169 lines
55 KiB
Plaintext
169 lines
55 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"id": "initial_id",
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"metadata": {
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"collapsed": true,
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"ExecuteTime": {
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"end_time": "2024-12-30T02:22:39.094503Z",
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"start_time": "2024-12-30T02:22:37.260375Z"
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}
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},
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"source": [
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"import pandas as pd\n",
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"\n",
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"df = pd.read_csv(\n",
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" '../temp/stock/SZ000001.csv',\n",
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" usecols=[1, 3],\n",
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" names=['ds', 'y'],\n",
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")\n",
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"df['ds'] = pd.to_datetime(df['ds'])\n",
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"# 筛选2023年前的数据放在df_train变量中\n",
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"df_train = df[(df['ds'] < '2024-01-01')]\n",
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"# 筛选2024年的数据放在df_test变量中\n",
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"df_test = df[df['ds'] >= '2024-01-01']\n",
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"df_test.info()"
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],
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"<class 'pandas.core.frame.DataFrame'>\n",
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"Index: 240 entries, 7824 to 8063\n",
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"Data columns (total 2 columns):\n",
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" # Column Non-Null Count Dtype \n",
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"--- ------ -------------- ----- \n",
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" 0 ds 240 non-null datetime64[ns]\n",
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" 1 y 240 non-null float64 \n",
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"dtypes: datetime64[ns](1), float64(1)\n",
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"memory usage: 5.6 KB\n"
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]
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}
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],
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"execution_count": 1
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2024-12-30T02:22:42.993258Z",
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"start_time": "2024-12-30T02:22:39.096297Z"
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}
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},
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"cell_type": "code",
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"source": [
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"from prophet import Prophet\n",
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"\n",
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"model = Prophet()\n",
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"model.fit(df_train)\n",
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"predict = model.predict(df_test)\n",
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"predict.info()"
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],
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"id": "640e09eb5973328f",
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"Importing plotly failed. Interactive plots will not work.\n",
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"10:22:41 - cmdstanpy - INFO - Chain [1] start processing\n",
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"10:22:42 - cmdstanpy - INFO - Chain [1] done processing\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"<class 'pandas.core.frame.DataFrame'>\n",
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"RangeIndex: 240 entries, 0 to 239\n",
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"Data columns (total 19 columns):\n",
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" # Column Non-Null Count Dtype \n",
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"--- ------ -------------- ----- \n",
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" 0 ds 240 non-null datetime64[ns]\n",
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" 1 trend 240 non-null float64 \n",
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" 2 yhat_lower 240 non-null float64 \n",
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" 3 yhat_upper 240 non-null float64 \n",
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" 4 trend_lower 240 non-null float64 \n",
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" 5 trend_upper 240 non-null float64 \n",
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" 6 additive_terms 240 non-null float64 \n",
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" 7 additive_terms_lower 240 non-null float64 \n",
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" 8 additive_terms_upper 240 non-null float64 \n",
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" 9 weekly 240 non-null float64 \n",
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" 10 weekly_lower 240 non-null float64 \n",
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" 11 weekly_upper 240 non-null float64 \n",
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" 12 yearly 240 non-null float64 \n",
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" 13 yearly_lower 240 non-null float64 \n",
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" 14 yearly_upper 240 non-null float64 \n",
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" 15 multiplicative_terms 240 non-null float64 \n",
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" 16 multiplicative_terms_lower 240 non-null float64 \n",
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" 17 multiplicative_terms_upper 240 non-null float64 \n",
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" 18 yhat 240 non-null float64 \n",
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"dtypes: datetime64[ns](1), float64(18)\n",
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"memory usage: 35.8 KB\n"
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]
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}
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],
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"execution_count": 2
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2024-12-30T02:22:43.306603Z",
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"start_time": "2024-12-30T02:22:42.995547Z"
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}
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},
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"cell_type": "code",
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"source": [
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"df_show = pd.concat([df_test[['ds', 'y']].set_index('ds'), predict[['ds', 'yhat']].set_index('ds').round(2)], axis=1)\n",
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"df_show.plot(figsize=(10, 5))"
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],
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"id": "d44a228e2358b7c9",
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<Axes: xlabel='ds'>"
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]
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},
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"execution_count": 3,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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"text/plain": [
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"<Figure size 1000x500 with 1 Axes>"
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],
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"image/png": 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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"execution_count": 3
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 2
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython2",
|
|
"version": "2.7.6"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|