{ "cells": [ { "cell_type": "markdown", "id": "43a81660", "metadata": {}, "source": [ "# πŸ“Š EDA β€” AnΓ‘lisis Exploratorio de Datos\n", "## YouTube Hate Speech Detection\n", "\n", "**Objetivo:** Entender el dataset antes de modelar. Cada secciΓ³n termina con una conclusiΓ³n documentada.\n", "\n", "**Dataset:** YouTube Comments β€” 1000 filas Γ— 15 columnas \n", "**Target principal:** `IsToxic` (binario) \n", "**Sublabels:** IsAbusive, IsProvocative, IsHatespeech, IsRacist, IsObscene\n", "\n", "---\n", "> **Regla de oro:** No se toca el preprocesamiento aquΓ­. Solo se analiza y se documentan conclusiones.\n" ] }, { "cell_type": "markdown", "id": "2c4ccebd", "metadata": {}, "source": [ "## 0. Imports y configuraciΓ³n" ] }, { "cell_type": "code", "execution_count": 1, "id": "0369d363", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "βœ… Imports correctos\n" ] } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.patches as mpatches\n", "import seaborn as sns\n", "from wordcloud import WordCloud\n", "import re\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "# Estilo global\n", "plt.rcParams['figure.figsize'] = (10, 5)\n", "plt.rcParams['font.size'] = 12\n", "plt.rcParams['axes.spines.top'] = False\n", "plt.rcParams['axes.spines.right'] = False\n", "sns.set_palette('husl')\n", "\n", "print(\"βœ… Imports correctos\")\n" ] }, { "cell_type": "markdown", "id": "37f3ee45", "metadata": {}, "source": [ "## 1. Carga del dataset\n", "\n", "Cargamos el CSV y hacemos una primera inspecciΓ³n estructural.\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "5deac31b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "πŸ“ Shape: (1000, 15)\n", "πŸ“‹ Columnas: ['CommentId', 'VideoId', 'Text', 'IsToxic', 'IsAbusive', 'IsThreat', 'IsProvocative', 'IsObscene', 'IsHatespeech', 'IsRacist', 'IsNationalist', 'IsSexist', 'IsHomophobic', 'IsReligiousHate', 'IsRadicalism']\n", "\n" ] }, { "data": { "text/html": [ "
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CommentIdVideoIdTextIsToxicIsAbusiveIsThreatIsProvocativeIsObsceneIsHatespeechIsRacistIsNationalistIsSexistIsHomophobicIsReligiousHateIsRadicalism
0Ugg2KwwX0V8-aXgCoAEC04kJtp6pVXIIf only people would just take a step back and...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
1Ugg2s5AzSPioEXgCoAEC04kJtp6pVXILaw enforcement is not trained to shoot to app...TrueTrueFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
2Ugg3dWTOxryFfHgCoAEC04kJtp6pVXI\\nDont you reckon them 'black lives matter' ba...TrueTrueFalseFalseTrueFalseFalseFalseFalseFalseFalseFalse
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" ], "text/plain": [ " CommentId VideoId \\\n", "0 Ugg2KwwX0V8-aXgCoAEC 04kJtp6pVXI \n", "1 Ugg2s5AzSPioEXgCoAEC 04kJtp6pVXI \n", "2 Ugg3dWTOxryFfHgCoAEC 04kJtp6pVXI \n", "\n", " Text IsToxic IsAbusive \\\n", "0 If only people would just take a step back and... False False \n", "1 Law enforcement is not trained to shoot to app... True True \n", "2 \\nDont you reckon them 'black lives matter' ba... True True \n", "\n", " IsThreat IsProvocative IsObscene IsHatespeech IsRacist IsNationalist \\\n", "0 False False False False False False \n", "1 False False False False False False \n", "2 False False True False False False \n", "\n", " IsSexist IsHomophobic IsReligiousHate IsRadicalism \n", "0 False False False False \n", "1 False False False False \n", "2 False False False False " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ── Ajusta esta ruta si tu CSV tiene otro nombre ──\n", "DATA_PATH = \"../data/raw/youtoxic_english_1000.csv\"\n", "\n", "df = pd.read_csv(DATA_PATH)\n", "\n", "print(f\"πŸ“ Shape: {df.shape}\")\n", "print(f\"πŸ“‹ Columnas: {df.columns.tolist()}\")\n", "print()\n", "df.head(3)\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "1833e624", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CommentId object\n", "VideoId object\n", "Text object\n", "IsToxic bool\n", "IsAbusive bool\n", "IsThreat bool\n", "IsProvocative bool\n", "IsObscene bool\n", "IsHatespeech bool\n", "IsRacist bool\n", "IsNationalist bool\n", "IsSexist bool\n", "IsHomophobic bool\n", "IsReligiousHate bool\n", "IsRadicalism bool\n", "dtype: object" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Tipos de datos\n", "df.dtypes\n" ] }, { "cell_type": "markdown", "id": "b980d5ad", "metadata": {}, "source": [ "## 2. Calidad del dataset\n", "\n", "Antes de analizar el contenido, verificamos que los datos estΓ‘n limpios a nivel estructural.\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "00905a5e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== NULOS ===\n", "CommentId 0\n", "VideoId 0\n", "Text 0\n", "IsToxic 0\n", "IsAbusive 0\n", "IsThreat 0\n", "IsProvocative 0\n", "IsObscene 0\n", "IsHatespeech 0\n", "IsRacist 0\n", "IsNationalist 0\n", "IsSexist 0\n", "IsHomophobic 0\n", "IsReligiousHate 0\n", "IsRadicalism 0\n", "dtype: int64\n", "\n", "=== DUPLICADOS ===\n", "Filas duplicadas: 0\n", "\n", "=== ENCODING / CARACTERES RAROS ===\n", "Comentarios con caracteres no-ASCII: 203\n", "\n", "Ejemplos:\n", "\"If only people would just take a step back and not make this case about them, because it wasn't about anyone except the \"\n", "'Law enforcement is not trained to shoot to apprehend. \\xa0They are trained to shoot to kill. \\xa0And I thank Wilson for killin'\n", "\"\\nDont you reckon them 'black lives matter' banners being held by white cunts is \\xa0kinda patronizing and ironically racist\"\n" ] } ], "source": [ "# ── CALIDAD β€” versiΓ³n rΓ‘pida ──────────────────────────────────────────────\n", "print(\"=== NULOS ===\")\n", "print(df.isnull().sum())\n", "print()\n", "\n", "print(f\"=== DUPLICADOS ===\")\n", "print(f\"Filas duplicadas: {df.duplicated().sum()}\")\n", "print()\n", "\n", "# str.isascii() es nativo Python β€” 100x mΓ‘s rΓ‘pido que regex en pandas\n", "print(\"=== ENCODING / CARACTERES RAROS ===\")\n", "mask_weird = ~df['Text'].astype(str).map(str.isascii)\n", "print(f\"Comentarios con caracteres no-ASCII: {mask_weird.sum()}\")\n", "\n", "if mask_weird.sum() > 0:\n", " print(\"\\nEjemplos:\")\n", " for t in df.loc[mask_weird, 'Text'].head(3):\n", " print(repr(t[:120]))\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "abe77b3f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "CONCLUSIΓ“N 2 β€” Calidad:\n", "- Nulos: 0 (acciΓ³n necesaria: Ninguna)\n", "- Duplicados: 0 (acciΓ³n: Ninguna)\n", "- Caracteres raros: 203 (acciΓ³n: limpiar con regex en preprocesamiento)\n", "\n" ] } ], "source": [ "# ── CONCLUSIΓ“N CALIDAD ──────────────────────────────────────────────────────\n", "print(\"\"\"\n", "CONCLUSIΓ“N 2 β€” Calidad:\n", "- Nulos: 0 (acciΓ³n necesaria: Ninguna)\n", "- Duplicados: 0 (acciΓ³n: Ninguna)\n", "- Caracteres raros: 203 (acciΓ³n: limpiar con regex en preprocesamiento)\n", "\"\"\")\n" ] }, { "cell_type": "markdown", "id": "53a7e683", "metadata": {}, "source": [ "## 3. DistribuciΓ³n del target\n", "\n", "Analizamos quΓ© tan balanceado estΓ‘ el dataset. Esto determina si necesitamos tΓ©cnicas de balanceo (SMOTE, class_weight) y quΓ© mΓ©tricas usar.\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "76f135bb", "metadata": {}, "outputs": [ { "data": { "image/png": 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8KCiIJBIJXblyhYiI6urqyN3dnWxtbamyspIuXLhAmpqaNHfuXNHzoqKi6P4/8YKCAlJTU6Pp06dTQ0ODqKxCoSAiouLiYtLU1CSZTCbEiIgSExMJAKWkpLTYN8ZY1wgLCxP9e+bxgjGmdPbsWQJA8fHxQqympoYcHR1p+PDh3diyzlVcXKwSy83NJQ0NDfL19RViMpmMevfuTZWVlUJs165dBIC+/PLLR9LWzpKVlUUAKDU1VeWxV199lbS1tel///ufEMvMzCQAtH37diF2/fp10tDQoLCwMCGmUCjIy8uLrKysqL6+vkv70BHN9bu6ulp0XpVWrFhBAOjgwYNC7Enqd319Pfn6+pK6ujodPXq02XJP2zlvS7+f1nN+69YtlVhdXR0NGTKEtLW1qaqqioievnNO1La+P43nna9qx5q1du1afPjhh8jPz4eLi4sQd3NzQ0hICJKSklBRUQFvb29899132L17N6ZNm9bsFe2UPDw8AACvv/46fHx80KNHDwQHB2Pq1KkYN24c1q5di6KiIri5ueH48eP4/PPPER4eDgcHBwBATEwMcnNz8dVXX0FfXx+urq6IjIzEunXrEBAQgMmTJzd5XEdHR6xduxYbNmyAl5cX/P39IZVKkZWVBUtLS8TFxcHMzAwRERGQy+WQyWTw9fVFfn4+EhMT4enpqXIlPsZY9+DxgjGmNHz4cMyYMQMREREoLi6Go6Mjdu/ejaKiIiQnJ3d38zpNUFAQtLW1MXLkSJibmyMvLw9JSUnQ0dER5eWMjY3FyJEj4e3tjUWLFuHGjRvYsmULJk6cCJlM1o09aLuEhARUVFQIV2P697//jRs3bgAAli5dCkNDQ6xZswaffvopxo0bhzfeeAN3795FfHw8Bg0aJLqiaJ8+fRAeHo74+Hjcu3cPnp6eOHToEL755ht89NFHrebSeZRa63d5eTnc3d0xc+ZMODk5AWjcSv7FF19AJpPBz89PqOtJ6vebb76Jw4cPY+rUqSgrK0NaWproceX76dN2ztvS75s3bz6V5/yVV15BZWUlxowZAysrK9y8eRMfffQRLl++jC1btkBPTw/A03fOgbb1vaio6Ok7790988W6X3MrnoiIQkJCCIBoxRMR0b1790gul5OdnR1paGiQtbU1RUREUE1NTavHq6+vp6VLl5KZmRlJJBLRKoOqqir629/+RpaWlqShoUF9+/al+Ph4YTXB999/T+rq6rR06VKVOj09PcnS0lJYSfXgCgallJQUcnd3J6lUSsbGxuTt7U0ZGRmiMgkJCeTk5EQaGhpkYWFBr732msoKLcbYo/PgiiciHi8YY3+prq6m5cuXU69evUgqlZKnpyelp6d3d7M61datW2nYsGFkYmJC6urq1Lt3b5ozZw4VFBSolP3mm29o5MiRpKWlRWZmZhQWFtbkr+ePKxsbGwLQ5K2wsFAo9+OPP9LEiRNJR0eHjIyMaPbs2XTz5k2V+hoaGmjjxo1kY2NDmpqa5OLiQmlpaY+wR23TWr/Ly8tpzpw55OjoSDo6OiSVSsnFxYU2btxIdXV1KvU9Kf329vZutt8Pvjc/Tee8Lf1+Ws/5xx9/TOPHjycLCwtSV1cnY2NjGj9+PH3++ecqZZ+mc07Utr4/jeddQtRC2nTGGGOMMcYYY4wxxjqIk4szxhhjjDHGGGOMsS7BE0+MMcYYY4wxxhhjrEvwxBNjjDHGGGOMMcYY6xI88cQYY4wxxhhjjDHGugRPPDHGGGOMMcYYY4yxLsETT4wxxhhjjDHGGGOsS/DEE+uwzZs3w8nJCQqFolPrtbW1RWhoaKfWqZSeng49PT3cvn27S+pnjHWNrhpvOkNwcDACAwO7uxmMMcYYY4w9lnjiiXVIZWUl3n77baxatQpqao1/RhKJpMlbr169urm1f5HJZHB0dERcXFx3N4Ux1kb3jzfz5s1rdqy5/9ZVk9dNWbVqFQ4cOIALFy48smMyxhhjjDH2pFDv7gawJ1NKSgrq6+sxc+ZMUXzChAl4+eWXRTFtbe1H2bRWvfLKK1i+fDnkcjn09fW7uzmMsVbcP944OTlh/PjxwmOFhYWIjIzEokWL4OXlJcQdHBweWfvc3d0xdOhQbNmyBf/6178e2XEZY4wxxhh7EkiIiLq7EezJ4+bmBldXV3z44YdCTCKRICwsDAkJCQ9Vt62tLcaOHYsPPvjgIVvZtOLiYlhaWiIpKQnz5s3rkmMwxjpPU+ONUnZ2Njw9PZGamtriKqc//vgDurq6XdbGLVu2ICoqCjdv3oSenl6XHYcxxhh7WhQVFcHOzq7V9/CngUQiQVRUFKKjo1st29XfhRjrDrzVjrVbYWEhLl68KFp10BbvvPMORo4ciZ49e0JbWxseHh7Yv39/q8+7d+8e5HI5+vbtCy0tLfTs2ROjR49GRkaGqNzly5cREBAAExMTaGlpYejQoTh8+LBKfebm5nB1dcXnn3/ervYzxh69jow3H3zwASQSCb7++mssXrwY5ubm6NOnDwAgNDQUtra2Ks+Jjo6GRCJRiaelpcHDwwPa2towMTFBcHAwrurU6NwAABWnSURBVF+/rlJuwoQJ+OOPP1TGJcYYY91D+V6gpaWFX3/9VeXxsWPHYuDAgaLYvn374OnpidGjR2PcuHHIzc19RK19fO3ZswfvvfdedzfjqXP69GlER0ejoqKiu5vC2CPBW+1Yu50+fRoAMGTIEJXHampqUFJSIorp6+tDKpVi69at8PX1xezZs1FXV4dPPvkEM2bMwJEjRzBlypRmjxcdHY24uDgsWLAAw4YNQ2VlJbKzs5GTk4MJEyYAAC5duoRRo0bBysoKq1evhq6uLvbt24dp06bhwIEDmD59uqhODw8PHDp06CFfCcZYV2tpvGnN4sWLYWZmhsjISPzxxx/tfn5sbCzeeustBAYGYsGCBbh9+za2bduGMWPG4Pz58zAyMhLKOjs7Q1tbG99++63KeMMYY6z71NbWYtOmTdi2bVuL5c6ePYv58+cjJycHffv2xf79+yGTyfDzzz/DwMDgEbX28bNnzx78+OOPCA8P7/S6bWxsUF1dDQ0NjU6v+3FTXV0NdfW/vnqfPn0acrkcoaGhos8TAJCfny/k0GXsacETT6zdLl++DACws7NTeSw5ORnJycmimHL57M8//yzK97RkyRIMGTIEf//731uceDp69CgmT56MpKSkZsu88cYbeOaZZ5CVlQWpVAqg8Uvn6NGjsWrVKpUvgvb29igpKUFxcTHMzc1b7zRjrFu0NN60xsTEBF999RV69OjR7udeu3YNUVFRiImJwZo1a4S4v78/3N3dkZiYKIqrq6vD2toaeXl57T4WY4yxrjN48GDs3LkTERERsLS0bLZcSkoK/Pz80LdvXwBAQEAAli1bhqNHj6rkNGUPp76+HgqFApqamtDS0uru5jwS7emn8rsMY08Tnkpl7VZaWgp1dfUm85j4+fkhIyNDdPPx8QEgTjJeXl6OO3fuwMvLCzk5OS0ez8jICJcuXUJBQUGTj5eVleHEiRMIDAxEVVUVSkpKUFJSgtLSUvj4+KCgoEBlibWxsTEAqKzOYow9Xloab1qzcOHCDk06AcDBgwehUCgQGBgojCklJSXo1asX+vbti5MnT6o8x9jYmMcUxhh7zKxZswYNDQ3YtGlTi+Vu3LgBa2trUczKyqrJ7dUPSktLw7Bhw6CjowNjY2OMGTMGx48fF5VJTEyEi4sLpFIpLC0tERYWprLNSrn97+LFi/D29oaOjg4cHR2F1BRff/01hg8fDm1tbfTv3x+ZmZkqbfn1118xb948WFhYQCqVwsXFBSkpKaIy//nPfyCRSLBv3z7ExsaiT58+0NLSwvPPP48rV66I2nP06FFcu3ZNuGqscrt6XV0dIiMj4eHhAUNDQ+jq6sLLy0vl/bGoqAgSiQTvvPMO3nvvPTg4OEAqlSIvL0947MFcRidOnICXlxd0dXVhZGQEPz8//PTTT6IyVVVVCA8Ph62tLaRSKczNzTFhwoRWv1cot9ZfvnwZgYGBMDAwQM+ePfHGG2+gpqZGVLa+vh4bNmwQ2mxra4s1a9agtrZWVC47Oxs+Pj4wNTWFtrY27OzsVPLISiQSIb9TdHQ0VqxYAaDxhzXla1tUVASgMceTMudVdnY2JBIJdu/erdKXY8eOQSKR4MiRI0Ls/PnzmDRpEgwMDKCnp4fnn38eZ8+eFT2vrWlMGOtMvOKJdao+ffo0m4vlyJEjiImJQW5urmjAbiqvyv3Wr18PPz8/9OvXDwMHDoRMJsNLL70EV1dXAMCVK1dARHjrrbfw1ltvNVlHcXExrKyshPvKnPqtHZsx9uTqyCoppYKCAhCR8Mv3g5raFkBEPKYwxthjxs7ODi+//DJ27tyJ1atXN7vqycrKCr/99pso9ttvvwk5Apsjl8sRHR2NkSNHYv369dDU1MS5c+dw4sQJTJw4EUDjRINcLsf48ePx2muvIT8/H9u3b0dWVha+/fZb0XtKeXk5XnjhBQQHB2PGjBnYvn07goOD8dFHHyE8PByvvvoqZs2ahfj4eAQEBOD69evCVZpv3bqFESNGQCKRYMmSJTAzM8OXX36J+fPno7KyUmW73KZNm6Cmpobly5fjzp072Lx5M2bPno1z584BANauXYs7d+7gxo0bePfddwFA+CGosrISu3btwsyZM7Fw4UJUVVUhOTkZPj4++O677zB48GDRsVJTU1FTU4NFixZBKpXCxMQECoVC5fXMzMzEpEmTYG9vj+joaFRXV2Pbtm0YNWoUcnJyhImvV199Ffv378eSJUvg7OyM0tJSnDp1Cj/99FObtucHBgbC1tYWcXFxOHv2LP7xj3+gvLxcdHXaBQsWYPfu3QgICMCbb76Jc+fOIS4uDj/99BM+++wzAI3fMSZOnAgzMzOsXr0aRkZGKCoqwsGDB5s9tr+/P37++Wd8/PHHePfdd2FqagoAMDMzUyk7dOhQ2NvbY9++fQgJCRE9tnfvXhgbGws/8l+6dAleXl4wMDDAypUroaGhgR07dmDs2LHCpCXQtjQmjHU6Yqyd1q1bRwCosrJSFAdAYWFhTT7nv//9L0kkEvL29qbk5GT64osvKCMjg2bNmkUP/hna2NhQSEiIKFZaWkopKSkUHBxMRkZG1KNHD9q5cycREZ05c4YA0PLlyykjI6PJ24NtjY2NJQBUXFz8kK8GY6wrNTfeKGVlZREASk1NFWKpqakEgLKyslTKh4aGko2NTbPHUXrllVdIIpFQenp6k2PKmTNnVOro27cvTZ48uf2dZIwx1unufy+4evUqqaur0+uvvy487u3tTS4uLsL9U6dOkb6+Pl29epWIiPbt20dmZmZUUVHR7DEKCgpITU2Npk+fTg0NDaLHFAoFEREVFxeTpqYmTZw4UVQmISGBAFBKSoqoTQBoz549Quzy5csEgNTU1Ojs2bNC/NixYyrvf/Pnz6fevXtTSUmJqC3BwcFkaGhIf/75JxERnTx5kgDQgAEDqLa2Vii3detWAkA//PCDEJsyZUqT75v19fWi5xIRlZeXk4WFBc2bN0+IFRYWEgAyMDBQ+dytfOz+PgwePJjMzc2ptLRUiF24cIHU1NTo5ZdfFmKGhobNfu9oSVRUFAEgX19fUXzx4sUEgC5cuEBERLm5uQSAFixYICq3fPlyAkAnTpwgIqLPPvus2c8c9wNAUVFRwv34+HgCQIWFhSplH/wuFBERQRoaGlRWVibEamtrycjISPRaT5s2jTQ1NYW/YSKi3377jfT19WnMmDFCzM3NjaZMmdJiexnrbLzVjrWbk5MTgMarTbXVgQMHoKWlhWPHjmHevHmYNGlSu65SZWJigrlz5+Ljjz/G9evX4erqKixXtbe3B9C4AmH8+PFN3pS/BCkVFhbC1NS0yV8WGGOPj46MNy0xNjZu8goy165dE913cHAAEcHOzq7JMWXEiBGi8vX19bh+/ToGDBjQKe1kjDHWeezt7fHSSy8hKSkJv//+e5NlRo0ahR07diAoKAijR49GQkIC0tPTYWho2Gy9hw4dgkKhQGRkpEoyaOUK2MzMTNTV1SE8PFxUZuHChTAwMMDRo0dFz9PT00NwcLBwv3///jAyMsKAAQOEFSsAhP//5ZdfADSuuj1w4ACmTp0KIhJtE/fx8cGdO3dUtqHNnTsXmpqawn0vLy9RnS3p0aOH8FyFQoGysjLU19dj6NChTW53e/HFF1v93P37778jNzcXoaGhMDExEeKurq6YMGECvvjiCyFmZGSEc+fOqaxSa6uwsDDR/aVLlwKAcAzlf5ctWyYq9+abbwKAcN6UicGPHDmCe/fudagtrQkKCsK9e/dEq6iOHz+OiooKBAUFAQAaGhpw/PhxTJs2TfhuBAC9e/fGrFmzcOrUKVRWVgptbimNCWNdgSeeWLs9++yzABr3HLdVjx49IJFI0NDQIMSKioradGW50tJS0X09PT04OjoK2/XMzc0xduxY7Nixo8kPE7dv31aJff/990I/GGOPr46MNy1xcHDAnTt3cPHiRSH2+++/C0vmlfz9/dGjRw/I5XJha64SEamMS3l5eaipqcHIkSM7pZ2MMcY617p161BfX99irqeZM2ciKysLp06dwtdff93qlq2rV69CTU0Nzs7OzZZR/rDRv39/UVxTUxP29vYqP3z06dNHZdu2oaGhSv4p5YRYeXk5gMbPuxUVFUhKSoKZmZnoNnfuXACN28Lu98wzz4juK3OgKutsze7du+Hq6irkCTIzM8PRo0dx584dlbJt2f7e3GsFAAMGDEBJSYlwldrNmzfjxx9/hLW1NYYNG4bo6Og2TZgpPbiV3sHBAWpqakKepWvXrkFNTQ2Ojo6icr169YKRkZHQVm9vb7z44ouQy+UwNTWFn58fUlNTVfJAPQw3Nzc4OTlh7969Qmzv3r0wNTXFc889B6Dx/P/555/NvnYKhULIV7Z+/XpUVFSgX79+GDRoEFasWCH6XMRYV+CJJ9Zu9vb2GDhwYJMJDZszZcoU/Pnnn5DJZHj//fexfv16DB8+XGUwb4qzszOCgoKwefNm7Nq1S9jTff8VRv75z3+CiDBo0CBERERg586diImJwZQpU1RWVhUXF+PixYvw8/Nre6cZY92iI+NNS4KDg6Grq4vp06dj69atiIuLw/Dhw9GvXz9ROQcHB8TExGDPnj0YPXo04uPj8f7772PVqlXo378/UlNTReUzMjKgo6PDuREYY+wxZW9vjzlz5jS76ik9PR1jx45VueXm5j7SdjZ3UYzm4sofR5T5kubMmaNyoR/lbdSoUe2qsyVpaWkIDQ2Fg4MDkpOTkZ6ejoyMDDz33HNN5m66/yJDnSEwMBC//PILtm3bBktLS8THx8PFxQVffvllh+prLkdja7kbJRIJ9u/fjzNnzmDJkiVCcncPDw/cvXu3Q21pSlBQEE6ePImSkhLU1tbi8OHDePHFF6Gu3v6UzWPGjMHVq1eRkpKCgQMHYteuXRgyZAh27drVae1l7EGcXJx1yLx58xAZGYnq6uo2vZE899xzSE5OxqZNmxAeHg47Ozu8/fbbKCoqanWG/fXXX8fhw4dx/Phx1NbWwsbGBjExMcLVIIDGyans7GzI5XJ88MEHKC0thbm5Odzd3REZGSmq7+DBg5BKpQgMDOxY5xljj1R7x5uW9OzZE5999hmWLVuGlStXws7ODnFxcSgoKFDZGrB69Wr069cP7777LuRyOQDA2toaEydOhK+vr6jsp59+Cn9/f5VtvYwxxh4f69atQ1paGt5++22Vx2QyGWQyWbvqc3BwgEKhQF5enkoybSUbGxsAQH5+vmgLVF1dHQoLC9uVeqIlZmZm0NfXR0NDQ6fVCTQ/8bJ//37Y29vj4MGDojJRUVEdPtb9r9WDLl++DFNTU+jq6gqx3r17Y/HixVi8eDGKi4sxZMgQxMbGYtKkSa0eq6CgQLQK68qVK1AoFELychsbGygUChQUFIi20d+6dQsVFRVCW5VGjBiBESNGIDY2Fnv27MHs2bPxySefYMGCBU0ev70XIwkKCoJcLseBAwdgYWGByspK0ZZMMzMz6OjoNPvaqampiVbNKdOYzJ07F3fv3sWYMWMQHR3dbHsZe2jdl16KPckqKirIxMSEdu3a1d1NabfBgwdTeHh4dzeDMdZGj/t4c/78eZJIJHT+/PnubgpjjLH/p7kLTYSGhpKWlhb1799flFy8I9qTXFwmkwkxIqLExMQmk4s31SYbG5smk0HjgQv7hIaGkqampig5uNL9ib2VycU//fRTUZmmkn0HBQWRkZGRSn3+/v5kb28v6vfZs2dJIpGIkpEr64yPj1epo7nk4hYWFlReXi7EfvjhB1Fy8fr6+iaTvnt6etLQoUNV4vdrLbl4bm4uEf2VXHzRokWicitXrhQlFy8rKxOdVyKiS5cuEQBKSEgQYnggufj27dsJQJOfHZq60BIR0aBBg2jcuHEUHBxMvXv3VvmbmzZtGkmlUlHC8ps3b5KBgYEoufiDyeeJiGbMmEGmpqYqccY6C694Yh1iaGiIlStXIj4+HnPnzlVJqPi4Sk9PR0FBAY4dO9bdTWGMtdHjPt5s2rQJAQEBzf7azRhj7PGxdu1afPjhh8jPz4eLi8tD1eXo6Ii1a9diw4YN8PLygr+/P6RSKbKysmBpaYm4uDiYmZkhIiICcrkcMpkMvr6+yM/PR2JiIjw9PTFnzpxO6lnj+9HJkycxfPhwLFy4EM7OzigrK0NOTg4yMzNRVlbW7jo9PDywd+9eLFu2DJ6entDT08PUqVPxwgsv4ODBg5g+fTqmTJmCwsJCvP/++3B2dn6oLWbx8fGYNGkSnn32WcyfPx/V1dXYtm0bDA0NhQsLVVVVoU+fPggICICbmxv09PSQmZmJrKwsbNmypU3HKSwshK+vL2QyGc6cOYO0tDTMmjULbm5uABrzKoWEhCApKQkVFRXw9vbGd999h927d2PatGkYN24cgMY8V4mJiZg+fTocHBxQVVWFnTt3wsDAAJMnT27xdQUa/x6Dg4OhoaGBqVOnilZ0PSgoKAiRkZHQ0tLC/PnzVT4PxcTEICMjA6NHj8bixYuhrq6OHTt2oLa2Fps3bxbKOTs7Y+zYsfDw8ICJiQmys7Oxf/9+LFmypE2vHWMd0t0zX4wxxhhjjDHWmZpb8UREFBISQgAeesWTUkpKCrm7u5NUKiVjY2Py9vamjIwMUZmEhARycnIiDQ0NsrCwoNdee020qofo4Vc8ERHdunWLwsLCyNramjQ0NKhXr170/PPPU1JSklCmPSue7t69S7NmzSIjIyMCIKxmUigUtHHjRrKxsSGpVEru7u505MgRCgkJeagVT0REmZmZNGrUKNLW1iYDAwOaOnUq5eXlCY/X1tbSihUryM3NjfT19UlXV5fc3NwoMTFR5RgPUq54ysvLo4CAANLX1ydjY2NasmQJVVdXi8reu3eP5HI52dnZkYaGBllbW1NERATV1NQIZXJycmjmzJn0zDPPkFQqJXNzc3rhhRcoOztbVBceWPFERLRhwwaysrIiNTU1AiCsVGpuxVNBQQEBIAB06tSpJvuXk5NDPj4+pKenRzo6OjRu3Dg6ffq0qExMTAwNGzaMjIyMSFtbm5ycnCg2Npbq6upaff0Y6ygJURuyxzHGGGOMMcYYY0+w6OhoyOVy3L59G6ampt3dHMb+v/F47VdgjDHGGGOMMcYYY08NnnhijDHGGGOMMcYYY12CJ54YY4wxxhhjjDHGWJfgHE+MMcYYY4wxxhhjrEvwiifGGGOMMcYYY4wx1iV44okxxhhjjDHGGGOMdQmeeGKMMcYYY4wxxhhjXYInnhhjjDHGGGOMMcZYl+CJJ8YYY4wxxhhjjDHWJXjiiTHGGGOMMcYYY4x1CZ54YowxxhhjjDHGGGNdgieeGGOMMcYYY4wxxliX4IknxhhjjDHGGGOMMdYl/g9RG6Ky1D/vaQAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "βœ… Guardado en reports/01_distribucion_target.png\n" ] } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(12, 9))\n", "\n", "# IsToxic\n", "counts = df['IsToxic'].value_counts()\n", "colors = ['#5DCAA5', '#E8593C']\n", "axes[0].bar(['No tΓ³xico\\n(False)', 'TΓ³xico\\n(True)'], counts.values, color=colors, width=0.5)\n", "axes[0].set_title('DistribuciΓ³n IsToxic (target principal)', fontweight='bold')\n", "axes[0].set_ylabel('NΒΊ comentarios')\n", "for i, v in enumerate(counts.values):\n", " axes[0].text(i, v + 5, f'{v}\\n({v/len(df)*100:.1f}%)', ha='center', fontweight='bold')\n", "\n", "# Sublabels\n", "sublabels = ['IsAbusive','IsProvocative','IsHatespeech','IsRacist','IsObscene',\n", " 'IsThreat','IsReligiousHate','IsNationalist','IsSexist','IsHomophobic','IsRadicalism']\n", "sub_counts = df[sublabels].sum().sort_values(ascending=True)\n", "colors_sub = ['#E8593C' if v > 0 else '#B4B2A9' for v in sub_counts.values]\n", "axes[1].barh(sub_counts.index, sub_counts.values, color=colors_sub)\n", "axes[1].set_title('Conteo por sublabel', fontweight='bold')\n", "axes[1].set_xlabel('NΒΊ comentarios positivos')\n", "for i, v in enumerate(sub_counts.values):\n", " axes[1].text(v + 2, i, str(v), va='center')\n", "\n", "plt.tight_layout()\n", "plt.savefig('../reports/v2/01_distribucion_target.png', dpi=150, bbox_inches='tight')\n", "plt.show()\n", "print(\"βœ… Guardado en reports/01_distribucion_target.png\")\n" ] }, { "cell_type": "code", "execution_count": 7, "id": "ba62acaa", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "CONCLUSIΓ“N 3 β€” DistribuciΓ³n del target:\n", "- IsToxic True: 46.2% β†’ dataset BALANCEADO\n", "- Sublabels viables (>10 positivos): IsAbusive, IsProvocative, IsHatespeech, IsRacist, IsObscene\n", "- Sublabels inutilizables (<2 positivos): IsHomophobic=0, IsRadicalism=0, IsSexist=1\n", "\n", "DECISIΓ“N: Usar class_weight='balanced' en modelos por precauciΓ³n.\n", "DECISIΓ“N: Sublabels con <10 positivos se excluyen del multilabel.\n", "\n" ] } ], "source": [ "# ── CONCLUSIΓ“N DISTRIBUCIΓ“N ─────────────────────────────────────────────────\n", "toxic_pct = df['IsToxic'].mean() * 100\n", "print(f\"\"\"\n", "CONCLUSIΓ“N 3 β€” DistribuciΓ³n del target:\n", "- IsToxic True: {toxic_pct:.1f}% β†’ dataset {\"BALANCEADO\" if 40 < toxic_pct < 60 else \"DESBALANCEADO\"}\n", "- Sublabels viables (>10 positivos): IsAbusive, IsProvocative, IsHatespeech, IsRacist, IsObscene\n", "- Sublabels inutilizables (<2 positivos): IsHomophobic=0, IsRadicalism=0, IsSexist=1\n", "\n", "DECISIΓ“N: Usar class_weight='balanced' en modelos por precauciΓ³n.\n", "DECISIΓ“N: Sublabels con <10 positivos se excluyen del multilabel.\n", "\"\"\")\n" ] }, { "cell_type": "markdown", "id": "8b2e6e82", "metadata": {}, "source": [ "## 4. AnΓ‘lisis de longitud de texto\n", "\n", "La distribuciΓ³n de longitudes nos dice si necesitamos truncar, si hay outliers extremos y si toxic/no-toxic tienen patrones distintos.\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "cf161a2f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== CARACTERES ===\n", "count 1000.0\n", "mean 185.6\n", "std 270.8\n", "min 3.0\n", "25% 47.0\n", "50% 101.0\n", "75% 217.0\n", "max 4421.0\n", "Name: char_length, dtype: float64\n", "\n", "=== PALABRAS ===\n", "count 1000.0\n", "mean 33.8\n", "std 49.1\n", "min 1.0\n", "25% 9.0\n", "50% 19.0\n", "75% 39.0\n", "max 815.0\n", "Name: word_count, dtype: float64\n" ] } ], "source": [ "# Longitud en caracteres y en palabras\n", "df['char_length'] = df['Text'].str.len()\n", "df['word_count'] = df['Text'].str.split().str.len()\n", "\n", "print(\"=== CARACTERES ===\")\n", "print(df['char_length'].describe().round(1))\n", "print()\n", "print(\"=== PALABRAS ===\")\n", "print(df['word_count'].describe().round(1))\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "c239ed0f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " -- CARACTERES --\n", "La media > mediana = distribuciΓ³n sesgada\n", "Hay comentarios MUY largos (hasta 4421 caracteres)\n", "Pero no representan el comportamiento tΓ­pico\n", " \n", " -- PALABRAS --\n", "Igual patrΓ³n: muchos textos cortos, pocos muy largos\n", "815 palabras es un outlier fuerte\n", "\n" ] } ], "source": [ "print(\"\"\" -- CARACTERES --\n", "La media > mediana = distribuciΓ³n sesgada\n", "Hay comentarios MUY largos (hasta 4421 caracteres)\n", "Pero no representan el comportamiento tΓ­pico\n", " \n", " -- PALABRAS --\n", "Igual patrΓ³n: muchos textos cortos, pocos muy largos\n", "815 palabras es un outlier fuerte\n", "\"\"\")" ] }, { "cell_type": "code", "execution_count": 10, "id": "8d6b4108", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "βœ… Guardado en reports/02_longitud_texto.png\n" ] } ], "source": [ "fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n", "\n", "# 1. DistribuciΓ³n general de longitud\n", "axes[0,0].hist(df['char_length'], bins=50, color='#7F77DD', alpha=0.8, edgecolor='white')\n", "axes[0,0].axvline(df['char_length'].median(), color='red', linestyle='--', label=f'Mediana: {df[\"char_length\"].median():.0f}')\n", "axes[0,0].set_title('DistribuciΓ³n longitud (caracteres)', fontweight='bold')\n", "axes[0,0].set_xlabel('NΒΊ caracteres')\n", "axes[0,0].legend()\n", "\n", "# 2. Longitud por target (boxplot)\n", "toxic_len = df[df['IsToxic']==True]['char_length']\n", "notox_len = df[df['IsToxic']==False]['char_length']\n", "axes[0,1].boxplot([notox_len, toxic_len], labels=['No tΓ³xico', 'TΓ³xico'],\n", " patch_artist=True,\n", " boxprops=dict(facecolor='#CECBF6', alpha=0.7))\n", "axes[0,1].set_title('Longitud por clase (IsToxic)', fontweight='bold')\n", "axes[0,1].set_ylabel('NΒΊ caracteres')\n", "\n", "# 3. DistribuciΓ³n palabras\n", "axes[1,0].hist(df['word_count'], bins=40, color='#5DCAA5', alpha=0.8, edgecolor='white')\n", "axes[1,0].axvline(df['word_count'].median(), color='red', linestyle='--', label=f'Mediana: {df[\"word_count\"].median():.0f}')\n", "axes[1,0].set_title('DistribuciΓ³n nΒΊ palabras', fontweight='bold')\n", "axes[1,0].set_xlabel('NΒΊ palabras')\n", "axes[1,0].legend()\n", "\n", "# 4. Palabras por target\n", "axes[1,1].boxplot([df[df['IsToxic']==False]['word_count'],\n", " df[df['IsToxic']==True]['word_count']],\n", " labels=['No tΓ³xico', 'TΓ³xico'],\n", " patch_artist=True,\n", " boxprops=dict(facecolor='#9FE1CB', alpha=0.7))\n", "axes[1,1].set_title('NΒΊ palabras por clase (IsToxic)', fontweight='bold')\n", "axes[1,1].set_ylabel('NΒΊ palabras')\n", "\n", "plt.tight_layout()\n", "plt.savefig('../reports/v2/02_longitud_texto.png', dpi=150, bbox_inches='tight')\n", "plt.show()\n", "print(\"βœ… Guardado en reports/02_longitud_texto.png\")\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "9f2d2b51", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Comentarios en percentil 99 (>1220 chars): 10\n", "\n", "Ejemplo comentario mΓ‘s largo:\n", "THE UGLY TRUTH:\n", "\n", "If you talk like a THUG, act like a THUG, walk like a THUG, and live like a THUG... Then you will die like a THUG!\n", "\n", "\"Live by the sword die by the sword.\" - \"Don't hate the player, hate the game!\"\n", "\n", "This was not an innocent little child just walking down the street who got shot in the ...\n" ] } ], "source": [ "# Outliers extremos (comentarios muy largos)\n", "q99 = df['char_length'].quantile(0.99)\n", "outliers = df[df['char_length'] > q99]\n", "print(f\"Comentarios en percentil 99 (>{q99:.0f} chars): {len(outliers)}\")\n", "print()\n", "print(\"Ejemplo comentario mΓ‘s largo:\")\n", "print(df.loc[df['char_length'].idxmax(), 'Text'][:300], \"...\")\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "8a9dfb77", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "CONCLUSIΓ“N 4 β€” Longitud de texto:\n", "- Alta varianza (std ~270 chars) β†’ algunos comentarios son muy cortos, otros muy largos\n", "- Los comentarios tΓ³xicos tienden a ser: Similar\n", "- Hay outliers extremos en percentil 99 β†’ considerar truncado en vectorizaciΓ³n (max_features)\n", "- Mediana ~100 palabras β†’ TF-IDF con ngram(1,2) es apropiado para este rango\n", "\n" ] } ], "source": [ "# ── CONCLUSIΓ“N LONGITUD ─────────────────────────────────────────────────────\n", "print(\"\"\"\n", "CONCLUSIΓ“N 4 β€” Longitud de texto:\n", "- Alta varianza (std ~270 chars) β†’ algunos comentarios son muy cortos, otros muy largos\n", "- Los comentarios tΓ³xicos tienden a ser: Similar\n", "- Hay outliers extremos en percentil 99 β†’ considerar truncado en vectorizaciΓ³n (max_features)\n", "- Mediana ~100 palabras β†’ TF-IDF con ngram(1,2) es apropiado para este rango\n", "\"\"\")\n" ] }, { "cell_type": "markdown", "id": "521e75a3", "metadata": {}, "source": [ "## 5. WordClouds β€” ΒΏQuΓ© palabras dominan?\n", "\n", "Visualizamos las palabras mΓ‘s frecuentes en comentarios tΓ³xicos vs no tΓ³xicos. \n", "Esto nos ayuda a entender quΓ© vocabulario caracteriza el hate speech en este dataset.\n", "\n", "> ⚠️ Nota: usamos texto **sin limpiar** aquΓ­. El preprocesamiento viene despuΓ©s.\n" ] }, { "cell_type": "code", "execution_count": 13, "id": "82c3951c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "βœ… Guardado en reports/v2/03_wordclouds.png\n" ] } ], "source": [ "def simple_clean(text):\n", " \"\"\"Limpieza mΓ­nima solo para visualizaciΓ³n β€” NO es el preprocesamiento final.\"\"\"\n", " text = str(text).lower()\n", " text = re.sub(r'http\\S+|www\\S+', '', text) # URLs\n", " text = re.sub(r'[^a-z\\s]', ' ', text) # solo letras\n", " return text\n", "\n", "toxic_text = ' '.join(df[df['IsToxic']==True]['Text'].apply(simple_clean))\n", "nontoxic_text = ' '.join(df[df['IsToxic']==False]['Text'].apply(simple_clean))\n", "\n", "stopwords_basic = set(['the','a','an','and','or','but','in','on','at','to','for',\n", " 'of','with','is','it','this','that','are','was','be','have',\n", " 'has','he','she','they','we','you','i','not','do','did',\n", " 'will','can','would','should','could','from','by','as','if',\n", " 'so','all','my','your','his','her','our','their','than',\n", " 'there','what','who','when','how','why','which','about',\n", " 'been','were','had','more','one','no','up','out','just'])\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(16, 7))\n", "\n", "wc_toxic = WordCloud(width=700, height=400, background_color='white',\n", " colormap='Reds', stopwords=stopwords_basic,\n", " max_words=80).generate(toxic_text)\n", "\n", "wc_clean = WordCloud(width=700, height=400, background_color='white',\n", " colormap='Greens', stopwords=stopwords_basic,\n", " max_words=80).generate(nontoxic_text)\n", "\n", "axes[0].imshow(wc_toxic, interpolation='bilinear')\n", "axes[0].set_title('☁️ Comentarios TΓ“XICOS', fontsize=16, fontweight='bold', color='#993C1D')\n", "axes[0].axis('off')\n", "\n", "axes[1].imshow(wc_clean, interpolation='bilinear')\n", "axes[1].set_title('☁️ Comentarios NO TΓ“XICOS', fontsize=16, fontweight='bold', color='#0F6E56')\n", "axes[1].axis('off')\n", "\n", "plt.tight_layout()\n", "plt.savefig('../reports/v2/03_wordclouds.png', dpi=150, bbox_inches='tight')\n", "plt.show()\n", "print(\"βœ… Guardado en reports/v2/03_wordclouds.png\")\n" ] }, { "cell_type": "code", "execution_count": 14, "id": "58f41854", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "TOP 20 β€” Comentarios TΓ“XICOS:\n", " black: 133\n", " people: 128\n", " them: 81\n", " white: 78\n", " like: 75\n", " police: 73\n", " brown: 55\n", " fuck: 51\n", " shot: 50\n", " because: 48\n", " shit: 45\n", " over: 45\n", " these: 41\n", " officer: 39\n", " being: 38\n", " then: 38\n", " some: 38\n", " cops: 34\n", " fucking: 33\n", " blacks: 32\n", "\n", "TOP 20 β€” Comentarios NO TΓ“XICOS:\n", " people: 130\n", " black: 121\n", " police: 104\n", " like: 78\n", " video: 61\n", " white: 61\n", " officer: 59\n", " brown: 56\n", " shot: 45\n", " because: 42\n", " only: 41\n", " know: 41\n", " these: 40\n", " them: 38\n", " cops: 35\n", " then: 35\n", " some: 33\n", " most: 32\n", " truth: 31\n", " right: 30\n" ] } ], "source": [ "# Top 20 palabras por clase (frecuencia raw)\n", "from collections import Counter\n", "\n", "def top_words(text, n=20):\n", " words = [w for w in text.split() if w not in stopwords_basic and len(w) > 3]\n", " return Counter(words).most_common(n)\n", "\n", "print(\"TOP 20 β€” Comentarios TΓ“XICOS:\")\n", "for word, count in top_words(toxic_text):\n", " print(f\" {word}: {count}\")\n", "\n", "print()\n", "print(\"TOP 20 β€” Comentarios NO TΓ“XICOS:\")\n", "for word, count in top_words(nontoxic_text):\n", " print(f\" {word}: {count}\")\n" ] }, { "cell_type": "markdown", "id": "2b6e5fcc", "metadata": {}, "source": [ "## 6. CorrelaciΓ³n entre sublabels\n", "\n", "ΒΏVan juntos ciertos tipos de toxicidad? Esto define si tiene sentido hacer multilabel y cuΓ‘les sublabels son redundantes.\n" ] }, { "cell_type": "code", "execution_count": 15, "id": "f667be4d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "βœ… Guardado en reports/v2/04_correlacion_sublabels.png\n" ] } ], "source": [ "sublabels_viables = ['IsToxic','IsAbusive','IsProvocative','IsHatespeech','IsRacist','IsObscene','IsThreat']\n", "\n", "corr = df[sublabels_viables].astype(int).corr()\n", "\n", "fig, ax = plt.subplots(figsize=(9, 7))\n", "mask = np.zeros_like(corr, dtype=bool)\n", "mask[np.triu_indices_from(mask)] = True\n", "\n", "sns.heatmap(corr, annot=True, fmt='.2f', cmap='RdYlGn',\n", " center=0, vmin=-0.1, vmax=1,\n", " linewidths=0.5, ax=ax, mask=mask,\n", " annot_kws={'size': 11})\n", "ax.set_title('CorrelaciΓ³n entre labels de toxicidad', fontweight='bold', pad=15)\n", "plt.tight_layout()\n", "plt.savefig('../reports/v2/04_correlacion_sublabels.png', dpi=150, bbox_inches='tight')\n", "plt.show()\n", "print(\"βœ… Guardado en reports/v2/04_correlacion_sublabels.png\")\n" ] }, { "cell_type": "code", "execution_count": 16, "id": "be01eb96", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Solapamiento: ΒΏCuΓ‘ntos comentarios tienen mΓΊltiples labels True?\n", "df['n_labels'] = df[sublabels_viables[1:]].astype(int).sum(axis=1) # excluye IsToxic\n", "\n", "fig, ax = plt.subplots(figsize=(8, 4))\n", "label_dist = df[df['IsToxic']==True]['n_labels'].value_counts().sort_index()\n", "ax.bar(label_dist.index, label_dist.values, color='#7F77DD', width=0.6)\n", "ax.set_title('NΒΊ de sublabels True por comentario tΓ³xico', fontweight='bold')\n", "ax.set_xlabel('NΒΊ de sublabels activos')\n", "ax.set_ylabel('NΒΊ de comentarios')\n", "for x, y in zip(label_dist.index, label_dist.values):\n", " ax.text(x, y + 1, str(y), ha='center', fontweight='bold')\n", "plt.tight_layout()\n", "plt.savefig('../reports/v2/05_multilabel_overlap.png', dpi=150, bbox_inches='tight')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 17, "id": "e402af3c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "CONCLUSIΓ“N 6 β€” CorrelaciΓ³n entre sublabels:\n", "- IsToxic = OR lΓ³gico exacto de todos los sublabels (crosstab confirmado)\n", "- IsAbusive tiene la mayor correlaciΓ³n con IsToxic (esperado, es el mΓ‘s frecuente)\n", "- CorrelaciΓ³n IsRacist ↔ IsHatespeech: 0.94 (ΒΏson redundantes?)\n", "- MayorΓ­a de comentarios tΓ³xicos tienen 2 sublabel(s) activos\n", "\n", "DECISIΓ“N MULTILABEL vs BINARIO:\n", "β–‘ Binario (IsToxic): mΓ‘s simple, suficiente para nivel esencial/medio\n", "β–‘ Multilabel (5 sublabels): mΓ‘s informativo, mejor para la app YouTube\n", "β†’ DECISIΓ“N FINAL DEL EQUIPO: Binario para predecir y multilabel para la etiqueta.\n", "\n" ] } ], "source": [ "# ── CONCLUSIΓ“N CORRELACIΓ“N ──────────────────────────────────────────────────\n", "print(\"\"\"\n", "CONCLUSIΓ“N 6 β€” CorrelaciΓ³n entre sublabels:\n", "- IsToxic = OR lΓ³gico exacto de todos los sublabels (crosstab confirmado)\n", "- IsAbusive tiene la mayor correlaciΓ³n con IsToxic (esperado, es el mΓ‘s frecuente)\n", "- CorrelaciΓ³n IsRacist ↔ IsHatespeech: 0.94 (ΒΏson redundantes?)\n", "- MayorΓ­a de comentarios tΓ³xicos tienen 2 sublabel(s) activos\n", "\n", "DECISIΓ“N MULTILABEL vs BINARIO:\n", "β–‘ Binario (IsToxic): mΓ‘s simple, suficiente para nivel esencial/medio\n", "β–‘ Multilabel (5 sublabels): mΓ‘s informativo, mejor para la app YouTube\n", "β†’ DECISIΓ“N FINAL DEL EQUIPO: Binario para predecir y multilabel para la etiqueta.\n", "\"\"\")\n" ] }, { "cell_type": "markdown", "id": "b90fab71", "metadata": {}, "source": [ "## 7. AnΓ‘lisis por VideoId (Por ahora no tiene relevancia)\n", "\n", "ΒΏAlgunos vΓ­deos tienen mΓ‘s comentarios de odio? ΒΏEl origen del vΓ­deo sesga el dataset?\n" ] }, { "cell_type": "code", "execution_count": 18, "id": "eeba5cad", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "VΓ­deos ΓΊnicos en el dataset: 13\n", "\n", " VideoId total_comments toxic_comments toxic_rate\n", "cT14IbTDW2c 146 108 74.0\n", "04kJtp6pVXI 172 111 64.5\n", "8HB18hZrhXc 38 23 60.5\n", "Dt9-byUhPdg 34 17 50.0\n", "dDbRyFIkNII 10 5 50.0\n", "TZxEyoplYbI 104 50 48.1\n", "bUgKZMSxr3E 39 18 46.2\n", "5vF4si3hoRA 8 3 37.5\n", "9pr1oE34bIM 274 88 32.1\n", " #NAME? 16 5 31.2\n", "4rCweDxDqdw 37 10 27.0\n", "XRuCW80L9mA 10 2 20.0\n", "dG7mZQvaQDk 112 22 19.6\n" ] } ], "source": [ "video_stats = df.groupby('VideoId').agg(\n", " total_comments=('Text', 'count'),\n", " toxic_comments=('IsToxic', 'sum'),\n", ").reset_index()\n", "video_stats['toxic_rate'] = (video_stats['toxic_comments'] / video_stats['total_comments'] * 100).round(1)\n", "video_stats = video_stats.sort_values('toxic_rate', ascending=False)\n", "\n", "print(f\"VΓ­deos ΓΊnicos en el dataset: {df['VideoId'].nunique()}\")\n", "print()\n", "print(video_stats.to_string(index=False))\n" ] }, { "cell_type": "code", "execution_count": 19, "id": "d9d5856f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 5))\n", "colors = ['#E8593C' if r > 50 else '#5DCAA5' for r in video_stats['toxic_rate']]\n", "bars = ax.bar(range(len(video_stats)), video_stats['toxic_rate'], color=colors, width=0.6)\n", "ax.set_xticks(range(len(video_stats)))\n", "ax.set_xticklabels([v[:10]+'...' for v in video_stats['VideoId']], rotation=45, ha='right', fontsize=9)\n", "ax.set_title('Tasa de toxicidad por vΓ­deo (%)', fontweight='bold')\n", "ax.set_ylabel('% comentarios tΓ³xicos')\n", "ax.axhline(50, color='gray', linestyle='--', alpha=0.5, label='50%')\n", "ax.legend()\n", "plt.tight_layout()\n", "plt.savefig('../reports/v2/06_toxicidad_por_video.png', dpi=150, bbox_inches='tight')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "d021a0fa", "metadata": {}, "source": [ "## 8. AnΓ‘lisis cualitativo β€” Muestra de comentarios\n", "\n", "Leer ejemplos reales del dataset para entender el contexto lingΓΌΓ­stico antes de modelar.\n" ] }, { "cell_type": "code", "execution_count": 20, "id": "6a49badd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== COMENTARIOS TΓ“XICOS (muestra) ===\n", "\n", "Labels: ['IsHatespeech', 'IsRacist']\n", "Texto: whites are weak\n", "------------------------------------------------------------\n", "Labels: ['IsAbusive', 'IsHatespeech', 'IsRacist']\n", "Texto: Masri is a total idiot \"I don't have to know the evidence, I can just come to my own conclusions instead\"\n", "Here is a clue, dont attack a cop and try to take his gun and then rush him after he finally g\n", "------------------------------------------------------------\n", "Labels: ['IsAbusive']\n", "Texto: Racial profiling and police intimidation? He robbed a store and got killed as a result. Fucking excuses man. Black people shouldn't have to get arrested when they commit a strong arm robbery. When bla\n", "------------------------------------------------------------\n", "Labels: ['IsAbusive', 'IsProvocative']\n", "Texto: So the autopsy showed a number of wounds to the right arm making the scenario of him being shot with his hands raised a lot less likely. Or are we still trying to claim that? Let's see, innocent unarm\n", "------------------------------------------------------------\n", "Labels: ['IsAbusive', 'IsProvocative']\n", "Texto: As I watched I kept muttering shoot, shoot, pull the trigger. Rubber bullets hurt like a MFer.\n", "------------------------------------------------------------\n", "\n", "=== COMENTARIOS NO TΓ“XICOS (muestra) ===\n", "\n", "Texto: didnt he attack a police officer? and steal from a store? what did you expect?Β \n", "------------------------------------------------------------\n", "Texto: Β Ridiculous liberal tripe meant to divide us along race/class barriers even more\n", "\n", "If Blacks(I refuse to use the word African American) are oppressed by local Government then the community should band \n", "------------------------------------------------------------\n", "Texto: how NOT to do a protest\n", "------------------------------------------------------------\n", "Texto: Please slow down! I cant tell if they sped up Ms Scully or if she was talking really quickly. Great video with great information it was just a little fast.Β \n", "------------------------------------------------------------\n", "Texto: Congrats you got your \"Town in flames\"\n", "Now roll and live in that 3rd world hell hole\n", "Also try to move out..\n", "OH WAIT\n", "You can't cause your town is now garbage in probably all business markets =p\n", "------------------------------------------------------------\n" ] } ], "source": [ "print(\"=== COMENTARIOS TΓ“XICOS (muestra) ===\\n\")\n", "for i, row in df[df['IsToxic']==True].sample(5, random_state=42).iterrows():\n", " labels_activos = [col for col in sublabels_viables[1:] if row[col]]\n", " print(f\"Labels: {labels_activos}\")\n", " print(f\"Texto: {row['Text'][:200]}\")\n", " print(\"-\" * 60)\n", "\n", "print(\"\\n=== COMENTARIOS NO TΓ“XICOS (muestra) ===\\n\")\n", "for i, row in df[df['IsToxic']==False].sample(5, random_state=42).iterrows():\n", " print(f\"Texto: {row['Text'][:200]}\")\n", " print(\"-\" * 60)\n" ] }, { "cell_type": "code", "execution_count": 21, "id": "f0cb9575", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Comentarios tΓ³xicos con menos de 5 palabras: 39\n", "\n", " 'Massri needs an education.'\n", " 'CNN is such Bullcrap!'\n", " 'FAKE!!...CNN IS BS'\n", " 'Yep a Muslim bitch'\n", " 'Masri is unemployed'\n" ] } ], "source": [ "# Comentarios ambiguos / difΓ­ciles de clasificar\n", "# (cortos, sin contexto, o borderline)\n", "short_toxic = df[(df['IsToxic']==True) & (df['word_count'] < 5)]\n", "print(f\"Comentarios tΓ³xicos con menos de 5 palabras: {len(short_toxic)}\")\n", "print()\n", "for _, row in short_toxic.head(5).iterrows():\n", " print(f\" '{row['Text']}'\")\n" ] }, { "cell_type": "markdown", "id": "1fb7ae18", "metadata": {}, "source": [ "## 9. Resumen de conclusiones y decisiones\n", "\n", "Documento final del EDA. Rellena cada secciΓ³n con lo que encontraste.\n" ] }, { "cell_type": "code", "execution_count": 22, "id": "823557ed", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "╔══════════════════════════════════════════════════════════════╗\n", "β•‘ RESUMEN EDA β€” DECISIONES PARA EL PROYECTO β•‘\n", "╠══════════════════════════════════════════════════════════════╣\n", "β•‘ β•‘\n", "β•‘ DATASET β•‘\n", "β•‘ Shape: 1000 Γ— 15 β•‘\n", "β•‘ Nulos: 0 β•‘\n", "β•‘ Duplicados: 0 β•‘\n", "β•‘ Chars. raros: 203 (acciΓ³n: limpiar con regex ) β•‘\n", "β•‘ β•‘\n", "β•‘ TARGET β•‘\n", "β•‘ IsToxic True: 46% β†’ BALANCEADO β•‘\n", "β•‘ Sublabels OK: IsAbusive, IsProvocative, IsHatespeech, β•‘\n", "β•‘ IsRacist, IsObscene β•‘\n", "β•‘ Sublabels out: IsHomophobic=0, IsRadicalism=0, IsSexist=1 β•‘\n", "β•‘ β•‘\n", "β•‘ TEXTO β•‘\n", "β•‘ Longitud media: 185 chars / 35 words β•‘\n", "β•‘ Alta varianza β†’ truncado necesario en TF-IDF β•‘\n", "β•‘ Outliers: algunos comentarios >2000 chars β•‘\n", "β•‘ β•‘\n", "β•‘ DECISIONES β•‘\n", "β•‘ Modo: BINARIO (IsToxic) ← Solo para separaciΓ³n β•‘\n", "β•‘ MULTILABEL ← para etiqueta y reentrenamiento β•‘\n", "β•‘ class_weight: 'balanced' en todos los modelos β•‘\n", "β•‘ TF-IDF: max_features=10000, ngram_range=(1,2) β•‘\n", "β•‘ MΓ©trica clave: F1-weighted (dataset casi balanceado) β•‘\n", "β•‘ Preprocesamiento: regex + NLTK stopwords + spaCy lemma β•‘\n", "β•‘ β•‘\n", "β•šβ•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•\n", "\n" ] } ], "source": [ "print(\"\"\"\n", "╔══════════════════════════════════════════════════════════════╗\n", "β•‘ RESUMEN EDA β€” DECISIONES PARA EL PROYECTO β•‘\n", "╠══════════════════════════════════════════════════════════════╣\n", "β•‘ β•‘\n", "β•‘ DATASET β•‘\n", "β•‘ Shape: 1000 Γ— 15 β•‘\n", "β•‘ Nulos: 0 β•‘\n", "β•‘ Duplicados: 0 β•‘\n", "β•‘ Chars. raros: 203 (acciΓ³n: limpiar con regex ) β•‘\n", "β•‘ β•‘\n", "β•‘ TARGET β•‘\n", "β•‘ IsToxic True: 46% β†’ BALANCEADO β•‘\n", "β•‘ Sublabels OK: IsAbusive, IsProvocative, IsHatespeech, β•‘\n", "β•‘ IsRacist, IsObscene β•‘\n", "β•‘ Sublabels out: IsHomophobic=0, IsRadicalism=0, IsSexist=1 β•‘\n", "β•‘ β•‘\n", "β•‘ TEXTO β•‘\n", "β•‘ Longitud media: 185 chars / 35 words β•‘\n", "β•‘ Alta varianza β†’ truncado necesario en TF-IDF β•‘\n", "β•‘ Outliers: algunos comentarios >2000 chars β•‘\n", "β•‘ β•‘\n", "β•‘ DECISIONES β•‘\n", "β•‘ Modo: BINARIO (IsToxic) ← Solo para separaciΓ³n β•‘\n", "β•‘ MULTILABEL ← para etiqueta y reentrenamiento β•‘\n", "β•‘ class_weight: 'balanced' en todos los modelos β•‘\n", "β•‘ TF-IDF: max_features=10000, ngram_range=(1,2) β•‘\n", "β•‘ MΓ©trica clave: F1-weighted (dataset casi balanceado) β•‘\n", "β•‘ Preprocesamiento: regex + NLTK stopwords + spaCy lemma β•‘\n", "β•‘ β•‘\n", "β•šβ•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•\n", "\"\"\")\n" ] }, { "cell_type": "code", "execution_count": 23, "id": "2cb72391", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "βœ… Dataset con estadΓ­sticas guardado en data/processed/comments_with_stats.csv\n" ] } ], "source": [ "# Guardar dataset con columnas auxiliares para usar en las siguientes fases\n", "df_clean = df.copy()\n", "# Guardamos char_length y word_count por si son ΓΊtiles como features adicionales\n", "df_clean.to_csv('../data/processed/v2/comments_with_stats.csv', index=False)\n", "print(\"βœ… Dataset con estadΓ­sticas guardado en data/processed/comments_with_stats.csv\")\n" ] } ], "metadata": { "kernelspec": { "display_name": "py310", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.20" } }, "nbformat": 4, "nbformat_minor": 5 }