Add 3 files
Browse files- README.md +7 -5
- index.html +260 -19
- prompts.txt +1 -0
README.md
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---
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title:
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emoji:
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colorFrom:
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colorTo:
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sdk: static
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pinned: false
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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---
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title: matriz-confusao
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emoji: ⚛️
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colorFrom: pink
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colorTo: gray
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sdk: static
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pinned: false
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tags:
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- QwenSite
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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index.html
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<!
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<html>
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| 1 |
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<!DOCTYPE html>
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<html lang="pt-BR">
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<head>
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<meta charset="UTF-8" />
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<meta name="viewport" content="width=device-width, initial-scale=1.0"/>
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<title>Matriz de Confusão</title>
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<script src="https://cdn.tailwindcss.com"></script>
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<link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css" rel="stylesheet">
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<style>
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body {
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background-color: #ffffff;
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color: #000000;
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font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif;
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}
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| 15 |
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#center {
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| 16 |
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@apply max-w-4xl mx-auto p-6 bg-blue-950 rounded-lg shadow-xl text-white mt-8;
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}
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#title {
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@apply text-4xl font-extrabold text-center mb-2 text-white;
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text-shadow: 0 0 10px rgba(255, 255, 255, 0.3);
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}
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#breadcrumps ol {
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@apply flex text-sm mb-6 space-x-2 text-gray-300;
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}
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#breadcrumps a {
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@apply hover:text-white transition-colors;
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}
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.info {
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@apply text-sm text-gray-300 mt-3 mb-1;
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}
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label {
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@apply block mt-2 text-white font-medium;
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| 33 |
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}
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| 34 |
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input[type="text"] {
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@apply border border-gray-600 rounded px-3 py-1 bg-gray-800 text-white focus:outline-none focus:ring-2 focus:ring-blue-500;
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| 36 |
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}
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button {
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| 38 |
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@apply mt-4 bg-blue-600 hover:bg-blue-700 text-white font-bold py-2 px-6 rounded transition-colors duration-200 shadow-md;
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| 39 |
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}
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| 40 |
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button:hover {
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@apply transform scale-105;
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| 42 |
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}
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| 43 |
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.cf {
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@apply mt-4 text-sm text-gray-400;
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| 45 |
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}
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.cf a {
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@apply text-blue-300 hover:underline;
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}
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.matrix {
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@apply mt-6 grid grid-cols-2 gap-0 border border-gray-500 text-center text-lg font-bold;
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box-shadow: inset 0 0 10px rgba(255, 255, 255, 0.1);
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}
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| 53 |
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.matrix-cell {
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@apply p-4 border border-gray-600 flex flex-col justify-center items-center;
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}
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.matrix-header {
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@apply bg-gray-800 text-white py-2 font-semibold;
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}
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.metric-card {
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@apply mt-6 p-4 bg-gray-800 rounded-lg shadow border border-gray-700;
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}
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.metric-title {
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@apply font-bold text-blue-300 text-sm uppercase tracking-wider;
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}
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.metric-value {
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@apply text-2xl font-extrabold text-white;
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}
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.instructions {
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@apply mt-8 p-5 bg-gray-800 rounded-lg text-gray-200 text-sm leading-relaxed border border-gray-700;
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}
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.instructions h3 {
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@apply font-bold text-white text-lg mb-2;
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}
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.instructions ul {
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@apply list-disc list-inside ml-4 space-y-1 mb-3;
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}
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</style>
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</head>
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<body class="bg-white text-black">
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<!-- Header -->
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<header class="bg-blue-950 text-white py-6 shadow-md">
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<div class="container mx-auto text-center">
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<h1 class="text-3xl font-bold"><i class="fas fa-project-diagram mr-2"></i>Aplicativo de Matriz de Confusão</h1>
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<p class="mt-2 text-blue-200">Analise o desempenho do seu modelo de classificação com precisão</p>
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</div>
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</header>
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<!-- Main Content -->
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<div id="center" class="transition-all duration-300 ease-in-out">
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<!-- Breadcrumb -->
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<div id="breadcrumps">
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<ol itemscope itemtype="http://schema.org/BreadcrumbList" class="flex">
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<li itemprop="itemListElement" itemscope itemtype="http://schema.org/ListItem">
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<a itemprop="item" href="#" class="flex items-center">
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<span itemprop="name">Processamento de Dados</span>
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</a>
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<meta itemprop="position" content="1" />
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</li>
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<span class="mx-2">›</span>
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<li itemprop="itemListElement" itemscope itemtype="http://schema.org/ListItem">
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<a itemprop="item" href="#" class="flex items-center">
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<span itemprop="name">Matriz de Confusão</span>
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</a>
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<meta itemprop="position" content="2" />
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</li>
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</ol>
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</div>
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+
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<!-- Confusion Matrix Form -->
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<h2 class="h2_form text-2xl font-bold text-white mb-4">Matriz de Confusão</h2>
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| 113 |
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<form id="confusion_matrix" method="post" class="bg-gray-900 p-6 rounded-lg shadow-inner">
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<!-- True Positive -->
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<p class="info">
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<i class="fas fa-check-circle text-green-400 mr-1"></i>
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Positivo Verdadeiro (PV): item declarado VERDADEIRO, e na realidade VERDADEIRO
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</p>
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<label for="confusion_matrix_tp">Número de Positivos Verdadeiros (PV)</label>
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| 121 |
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<input type="text" id="confusion_matrix_tp" name="tp" value="70" size="8" spellcheck="false" class="w-full" />
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<!-- False Positive -->
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<p class="info mt-4">
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<i class="fas fa-exclamation-triangle text-yellow-400 mr-1"></i>
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| 126 |
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Falso Positivo (FP) ou Erro Tipo I: item declarado VERDADEIRO mas na realidade FALSO
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| 127 |
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</p>
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| 128 |
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<label for="confusion_matrix_fp">Número de Falsos Positivos (FP)</label>
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| 129 |
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<input type="text" id="confusion_matrix_fp" name="fp" value="5" size="8" spellcheck="false" class="w-full" />
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| 130 |
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| 131 |
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<!-- True Negative -->
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| 132 |
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<p class="info mt-4">
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| 133 |
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<i class="fas fa-check-circle text-green-400 mr-1"></i>
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| 134 |
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Negativo Verdadeiro (NV): item declarado FALSO, e na realidade FALSO
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| 135 |
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</p>
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| 136 |
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<label for="confusion_matrix_tn">Número de Negativos Verdadeiros (NV)</label>
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| 137 |
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<input type="text" id="confusion_matrix_tn" name="tn" value="15" size="8" spellcheck="false" class="w-full" />
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| 138 |
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| 139 |
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<!-- False Negative -->
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| 140 |
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<p class="info mt-4">
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| 141 |
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<i class="fas fa-times-circle text-red-400 mr-1"></i>
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| 142 |
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Falso Negativo (FN) ou Erro Tipo II: item declarado FALSO mas na realidade VERDADEIRO
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| 143 |
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</p>
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| 144 |
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<label for="confusion_matrix_fn">Número de Falsos Negativos (FN)</label>
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| 145 |
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<input type="text" id="confusion_matrix_fn" name="fn" value="10" size="8" spellcheck="false" class="w-full" />
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| 146 |
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| 147 |
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<!-- Analyze Button -->
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| 148 |
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<button type="button" id="analyzeBtn" class="mt-6 flex items-center justify-center">
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| 149 |
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<i class="fas fa-calculator mr-2"></i> Analisar
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| 150 |
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</button>
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| 151 |
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| 152 |
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<!-- Related Tools -->
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| 153 |
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<div class="cf mt-6 text-center">
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| 154 |
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<span>Consulte também:</span>
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| 155 |
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<a href="#" class="ml-1">Precisão e Revocação</a> —
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| 156 |
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<a href="#" class="ml-1">Sensibilidade e Especificidade</a>
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| 157 |
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</div>
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| 158 |
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</form>
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| 159 |
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| 160 |
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<!-- Confusion Matrix Display -->
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| 161 |
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<div id="matrixContainer" class="mt-8 hidden">
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| 162 |
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<h3 class="text-xl font-bold text-center text-white mb-4">Matriz de Confusão</h3>
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| 163 |
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<div class="flex justify-center">
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| 164 |
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<table class="matrix border-collapse text-white text-center">
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| 165 |
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<thead>
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| 166 |
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<tr>
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| 167 |
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<th class="matrix-header"></th>
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| 168 |
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<th class="matrix-header">Previsto: Sim</th>
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| 169 |
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<th class="matrix-header">Previsto: Não</th>
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| 170 |
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</tr>
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| 171 |
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</thead>
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| 172 |
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<tbody>
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| 173 |
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<tr>
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| 174 |
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<td class="matrix-header">Real: Sim</td>
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| 175 |
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<td id="cell_tp" class="matrix-cell bg-green-900/50">PV</td>
|
| 176 |
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<td id="cell_fn" class="matrix-cell bg-red-900/50">FN</td>
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| 177 |
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</tr>
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| 178 |
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<tr>
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| 179 |
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<td class="matrix-header">Real: Não</td>
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| 180 |
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<td id="cell_fp" class="matrix-cell bg-yellow-900/50">FP</td>
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| 181 |
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<td id="cell_tn" class="matrix-cell bg-blue-900/50">NV</td>
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| 182 |
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</tr>
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| 183 |
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</tbody>
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| 184 |
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</table>
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| 185 |
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</div>
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| 186 |
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</div>
|
| 187 |
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|
| 188 |
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<!-- Metrics Display -->
|
| 189 |
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<div id="metricsContainer" class="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-4 gap-4 mt-6 hidden">
|
| 190 |
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<div class="metric-card">
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| 191 |
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<div class="metric-title">Acurácia</div>
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| 192 |
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<div id="accuracy" class="metric-value">--</div>
|
| 193 |
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</div>
|
| 194 |
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<div class="metric-card">
|
| 195 |
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<div class="metric-title">Precisão (PV)</div>
|
| 196 |
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<div id="precision" class="metric-value">--</div>
|
| 197 |
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</div>
|
| 198 |
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<div class="metric-card">
|
| 199 |
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<div class="metric-title">Sensibilidade</div>
|
| 200 |
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<div id="recall" class="metric-value">--</div>
|
| 201 |
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</div>
|
| 202 |
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<div class="metric-card">
|
| 203 |
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<div class="metric-title">Especificidade</div>
|
| 204 |
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<div id="specificity" class="metric-value">--</div>
|
| 205 |
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</div>
|
| 206 |
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</div>
|
| 207 |
+
|
| 208 |
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<!-- Instructions -->
|
| 209 |
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<div class="instructions mt-8">
|
| 210 |
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<h3><i class="fas fa-lightbulb mr-2"></i>Instruções de Uso</h3>
|
| 211 |
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<ul>
|
| 212 |
+
<li><strong>PV (Positivo Verdadeiro):</strong> Quantidade de instâncias corretamente classificadas como positivas.</li>
|
| 213 |
+
<li><strong>FP (Falso Positivo):</strong> Quantidade de instâncias negativas classificadas incorretamente como positivas (Erro Tipo I).</li>
|
| 214 |
+
<li><strong>NV (Negativo Verdadeiro):</strong> Quantidade de instâncias corretamente classificadas como negativas.</li>
|
| 215 |
+
<li><strong>FN (Falso Negativo):</strong> Quantidade de instâncias positivas classificadas incorretamente como negativas (Erro Tipo II).</li>
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</ul>
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<p>Após preencher os valores, clique em <strong>Analisar</strong> para gerar a matriz e visualizar métricas de desempenho do modelo.</p>
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<p class="mt-2"><i class="fas fa-info-circle text-blue-400 mr-1"></i> Este aplicativo é ideal para cientistas de dados, analistas e estudantes que desejam avaliar modelos de classificação binária.</p>
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</div>
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</div>
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<!-- Footer -->
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<footer class="bg-blue-950 text-gray-400 py-4 text-center text-sm mt-12">
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<p>© 2023 Aplicativo de Matriz de Confusão | Desenvolvido para análise de modelos de classificação</p>
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</footer>
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<script>
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document.getElementById('analyzeBtn').addEventListener('click', function () {
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// Get values
|
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const tp = parseFloat(document.getElementById('confusion_matrix_tp').value) || 0;
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const fp = parseFloat(document.getElementById('confusion_matrix_fp').value) || 0;
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const tn = parseFloat(document.getElementById('confusion_matrix_tn').value) || 0;
|
| 234 |
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const fn = parseFloat(document.getElementById('confusion_matrix_fn').value) || 0;
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// Update matrix
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document.getElementById('cell_tp').textContent = tp;
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document.getElementById('cell_fp').textContent = fp;
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document.getElementById('cell_tn').textContent = tn;
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document.getElementById('cell_fn').textContent = fn;
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| 241 |
+
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// Show matrix and metrics
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document.getElementById('matrixContainer').classList.remove('hidden');
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| 244 |
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document.getElementById('metricsContainer').classList.remove('hidden');
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// Calculate metrics
|
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const accuracy = (tp + tn) / (tp + fp + tn + fn);
|
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const precision = tp / (tp + fp) || 0;
|
| 249 |
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const recall = tp / (tp + fn) || 0; // also known as sensitivity
|
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const specificity = tn / (tn + fp) || 0;
|
| 251 |
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|
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// Display metrics
|
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document.getElementById('accuracy').textContent = accuracy.toFixed(3);
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document.getElementById('precision').textContent = precision.toFixed(3);
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document.getElementById('recall').textContent = recall.toFixed(3);
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document.getElementById('specificity').textContent = specificity.toFixed(3);
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});
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</script>
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<p style="border-radius: 8px; text-align: center; font-size: 12px; color: #fff; margin-top: 16px;position: fixed; left: 8px; bottom: 8px; z-index: 10; background: rgba(0, 0, 0, 0.8); padding: 4px 8px;">Made with <img src="https://enzostvs-qwensite.hf.space/logo.svg" alt="qwensite Logo" style="width: 16px; height: 16px; vertical-align: middle;display:inline-block;margin-right:3px;filter:brightness(0) invert(1);"><a href="https://enzostvs-qwensite.hf.space" style="color: #fff;text-decoration: underline;" target="_blank" >QwenSite</a> - 🧬 <a href="https://enzostvs-qwensite.hf.space?remix=alexandremoraisdarosa/matriz-confusao" style="color: #fff;text-decoration: underline;" target="_blank" >Remix</a></p></body>
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</html>
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prompts.txt
ADDED
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Em português. Use as cores branca, preta e azul escuro. Crie um Aplicativo de Matriz de Confusão. Gere instruções de uso. Considere parte do código: <!-- center --> <div id="center"> <h1 id="title">Confusion Matrix</h1> <div id="breadcrumps"><ol itemscope itemtype="http://schema.org/BreadcrumbList"><li itemprop="itemListElement" itemscope itemtype="http://schema.org/ListItem"><a itemprop="item" href="https://www.dcode.fr/tools-list#data_processing"><span itemprop="name">Data Processing</span></a><meta itemprop="position" content="1" /></li><li itemprop="itemListElement" itemscope itemtype="http://schema.org/ListItem"><a itemprop="item" href="https://www.dcode.fr/confusion-matrix"><span itemprop="name">Confusion Matrix</span></a><meta itemprop="position" content="2" /></li></ol></div> <!-- advert --> <div id='div-gpt-ad-1407836191040-0' style='min-width:320px;min-height:100px'></div> <!-- !advert --> <div id="forms"> <h2 class="h2_form" id="f0">Confusion Matrix</h2> <form id="confusion_matrix" method="post"> <p class="info">True Positive (TP) : item declared TRUE, and in reality TRUE</p> <label for="confusion_matrix_tp">Number of True Positive (TP)</label> <input type="text" id="confusion_matrix_tp" name="tp" value="70" size="8" spellcheck="false" class="" /><br/> <p class="info">False Positive (FP) or Type I error: item declared TRUE but in reality FALSE</p> <label for="confusion_matrix_fp">Number of False Positive (FP)</label> <input type="text" id="confusion_matrix_fp" name="fp" value="5" size="8" spellcheck="false" class="" /><br/> <p class="info">True Negative (TN): item declared FALSE, and in reality FALSE</p> <label for="confusion_matrix_tn">Number of True Negative (TN)</label> <input type="text" id="confusion_matrix_tn" name="tn" value="15" size="8" spellcheck="false" class="" /><br/> <p class="info">False Negative (FN) or Type II error: item declared FALSE but in reality TRUE</p> <label for="confusion_matrix_fn">Number of False Negative (FN)</label> <input type="text" id="confusion_matrix_fn" name="fn" value="10" size="8" spellcheck="false" class="" /><br/> <button data-post="tp,fp,tn,fn" post="tp,fp,tn,fn">Analyze</button> <div class="cf "><span>See also:</span> <a href="/precision-recall">Precision and Recall</a> — <a href="/sensibility-specificity">Sensitivity and Specificity</a></div> </form> </div> <!-- advert --> <div id='div-gpt-ad-1407836210596-0' style='min-width:336px;min-height:280px'></div>
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