AC/seaborn.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "edf5661e-5b5d-4d56-bfce-8e3c3f8110b2",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\User\\AppData\\Local\\Temp\\ipykernel_9176\\2582512541.py:40: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df, palette=\"Set2\")\n"
]
},
{
"data": {
"image/png": 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r0xSoa0iZrMouVWBSfTMlKegKMAVtPfo9V1AsMYgtKhOnQJ4eVz9SfRidzE+k7FlNiZrrG6kfrMDeiy++6Pq3CqBrmySWfdnYNmrYf1VAvrXZ0t5ravsqOKltoX6KAoOvvvqqe7xhUoP+1vZTsFJ9rdasm6700/b0qMyeAo3qaynQqKQQ0bGL2lftrMxj8dpZxzJanhcsF/XXFDjdGG1D72oEZa+r/7xo0aJGy9gYBTp79OjhrhhtaTwab/sr4SWREp3U3tp2OmHTHuvUFtpv1b5eADdxv9bJEY2N5QVnvaQt7VcKWmv76/izOV7fNrFPrwC09iWdINJnSQFjBbu9rGplYevKAQWcE/dZnUDwTiJMmjTJTSp9om2kfUOZ4brCIPGk1MboxJiWp8964nGeV7JHx5VewFzHzw2D5a3Zjzd1WzfFS/DimAGdDQFzACk52FBHQp3E/v3718sqUEdGGTC6LFQHIHpcZ/cTO5TKEpHmSoG0RVOlM/S6XtaBlqXOTHODlCjzRtlCym5vaSATb531/pu67DDxwGZjWrNOHmVuJ2ZvJ3ZaGr6mDpqUZdMwy0OP6aBDU0PqODZHB1BNbV91ztVxVZBcHUZl8uiyPu0TW221Vd2BSUvB/U3l1eZOrEfo0X3K2EjUcBurE9xcORbvucq8bkri/V5WSXPvUW2mzq1OgCg7SpM6qbo0uKmM9Nbuz5uzLZqifb818wEA0JmpT6MsyURK8FBfVVfbKZid2C9V5q0Cc+rbJGYa63dd/VwlWiiQpQSIxFJwiRRAU3a5kgua6rt5mZwqwabAuoJ4f/vb31w/M7GEi37v1ffySjF4vIxf/Y63pW/dUt9ImbW6ak3B1Y3145rbRl4wV5PWWX0SbWuVNGmqn+Npqi+u7Gb1ubw+T8PMawUMtW0a9mVaWreG6+BtM28ZXkkX3aqfpMzbAQMGuMe8baLtvTnHMcp6176hgLz2TfUNvX5ma/rPCmbrilXtu94YUs3xSmg016fXyZr2WKe20vZuKpPe69cmJqWoNn/i2EFql8SSLQ15+4Pm8+g96fhUV2eq7JEyy/XZ1b6uEw5aH73PltpVQW716VUKR4FuBeTVv9d+2JZt5H1evaslWjqubK4Eysb2403d1k3xtqO3rwCdBQFzACk92GhIg+Sok6+OpjLIvaxtXern8TrlytxIPGOuSxjVgdBALK3V1IAvykrxOg1avrKrFUhuipc5ozPriTUsG/LWWa+j12tIBzuJWsqmac06eVTrLzFzXZfbKmO/IQXLlSWiwR+VRdBwecrC0OV9DSVmJjSkgwNlKzWkjrkOXtTJVsa9OtZqc3UYte4K+Kt+9qZqadt521ltrMsoEym7XtlQibyam+rgqsagtp8y+RMv0fTo/bSm09ga2g6qV6hJ20sZOjpw9OpAbur+vDnboil6r977BgAg0yjLViXmlDmZ+FurTGX9viqArCvENN6HMklVjkUBWGVtewEr1Tj2rp5M5NVIV1BMr9Vcn0cDiKp0iJavRARlviYGzPV7r/6BslgTg+ZeUE2/44l960R6nrJmEzNLW+obqb6y+sN6ryqbqAx4lXhrql/X1DbygnsqF6dJfWz1g5TJr9rjDa+kTKSAnje2jZIyNKihEg1Uc9rr86h/k3jyQScl9B4b9mVaWreGfS2vbZRE4tW51nZQf039K/V5VXpR5SQT+9ZNDZqu+XQSpalxZzy6GlPrpPI5qmOt/pr2AwVzE8vftESBbbWNtk3iIJpN8bZXU+urttExQlvXqbVXDWysT68EoobUxpLYpvqMaP282vtqX40rpP2pqWUk9ukTk4PUniqnos/Sf/7zHxf4VolMHUMpU1+v1XA76TOpq3V11a2uPtB+oNI22m7eCQWVA2oL7/Oq95F4Ja+nqWSYhlrajzdnWzfFOzbimAGdzQ+jgQBAGtABgzIx1Nn2guW6tE9BXu+STi8g3vCyRXUaNIBLWyjDQoF2j5aly9y8josC07pkTpeaKtjvTeog6YBBBx66lFYZRiqj0Rx1sHQgowOqxNfRwZI6TzoYEe89NswCStSadUrs5CbO45W1SaRtq4M91ZxsqtOo5ak8jjrw3uvoAFEHYzqAaI4O2LQtEy+/04GfLtVVJ1EDCKm9dWJE284L9CtLKnFbeP9uaZskzp840FVD6qxqOVqHRKqpp06/V5PQ471fXVqsg1wto+EJBY9eVwdryhrbHDoA1WWRqmvpnXhQaRRdNuxlATW3LTa2P2/Ktmhpe6pkTHNZbwAAdHUKmuk3WQFC9acUhNNvr8oh6LdXA50rQKffZv0eqx+hjGwvWK7Am1feLrHfo+foRLmSI5rLQPcoSKm+k4J/+ndi4oTXj1M2q7LPE3nBZ/Wr1U9VMMsroeFR31IB+8RyES31jZSVraQXBSh1kl8Z8InB341tI4+eo2Wor/I///M/rh+k+t9NZb969L69dVMgWIMTqk+lsipeskrDpAP9rTbQNmjtujU8/lAAVP1nLVNJIEre0RUHOp7x+lAN+7a6mlJlMxJLlehYQNu6pdraooE2FYTVvArUen13LzC9sUxlrYvKqDQ3BlFD2hbaX3VypOHrKGCqkyWtXafW9NUT52up76/9T1cVNBy0VPu1jjESk1t0/KP9Qvdp31RwW+3dVKKJeFcEqJ/r0edHbaz3rPXyrvxU8Fr9Zp1Q0bFSw8+QtpO2i05Q6bhHxzz6nHrBcm07BdkTP/8Nt0/Dv/W50HvUvpp4nKdEJl3B0prSJy3tx5u6rZtrV287etsV6CzIMAeQVvSDqwMEZZqrk62z2cpUUIfSKzWiS/x02anO8KsjrM6JOiPqoCgTpC3UgdMleao9qc6Pnq+z6N7llxqQUwcLulWnWQcTKk2iTBnVPFRGhbJZvHVNPPuudVYHSPOo86hl6DJVLUedNZ1t13tVZ0eXkCpLXQcc6qw0N/hNa9aprdQx1wmKprKmRfXMNZiLssHVwVR5HF2GqDIqLQ0wquwpdaS0njo41AkQBdmVwaD3LVqmOuB6/7paQCcf1PbaBmpvZeroAEkHYC3ViNcgUzpoleZKpngdZnValQ2lDp7aQZ1KZdjrwEYDkCbSQZZoXfR+xasJ2BTVMtR72Bw6MNb20L6odVSWkk6QqE6oAunibQvVs1edQW8Q0o3tz5uyLbztqZMjOijy6hrqctUvv/zS7YMAAHRl6o94fQKvj6eAk7KnNfCesjIVLFLwW7/DymbV77DG19HvrX47vX6sxopRv0vBX2Xgqo8jSr7w+n8K0Cpw1bDueFMU2FVAXP0E9Zkb0m+3gnQqG6E+p/rR6m+qLrp+6/WbL+qrad2U4KFayOp7qJ+nYHXilZDN9Y3UB1GwXP2YhuUAEwPhLW2jxACbN9aK+ngPP/ywG2Sy4RWZiTSvt25qL7WN+pN6Xa9fo/ej9VYAUFnw6idp2yjJQ/3y1qyblqFBQFWKQ22neZQNr5Mmmldt6A2mqEmBSC8r39sH1LfWfqO+tYLrOp5R1rH6xepLtkR9RL2ujoPUB9P7Vpb4v/71r7r9qCXqL+tkQmuDl9oOF110ketbapBbvW8lhygwq6CxTmio/7ixdWptX721x0O6KvbRRx91baX3o/Im3mdSV9gmLkPHY2o3BaX1b82j/by5jGed0NB+rAD3yJEj3X1KJNHztTz1nxUgV2kW9Ye9cbW0Hro6VNtJtcp1zKPtpAC59l+1r56jrHTtU9p/dBzpHfd4tO46nlA9ca1LU31xXcmgPrv2de3D+mzrb71WS+UbW7Mfb+q21q2C6jo+0XbzPq/ajirL0nA8ACDdETAHkFbUcdTZfg2KpECeapjrh1w//joIUGdWP8bqkKmTq8tVNb86DuoEq0PSFuosqmOnSxPVUVHmszouXia2Mio0+KKywJVFoOwJXfqmTHaViVEH8u2333bzquPb1KWVOohSDcXDDz/cda5UL1ABZ2UWqPOlzHh1TtThVGdTnbCWOogbW6e2UvBVWUDNUadLB3S6HFaZTjogUqdP7aPLOZujbagDHF1qrO2r9dRr3X///e4kh2i7eDW6Re9DB1sKtCvTWcFyHahpG+q9NkdBdnXa1BH1BtZpjg4IdamiLtVVO2g9dUCqrKKG9ce9NlVAWQF9dSxbGtRGAW2dAFCntaU6mxujA1YdOCnLXJks6tSrbVW/U7R/qESO1l/7mLKUWrM/b8q2UCdcr6P9TR1gbWsva0jbpbWD1QIA0Fkp+zexn6fkAS8ZwhsUU7+hGvhQv5fqH3rBzf/7v/9z/T/9nipxQv0gZavq91f3eWU/vIEgRf3BlgZiTKR1UcBXQcamrijz+tDqJytxQQFDBbwU1Esst6f+ln779R7UJ1C/R2VQNLWmb6SAvYJ8St5orqTIxraRRwFmTVp39YGUAe4Nrtgc9Ze8dVO2ufrW6g+pzyrqJ2usHPUXdbJA66hgtYLXOtnR2nVTqRn18xQoVMBVAXYdv3h9aiWFqO+rPpuXdax+lraj+rY6GaFgovrIWpb6XOrXaRtqWza8QqAhvQc9T/uNgrMKSipxR6+nBAktQ8kWzVHbK9jaFl7fWn1ABUwV/NQxwO9//3sXUG/NOiko25q+uvbD1hwPaR28begFjnWlRFPHQ+oraxKvvrqOY5or+aLXVmBaz/GSTrS/6BhOy9IJIfWzdaJIgWYvK1vJJzpZ4n2mdfyiwTXV3xbtV7paQ318nVRQW2h76UpeBaC9sknap7QfaZ9RUlRTfXHtN7qyVYFsrZe2uT7/+ly3lGTUmv14U7e12k4Z81pvDSCq9y5KbNPxwsaulgHSjS/eESMwAEAnoE6LDi5aMyJ9S6/hBX435XF0LfpJ1YjxCpyrA9rZ9ue2UEdbB6HNZZEBAAB0JQpEq3/nBUDRdWnQVp2AefXVV11guytJ5n6sUi4//elP3QkwL1sf6CyoYQ4AQDtRpooyoHQFQFceCV4HEcoUUvYPAAAA0JWoJriuutRVB9h0ulpW25FgOTo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"text/plain": [
"<Figure size 1500x1000 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Генерация pairplot...\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 589.847x500 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"# 1. Подготовка данных (воссоздаем df из первого шага)\n",
"data = {\n",
" \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\", \"Дмитрий\", \"Елена\"],\n",
" \"Возраст\": [21, 22, 23, 24, 21, 23],\n",
" \"Баллы\": [89, 76, 95, 82, 70, 88]\n",
"}\n",
"df = pd.DataFrame(data)\n",
"df[\"Категория\"] = [\"A\", \"B\", \"A\", \"B\", \"A\", \"B\"]\n",
"\n",
"# Настройка стиля Seaborn для красивых графиков\n",
"sns.set_theme(style=\"whitegrid\")\n",
"\n",
"# Создаем большую область для графиков\n",
"plt.figure(figsize=(15, 10))\n",
"\n",
"# --- Попробуйте: histplot ---\n",
"plt.subplot(2, 2, 1)\n",
"sns.histplot(data=df, x=\"Баллы\", kde=True, color=\"skyblue\")\n",
"plt.title(\"Распределение баллов (histplot)\")\n",
"\n",
"# --- Попробуйте: scatterplot ---\n",
"plt.subplot(2, 2, 2)\n",
"sns.scatterplot(data=df, x=\"Возраст\", y=\"Баллы\", hue=\"Категория\", s=100)\n",
"plt.title(\"Взаимосвязь возраста и баллов (scatterplot)\")\n",
"\n",
"# --- Попробуйте: heatmap (тепловая карта корреляции) ---\n",
"# Для корреляции берем только числовые столбцы\n",
"plt.subplot(2, 2, 3)\n",
"numeric_df = df.select_dtypes(include=[np.number])\n",
"sns.heatmap(numeric_df.corr(), annot=True, cmap=\"coolwarm\", fmt=\".2f\")\n",
"plt.title(\"Корреляция признаков (heatmap)\")\n",
"\n",
"# --- Попробуйте: boxplot (из примера на скриншоте) ---\n",
"plt.subplot(2, 2, 4)\n",
"sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df, palette=\"Set2\")\n",
"plt.title(\"Разброс баллов по категориям (boxplot)\")\n",
"\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# --- Попробуйте: pairplot ---\n",
"# Этот метод создает отдельное окно с матрицей графиков для всех пар признаков\n",
"print(\"Генерация pairplot...\")\n",
"sns.pairplot(df, hue=\"Категория\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "bcef3b6f-ba23-458d-ab1f-c43d228c83b5",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.13.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}