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@tilarids tilarids/mpd.ipynb
Last active Apr 19, 2018

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Maddison's historical data toy analysis
{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "-"
}
},
"source": [
"### Простенький анализ данных от Maddison\n",
"\n",
"Данные взяты [отсюда](https://www.rug.nl/ggdc/historicaldevelopment/maddison/releases/maddison-project-database-2018).\n",
"\n",
"Сначала загружаем данные и немного их предобрабатываем."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"slideshow": {
"slide_type": "-"
}
},
"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>countrycode</th>\n",
" <th>country</th>\n",
" <th>year</th>\n",
" <th>cgdppc</th>\n",
" <th>rgdpnapc</th>\n",
" <th>pop</th>\n",
" <th>i_cig</th>\n",
" <th>i_bm</th>\n",
" <th>cgdp</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>AFG</td>\n",
" <td>Afghanistan</td>\n",
" <td>1820</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>3.280</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>AFG</td>\n",
" <td>Afghanistan</td>\n",
" <td>1870</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>4.207</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>AFG</td>\n",
" <td>Afghanistan</td>\n",
" <td>1913</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>5.730</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>AFG</td>\n",
" <td>Afghanistan</td>\n",
" <td>1950</td>\n",
" <td>2392.0</td>\n",
" <td>2392.0</td>\n",
" <td>8.150</td>\n",
" <td>Extrapolated</td>\n",
" <td>NaN</td>\n",
" <td>19494.800</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>AFG</td>\n",
" <td>Afghanistan</td>\n",
" <td>1951</td>\n",
" <td>2422.0</td>\n",
" <td>2422.0</td>\n",
" <td>8.284</td>\n",
" <td>Extrapolated</td>\n",
" <td>NaN</td>\n",
" <td>20063.848</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" countrycode country year cgdppc rgdpnapc pop i_cig i_bm \\\n",
"0 AFG Afghanistan 1820 NaN NaN 3.280 NaN NaN \n",
"1 AFG Afghanistan 1870 NaN NaN 4.207 NaN NaN \n",
"2 AFG Afghanistan 1913 NaN NaN 5.730 NaN NaN \n",
"3 AFG Afghanistan 1950 2392.0 2392.0 8.150 Extrapolated NaN \n",
"4 AFG Afghanistan 1951 2422.0 2422.0 8.284 Extrapolated NaN \n",
"\n",
" cgdp \n",
"0 NaN \n",
"1 NaN \n",
"2 NaN \n",
"3 19494.800 \n",
"4 20063.848 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv(\"mpd2018_full.csv\")\n",
"df['cgdp'] = (df['pop'] * 1000) * df['cgdppc'] / 1e6 # convert into $millions\n",
"df['pop'] = df['pop']/1000 # convert into millions\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"slideshow": {
"slide_type": "-"
}
},
"outputs": [],
"source": [
"world_df = df[['year', 'pop', 'cgdp']].groupby('year').sum().reset_index()\n",
"df = df.merge(world_df, on='year', suffixes=('', '_world'))\n",
"# Countries located in Europe (geographically).\n",
"# Notably, this includes Iceland and Cyprus but does not include Russia.\n",
"EU = set([\"ALB\", \"AND\", \"AUT\", \"BLR\", \"BEL\", \"BIH\", \"BGR\", \"HRV\", \"CYP\", \"CZE\", \"DNK\", \"EST\", \"FRO\", \n",
" \"FIN\", \"FRA\", \"DEU\", \"GIB\", \"GRC\", \"HUN\", \"ISL\", \"IRL\", \"IMN\", \"ITA\", \"XKX\", \"LVA\", \"LIE\", \n",
" \"LTU\", \"LUX\", \"MKD\", \"MLT\", \"MDA\", \"MCO\", \"MNE\", \"NLD\", \"NOR\", \"POL\", \"PRT\", \"ROU\", \"SMR\", \n",
" \"SRB\", \"SVK\", \"SVN\", \"ESP\", \"SWE\", \"CHE\", \"UKR\", \"GBR\", \"VAT\", \"RSB\"])\n",
"eu_df = df[df['countrycode'].map(lambda x: x in EU)]\n",
"eu_df_sum = eu_df[['year', 'pop', 'cgdp']].groupby('year').sum().reset_index()\n",
"eu_df_sum = eu_df_sum.merge(world_df[['year', 'pop', 'cgdp']], on='year', suffixes=('', '_world'))\n",
"eu_df_sum['pop_ratio'] = eu_df_sum['pop'] / eu_df_sum['pop_world']\n",
"eu_df_sum['cgdp_ratio'] = eu_df_sum['cgdp'] / eu_df_sum['cgdp_world']\n",
"eu_df_sum['eucgdppc'] = eu_df_sum['cgdp'] / eu_df_sum['pop']\n",
"df['pop_ratio'] = df['pop'] / df['pop_world']\n",
"df['cgdp_ratio'] = df['cgdp'] / df['cgdp_world']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Теперь можно начинать рисовать! Данные до конца XIX века совсем не ок (экстраполяция). Да и до середины XX-го века всякие артефакты встречаются. Данные я не чистил совсем, так что колбасит неслабо. Правый график - только информация начиная с 1825-го года.\n",
"\n",
"Для разминки посмотрим на население."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x576 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, (ax1, ax2) = plt.subplots(1,2, figsize=(16,8))\n",
"eu_df_sum.sort_values('year').plot(x='year', y='pop', legend=False, ax=ax1)\n",
"df[df['countrycode']=='IND'].sort_values('year').plot(x='year', y='pop', legend=False, ax=ax1)\n",
"df[df['countrycode']=='CHN'].sort_values('year').plot(x='year', y='pop', legend=False, ax=ax1)\n",
"df[df['countrycode']=='USA'].sort_values('year').plot(x='year', y='pop', legend=False, ax=ax1)\n",
"eu_df_sum[eu_df_sum['year'] > 1825].plot(x='year', y='pop', legend=False, ax=ax2)\n",
"df[(df['countrycode']=='IND') & (df['year'] > 1825)].sort_values('year').plot(x='year', y='pop', legend=False, ax=ax2)\n",
"df[(df['countrycode']=='CHN') & (df['year'] > 1825)].sort_values('year').plot(x='year', y='pop', legend=False, ax=ax2)\n",
"df[(df['countrycode']=='USA') & (df['year'] > 1825)].sort_values('year').plot(x='year', y='pop', legend=False, ax=ax2)\n",
"for ax in [ax1, ax2]: \n",
" ax.set_ylabel('Population (millions)')\n",
" handles, _ = ax.get_legend_handles_labels()\n",
" ax.legend(handles, ['EU', 'IND', 'CHN', 'USA'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Как видим, Китай **всегда** был круче всех. Индия или наравне с Европой, или обгоняет. А Европа всегда круче США.\n",
"Пока вроде не видно, где же там закат, вроде как Европа всегда оставалась на одном и том же месте. Может, ВВП на душу населения надо смотреть? Легко!"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, (ax1, ax2) = plt.subplots(1,2, figsize=(16,8))\n",
"eu_df_sum.plot(x='year', y='eucgdppc', legend=False, ax=ax1)\n",
"df[df['countrycode']=='IND'].sort_values('year').plot(x='year', y='cgdppc', legend=False, ax=ax1)\n",
"df[df['countrycode']=='CHN'].sort_values('year').plot(x='year', y='cgdppc', legend=False, ax=ax1)\n",
"df[df['countrycode']=='USA'].sort_values('year').plot(x='year', y='cgdppc', legend=False, ax=ax1)\n",
"eu_df_sum[eu_df_sum['year'] > 1825].plot(x='year', y='eucgdppc', legend=False, ax=ax2)\n",
"df[(df['countrycode']=='IND') & (df['year'] > 1825)].sort_values('year').plot(x='year', \n",
" y='cgdppc', \n",
" legend=False, \n",
" ax=ax2)\n",
"df[(df['countrycode']=='CHN') & (df['year'] > 1825)].sort_values('year').plot(x='year', \n",
" y='cgdppc', \n",
" legend=False, \n",
" ax=ax2)\n",
"df[(df['countrycode']=='USA') & (df['year'] > 1825)].sort_values('year').plot(x='year', \n",
" y='cgdppc', \n",
" legend=False, \n",
" ax=ax2)\n",
"for ax in [ax1, ax2]: \n",
" ax.set_ylabel('Real GDP per-capita ($million)')\n",
" handles, _ = ax.get_legend_handles_labels()\n",
" ax.legend(handles, ['EU', 'IND', 'CHN', 'USA'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Как видим, ситуация тоже особо не менялась давно. США давно круче Европы, Европа давно и до сих пор круче Индии и Китая.\n",
"И вот тут мы подходим к предложенной метрике - процент от мирового ВВП. "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, (ax1, ax2) = plt.subplots(1,2, figsize=(16,8))\n",
"eu_df_sum.plot(x='year', y='cgdp_ratio', legend=False, ax=ax1)\n",
"df[df['countrycode']=='IND'].sort_values('year').plot(x='year', y='cgdp_ratio', legend=False, ax=ax1)\n",
"df[df['countrycode']=='CHN'].sort_values('year').plot(x='year', y='cgdp_ratio', legend=False, ax=ax1)\n",
"df[df['countrycode']=='USA'].sort_values('year').plot(x='year', y='cgdp_ratio', legend=False, ax=ax1)\n",
"eu_df_sum[eu_df_sum['year'] > 1825].plot(x='year', y='cgdp_ratio', legend=False, ax=ax2)\n",
"df[(df['countrycode']=='IND') & (df['year'] > 1825)].sort_values('year').plot(x='year', \n",
" y='cgdp_ratio', \n",
" legend=False, \n",
" ax=ax2)\n",
"df[(df['countrycode']=='CHN') & (df['year'] > 1825)].sort_values('year').plot(x='year', \n",
" y='cgdp_ratio', \n",
" legend=False, \n",
" ax=ax2)\n",
"df[(df['countrycode']=='USA') & (df['year'] > 1825)].sort_values('year').plot(x='year', \n",
" y='cgdp_ratio', \n",
" legend=False, \n",
" ax=ax2)\n",
"for ax in [ax1, ax2]: \n",
" ax.set_ylabel('Real GDP (ratio)')\n",
" handles, _ = ax.get_legend_handles_labels()\n",
" ax.legend(handles, ['EU', 'IND', 'CHN', 'USA'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Строим и видим - да, тотальная доминация в конце XIX-го века постепенно идет на убыль. На графике хорошо заметно влияение Второй Мировой на США.\n",
"\n",
"График очень просто объясняется. Умножаем индустриализацию на население - получаем вот этот график. Это индустриализация и глобализация шагает по планете так. Но вот у меня теперь вопрос - а можно ли по этому графику говорить про \"закат Европы\", учитывая что Европа в общем-то эту индустриализацию и придумала? Вообще, можно ли вот так просто выбрать метрику и утверждать, что она что-то значит, не показав, насколько эта метрика связана с этим самым \"закатом\"? Я утверждаю, что нет, нельзя нифига, потому что по разным метрикам можно делать совсем разные выводы. Например, возьмем вместо доли в мировом ВВП долю в мировом населении. "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x11376a940>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = eu_df_sum[eu_df_sum['year'] > 1825].plot(x='year', y='pop_ratio', legend=False)\n",
"df[(df['countrycode']=='IND') & (df['year'] > 1825)].sort_values('year').plot(x='year', \n",
" y='pop_ratio', \n",
" legend=False, \n",
" ax=ax)\n",
"df[(df['countrycode']=='CHN') & (df['year'] > 1825)].sort_values('year').plot(x='year', \n",
" y='pop_ratio', \n",
" legend=False, \n",
" ax=ax)\n",
"df[(df['countrycode']=='USA') & (df['year'] > 1825)].sort_values('year').plot(x='year', \n",
" y='pop_ratio', \n",
" legend=False, \n",
" ax=ax)\n",
"ax.set_ylabel('Population (ratio)')\n",
"handles, _ = ax.get_legend_handles_labels()\n",
"ax.legend(handles, ['EU', 'IND', 'CHN', 'USA'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Страшные вещи творятся! Закат Китая вижу я тут. А Европа, США и Китай демонстрируют примерно одинаковую стагнацию. \n",
"\n",
"Короче, если кратко, то я требую хорошего определения, что такое \"закат Европы\" и почему именно это так называется. Просто так выбрать метрику - не пойдет."
]
}
],
"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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