Skip to content

Instantly share code, notes, and snippets.

@pmbaumgartner
Created December 28, 2017 15:34
Show Gist options
  • Save pmbaumgartner/9342f6c9733265ea67c1cd62a3b7746f to your computer and use it in GitHub Desktop.
Save pmbaumgartner/9342f6c9733265ea67c1cd62a3b7746f to your computer and use it in GitHub Desktop.
Forecast & Composition of Github Commits using Prophet
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Github Commits - Forecast Components\n",
"\n",
"Data from [BigQuery Github Dataset](https://cloud.google.com/bigquery/public-data/github) using the following query:\n",
"\n",
"```SQL\n",
"SELECT DATE(committer.date) as commit_date, count(*) as count\n",
"FROM [bigquery-public-data:github_repos.commits]\n",
"WHERE committer.date < TIMESTAMP(\"2017-04-10 00:00:00\")\n",
"AND committer.date > TIMESTAMP(\"2008-04-10 00:00:00\")\n",
"group by commit_date\n",
"order by commit_date\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"from fbprophet import Prophet\n",
"from matplotlib import pyplot as plt\n",
"import datetime\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"df = (pd.read_csv('/Users/pbaumgartner/Downloads/results-20171228-090154.csv')\n",
" .rename(columns={'commit_date' : 'ds', 'count' : 'y'})\n",
" .assign(y=lambda x: np.log(x['y']))\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ds</th>\n",
" <th>y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2008-04-10</td>\n",
" <td>10.175231</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2008-04-11</td>\n",
" <td>9.924074</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2008-04-12</td>\n",
" <td>8.881697</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2008-04-13</td>\n",
" <td>9.090656</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2008-04-14</td>\n",
" <td>9.320181</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ds y\n",
"0 2008-04-10 10.175231\n",
"1 2008-04-11 9.924074\n",
"2 2008-04-12 8.881697\n",
"3 2008-04-13 9.090656\n",
"4 2008-04-14 9.320181"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<fbprophet.forecaster.Prophet at 0x115474748>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model = Prophet(weekly_seasonality=True, yearly_seasonality=True)\n",
"model.fit(df)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"future_data = model.make_future_dataframe(periods=0, freq='d')\n",
"forecast_data = model.predict(future_data)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAsgAAAGoCAYAAABbtxOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQghRx/8Hjg8W3jU5AkoAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11540df98>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model.plot(forecast_data, xlabel='date', ylabel='log(commits)');"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAAKACAYAAAAMzckjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBFAIIYQQwsxIAiiEEEIIYWb+PyjOmuWsxhSoAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11606b780>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model.plot_components(forecast_data);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"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": "3.6.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment