pyFTSex/tutorial/pyFTS/МуPartitioners.ipynb
2024-08-15 12:15:32 +04:00

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Plaintext

{
"cells": [
{
"cell_type": "markdown",
"id": "6ea68943a7d38c92",
"metadata": {
"collapsed": false
},
"source": [
"# Здесь сравниваются все виды разбиения"
]
},
{
"cell_type": "markdown",
"id": "87721a41fa7d5a43",
"metadata": {},
"source": [
"Тестовые \"левые\" данные"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "initial_id",
"metadata": {
"ExecuteTime": {
"end_time": "2024-04-18T06:35:02.910179Z",
"start_time": "2024-04-18T06:34:59.833600Z"
},
"collapsed": true
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pylab as plt\n",
"from pyFTS.data import Enrollments\n",
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"\n",
"fig, ax = plt.subplots(nrows=1, ncols=1, figsize=[10,5])\n",
"\n",
"df = Enrollments.get_dataframe()\n",
"plt.plot(df['Year'],df['Enrollments'])\n",
"data = df['Enrollments'].values"
]
},
{
"cell_type": "markdown",
"id": "5567b1483bbee8bf",
"metadata": {},
"source": [
"Загрузка сигмоиды"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "38fe5ded4fc50b3d",
"metadata": {
"ExecuteTime": {
"end_time": "2024-04-18T06:41:50.847475Z",
"start_time": "2024-04-18T06:41:50.739969Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from service.api.generate import generate_sine_series\n",
"\n",
"df = generate_sine_series(length=500, frequency=50, amplitude=100)\n",
"plt.plot(df)\n",
"\n",
"data = df.values.reshape(-1)"
]
},
{
"cell_type": "markdown",
"id": "12914e2f00fc7fd6",
"metadata": {
"collapsed": false
},
"source": [
"Grid"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "3d6024de3ba53ea9",
"metadata": {
"ExecuteTime": {
"end_time": "2024-04-18T06:41:53.824984Z",
"start_time": "2024-04-18T06:41:53.701349Z"
},
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from pyFTS.partitioners import Grid\n",
"\n",
"fs = Grid.GridPartitioner(data=data,npart=5)\n",
"\n",
"fig, ax = plt.subplots(nrows=1, ncols=1, figsize=[15,5])\n",
"\n",
"fs.plot(ax)"
]
},
{
"cell_type": "markdown",
"id": "123ce57e233c80b1",
"metadata": {},
"source": [
"CMeans"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "57982a811cfcb14a",
"metadata": {
"ExecuteTime": {
"end_time": "2024-04-18T07:06:09.680074Z",
"start_time": "2024-04-18T07:06:09.480746Z"
},
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from pyFTS.partitioners import KMeans\n",
"\n",
"fs = KMeans.KMeansPartitioner(data=data,npart=10)\n",
"\n",
"fig, ax = plt.subplots(nrows=1, ncols=1, figsize=[15,5])\n",
"\n",
"fs.plot(ax)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.11.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}