$PROJECT_DIR$/include/assign3/som.h" root0="FORCE_HIGHLIGHTING" />
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+    <setting file="file://$PROJECT_DIR$/src/manager.cpp" root0="FORCE_HIGHLIGHTING" />
+    <setting file="file://$PROJECT_DIR$/src/neuron.cpp" root0="FORCE_HIGHLIGHTING" />
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+    <option name="showLibraryContents" value="true" />
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+    &quot;RunOnceActivity.readMode.enableVisualFormatting&quot;: &quot;true&quot;,
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+    &quot;last_opened_file_path&quot;: &quot;/home/brett/Documents/Brock/CS 4P80/COSC-4P80-Assignment-3&quot;,
+    &quot;node.js.detected.package.eslint&quot;: &quot;true&quot;,
+    &quot;node.js.detected.package.tslint&quot;: &quot;true&quot;,
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+    &quot;node.js.selected.package.tslint&quot;: &quot;(autodetect)&quot;,
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+    &quot;run.code.analysis.last.selected.profile&quot;: &quot;pProject Default&quot;,
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+    &quot;structure.view.defaults.are.configured&quot;: &quot;true&quot;,
+    &quot;vue.rearranger.settings.migration&quot;: &quot;true&quot;
+  }
+}</component>
+  <component name="RecentsManager">
+    <key name="MoveFile.RECENT_KEYS">
+      <recent name="$PROJECT_DIR$/lib/blt-with-graphics/include/blt/gfx/font" />
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+      <method v="2">
+        <option name="com.jetbrains.cidr.execution.CidrBuildBeforeRunTaskProvider$BuildBeforeRunTask" enabled="true" />
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+    </configuration>
+    <configuration name="BLT" type="CMakeRunConfiguration" factoryName="Application" REDIRECT_INPUT="false" ELEVATE="false" USE_EXTERNAL_CONSOLE="false" EMULATE_TERMINAL="false" PASS_PARENT_ENVS_2="true" PROJECT_NAME="COSC-4P80-Assignment-3" TARGET_NAME="BLT" CONFIG_NAME="Debug">
+      <method v="2">
+        <option name="com.jetbrains.cidr.execution.CidrBuildBeforeRunTaskProvider$BuildBeforeRunTask" enabled="true" />
+      </method>
+    </configuration>
+    <configuration name="BLT_WITH_GRAPHICS" type="CMakeRunConfiguration" factoryName="Application" REDIRECT_INPUT="false" ELEVATE="false" USE_EXTERNAL_CONSOLE="false" EMULATE_TERMINAL="false" PASS_PARENT_ENVS_2="true" PROJECT_NAME="COSC-4P80-Assignment-3" TARGET_NAME="BLT_WITH_GRAPHICS" CONFIG_NAME="Debug">
+      <method v="2">
+        <option name="com.jetbrains.cidr.execution.CidrBuildBeforeRunTaskProvider$BuildBeforeRunTask" enabled="true" />
+      </method>
+    </configuration>
+    <configuration name="COSC-4P80-Assignment-3" type="CMakeRunConfiguration" factoryName="Application" PROGRAM_PARAMS="graphics" REDIRECT_INPUT="false" ELEVATE="false" USE_EXTERNAL_CONSOLE="false" EMULATE_TERMINAL="false" PASS_PARENT_ENVS_2="true" PROJECT_NAME="COSC-4P80-Assignment-3" TARGET_NAME="COSC-4P80-Assignment-3" CONFIG_NAME="Debug" RUN_TARGET_PROJECT_NAME="COSC-4P80-Assignment-3" RUN_TARGET_NAME="COSC-4P80-Assignment-3">
+      <method v="2">
+        <option name="com.jetbrains.cidr.execution.CidrBuildBeforeRunTaskProvider$BuildBeforeRunTask" enabled="true" />
+      </method>
+    </configuration>
+    <configuration name="freetype" type="CMakeRunConfiguration" factoryName="Application" REDIRECT_INPUT="false" ELEVATE="false" USE_EXTERNAL_CONSOLE="false" EMULATE_TERMINAL="false" PASS_PARENT_ENVS_2="true" PROJECT_NAME="COSC-4P80-Assignment-3" TARGET_NAME="freetype" CONFIG_NAME="Debug">
+      <method v="2">
+        <option name="com.jetbrains.cidr.execution.CidrBuildBeforeRunTaskProvider$BuildBeforeRunTask" enabled="true" />
+      </method>
+    </configuration>
+    <configuration name="msdfgen-core" type="CMakeRunConfiguration" factoryName="Application" REDIRECT_INPUT="false" ELEVATE="false" USE_EXTERNAL_CONSOLE="false" EMULATE_TERMINAL="false" PASS_PARENT_ENVS_2="true" PROJECT_NAME="COSC-4P80-Assignment-3" TARGET_NAME="msdfgen-core" CONFIG_NAME="Debug">
+      <method v="2">
+        <option name="com.jetbrains.cidr.execution.CidrBuildBeforeRunTaskProvider$BuildBeforeRunTask" enabled="true" />
+      </method>
+    </configuration>
+    <list>
+      <item itemvalue="CMake Application.Assign3 Tests" />
+      <item itemvalue="CMake Application.BLT_WITH_GRAPHICS" />
+      <item itemvalue="CMake Application.BLT" />
+      <item itemvalue="CMake Application.COSC-4P80-Assignment-3" />
+      <item itemvalue="CMake Application.freetype" />
+      <item itemvalue="CMake Application.msdfgen-core" />
+    </list>
+  </component>
+  <component name="SpellCheckerSettings" RuntimeDictionaries="0" Folders="0" CustomDictionaries="0" DefaultDictionary="application-level" UseSingleDictionary="true" transferred="true" />
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+    <servers />
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+  <component name="TypeScriptGeneratedFilesManager">
+    <option name="version" value="3" />
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+  <component name="VCPKGProject">
+    <isAutomaticCheckingOnLaunch value="false" />
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+    <isAutomaticReloadCMake value="true" />
+  </component>
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+    <option name="TAB_STATES">
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+  <component name="XSLT-Support.FileAssociations.UIState">
+    <expand />
+    <select />
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+</project>
\ No newline at end of file
diff --git a/CMakeLists.txt b/CMakeLists.txt
index f9180b4..0ed89e5 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -1,5 +1,5 @@
 cmake_minimum_required(VERSION 3.25)
-project(COSC-4P80-Assignment-3 VERSION 0.0.31)
+project(COSC-4P80-Assignment-3 VERSION 0.0.32)
 include(FetchContent)
 
 option(ENABLE_ADDRSAN "Enable the address sanitizer" OFF)
diff --git a/plot_line_graph.py b/plot_line_graph.py
index c0cfa97..0c064cc 100644
--- a/plot_line_graph.py
+++ b/plot_line_graph.py
@@ -53,7 +53,7 @@ else:
     plt.ylim(0, 1)
     
     plt.suptitle("Topological Error (Bins: {})".format(bins), fontsize=16)
-    plt.title(subtitle1, fontsize=11)
+    plt.title(subtitle1, fontsize=10)
 
     plt.savefig("errors-topological{}.png".format(bins))
     
@@ -64,7 +64,7 @@ else:
     plt.ylim(y_min, y_max)
     
     plt.suptitle("Quantization Error (Bins: {})".format(bins), fontsize=16)
-    plt.title(subtitle2, fontsize=11)
+    plt.title(subtitle2, fontsize=10)
 
     plt.savefig("errors-quantization{}.png".format(bins))
 
diff --git a/src/main.cpp b/src/main.cpp
index f64996e..c9ec951 100644
--- a/src/main.cpp
+++ b/src/main.cpp
@@ -11,6 +11,8 @@
 #include <fstream>
 #include <filesystem>
 #include <cstdlib>
+#include <utility>
+#include <blt/fs/loader.h>
 
 void plot_heatmap(const std::string& path, const std::string& activations_csv, const blt::size_t bin_size, const std::string& subtitle)
 {
@@ -110,6 +112,21 @@ void action_start_graphics(const std::vector<std::string>& argv_vector)
     blt::gfx::init(blt::gfx::window_data{"My Sexy Window", init, update, destroy}.setSyncInterval(1).setMaximized(true));
 }
 
+void write_csv(const std::vector<Scalar>& vec, const std::string& path, const std::string& header = "")
+{
+    std::ofstream stream{path};
+    stream << header << std::endl;
+    for (const auto v : vec)
+        stream << v << std::endl;
+}
+
+void load_csv(std::vector<Scalar>& vec, const std::string& path)
+{
+    auto lines = blt::fs::getLinesFromFile(path);
+    for (const auto& [i, line] : blt::enumerate(lines).skip(1))
+        vec.push_back(std::stof(line));
+}
+
 struct task_t // NOLINT
 {
     data_file_t* file;
@@ -132,6 +149,61 @@ struct task_t // NOLINT
     std::vector<std::vector<Scalar>> activations{};
 };
 
+struct sortable_data_t
+{
+    std::string_view path;
+    Scalar value;
+    blt::u32 rank;
+
+    sortable_data_t(const std::string_view& path, Scalar value, blt::u32 rank): path(path), value(value), rank(rank)
+    {
+    }
+
+    friend bool operator==(const sortable_data_t& lhs, const sortable_data_t& rhs)
+    {
+        return lhs.value == rhs.value;
+    }
+
+    friend bool operator!=(const sortable_data_t& lhs, const sortable_data_t& rhs)
+    {
+        return !(lhs == rhs);
+    }
+
+    friend bool operator<(const sortable_data_t& lhs, const sortable_data_t& rhs)
+    {
+        return lhs.value < rhs.value;
+    }
+
+    friend bool operator<=(const sortable_data_t& lhs, const sortable_data_t& rhs)
+    {
+        return !(rhs < lhs);
+    }
+
+    friend bool operator>(const sortable_data_t& lhs, const sortable_data_t& rhs)
+    {
+        return rhs < lhs;
+    }
+
+    friend bool operator>=(const sortable_data_t& lhs, const sortable_data_t& rhs)
+    {
+        return !(lhs < rhs);
+    }
+};
+
+std::string make_path(const task_t& task)
+{
+    std::stringstream paths;
+    paths << "bins-" << task.file->data_points.begin()->bins.size() << "/";
+    paths << task.width << "x" << task.height << '-' << task.max_epochs << '/';
+    std::string shape_name = shape_names[static_cast<int>(task.shape)];
+    std::string init_name = init_names[static_cast<int>(task.init)];
+    blt::string::replaceAll(shape_name, " ", "-");
+    blt::string::replaceAll(init_name, " ", "-");
+    paths << shape_name << '/';
+    paths << init_name << '-' << task.initial_learn_rate << '/';
+    return paths.str();
+}
+
 void action_test(const std::vector<std::string>& argv_vector)
 {
     blt::arg_parse parser{};
@@ -149,6 +221,9 @@ void action_test(const std::vector<std::string>& argv_vector)
     std::vector<std::thread> threads;
     std::mutex task_mutex;
 
+    // tasks.emplace_back(&data.files.back(), 5, 5, 2000, shape_t::GRID, init_t::COMPLETELY_RANDOM, 1);
+    // tasks.emplace_back(&data.files.back(), 5, 5, 2000, shape_t::GRID, init_t::RANDOM_DATA, 1);
+    // tasks.emplace_back(&data.files.back(), 5, 5, 2000, shape_t::GRID, init_t::SAMPLED_DATA, 1);
     for (auto& file : data.files)
     {
         for (blt::u32 size = 5; size <= 7; size++)
@@ -181,33 +256,28 @@ void action_test(const std::vector<std::string>& argv_vector)
                     tasks.pop_back();
                 }
 
-                for (blt::size_t run = 0; run < runs; run++)
+                bool do_run = false;
+                if (do_run)
                 {
-                    gaussian_function_t func{};
-                    auto dist = distance_function_t::from_shape(task.shape, task.width, task.height);
-                    auto som = std::make_unique<som_t>(*task.file, task.width, task.height, task.max_epochs, dist.get(),
-                                                       &task.topology_func, task.shape, task.init, false);
-                    while (som->get_current_epoch() < som->get_max_epochs())
-                        som->train_epoch(task.initial_learn_rate);
+                    for (blt::size_t run = 0; run < runs; run++)
+                    {
+                        gaussian_function_t func{};
+                        auto dist = distance_function_t::from_shape(task.shape, task.width, task.height);
+                        auto som = std::make_unique<som_t>(*task.file, task.width, task.height, task.max_epochs, dist.get(),
+                                                           &task.topology_func, task.shape, task.init, false);
+                        while (som->get_current_epoch() < som->get_max_epochs())
+                            som->train_epoch(task.initial_learn_rate);
 
-                    task.topological_errors.push_back(som->get_topological_errors());
-                    task.quantization_errors.push_back(som->get_quantization_errors());
+                        task.topological_errors.push_back(som->get_topological_errors());
+                        task.quantization_errors.push_back(som->get_quantization_errors());
 
-                    std::vector<Scalar> acts;
-                    for (const auto& v : som->get_array().get_map())
-                        acts.push_back(v.get_activation());
-                    task.activations.emplace_back(std::move(acts));
+                        std::vector<Scalar> acts;
+                        for (const auto& v : som->get_array().get_map())
+                            acts.push_back(v.get_activation());
+                        task.activations.emplace_back(std::move(acts));
+                    }
                 }
-                std::stringstream paths;
-                paths << "bins-" << task.file->data_points.begin()->bins.size() << "/";
-                paths << task.width << "x" << task.height << '-' << task.max_epochs << '/';
-                std::string shape_name = shape_names[static_cast<int>(task.shape)];
-                blt::string::replaceAll(shape_name, " ", "-");
-                paths << shape_name << '/';
-                std::string init_name = init_names[static_cast<int>(task.init)];
-                blt::string::replaceAll(init_name, " ", "-");
-                paths << init_name << '-' << task.initial_learn_rate << '/';
-                auto path = paths.str();
+                auto path = make_path(task);
                 std::filesystem::create_directories(path);
 
                 std::vector<Scalar> average_topological_errors;
@@ -217,56 +287,81 @@ void action_test(const std::vector<std::string>& argv_vector)
                 std::vector<Scalar> stddev_quantization_errors;
                 std::vector<Scalar> min_topological_errors;
                 std::vector<Scalar> min_quantization_errors;
+                std::vector<Scalar> last_topological_errors;
+                std::vector<Scalar> last_quantization_errors;
 
-                average_topological_errors.resize(task.topological_errors.begin()->size());
-                average_quantization_errors.resize(task.quantization_errors.begin()->size());
-                average_activations.resize(task.activations.begin()->size());
-                stddev_topological_errors.resize(task.topological_errors.begin()->size());
-                stddev_quantization_errors.resize(task.quantization_errors.begin()->size());
-
-                min_topological_errors.resize(runs);
-                min_quantization_errors.resize(runs);
-
-                for (auto [i, v] : blt::enumerate(task.topological_errors))
-                    min_topological_errors[i] = *std::min_element(v.begin(), v.end());
-                for (auto [i, v] : blt::enumerate(task.quantization_errors))
-                    min_quantization_errors[i] = *std::min_element(v.begin(), v.end());
-
-                for (const auto& vec : task.topological_errors)
-                    for (auto [index, v] : blt::enumerate(vec))
-                        average_topological_errors[index] += v;
-                for (const auto& vec : task.quantization_errors)
-                    for (auto [index, v] : blt::enumerate(vec))
-                        average_quantization_errors[index] += v;
-                for (const auto& vec : task.activations)
-                    for (auto [index, v] : blt::enumerate(vec))
-                        average_activations[index] += v;
-
-                // calculate mean per point
-                for (auto& v : average_topological_errors)
-                    v /= static_cast<Scalar>(runs);
-                for (auto& v : average_quantization_errors)
-                    v /= static_cast<Scalar>(runs);
-
-                for (auto [i, mean] : blt::in_pairs(average_topological_errors, average_quantization_errors).enumerate())
+                if (do_run)
                 {
-                    auto [t_mean, q_mean] = mean;
-                    float variance_t = 0;
-                    float variance_q = 0;
+                    average_topological_errors.resize(task.topological_errors.begin()->size());
+                    average_quantization_errors.resize(task.quantization_errors.begin()->size());
+                    average_activations.resize(task.activations.begin()->size());
+                    stddev_topological_errors.resize(task.topological_errors.begin()->size());
+                    stddev_quantization_errors.resize(task.quantization_errors.begin()->size());
+
+                    min_topological_errors.resize(runs);
+                    min_quantization_errors.resize(runs);
+                    last_topological_errors.resize(runs);
+                    last_quantization_errors.resize(runs);
+
+                    for (auto [i, v] : blt::enumerate(task.topological_errors))
+                    {
+                        min_topological_errors[i] = *std::min_element(v.begin(), v.end());
+                        last_topological_errors[i] = v.back();
+                    }
+                    for (auto [i, v] : blt::enumerate(task.quantization_errors))
+                    {
+                        min_quantization_errors[i] = *std::min_element(v.begin(), v.end());
+                        last_quantization_errors[i] = v.back();
+                    }
+
                     for (const auto& vec : task.topological_errors)
-                    {
-                        auto d = vec[i] - t_mean;
-                        variance_t += d * d;
-                    }
+                        for (auto [index, v] : blt::enumerate(vec))
+                            average_topological_errors[index] += v;
                     for (const auto& vec : task.quantization_errors)
+                        for (auto [index, v] : blt::enumerate(vec))
+                            average_quantization_errors[index] += v;
+                    for (const auto& vec : task.activations)
+                        for (auto [index, v] : blt::enumerate(vec))
+                            average_activations[index] += v;
+
+                    // calculate mean per point
+                    for (auto& v : average_topological_errors)
+                        v /= static_cast<Scalar>(runs);
+                    for (auto& v : average_quantization_errors)
+                        v /= static_cast<Scalar>(runs);
+
+                    for (auto [i, mean] : blt::in_pairs(average_topological_errors, average_quantization_errors).enumerate())
                     {
-                        auto d = vec[i] - q_mean;
-                        variance_q += d * d;
+                        auto [t_mean, q_mean] = mean;
+                        float variance_t = 0;
+                        float variance_q = 0;
+                        for (const auto& vec : task.topological_errors)
+                        {
+                            auto d = vec[i] - t_mean;
+                            variance_t += d * d;
+                        }
+                        for (const auto& vec : task.quantization_errors)
+                        {
+                            auto d = vec[i] - q_mean;
+                            variance_q += d * d;
+                        }
+                        variance_t /= static_cast<Scalar>(runs);
+                        variance_q /= static_cast<Scalar>(runs);
+                        stddev_topological_errors[i] = std::sqrt(variance_t);
+                        stddev_quantization_errors[i] = std::sqrt(variance_q);
                     }
-                    variance_t /= static_cast<Scalar>(runs);
-                    variance_q /= static_cast<Scalar>(runs);
-                    stddev_topological_errors[i] = std::sqrt(variance_t);
-                    stddev_quantization_errors[i] = std::sqrt(variance_q);
+                }
+                else
+                {
+                    load_csv(average_topological_errors, path + "topological_avg.csv");
+                    load_csv(average_quantization_errors, path + "quantization_avg.csv");
+                    load_csv(average_activations, path + "activations_avg.csv");
+                    load_csv(stddev_topological_errors, path + "topological_stddev.csv");
+                    load_csv(stddev_quantization_errors, path + "quantization_stddev.csv");
+                    load_csv(min_topological_errors, path + "min_topological.csv");
+                    load_csv(min_quantization_errors, path + "min_quantization.csv");
+                    load_csv(last_topological_errors, path + "last_topological.csv");
+                    load_csv(last_quantization_errors, path + "last_quantization.csv");
                 }
 
                 Scalar avg_quantization_stddev = 0;
@@ -289,6 +384,7 @@ void action_test(const std::vector<std::string>& argv_vector)
                 auto min_topo = *std::min_element(average_topological_errors.begin(), average_topological_errors.end());
                 auto max_topo = *std::max_element(average_topological_errors.begin(), average_topological_errors.end());
 
+                if (do_run)
                 {
                     std::ofstream topological{path + "topological_avg.csv"};
                     std::ofstream quantization{path + "quantization_avg.csv"};
@@ -296,19 +392,20 @@ void action_test(const std::vector<std::string>& argv_vector)
                     std::ofstream activations{path + "activations.csv"};
                     std::ofstream topological_stddev{path + "topological_stddev.csv"};
                     std::ofstream quantization_stddev{path + "quantization_stddev.csv"};
-                    std::ofstream min_topological{path + "min_topological.csv"};
-                    std::ofstream min_quantization{path + "min_quantization.csv"};
+
+                    write_csv(min_topological_errors, path + "min_topological.csv");
+                    write_csv(min_quantization_errors, path + "min_quantization.csv");
+                    write_csv(last_topological_errors, path + "last_topological.csv");
+                    write_csv(last_quantization_errors, path + "last_quantization.csv");
 
                     topological_stddev << "Average topological stddev: " << avg_topological_stddev << std::endl;
                     quantization_stddev << "Average quantization stddev: " << avg_quantization_stddev << std::endl;
-                    min_topological << "Min Errors\n";
-                    min_quantization << "Min Errors\n";
                     // topological_stddev << "Stddev Over Epochs: " << std::endl;
                     // quantization_stddev << "Stddev Over Epochs: " << std::endl;
 
                     for (auto v : stddev_topological_errors)
                         topological_stddev << v << std::endl;
-                    for (auto v : quantization_stddev)
+                    for (auto v : stddev_quantization_errors)
                         quantization_stddev << v << std::endl;
 
                     topological << "error\n";
@@ -339,6 +436,11 @@ void action_test(const std::vector<std::string>& argv_vector)
                     }
                 }
 
+                std::string shape_name = shape_names[static_cast<int>(task.shape)];
+                std::string init_name = init_names[static_cast<int>(task.init)];
+                blt::string::replaceAll(shape_name, " ", "-");
+                blt::string::replaceAll(init_name, " ", "-");
+
                 plot_heatmap(path, "activations.csv", task.file->data_points.front().bins.size(),
                              std::to_string(task.width) + "x" + std::to_string(task.height) + " " += shape_name + ", " += init_name + ", " +
                              std::to_string(
@@ -347,21 +449,11 @@ void action_test(const std::vector<std::string>& argv_vector)
 
                 plot_line_graph(path, "topological_avg.csv", "quantization_avg.csv", task.file->data_points.front().bins.size(),
                                 std::to_string(task.width) + "x" + std::to_string(task.height) + " " += shape_name + ", " += init_name + ", Min: " +
-                                std::to_string(
-                                    min_topo) +
-                                ", Max: " +
-                                std::to_string(
-                                    max_topo) +
-                                ", " + std::to_string(
-                                    task.max_epochs) + " Epochs",
+                                std::to_string(min_topo) + ", Max: " + std::to_string(max_topo) +
+                                ", " + std::to_string(task.max_epochs) + " Epochs",
                                 std::to_string(task.width) + "x" + std::to_string(task.height) + " " += shape_name + ", " += init_name + ", Min: " +
-                                std::to_string(
-                                    min_quant) +
-                                ", Max: " +
-                                std::to_string(
-                                    max_quant) +
-                                ", " + std::to_string(
-                                    task.max_epochs) +
+                                std::to_string(min_quant) + ", Max: " +
+                                std::to_string(max_quant) +", " + std::to_string(task.max_epochs) +
                                 " Epochs");
 
                 BLT_INFO("Task '%s' Complete", path.c_str());
@@ -380,12 +472,251 @@ void action_test(const std::vector<std::string>& argv_vector)
     }
 }
 
+struct man_whitney_t
+{
+    Scalar u1 = 0, u2 = 0;
+    Scalar U = 0, meanU = 0, sigmaU = 0;
+    Scalar z = 0, r = 0;
+
+    std::string name1, name2;
+};
+
+struct test_t
+{
+    std::vector<task_t> tasks;
+    std::string path;
+
+    test_t() = default;
+
+    test_t(const std::vector<task_t>& tasks, std::string path)
+        : tasks(tasks), path(std::move(path))
+    {
+    }
+};
+
+double cumulativeNormal(const double x)
+{
+    // two tailed
+    return 0.5 * std::erfc(-x * M_SQRT1_2) + (1.0 - 0.5 * std::erfc(x * M_SQRT1_2));
+}
+
+man_whitney_t do_man_whitney(const std::string& pop1_path, const std::string& pop2_path, const std::vector<sortable_data_t>& pop1,
+                             const std::vector<sortable_data_t>& pop2)
+{
+    std::vector<sortable_data_t> data;
+    data.insert(data.end(), pop1.begin(), pop1.end());
+    data.insert(data.end(), pop2.begin(), pop2.end());
+
+    std::sort(data.begin(), data.end());
+
+    Scalar T1 = 0, T2 = 0;
+    const auto n1 = static_cast<Scalar>(pop1.size()), n2 = static_cast<Scalar>(pop2.size());
+
+    blt::u32 rank = 1;
+    for (auto it = data.begin(); it != data.end();)
+    {
+        const auto begin = it;
+        blt::size_t total_count = 1;
+        blt::u32 total_rank = rank++;
+        while ((it + 1) != data.end() && *begin == *(it + 1))
+        {
+            ++total_count;
+            total_rank += rank++;
+            ++it;
+        }
+        ++it;
+        for (auto it2 = begin; it2 != it; ++it2)
+        {
+            if (it2->path == pop1_path)
+                T1 += static_cast<Scalar>(total_rank) / static_cast<Scalar>(total_count);
+            else if (it2->path == pop2_path)
+                T2 += static_cast<Scalar>(total_rank) / static_cast<Scalar>(total_count);
+            else
+                BLT_ABORT(("Impossible Path " + std::string(it2->path)).c_str());
+        }
+    }
+
+    man_whitney_t man;
+    man.u1 = n1 * n2 + ((n1 * (n1 + 1)) / 2) - T1;
+    man.u2 = n1 * n2 + ((n2 * (n2 + 1)) / 2) - T2;
+    man.U = std::min(man.u1, man.u2);
+    man.meanU = (n1 * n2) / 2;
+    man.sigmaU = std::sqrt((n1 * n2 * (n1 + n2 + 1)) / 12);
+    man.z = (man.U - man.meanU) / man.sigmaU;
+    man.r = std::abs(man.z) / std::sqrt(n1 + n2);
+
+    man.name1 = pop1_path;
+    man.name2 = pop2_path;
+
+    return man;
+}
+
 void action_convert(const std::vector<std::string>& argv_vector)
 {
     blt::arg_parse parser{};
     parser.setHelpExtras("convert");
 
+    parser.addArgument(blt::arg_builder{"--file", "-f"}
+                       .setDefault("../data")
+                       .setHelp("Path to data files").build());
+
     auto args = parser.parse_args(argv_vector);
+
+    load_data_files(args.get<std::string>("file"));
+
+    std::vector<std::thread> threads;
+    std::vector<test_t> tasks;
+    std::mutex task_mutex;
+
+    for (auto& file : data.files)
+    {
+        for (blt::u32 i = 5; i <= 7; i++)
+        {
+            for (blt::i32 shape = 0; shape < 4; shape++)
+            {
+                auto shape_v = static_cast<shape_t>(shape);
+                tasks.emplace_back(std::vector{
+                                       task_t{&file, i, i, 2000, shape_v, init_t::COMPLETELY_RANDOM, 1.0},
+                                       task_t{&file, i, i, 2000, shape_v, init_t::RANDOM_DATA, 1.0},
+                                       task_t{&file, i, i, 2000, shape_v, init_t::SAMPLED_DATA, 1.0}
+                                   }, "UnUsed");
+            }
+        }
+    }
+
+    for (blt::size_t i = 0; i < std::thread::hardware_concurrency(); i++)
+    {
+        threads.emplace_back([&]()
+        {
+            while (true)
+            {
+                test_t t;
+                {
+                    std::unique_lock lock(task_mutex);
+                    if (tasks.empty())
+                        break;
+                    t = tasks.back();
+                    tasks.pop_back();
+                }
+
+                std::vector<std::string> paths;
+                blt::hashmap_t<std::string, std::vector<sortable_data_t>> data;
+                blt::hashmap_t<std::string, const task_t*> task_data;
+                for (const auto& task : t.tasks)
+                {
+                    auto path = make_path(task) + "last_topological.csv";
+                    paths.push_back(path);
+                    auto lines = blt::fs::getLinesFromFile(path);
+                    for (const auto& line : blt::iterate(lines).skip(1))
+                        data[path].emplace_back(paths.back(), std::stof(line), 0);
+                    task_data[path] = &task;
+                }
+
+                std::string same = task_data.begin()->first;
+                for (const auto& task : task_data)
+                {
+                    for (auto [i, c] : blt::enumerate(task.first))
+                    {
+                        if (i < same.length() && same[i] != task.first[i])
+                            same[i] = '%';
+                    }
+                }
+                auto lines = blt::string::split_sv(same, '/');
+                std::string filtered_path = "stats/";
+                blt::size_t index = 0;
+                for (const auto& [i, line] : blt::enumerate(lines))
+                {
+                    if (blt::string::contains(line, '%'))
+                    {
+                        index = i;
+                        continue;
+                    }
+                    filtered_path += line;
+                    filtered_path += '/';
+                }
+                auto bin_line = blt::string::split(lines[0], '-');
+                auto bin_size = std::stoi(bin_line[1]);
+                std::filesystem::create_directories(filtered_path);
+                BLT_TRACE("Writing to path %s", filtered_path.c_str());
+
+                std::vector<man_whitney_t> mans;
+                for (auto [i, pair] : blt::iterate(data.begin(), data.end()).enumerate())
+                {
+                    for (const auto& [path2, vec2] : blt::iterate(data.begin(), data.end()).skip(i + 1))
+                        mans.emplace_back(do_man_whitney(pair.first, path2, pair.second, vec2));
+                }
+
+                std::ofstream stats{filtered_path + "results_table.txt"};
+                stats << "\\begin{figure}[h!]\n\t\\centering" << std::endl;
+                stats << "\t\\makebox[\\textwidth]{\\begin{tabular}{ccc}" << std::endl << "\t\t";
+
+                for (auto [i, task] : blt::enumerate(t.tasks))
+                {
+                    if (i != 0)
+                        stats << " & \n\t\t";
+                    stats << "\\includegraphics[width=0.4\\textwidth]{" << make_path(task) + "errors-topological" << bin_size << "}";
+                }
+                stats << "\\\\" << std::endl;
+                stats << "\t\\end{tabular}}" << std::endl;
+                stats << "\t\\caption{}\n\t\\label{fig:}" << std::endl;
+                stats << "\\end{figure}" << std::endl << std::endl;
+
+                stats << "\\begin{figure}[h!]\n\t\\centering" << std::endl;
+                stats << "\t\\makebox[\\textwidth]{\\begin{tabular}{ccc}" << std::endl << "\t\t";
+
+                for (auto [i, task] : blt::enumerate(t.tasks))
+                {
+                    if (i != 0)
+                        stats << " & \n\t\t";
+                    stats << "\\includegraphics[width=0.4\\textwidth]{" << make_path(task) + "errors-topological" << bin_size << "}";
+                }
+                stats << "\\\\" << std::endl << "\t\t";
+                for (auto [i, task] : blt::enumerate(t.tasks))
+                {
+                    if (i != 0)
+                        stats << " & \n\t\t";
+                    stats << "\\includegraphics[width=0.4\\textwidth]{" << make_path(task) + "errors-quantization" << bin_size << "}";
+                }
+                stats << "\\\\" << std::endl;
+                stats << "\t\\end{tabular}}" << std::endl;
+                stats << "\t\\caption{}\n\t\\label{fig:}" << std::endl;
+                stats << "\\end{figure}" << std::endl << std::endl;
+
+                stats << "\\begin{table}[h!]\n\t\\centering" << std::endl;
+                stats <<
+                    "\t\\makebox[\\textwidth]{\\begin{tabular}{||m{0.3\\linewidth}|m{0.125\\linewidth}|m{0.2\\linewidth}|m{0.2\\linewidth}|m{0.15\\linewidth}||}"
+                    << std::endl;
+                stats << "\t\t\\hline" << std::endl;
+                stats << "\t\tName & Z-Value & P-Value & Effect Size & Significant\\\\" << std::endl;
+                stats << "\t\t\\hline" << std::endl;
+                for (const auto& man : mans)
+                {
+                    auto lines1 = blt::string::split(man.name1, '/');
+                    auto lines2 = blt::string::split(man.name2, '/');
+                    const auto& name1 = lines1[index];
+                    const auto& name2 = lines2[index];
+
+                    auto effect = man.r < 0.3 ? "Small" : (man.r < 0.5 ? "Medium" : "Large");
+                    constexpr Scalar acceptance_region = 1.96;
+                    auto sig = (man.z < -acceptance_region || man.z > acceptance_region) ? "Yes" : "No";
+
+                    BLT_TRACE("Z: %f P: %f", man.z, cumulativeNormal(man.z));
+                    stats << "\t\t" << name1 << " \\newline " << name2 << " & " << man.z << " & " << cumulativeNormal(man.z) << " & " << man.r << " ("
+                        << effect << ") & " << sig << "\\\\" << std::endl;
+                    stats << "\t\t\\hline" << std::endl;
+                }
+                stats << "\t\\end{tabular}}" << std::endl;
+                stats << "\t\\caption{}\n\t\\label{tbl:}" << std::endl;
+                stats << "\\end{table}" << std::endl;
+            }
+        });
+    }
+
+    for (auto& thread : threads)
+    {
+        if (thread.joinable())
+            thread.join();
+    }
 }
 
 int main(int argc, const char** argv)
diff --git a/src/som.cpp b/src/som.cpp
index 5f374c4..011de1e 100644
--- a/src/som.cpp
+++ b/src/som.cpp
@@ -48,7 +48,7 @@ namespace assign3
         {
             const auto v0_idx = get_closest_neuron(bins);
             auto& v0 = array.get_map()[v0_idx];
-            v0.update(bins, v0.dist(bins), eta);
+            // v0.update(bins, v0.dist(bins), eta);
 
             // find the closest neighbour neuron to v0
             const auto distance_min = find_closest_neighbour_distance(v0_idx);