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@ladyrassilon
Created July 29, 2018 12:27
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"from pymongo import MongoClient\n",
"\n",
"def get_mongo_database(db_name, host='localhost', port=27017, username=None, password=None):\n",
" if username and password:\n",
" mongo_url = 'mongodb://%s:%s@%s/%s'%(username, password, host, db_name)\n",
" conn = MongoClient(mongo_url)\n",
" else:\n",
" conn = MongoClient(host, port)\n",
" return conn[db_name]\n",
"\n",
"def mongo_to_dataframe(db_name, collection, query={}, host='localhost', port=27017, username=None, password=None, no_id=True):\n",
" db = get_mongo_database(db_name, host, port, username, password)\n",
" cursor = db[collection].find(query)\n",
" df = pd.DataFrame(list(cursor))\n",
" \n",
" if no_id:\n",
" del df['_id']\n",
" \n",
" return df\n",
"\n",
"def dataframe_to_mongo(df, db_name, collection, host='localhost', port=27017, username=None, password=None):\n",
" db = get_mongo_database(db_name, host, port, username, password)\n",
" records = df.to_dict('records')\n",
" db[collection].insert_many(records)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import json\n",
"import seaborn as sb\n",
"\n",
"plt.rcParams['figure.figsize'] = 8, 4"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"df = mongo_to_dataframe('nobel_prize', 'winners_all')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x115e44e80>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"by_gender = df.groupby('gender')\n",
"by_gender.size().plot(kind='bar')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"by_cat_gen = df.groupby(['category', 'gender'])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"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>name</th>\n",
" <th>year</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>106</th>\n",
" <td>Marie Skłodowska-Curie</td>\n",
" <td>1903.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>222</th>\n",
" <td>Maria Goeppert-Mayer</td>\n",
" <td>1963.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name year\n",
"106 Marie Skłodowska-Curie 1903.0\n",
"222 Maria Goeppert-Mayer 1963.0"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"by_cat_gen.get_group(('Physics', 'female'))[['name', 'year']]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"category gender\n",
"Chemistry female 4\n",
" male 167\n",
"Economics female 1\n",
" male 74\n",
"Literature female 13\n",
" male 93\n",
"Peace female 16\n",
" male 87\n",
"Physics female 2\n",
" male 199\n",
"Physiology or Medicine female 11\n",
" male 191\n",
"dtype: int64"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"by_cat_gen.size()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10fb435c0>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"by_cat_gen.size().plot(kind='barh')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x110130080>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"by_cat_gen.size().unstack().plot(kind='barh')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x110181cc0>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cat_gen_sz = by_cat_gen.size().unstack()\n",
"cat_gen_sz['total'] = cat_gen_sz.sum(axis=1)\n",
"cat_gen_sz = cat_gen_sz.sort_values(by='female', ascending=True)\n",
"cat_gen_sz[['female', 'total', 'male']].plot(kind='barh')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"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>name</th>\n",
" <th>country</th>\n",
" <th>year</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>106</th>\n",
" <td>Marie Skłodowska-Curie</td>\n",
" <td>Poland</td>\n",
" <td>1903.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>222</th>\n",
" <td>Maria Goeppert-Mayer</td>\n",
" <td>United States</td>\n",
" <td>1963.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name country year\n",
"106 Marie Skłodowska-Curie Poland 1903.0\n",
"222 Maria Goeppert-Mayer United States 1963.0"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[(df.category == 'Physics') & (df.gender == 'female')][['name', 'country', 'year']]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1133bcb38>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"by_year_gender = df.groupby(['year', 'gender'])\n",
"year_gen_sz = by_year_gender.size().unstack()\n",
"year_gen_sz.plot(kind='bar', figsize=(16,4))"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,0,'Year')"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def thin_xticks(ax, tick_gap=10, rotation=45):\n",
" ticks = ax.xaxis.get_ticklocs()\n",
" ticklabels = [l.get_text() for l in ax.axis.get_ticklabels()]\n",
" ax.xaxis.set_ticks(ticks[::tick_gap])\n",
" ax.xaxis.set_ticklabels(ticklabels[::tick_gap], rotation=rotation)\n",
" ax.figure.show()\n",
"by_year_gender = df.groupby(['year', 'gender'])\n",
"by_year_gender.size().unstack()\n",
"new_index = pd.Index(np.arange(1901, 2015), name='year')\n",
"by_year_gender = df.groupby(['year', 'gender'])\n",
"year_gen_sz = by_year_gender.size().unstack().reindex(new_index)\n",
"fig, axes = plt.subplots(nrows=2, ncols=1, sharex=True, sharey=True)\n",
"\n",
"ax_f = axes[0]\n",
"ax_m = axes[1]\n",
"\n",
"fig.suptitle('Nobel Prize-winners by gender', fontsize=16)\n",
"\n",
"ax_f.bar(year_gen_sz.index, year_gen_sz.female)\n",
"ax_f.set_ylabel('Female winners')\n",
"\n",
"ax_m.bar(year_gen_sz.index, year_gen_sz.male)\n",
"ax_m.set_ylabel('Male winners')\n",
"\n",
"ax_m.set_xlabel('Year')\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x117693cc0>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.groupby('country').size().sort_values(ascending=False).plot(kind='bar', figsize=(12,4))"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1174497f0>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.groupby('country').size().plot(kind='bar', figsize=(12, 4))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"sizers = df.groupby('country').size()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"alpha2Code AF\n",
"alpha3Code AFG\n",
"altSpellings [AF, Afġānistān]\n",
"area 652230\n",
"borders [IRN, PAK, TKM, UZB, TJK, CHN]\n",
"callingCodes [93]\n",
"capital Kabul\n",
"currencies [AFN]\n",
"demonym Afghan\n",
"gini 27.8\n",
"languages [ps, uz, tk]\n",
"latlng [33.0, 65.0]\n",
"name Afghanistan\n",
"nativeName افغانستان\n",
"numericCode 004\n",
"population 26023100\n",
"region Asia\n",
"relevance 0\n",
"subregion Southern Asia\n",
"timezones [UTC+04:30]\n",
"topLevelDomain [.af]\n",
"translations {'de': 'Afghanistan', 'es': 'Afganistán', 'fr'...\n",
"Name: 0, dtype: object"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nat_group = df.groupby('country')\n",
"ngsz = nat_group.size()\n",
"ngsz.index\n",
"df_countries = mongo_to_dataframe('nobel_prize', 'country_data')\n",
"df_countries.iloc[0]"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"df_countries = df_countries.set_index('name')\n",
"df_countries['nobel_wins'] = ngsz\n",
"df_countries['nobel_wins_per_capita'] = df_countries.nobel_wins / df_countries.population"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x117c04940>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_countries.sort_values(by='nobel_wins_per_capita', ascending=False).nobel_wins_per_capita.plot('bar')"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x117f04d30>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_countries[df_countries.nobel_wins > 2].sort_values(by='nobel_wins_per_capita', ascending=False).nobel_wins_per_capita.plot('bar')"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"nat_cat_sz = df.groupby(['country', 'category']).size().unstack()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"COL_NUM = 2\n",
"ROW_NUM = 3\n",
"fig, axes = plt.subplots(ROW_NUM, COL_NUM, figsize=(12,12))\n",
"\n",
"for i, (label, col) in enumerate(nat_cat_sz.iteritems()):\n",
" ax = axes[int(i/COL_NUM), i%COL_NUM]\n",
" col = col.sort_values(ascending=False)[:10]\n",
" col.plot(kind='barh', ax=ax)\n",
" ax.set_title(label)\n",
"\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"country\n",
"United States 95.0\n",
"United Kingdom 28.0\n",
"Germany 16.0\n",
"France 12.0\n",
"Switzerland 8.0\n",
"Australia 6.0\n",
"Sweden 6.0\n",
"Denmark 5.0\n",
"Belgium 4.0\n",
"Austria 4.0\n",
"Name: Physiology or Medicine, dtype: float64"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"col.sort_values(ascending=False)"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [],
"source": [
"new_index = pd.Index(np.arange(1901, 2015), name='year')"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"by_year_nat_sz = df.groupby(['year', 'country']).size().unstack().reindex(new_index)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x118672400>"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"by_year_nat_sz['United States'].cumsum().plot()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x118760550>"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"by_year_nat_sz['United States'].fillna(0).cumsum().plot()"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [],
"source": [
"by_year_nat_sz = df.groupby(['year', 'country']).size().unstack().fillna(0)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"not_US = by_year_nat_sz.columns.tolist()\n",
"not_US.remove('United States')"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"by_year_nat_sz['Not US'] = by_year_nat_sz[not_US].sum(axis=1)\n",
"ax = by_year_nat_sz[['United States', 'Not US']].cumsum().plot()"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [],
"source": [
"by_year_nat_sz = df.groupby(['year', 'country']).size().unstack().reindex(new_index).fillna(0)"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [],
"source": [
"regions = [\n",
" {'label': 'N. America', 'countries': ['United States', 'Canada']},\n",
" {'label': 'Europe', 'countries':['United Kingdom', 'Germany', 'France']},\n",
" {'label': 'Asia', 'countries':['Japan', 'Russia', 'India']},\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['N. America', 'Europe', 'Asia']\n"
]
},
{
"ename": "KeyError",
"evalue": "\"['Europe' 'Asia'] not in index\"",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-71-fde7ed903b1b>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mby_year_nat_sz\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mregion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'label'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mby_year_nat_sz\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mregion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'countries'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'label'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mr\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mregions\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mby_year_nat_sz\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'label'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mr\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mregions\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcumsize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m~/Envs/dpyjsviz/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 2680\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mSeries\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mIndex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2681\u001b[0m \u001b[0;31m# either boolean or fancy integer index\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2682\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2683\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2684\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_frame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/Envs/dpyjsviz/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_getitem_array\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 2724\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_take\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2725\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2726\u001b[0;31m \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_convert_to_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2727\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_take\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2728\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/Envs/dpyjsviz/lib/python3.6/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m_convert_to_indexer\u001b[0;34m(self, obj, axis, is_setter)\u001b[0m\n\u001b[1;32m 1325\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmask\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0many\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1326\u001b[0m raise KeyError('{mask} not in index'\n\u001b[0;32m-> 1327\u001b[0;31m .format(mask=objarr[mask]))\n\u001b[0m\u001b[1;32m 1328\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1329\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mcom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_values_from_object\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mKeyError\u001b[0m: \"['Europe' 'Asia'] not in index\""
]
}
],
"source": [
"for region in regions:\n",
" by_year_nat_sz[region['label']] = by_year_nat_sz[region['countries']].sum(axis=1)\n",
" print([r['label'] for r in regions])\n",
" by_year_nat_sz[[r['label'] for r in regions]].cumsize().plot()"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"ename": "KeyError",
"evalue": "\"['Europe' 'Asia'] not in index\"",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-69-92f357a73625>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mby_year_nat_sz\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'label'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mr\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mregions\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m~/Envs/dpyjsviz/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 2680\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mSeries\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mIndex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2681\u001b[0m \u001b[0;31m# either boolean or fancy integer index\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2682\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2683\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2684\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_frame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/Envs/dpyjsviz/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_getitem_array\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 2724\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_take\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2725\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2726\u001b[0;31m \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_convert_to_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2727\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_take\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2728\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/Envs/dpyjsviz/lib/python3.6/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m_convert_to_indexer\u001b[0;34m(self, obj, axis, is_setter)\u001b[0m\n\u001b[1;32m 1325\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmask\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0many\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1326\u001b[0m raise KeyError('{mask} not in index'\n\u001b[0;32m-> 1327\u001b[0;31m .format(mask=objarr[mask]))\n\u001b[0m\u001b[1;32m 1328\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1329\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mcom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_values_from_object\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mKeyError\u001b[0m: \"['Europe' 'Asia'] not in index\""
]
}
],
"source": [
"by_year_nat_sz[[r['label'] for r in regions]]"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['N. America', 'Europe', 'Asia']"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"[r['label'] for r in regions]"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"this is a test\n"
]
}
],
"source": [
"print('this is a test')"
]
},
{
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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