{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import pandas as pd\n", "import numpy as np\n", "\n", "import matplotlib.pyplot as plt\n", "#新增加的两行\n", "from pylab import mpl\n", "# 设置显示中文字体\n", "mpl.rcParams[\"font.sans-serif\"] = [\"SimHei\"]\n", "\n", "mpl.rcParams[\"axes.unicode_minus\"] = False" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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datePM2.5PM10SO2NO2O3O3_8hCOOxwind-U...VOC_resdientVOC_powerVOC_agriculturalPM2.5_industrialPM2.5_transportationPM2.5_resdientPM2.5_powerPM2.5_agriculturalCO_BioVOCs_Bio
02015-01-02 01:00:00136.0214.0317.038.08.09.03.71460.831775...0.9371730.03772400.9268510.0777150.8271100.43602800.0815464.217706
12015-01-02 02:00:00114.0176.0305.038.08.09.03.5546-0.695011...0.9371730.03621500.9268510.0812480.8271100.41858700.0800314.119807
22015-01-02 03:00:0097.0154.0306.037.07.08.03.5144-0.173311...0.9371730.03571200.9268510.0883130.8271100.41277300.0777613.973464
32015-01-02 04:00:0087.0141.0316.038.07.08.03.55450.000000...0.9371730.03671800.9268510.0912560.8271100.42440000.0767663.909235
42015-01-02 05:00:0085.0139.0292.037.07.08.03.62441.234518...1.9784750.03973600.9268510.0924341.7461210.45928200.0771193.930702
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5 rows × 54 columns

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" ], "text/plain": [ " date PM2.5 PM10 SO2 NO2 O3 O3_8h CO Ox \\\n", "0 2015-01-02 01:00:00 136.0 214.0 317.0 38.0 8.0 9.0 3.71 46 \n", "1 2015-01-02 02:00:00 114.0 176.0 305.0 38.0 8.0 9.0 3.55 46 \n", "2 2015-01-02 03:00:00 97.0 154.0 306.0 37.0 7.0 8.0 3.51 44 \n", "3 2015-01-02 04:00:00 87.0 141.0 316.0 38.0 7.0 8.0 3.55 45 \n", "4 2015-01-02 05:00:00 85.0 139.0 292.0 37.0 7.0 8.0 3.62 44 \n", "\n", " wind-U ... VOC_resdient VOC_power VOC_agricultural PM2.5_industrial \\\n", "0 0.831775 ... 0.937173 0.037724 0 0.926851 \n", "1 -0.695011 ... 0.937173 0.036215 0 0.926851 \n", "2 -0.173311 ... 0.937173 0.035712 0 0.926851 \n", "3 0.000000 ... 0.937173 0.036718 0 0.926851 \n", "4 1.234518 ... 1.978475 0.039736 0 0.926851 \n", "\n", " PM2.5_transportation PM2.5_resdient PM2.5_power PM2.5_agricultural \\\n", "0 0.077715 0.827110 0.436028 0 \n", "1 0.081248 0.827110 0.418587 0 \n", "2 0.088313 0.827110 0.412773 0 \n", "3 0.091256 0.827110 0.424400 0 \n", "4 0.092434 1.746121 0.459282 0 \n", "\n", " CO_Bio VOCs_Bio \n", "0 0.081546 4.217706 \n", "1 0.080031 4.119807 \n", "2 0.077761 3.973464 \n", "3 0.076766 3.909235 \n", "4 0.077119 3.930702 \n", "\n", "[5 rows x 54 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = pd.read_excel('./data/mod_merge_ssr&MEIC&BUGS.xlsx')\n", "data.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "data.drop(columns='O3_8h', inplace=True)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['PM2.5', 'PM10', 'SO2', 'NO2', 'O3', 'CO']" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "out_cols = data.columns[1:7].tolist()\n", "out_cols\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "date_range = pd.date_range(start=data.date.min(), end=data.date.max(), freq='H')\n", "data.date = pd.to_datetime(data.date)\n", "data = data.set_index('date').reindex(date_range)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "import datetime as dt" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "打印输出列的分布" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans.\n", "findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n", "findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans.\n", "findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15, 10))\n", "for index, col in enumerate(out_cols):\n", " try:\n", " plt.subplot(3,3,index+1)\n", " plt.title(col)\n", " plt.hist(data[col])\n", " except:\n", " print(col)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "打印特征列的分布" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "fea_cols = [x for x in data.columns if x not in out_cols]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "VOCs_Bio\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(24, 28))\n", "for index, col in enumerate(fea_cols):\n", " try:\n", " plt.subplot(9,5,index+1)\n", " plt.title(col)\n", " plt.hist(data[col])\n", " except:\n", " print(col)\n", "fig.savefig('fea.png')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "分别对每个输出找到相关性最大的特征" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/zhaojh/miniconda3/envs/py37/lib/python3.7/site-packages/seaborn/matrix.py:198: RuntimeWarning: All-NaN slice encountered\n", " vmin = np.nanmin(calc_data)\n", "/home/zhaojh/miniconda3/envs/py37/lib/python3.7/site-packages/seaborn/matrix.py:203: RuntimeWarning: All-NaN slice encountered\n", " vmax = np.nanmax(calc_data)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "k = 10\n", "fig = plt.figure(figsize=(30, 30))\n", "for i,u_col in enumerate(out_cols):\n", " use_cols = fea_cols + [u_col]\n", " corrmat = data[use_cols].corr()\n", " cols = corrmat.nlargest(k, u_col)[u_col].index\n", " cm = np.corrcoef(data[cols].values.T)\n", " sns.set(font_scale=1.25)\n", " plt.subplot(3,3,i+1)\n", " plt.title(u_col)\n", " hm = sns.heatmap(cm, cbar=True, annot=True, square=True, fmt='.2f', annot_kws={'size': 10}, \n", " yticklabels=cols.values, xticklabels=cols.values)\n", "fig.savefig('./cm.png')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "直接看相关性太低了,将过去一个时刻的指标扔进来" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "data.index.name = 'date'" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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pre_timepre_PM2.5pre_PM10pre_SO2pre_NO2pre_O3pre_CO
02015-01-02 01:00:00136.0214.0317.038.08.03.71
12015-01-02 02:00:00114.0176.0305.038.08.03.55
22015-01-02 03:00:0097.0154.0306.037.07.03.51
32015-01-02 04:00:0087.0141.0316.038.07.03.55
42015-01-02 05:00:0085.0139.0292.037.07.03.62
\n", "
" ], "text/plain": [ " pre_time pre_PM2.5 pre_PM10 pre_SO2 pre_NO2 pre_O3 pre_CO\n", "0 2015-01-02 01:00:00 136.0 214.0 317.0 38.0 8.0 3.71\n", "1 2015-01-02 02:00:00 114.0 176.0 305.0 38.0 8.0 3.55\n", "2 2015-01-02 03:00:00 97.0 154.0 306.0 37.0 7.0 3.51\n", "3 2015-01-02 04:00:00 87.0 141.0 316.0 38.0 7.0 3.55\n", "4 2015-01-02 05:00:00 85.0 139.0 292.0 37.0 7.0 3.62" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.reset_index(inplace=True)\n", "data.date = pd.to_datetime(data.date)\n", "data['pre_time'] = data.date.apply(lambda x: x - dt.timedelta(hours=1))\n", "pre_out = data[['date'] + out_cols].copy()\n", "pre_out.columns = ['pre_time'] + [f'pre_{x}' for x in out_cols]\n", "pre_out.pre_time = pd.to_datetime(pre_out.pre_time)\n", "pre_out.head()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(46455, 60)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "use_data = data.merge(pre_out, how='left', on='pre_time').dropna()\n", "use_data.shape" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "定义新的特征列" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "new_fea_cols = [x for x in use_data.columns if x not in out_cols]" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k = 10\n", "fig = plt.figure(figsize=(30, 30))\n", "for i,u_col in enumerate(out_cols):\n", " use_cols = new_fea_cols + [u_col]\n", " corrmat = use_data[use_cols].corr()\n", " cols = corrmat.nlargest(k, u_col)[u_col].index\n", " cm = np.corrcoef(use_data[cols].values.T)\n", " sns.set(font_scale=1.25)\n", " plt.subplot(3,3,i+1)\n", " plt.title(u_col)\n", " hm = sns.heatmap(cm, cbar=True, annot=True, square=True, fmt='.2f', annot_kws={'size': 10}, \n", " yticklabels=cols.values, xticklabels=cols.values)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "果然和上一时刻是强相关的,这就尴尬了。先做特征工程试试" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "对输出列取对数化" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "for col in out_cols:\n", " use_data[col] = np.log1p(use_data[col])" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "from scipy.stats import norm\n", "import scipy.stats as stats" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/zhaojh/miniconda3/envs/py37/lib/python3.7/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", "/home/zhaojh/miniconda3/envs/py37/lib/python3.7/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", "/home/zhaojh/miniconda3/envs/py37/lib/python3.7/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", "/home/zhaojh/miniconda3/envs/py37/lib/python3.7/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", "/home/zhaojh/miniconda3/envs/py37/lib/python3.7/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", "/home/zhaojh/miniconda3/envs/py37/lib/python3.7/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15, 10))\n", "for index, col in enumerate(out_cols):\n", " try:\n", " plt.subplot(3,3,index+1)\n", " plt.title(col)\n", " sns.distplot(data[col], fit=norm)\n", " except:\n", " print(col)\n", "fig.savefig('no-log.png')" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/zhaojh/miniconda3/envs/py37/lib/python3.7/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", "/home/zhaojh/miniconda3/envs/py37/lib/python3.7/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", "/home/zhaojh/miniconda3/envs/py37/lib/python3.7/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", "/home/zhaojh/miniconda3/envs/py37/lib/python3.7/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", "/home/zhaojh/miniconda3/envs/py37/lib/python3.7/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", "/home/zhaojh/miniconda3/envs/py37/lib/python3.7/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15, 10))\n", "for index, col in enumerate(out_cols):\n", " try:\n", " plt.subplot(3,3,index+1)\n", " plt.title(col)\n", " sns.distplot(use_data[col], fit=norm)\n", " except:\n", " print(col)\n", "fig.savefig('logify.png')" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15, 15))\n", "for index, col in enumerate(out_cols):\n", " try:\n", " plt.subplot(3,3,index+1)\n", " plt.title(col)\n", " rest = stats.probplot(use_data[col], plot=plt)\n", " except:\n", " print(col)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "如果做minmax,是否还保持高斯分布" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "maxs = use_data[out_cols].max()\n", "mins = use_data[out_cols].min()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PM2.5 PM10 SO2 NO2 O3 CO " ] } ], "source": [ "out_data = list()\n", "for col in out_cols:\n", " print(col, end=' ')\n", " d = (use_data[col] - mins[col]) / (maxs[col] - mins[col])\n", " out_data.append(d)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15, 15))\n", "for index, col in enumerate(out_data):\n", " try:\n", " plt.subplot(3,3,index+1)\n", " rest = stats.probplot(col, plot=plt)\n", " except:\n", " print(col)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "下面这几列,数据有问题,直接drop掉" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "drop_cols = [x for x in new_fea_cols if 'agricultural' in x] + ['NH3_power'] + ['CO_Bio', 'VOCs_Bio']\n", "drop_cols.remove('NH3_agricultural')" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15, 15))\n", "for index, col in enumerate(drop_cols):\n", " try:\n", " plt.subplot(3,4,index+1)\n", " plt.title(col)\n", " plt.hist(data[col])\n", " except:\n", " print(col)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "use_data.drop(columns=drop_cols, inplace=True)\n", "use_data.drop(columns=['date', 'pre_time'], inplace=True)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "ename": "NameError", "evalue": "name 'use_data' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m/tmp/ipykernel_1136037/1598183905.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0muse_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreset_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'./data/train_data_mod.csv'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'utf-8-sig'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;31mNameError\u001b[0m: name 'use_data' is not defined" ] } ], "source": [ "use_data.reset_index().to_csv('./data/train_data_mod.csv', encoding='utf-8-sig', index=False)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "data.drop(columns=drop_cols).to_csv('./data/ori_data.csv', encoding='utf-8-sig', index=False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "py37", "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": "3.7.13" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "993bd31d5df1020fab369d79a34ff0a2a159e1798f3e25d3ad4b7751d38184c9" } } }, "nbformat": 4, "nbformat_minor": 2 }