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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"cell_style": "split"
},
"source": [
"# Changesets per week in North America, as extracted from Athena: \n",
"\n",
"```sql\n",
"SELECT date_trunc('week', created_at) AS week, count(id) AS c_sets, count(distinct(uid)) AS users\n",
"FROM changesets\n",
"WHERE min_lat > 17.4\n",
" AND max_lat < 76.7\n",
" AND min_lon > -169.7\n",
" AND max_lon < -51.1\n",
"GROUP BY date_trunc('week',created_at)\n",
"ORDER BY date_trunc('week',created_at) DESC\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-04T20:54:15.209745Z",
"start_time": "2019-11-04T20:54:15.197317Z"
},
"cell_style": "split"
},
"outputs": [],
"source": [
"import pandas as pd; import seaborn as sns; import json, os, sys, datetime\n",
"import matplotlib.pyplot as plt; import matplotlib.dates as mdates; import matplotlib.colors as colors; import matplotlib.ticker\n",
"from matplotlib.ticker import StrMethodFormatter\n",
"%config InlineBackend.figure_format = 'retina' # Make figures look good for hi-res displays.\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-04T20:54:15.564981Z",
"start_time": "2019-11-04T20:54:15.551267Z"
},
"cell_style": "split"
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>week</th>\n",
" <th>c_sets</th>\n",
" <th>users</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2019-10-28</td>\n",
" <td>149</td>\n",
" <td>55</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2019-10-21</td>\n",
" <td>79954</td>\n",
" <td>2366</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" week c_sets users\n",
"0 2019-10-28 149 55\n",
"1 2019-10-21 79954 2366"
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv('/Users/jenningsanderson/Downloads/1500fb0f-62a2-470a-bda7-2a72663627f5.csv')\n",
"df.week = df.week.apply(pd.Timestamp)\n",
"df.head(2)"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-04T20:54:16.259725Z",
"start_time": "2019-11-04T20:54:15.946322Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(Text(0.5,0,'Date'), Text(0,0.5,'Number of mappers active weekly'))"
]
},
"execution_count": 81,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 463,
"width": 900
}
},
"output_type": "display_data"
}
],
"source": [
"sns.set_style(\"white\")\n",
"ax = df.set_index('week')['users'].plot(figsize=(15,8))\n",
"ax.set_xlim(datetime.datetime(2006,1,1), datetime.datetime(2019,10,1))\n",
"ax.set_title(\"Distinct editors per week in North America\", fontsize=16)\n",
"ax.set_xlabel('Date'), ax.set_ylabel('Number of mappers active weekly', fontsize=16)"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-04T20:55:31.631384Z",
"start_time": "2019-11-04T20:55:31.620753Z"
},
"cell_style": "split"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2016 Weekly Averages\n"
]
},
{
"data": {
"text/plain": [
"c_sets 19149.403846\n",
"users 1509.019231\n",
"dtype: float64"
]
},
"execution_count": 87,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"print(\"2016 Weekly Averages\")\n",
"df[ (df.week > datetime.datetime(2016,1,1)) & \n",
" (df.week < datetime.datetime(2017,1,1))\n",
" ].mean()"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-04T20:56:05.303957Z",
"start_time": "2019-11-04T20:56:05.295000Z"
},
"cell_style": "split"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2019 Weekly Averages\n"
]
},
{
"data": {
"text/plain": [
"c_sets 40701.953488\n",
"users 2076.790698\n",
"dtype: float64"
]
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"print(\"2019 Weekly Averages\")\n",
"df[ (df.week > datetime.datetime(2019,1,1))\n",
" ].mean()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"hide_input": false,
"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",
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},
"varInspector": {
"cols": {
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"lenType": 16,
"lenVar": 40
},
"kernels_config": {
"python": {
"delete_cmd_postfix": "",
"delete_cmd_prefix": "del ",
"library": "var_list.py",
"varRefreshCmd": "print(var_dic_list())"
},
"r": {
"delete_cmd_postfix": ") ",
"delete_cmd_prefix": "rm(",
"library": "var_list.r",
"varRefreshCmd": "cat(var_dic_list()) "
}
},
"types_to_exclude": [
"module",
"function",
"builtin_function_or_method",
"instance",
"_Feature"
],
"window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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