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November 15, 2021 05:02
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back_pain.ipynb
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{ | |
"nbformat": 4, | |
"nbformat_minor": 0, | |
"metadata": { | |
"colab": { | |
"name": "back_pain.ipynb", | |
"provenance": [], | |
"collapsed_sections": [], | |
"authorship_tag": "ABX9TyMm6M1UYPErp4GQsNjBGYu7", | |
"include_colab_link": true | |
}, | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3" | |
} | |
}, | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "view-in-github", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"<a href=\"https://colab.research.google.com/gist/jcheong0428/21c8df2f6acae849dd1e10e7352f3143/back_pain.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "WSvL-EXqZuSY" | |
}, | |
"source": [ | |
"# Analyzing if back pain searches increased due to working from home during the pandemic\n", | |
"\n", | |
"_Written by Jin Hyun Cheong_" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "24XfrRn9flh0", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 496 | |
}, | |
"outputId": "f86878e8-f9e1-49ac-86ac-ac4d7183b2a8" | |
}, | |
"source": [ | |
"# Install pystan\n", | |
"!pip install -q pystan\n", | |
"# Install Facebook Prophet \n", | |
"!pip install -q fbprophet\n", | |
"# Download Google Trends data\n", | |
"!git clone https://gist.github.com/jcheong0428/838a1b1daf67473373da50627bc1bbda\n", | |
"!cp 838a1b1daf67473373da50627bc1bbda/*.csv .\n", | |
"\n", | |
"import pandas as pd\n", | |
"import seaborn as sns\n", | |
"sns.set_context(\"talk\")\n", | |
"import matplotlib.pyplot as plt\n", | |
"plt.rc(\"axes.spines\", top=False, right=False)\n", | |
"\n", | |
"df = pd.read_csv(\"/content/backpain_timeline.csv\", skiprows=0)\n", | |
"df['date'] = pd.to_datetime(df.Month)\n", | |
"df.set_index('date',inplace=True)\n", | |
"\n", | |
"f,ax=plt.subplots(figsize=(8,6))\n", | |
"df.plot(ax=ax)\n", | |
"ax.set(xlabel='time')\n", | |
"ax.set_ylabel('searches\\n(relative %)', rotation=0, labelpad=60)\n", | |
"ax.axvline(pd.to_datetime('2020-04-01'), color='k', linestyle='--', lw=2)\n", | |
"plt.legend(['back pain', 'lower back pain', 'chiropractor near me', 'April 1st, 2020'], bbox_to_anchor=(1.05, .65), loc=2, borderaxespad=0.)\n", | |
"plt.title(\"Search trends for keywords\", y=1.1)" | |
], | |
"execution_count": 5, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"fatal: destination path '838a1b1daf67473373da50627bc1bbda' already exists and is not an empty directory.\n" | |
] | |
}, | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"Text(0.5, 1.1, 'Search trends for keywords')" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 5 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 576x432 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 461 | |
}, | |
"id": "KWb73_fLYpA9", | |
"outputId": "1b02293d-6c51-42e9-df7f-5ac6a8cc5a41" | |
}, | |
"source": [ | |
"from fbprophet import Prophet\n", | |
"from fbprophet.plot import add_changepoints_to_plot\n", | |
"import matplotlib.pyplot as plt\n", | |
"variableOfInterest = \"back pain\"\n", | |
"ts = pd.DataFrame({'ds':df.loc[:'2020-03-01'].index,'y':df.loc[:'2020-03-01'][variableOfInterest]})\n", | |
"\n", | |
"prophet = Prophet(weekly_seasonality=False,\n", | |
" daily_seasonality=False, \n", | |
" changepoint_range=1,\n", | |
" changepoint_prior_scale=0.1,\n", | |
" )\n", | |
"prophet.fit(ts)\n", | |
"\n", | |
"forecast = prophet.predict()\n", | |
"\n", | |
"# plot\n", | |
"f,ax = plt.subplots(figsize=(10,6))\n", | |
"fig = prophet.plot(forecast,ax =ax)\n", | |
"a = add_changepoints_to_plot(fig.gca(),prophet,forecast, threshold=0.1)\n", | |
"plt.title(variableOfInterest)\n", | |
"plt.show()\n", | |
"\n", | |
"pdf = pd.merge(ts, forecast, on='ds')" | |
], | |
"execution_count": 6, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stderr", | |
"text": [ | |
"INFO:numexpr.utils:NumExpr defaulting to 2 threads.\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 720x432 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 1000 | |
}, | |
"id": "KU_I-_oY9dKx", | |
"outputId": "c9f7c164-5d13-4327-e94a-b419b7b2c5ac" | |
}, | |
"source": [ | |
"from scipy import stats\n", | |
"\n", | |
"def create_future():\n", | |
" \"\"\"Code to create datetime index for the covid WFH period.\"\"\"\n", | |
" future = list()\n", | |
" for y in [2020]:\n", | |
" for m in range(4, 13):\n", | |
" date = f'{y}-{m:02d}' \n", | |
" future.append([date])\n", | |
" for y in [2021]:\n", | |
" for m in range(1, 12):\n", | |
" date = f'{y}-{m:02d}' \n", | |
" future.append([date])\n", | |
" future = pd.DataFrame(future)\n", | |
" future.columns = ['ds']\n", | |
" future['ds'] = pd.to_datetime(future['ds'])\n", | |
" return future\n", | |
"\n", | |
"for variableOfInterest in ['back pain', 'lower back pain', 'chiropractor near me']:\n", | |
" ts = pd.DataFrame({'ds':df.loc[:'2020-03-01'].index,'y':df.loc[:'2020-03-01'][variableOfInterest]})\n", | |
"\n", | |
" prophet = Prophet(weekly_seasonality=False,\n", | |
" daily_seasonality=False, \n", | |
" changepoint_range=1,\n", | |
" changepoint_prior_scale=0.1,\n", | |
" )\n", | |
" prophet.fit(ts)\n", | |
"\n", | |
" future = create_future()\n", | |
" forecast = prophet.predict(future)\n", | |
"\n", | |
" f, ax =plt.subplots()\n", | |
" covid_df = df.loc['2020-04-01':][[variableOfInterest]]\n", | |
" covid_df.plot(ax=ax)\n", | |
" forecast_covid_df = forecast[['yhat']]\n", | |
" forecast_covid_df.index = covid_df.index\n", | |
" forecast_covid_df.plot(ax=ax, color='r')\n", | |
" ax.set_ylabel(\"searches (%)\", rotation=0, labelpad=60)\n", | |
" ax.set(title=f'{variableOfInterest}')\n", | |
" plt.legend(['ground truth searches (y)', 'predicted searches (yhat)'], bbox_to_anchor=(1.05, .65), loc=2, borderaxespad=0.)\n", | |
" plt.show()\n", | |
" diff = covid_df.values - forecast_covid_df.values\n", | |
" print(stats.ttest_1samp(diff.ravel(), 0))" | |
], | |
"execution_count": 11, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
}, | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Ttest_1sampResult(statistic=3.02211745181443, pvalue=0.007009629673854608)\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
}, | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Ttest_1sampResult(statistic=1.0531577534485173, pvalue=0.3054785788416904)\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
}, | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Ttest_1sampResult(statistic=3.209340022633103, pvalue=0.004616486540387163)\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "vCKb8BsMDPVV" | |
}, | |
"source": [ | |
"" | |
], | |
"execution_count": null, | |
"outputs": [] | |
} | |
] | |
} |
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