MasteringJupyterLab/week2_analysis.ipynb

204 lines
172 KiB
Plaintext

{
"cells": [
{
"metadata": {
"ExecuteTime": {
"end_time": "2026-05-05T17:58:48.302462500Z",
"start_time": "2026-05-05T17:58:47.489107100Z"
}
},
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"x = np.linspace(0, 10, 100)\n",
"y = np.sin(x)\n",
"\n",
"\n",
"plt.figure()\n",
"plt.plot(x, y, label='sin(x)', color='red')\n",
"plt.plot(x, np.cos(x), label='cos(x)', color='orange')\n",
"plt.xlabel(\"X\")\n",
"plt.ylabel(\"Y\")\n",
"plt.title(\"Графики синуса и косинуса\")\n",
"plt.legend()\n",
"plt.grid()\n",
"\n",
"\n",
"plt.figure()\n",
"plt.scatter(x, y+10, color='blue', label='scatter', s=10)\n",
"plt.bar(x, y, color='green', alpha=0.3, label='bar')\n",
"plt.hist(y, bins=20, color='purple', alpha=0.3, label='hist')\n",
"\n",
"plt.xlabel(\"X\")\n",
"plt.ylabel(\"Y\")\n",
"plt.title(\"Графики bar, scatter и hist\")\n",
"plt.legend()\n",
"plt.grid()\n",
"\n",
"plt.show()"
],
"id": "a7c04ced5286cfb3",
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": "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"
},
"metadata": {},
"output_type": "display_data",
"jetTransient": {
"display_id": null
}
},
{
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": "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"
},
"metadata": {},
"output_type": "display_data",
"jetTransient": {
"display_id": null
}
}
],
"execution_count": 57
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2026-05-05T18:02:09.499538600Z",
"start_time": "2026-05-05T18:02:06.691447100Z"
}
},
"cell_type": "code",
"source": [
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"\n",
"df = pd.DataFrame()\n",
"df[\"Категория\"] = [\"a\", \"b\", \"a\", \"b\"]\n",
"df[\"Баллы\"] = [70, 85, 75, 90]\n",
"df[\"Возраст\"] = [18, 20, 19, 21]\n",
"\n",
"#Histplot\n",
"plt.figure()\n",
"plt.title('Histplot')\n",
"sns.histplot(data=df, x=\"Баллы\")\n",
"\n",
"#Scatterplot\n",
"plt.figure()\n",
"plt.title('Scatterplot')\n",
"sns.scatterplot(data=df, x=\"Возраст\", y=\"Баллы\", hue=\"Категория\")\n",
"\n",
"#Pairplot\n",
"sns.pairplot(df)\n",
"\n",
"#Heatmap\n",
"plt.figure()\n",
"plt.title('Heatmap')\n",
"sns.heatmap(df.drop(columns=\"Категория\").corr(), annot=True)\n",
"\n",
"plt.show()"
],
"id": "8e0edbae53922502",
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": "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"
},
"metadata": {},
"output_type": "display_data",
"jetTransient": {
"display_id": null
}
},
{
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": "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"
},
"metadata": {},
"output_type": "display_data",
"jetTransient": {
"display_id": null
}
},
{
"data": {
"text/plain": [
"<Figure size 640x480 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data",
"jetTransient": {
"display_id": null
}
},
{
"data": {
"text/plain": [
"<Figure size 500x500 with 6 Axes>"
],
"image/png": "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"
},
"metadata": {},
"output_type": "display_data",
"jetTransient": {
"display_id": null
}
},
{
"data": {
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
],
"image/png": "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"
},
"metadata": {},
"output_type": "display_data",
"jetTransient": {
"display_id": null
}
}
],
"execution_count": 61
}
],
"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": "3.14.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}