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santiagobasulto/Hawking.ipynb

Created July 5, 2019 14:13
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Hawking.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from datetime import datetime"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"URL_TEMPLATE = (\n",
" 'https://wikimedia.org/api/rest_v1/metrics/pageviews/per-article/en.wikipedia/'\n",
" 'mobile-app/all-agents/Stephen_Hawking/daily/'\n",
" '{start}/'\n",
" '{end}')"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"start = datetime(2016, 1, 1)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"end = datetime.now()"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"url = URL_TEMPLATE.format(start=start.strftime('%Y%m%d00'), end=end.strftime('%Y%m%d00'))"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'https://wikimedia.org/api/rest_v1/metrics/pageviews/per-article/en.wikipedia/mobile-app/all-agents/Stephen_Hawking/daily/2016010100/2019070500'"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"url"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"import requests"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"resp = requests.get(url)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"resp.ok"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"dict_keys(['items'])"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"resp.json().keys()"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"df = pd.DataFrame.from_records(resp.json()['items'])"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"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>access</th>\n",
" <th>agent</th>\n",
" <th>article</th>\n",
" <th>granularity</th>\n",
" <th>project</th>\n",
" <th>timestamp</th>\n",
" <th>views</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>mobile-app</td>\n",
" <td>all-agents</td>\n",
" <td>Stephen_Hawking</td>\n",
" <td>daily</td>\n",
" <td>en.wikipedia</td>\n",
" <td>2016010100</td>\n",
" <td>548</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>mobile-app</td>\n",
" <td>all-agents</td>\n",
" <td>Stephen_Hawking</td>\n",
" <td>daily</td>\n",
" <td>en.wikipedia</td>\n",
" <td>2016010200</td>\n",
" <td>751</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>mobile-app</td>\n",
" <td>all-agents</td>\n",
" <td>Stephen_Hawking</td>\n",
" <td>daily</td>\n",
" <td>en.wikipedia</td>\n",
" <td>2016010300</td>\n",
" <td>879</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>mobile-app</td>\n",
" <td>all-agents</td>\n",
" <td>Stephen_Hawking</td>\n",
" <td>daily</td>\n",
" <td>en.wikipedia</td>\n",
" <td>2016010400</td>\n",
" <td>594</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>mobile-app</td>\n",
" <td>all-agents</td>\n",
" <td>Stephen_Hawking</td>\n",
" <td>daily</td>\n",
" <td>en.wikipedia</td>\n",
" <td>2016010500</td>\n",
" <td>362</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" access agent article granularity project \\\n",
"0 mobile-app all-agents Stephen_Hawking daily en.wikipedia \n",
"1 mobile-app all-agents Stephen_Hawking daily en.wikipedia \n",
"2 mobile-app all-agents Stephen_Hawking daily en.wikipedia \n",
"3 mobile-app all-agents Stephen_Hawking daily en.wikipedia \n",
"4 mobile-app all-agents Stephen_Hawking daily en.wikipedia \n",
"\n",
" timestamp views \n",
"0 2016010100 548 \n",
"1 2016010200 751 \n",
"2 2016010300 879 \n",
"3 2016010400 594 \n",
"4 2016010500 362 "
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"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>access</th>\n",
" <th>agent</th>\n",
" <th>article</th>\n",
" <th>granularity</th>\n",
" <th>project</th>\n",
" <th>timestamp</th>\n",
" <th>views</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1276</th>\n",
" <td>mobile-app</td>\n",
" <td>all-agents</td>\n",
" <td>Stephen_Hawking</td>\n",
" <td>daily</td>\n",
" <td>en.wikipedia</td>\n",
" <td>2019063000</td>\n",
" <td>231</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1277</th>\n",
" <td>mobile-app</td>\n",
" <td>all-agents</td>\n",
" <td>Stephen_Hawking</td>\n",
" <td>daily</td>\n",
" <td>en.wikipedia</td>\n",
" <td>2019070100</td>\n",
" <td>176</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1278</th>\n",
" <td>mobile-app</td>\n",
" <td>all-agents</td>\n",
" <td>Stephen_Hawking</td>\n",
" <td>daily</td>\n",
" <td>en.wikipedia</td>\n",
" <td>2019070200</td>\n",
" <td>197</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1279</th>\n",
" <td>mobile-app</td>\n",
" <td>all-agents</td>\n",
" <td>Stephen_Hawking</td>\n",
" <td>daily</td>\n",
" <td>en.wikipedia</td>\n",
" <td>2019070300</td>\n",
" <td>252</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1280</th>\n",
" <td>mobile-app</td>\n",
" <td>all-agents</td>\n",
" <td>Stephen_Hawking</td>\n",
" <td>daily</td>\n",
" <td>en.wikipedia</td>\n",
" <td>2019070400</td>\n",
" <td>219</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" access agent article granularity project \\\n",
"1276 mobile-app all-agents Stephen_Hawking daily en.wikipedia \n",
"1277 mobile-app all-agents Stephen_Hawking daily en.wikipedia \n",
"1278 mobile-app all-agents Stephen_Hawking daily en.wikipedia \n",
"1279 mobile-app all-agents Stephen_Hawking daily en.wikipedia \n",
"1280 mobile-app all-agents Stephen_Hawking daily en.wikipedia \n",
"\n",
" timestamp views \n",
"1276 2019063000 231 \n",
"1277 2019070100 176 \n",
"1278 2019070200 197 \n",
"1279 2019070300 252 \n",
"1280 2019070400 219 "
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.tail()"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"df['timestamp'] = df['timestamp'].str[:-2]"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"df['timestamp'] = pd.to_datetime(df['timestamp'])"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"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>access</th>\n",
" <th>agent</th>\n",
" <th>article</th>\n",
" <th>granularity</th>\n",
" <th>project</th>\n",
" <th>timestamp</th>\n",
" <th>views</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>mobile-app</td>\n",
" <td>all-agents</td>\n",
" <td>Stephen_Hawking</td>\n",
" <td>daily</td>\n",
" <td>en.wikipedia</td>\n",
" <td>2016-01-01</td>\n",
" <td>548</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>mobile-app</td>\n",
" <td>all-agents</td>\n",
" <td>Stephen_Hawking</td>\n",
" <td>daily</td>\n",
" <td>en.wikipedia</td>\n",
" <td>2016-01-02</td>\n",
" <td>751</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>mobile-app</td>\n",
" <td>all-agents</td>\n",
" <td>Stephen_Hawking</td>\n",
" <td>daily</td>\n",
" <td>en.wikipedia</td>\n",
" <td>2016-01-03</td>\n",
" <td>879</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>mobile-app</td>\n",
" <td>all-agents</td>\n",
" <td>Stephen_Hawking</td>\n",
" <td>daily</td>\n",
" <td>en.wikipedia</td>\n",
" <td>2016-01-04</td>\n",
" <td>594</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>mobile-app</td>\n",
" <td>all-agents</td>\n",
" <td>Stephen_Hawking</td>\n",
" <td>daily</td>\n",
" <td>en.wikipedia</td>\n",
" <td>2016-01-05</td>\n",
" <td>362</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" access agent article granularity project \\\n",
"0 mobile-app all-agents Stephen_Hawking daily en.wikipedia \n",
"1 mobile-app all-agents Stephen_Hawking daily en.wikipedia \n",
"2 mobile-app all-agents Stephen_Hawking daily en.wikipedia \n",
"3 mobile-app all-agents Stephen_Hawking daily en.wikipedia \n",
"4 mobile-app all-agents Stephen_Hawking daily en.wikipedia \n",
"\n",
" timestamp views \n",
"0 2016-01-01 548 \n",
"1 2016-01-02 751 \n",
"2 2016-01-03 879 \n",
"3 2016-01-04 594 \n",
"4 2016-01-05 362 "
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [],
"source": [
"df.set_index('timestamp', inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 1281 entries, 2016-01-01 to 2019-07-04\n",
"Data columns (total 6 columns):\n",
"access 1281 non-null object\n",
"agent 1281 non-null object\n",
"article 1281 non-null object\n",
"granularity 1281 non-null object\n",
"project 1281 non-null object\n",
"views 1281 non-null int64\n",
"dtypes: int64(1), object(5)\n",
"memory usage: 70.1+ KB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f6cb383d4a8>"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df[['views']].plot(figsize=(14, 7))"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"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>views</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>1281.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>560.502732</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>3803.518825</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>142.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>249.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>308.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>401.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>125801.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" views\n",
"count 1281.000000\n",
"mean 560.502732\n",
"std 3803.518825\n",
"min 142.000000\n",
"25% 249.000000\n",
"50% 308.000000\n",
"75% 401.000000\n",
"max 125801.000000"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.describe()"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.017615958082754856"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"125801.000000/7141309"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"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>access</th>\n",
" <th>agent</th>\n",
" <th>article</th>\n",
" <th>granularity</th>\n",
" <th>project</th>\n",
" <th>views</th>\n",
" </tr>\n",
" <tr>\n",
" <th>timestamp</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2018-03-14</th>\n",
" <td>all-access</td>\n",
" <td>all-agents</td>\n",
" <td>Stephen_Hawking</td>\n",
" <td>daily</td>\n",
" <td>en.wikipedia</td>\n",
" <td>7141309</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" access agent article granularity project \\\n",
"timestamp \n",
"2018-03-14 all-access all-agents Stephen_Hawking daily en.wikipedia \n",
"\n",
" views \n",
"timestamp \n",
"2018-03-14 7141309 "
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.loc[df['views'] == df['views'].max()]"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1280, 7)"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.shap"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'items': [{'access': 'all-access',\n",
" 'agent': 'all-agents',\n",
" 'article': 'Albert_Einstein',\n",
" 'granularity': 'daily',\n",
" 'project': 'en.wikipedia',\n",
" 'timestamp': '2016010100',\n",
" 'views': 14974},\n",
" {'access': 'all-access',\n",
" 'agent': 'all-agents',\n",
" 'article': 'Albert_Einstein',\n",
" 'granularity': 'daily',\n",
" 'project': 'en.wikipedia',\n",
" 'timestamp': '2016010200',\n",
" 'views': 18086},\n",
" {'access': 'all-access',\n",
" 'agent': 'all-agents',\n",
" 'article': 'Albert_Einstein',\n",
" 'granularity': 'daily',\n",
" 'project': 'en.wikipedia',\n",
" 'timestamp': '2016010300',\n",
" 'views': 19302},\n",
" {'access': 'all-access',\n",
" 'agent': 'all-agents',\n",
" 'article': 'Albert_Einstein',\n",
" 'granularity': 'daily',\n",
" 'project': 'en.wikipedia',\n",
" 'timestamp': '2016010400',\n",
" 'views': 19991},\n",
" {'access': 'all-access',\n",
" 'agent': 'all-agents',\n",
" 'article': 'Albert_Einstein',\n",
" 'granularity': 'daily',\n",
" 'project': 'en.wikipedia',\n",
" 'timestamp': '2016010500',\n",
" 'views': 20866},\n",
" {'access': 'all-access',\n",
" 'agent': 'all-agents',\n",
" 'article': 'Albert_Einstein',\n",
" 'granularity': 'daily',\n",
" 'project': 'en.wikipedia',\n",
" 'timestamp': '2016010600',\n",
" 'views': 20364},\n",
" {'access': 'all-access',\n",
" 'agent': 'all-agents',\n",
" 'article': 'Albert_Einstein',\n",
" 'granularity': 'daily',\n",
" 'project': 'en.wikipedia',\n",
" 'timestamp': '2016010700',\n",
" 'views': 20923},\n",
" {'access': 'all-access',\n",
" 'agent': 'all-agents',\n",
" 'article': 'Albert_Einstein',\n",
" 'granularity': 'daily',\n",
" 'project': 'en.wikipedia',\n",
" 'timestamp': '2016010800',\n",
" 'views': 19534},\n",
" {'access': 'all-access',\n",
" 'agent': 'all-agents',\n",
" 'article': 'Albert_Einstein',\n",
" 'granularity': 'daily',\n",
" 'project': 'en.wikipedia',\n",
" 'timestamp': '2016010900',\n",
" 'views': 16708},\n",
" {'access': 'all-access',\n",
" 'agent': 'all-agents',\n",
" 'article': 'Albert_Einstein',\n",
" 'granularity': 'daily',\n",
" 'project': 'en.wikipedia',\n",
" 'timestamp': '2016011000',\n",
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" 'project': 'en.wikipedia',\n",
" 'timestamp': '2018092600',\n",
" 'views': 19648},\n",
" ...]}"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"resp.json()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"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": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
@Alma87
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Alma87 commented Aug 8, 2021

I never set this up I need it off asap

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