{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Japan Trade Statistics\n", "In this notebook, I will focus on the exploration of data concerning Japan trade.\n", "I will compare the trend of trade volume in years and the difference among countries.\n", "\n", "The data comes from https://www.kaggle.com/zanjibar/japan-trade-statistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Modules" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "%matplotlib inline\n", "\n", "import os\n", "import sys" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What data I have" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "['country_eng.csv',\n", " 'custom.csv',\n", " 'hs2_eng.csv',\n", " 'hs4_eng.csv',\n", " 'hs6_eng.csv',\n", " 'hs9_eng.csv',\n", " 'year_1988_2015.csv',\n", " 'ym_custom_2016.csv',\n", " 'ym_custom_latest.csv']" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sorted(os.listdir(\"data/\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some code book" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "country_eng.csv" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "country = pd.read_csv(\"data/country_eng.csv\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
CountryCountry_nameArea
0103Republic_of_KoreaAsia
1104North_KoreaAsia
\n", "
" ], "text/plain": [ " Country Country_name Area\n", "0 103 Republic_of_Korea Asia\n", "1 104 North_Korea Asia" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "country.head(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is dictionary to map the country code to the English name and area" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "hs2_eng.csv" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "hs2_eng = pd.read_csv(\"data/hs2_eng.csv\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
hs2hs2_name
9293Arms and ammunition; parts and accessories the...
9394Furniture; bedding mattresses mattress suppo...
9495Toys games and sports requisites; parts and a...
9596Miscellaneous manufactured articles.
9697Works of art collectors' pieces and antiques.
\n", "
" ], "text/plain": [ " hs2 hs2_name\n", "92 93 Arms and ammunition; parts and accessories the...\n", "93 94 Furniture; bedding mattresses mattress suppo...\n", "94 95 Toys games and sports requisites; parts and a...\n", "95 96 Miscellaneous manufactured articles.\n", "96 97 Works of art collectors' pieces and antiques." ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hs2_eng.tail()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "01-05 Animal & Animal Products
\n", "06-15 Vegetable Products
\n", "16-24 Foodstuffs
\n", "25-27 Mineral Products
\n", "28-38 Chemicals & Allied Industries
\n", "39-40 Plastics / Rubbers
\n", "41-43 Raw Hides, Skins, Leather, & Furs
\n", "44-49 Wood & Wood Products
\n", "50-63 Textiles
\n", "64-67 Footwear / Headgear
\n", "68-71 Stone / Glass
\n", "72-83 Metals
\n", "84-85 Machinery / Electrical
\n", "86-89 Transportation
\n", "90-97 Miscellaneous
\n", "\n", "http://www.foreign-trade.com/reference/hscode.htm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "hs4_eng.csv" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "hs4_eng = pd.read_csv(\"data/hs4_eng.csv\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
hs4hs4_name
12199702Original_engravings__prints_and_lithographs
12209703Original_sculptures_and_statuary__in_any_material
12219704Postage_or_revenue_stamps__stamp-postmarks__fi...
12229705Collections_and_collectors'_pieces_of_zoologic...
12239706Antiques_of_an_age_exceeding_one_hundred_years
\n", "
" ], "text/plain": [ " hs4 hs4_name\n", "1219 9702 Original_engravings__prints_and_lithographs\n", "1220 9703 Original_sculptures_and_statuary__in_any_material\n", "1221 9704 Postage_or_revenue_stamps__stamp-postmarks__fi...\n", "1222 9705 Collections_and_collectors'_pieces_of_zoologic...\n", "1223 9706 Antiques_of_an_age_exceeding_one_hundred_years" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hs4_eng.tail(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "the hs4_eng is a sub category of hs2
\n", "I will stick to hs2_eng first" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Some real trade data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I will first focus on year_1988_2015.csv" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "year_1988_2015 = pd.read_csv(\"data/year_1988_2015.csv\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Size, shape, type, features, missing..." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
exp_impYearCountryUnit1Unit2QY1QY2VYhs2hs4hs6hs9
011988210NaNNO032570611011011110111000
111988104NaNNO04560011011011910119000
211988106NaNNO06960011011011910119000
311988105NaNNO01123011021029010290000
411988304NaNNO02350011021029010290000
\n", "
" ], "text/plain": [ " exp_imp Year Country Unit1 Unit2 QY1 QY2 VY hs2 hs4 hs6 \\\n", "0 1 1988 210 NaN NO 0 3 25706 1 101 10111 \n", "1 1 1988 104 NaN NO 0 4 5600 1 101 10119 \n", "2 1 1988 106 NaN NO 0 6 9600 1 101 10119 \n", "3 1 1988 105 NaN NO 0 1 1230 1 102 10290 \n", "4 1 1988 304 NaN NO 0 2 3500 1 102 10290 \n", "\n", " hs9 \n", "0 10111000 \n", "1 10119000 \n", "2 10119000 \n", "3 10290000 \n", "4 10290000 " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "year_1988_2015.head()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 6601602 entries, 0 to 6601601\n", "Data columns (total 12 columns):\n", "exp_imp int64\n", "Year int64\n", "Country int64\n", "Unit1 object\n", "Unit2 object\n", "QY1 int64\n", "QY2 int64\n", "VY int64\n", "hs2 int64\n", "hs4 int64\n", "hs6 int64\n", "hs9 int64\n", "dtypes: int64(10), object(2)\n", "memory usage: 604.4+ MB\n" ] } ], "source": [ "year_1988_2015.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Which are useful?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Year
\n", "Country
\n", "VY is a value of goods which was traded
\n", "hs2 is a top category which was categorized hierarchically by HS code.
\n", "hs4 is a second categorization as well as hs2
\n", "hs6 is a third one
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Filter features " ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "columns = [\"Year\", \"Country\", \"VY\", \"hs2\", \"hs4\"]\n", "year_data = year_1988_2015[columns]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
YearCountryVYhs2hs4
01988210257061101
1198810456001101
\n", "
" ], "text/plain": [ " Year Country VY hs2 hs4\n", "0 1988 210 25706 1 101\n", "1 1988 104 5600 1 101" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "year_data.head(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we can start to explore based on the year_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exploration" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Quetions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1.Trend of total # of trade
\n", "2.Does Japan trade more with Asia or other continents
\n", "3.What is the dominant country in the dominant area
\n", "4.What is the structure of trading, which good dominate, is that changing?
\n", "5.Difference when trade with different continents
\n", "\n", "I will try to visualize and answer the four questions above " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1.Trend of total # of trade " ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "year_sum = year_data.groupby([\"Year\"])[\"VY\"].sum()\n", "year_sum = year_sum.reset_index()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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10qKdApeIiFBe00JVfRvzTT7pKQlOlzPk8vtsYh3Jgau8uoWfP7+bmoYOJhZl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\nzzdvLyUpMd7pkkREJEZczLSs000CwS7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Line plot\n", "fig, ax = plt.subplots(figsize = [10,6])\n", "\n", "ax.plot(year_sum[\"Year\"], year_sum[\"VY\"], zorder=10);\n", "ax.grid(True, zorder=5)\n", "plt.xlim([year_sum.ix[0,\"Year\"], year_sum.ix[year_sum.shape[0]-1,\"Year\"]]);\n", "plt.title(\"Trade trend from 1998 to 2016\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From this graph, we see a upper trend of trade of Japan. However, an obvious downturn happens at 2008 because the worldwide financial crisis. Japan start to revive from the crisis quickly in about an year and spend about 5 years to reach the previous peak of trade value " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.Does Japan trade more with Asia or other continents" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, we start to have a look at the trading preference of Japan to different continents" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need to build a dictionary first to map the country to coninent" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
CountryCountry_nameArea
0103Republic_of_KoreaAsia
1104North_KoreaAsia
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" ], "text/plain": [ " Country Country_name Area\n", "0 103 Republic_of_Korea Asia\n", "1 104 North_Korea Asia" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "country.head(2)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/peiran/anaconda3/lib/python3.5/site-packages/ipykernel/__main__.py:6: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n" ] } ], "source": [ "# create country map\n", "area_map = pd.Series(country[\"Area\"]) \n", "area_map.index=country[\"Country\"]\n", "\n", "# create area data\n", "year_data[\"Area\"] = area_map[year_data[\"Country\"]].tolist()\n", "targetarea = [x not in [\"Special_Area\", \"Integrated_Hozei_Ar_Special_Area\"] for x in year_data[\"Area\"]]\n", "area_data = year_data.ix[targetarea,:] \\\n", " .groupby([\"Year\", \"Area\"])[\"VY\"].sum()\n", "area_data = area_data.reset_index()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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YearAreaVY
01988Africa1327875423
11988Asia17326845717
\n", "
" ], "text/plain": [ " Year Area VY\n", "0 1988 Africa 1327875423\n", "1 1988 Asia 17326845717" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# plot area comparisons\n", "area_data.head(2)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "General comparison" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [], "source": [ "area_sum = area_data.groupby(\"Area\")[\"VY\"].sum().reset_index().sort_values(by=\"VY\", ascending=True)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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adIfVkRYvXk5v77KqwxhV3d1T1/h9HC3mrj3mrz3mr3Xmrj2tHsxYkI9fFwEz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\n7gbsHxHPLTfZJDNfAxwDvD0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# barplot\n", "fig, ax = plt.subplots(figsize = (10,6))\n", "x_pos = np.arange(len(area_sum));\n", "ax.barh(x_pos, area_sum[\"VY\"], align='center',color='green');\n", "ax.set_yticks(x_pos);\n", "ax.set_yticklabels(area_sum[\"Area\"]);\n", "ax.set_xlabel(\"Trade Value\");\n", "ax.set_title(\"Total amount of trade from 1988 - 2015 with all areas\");" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "We can see that the Asia is the most important trading partner of Japan over 1988 - 2015. North_Amarica and Western_Europe follows. However, did this trading preference change over the years? We have to look at the structure of each year." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [], "source": [ "areas = np.unique(area_data[\"Area\"])" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [], "source": [ "area_offset = {'Africa':-0.05, 'Asia':-0.05, 'Central_and_East_Europe_Russia':-0.05, 'Middle_East':-0.05,\n", " 'Middle_and_South_America':-0.1, 'North_America':-0.05, 'Oceania':0,\n", " 'Western_Europe':-0.05}" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "color_sequence = ['#1f77b4', '#aec7e8', '#ff7f0e', '#ffbb78', '#2ca02c',\n", " '#98df8a', '#d62728', '#ff9896', '#9467bd', '#c5b0d5',\n", " '#8c564b', '#c49c94', '#e377c2', '#f7b6d2', '#7f7f7f',\n", " '#c7c7c7', '#bcbd22', '#dbdb8d', '#17becf', '#9edae5']" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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d2RXEz8vWY/tP2YjEcxtsO7BunHPHy5Yn+Va7B6GRF8rm9tWbm9X1ojmUr5J0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++zRa3ggHmKcnWbDKSb0D3nNl+mf4JA+MtxA9+kSq/L9bAkaUE1+m4K1VLOpX7MrJhkxLvHR8n/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/H9Hwd5C+wtcDXyYavoRofMOgdfnvD/le64PTQ0Tb9uE/+hruzv24Uo09Xva7YKse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\n2q6pC/bx5h9cxC5OYg8/AMMPzPw5YeE1ba4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# These are the colors that will be used in the plot\n", "fig, ax = plt.subplots(1, 1, figsize=(12, 14));\n", "for rank, area in enumerate(areas):\n", " areaplot = area_data.ix[area_data.Area==area,:]\n", " plt.plot(areaplot.Year,\n", " areaplot.VY,\n", " lw=2.5,\n", " color=color_sequence[rank])\n", " y_pos = areaplot[\"VY\"].tail(1) + area_offset[area]*10**10\n", " plt.text(2015.5, y_pos, area, fontsize=14, color=color_sequence[rank])\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['bottom'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['left'].set_visible(False)\n", "ax.get_xaxis().tick_bottom()\n", "ax.get_yaxis().tick_left()\n", "ax.tick_params(axis='y', labelsize=20)\n", "plt.xlim([1988,2015]);\n", "plt.xticks(range(1988, 2015, 2), fontsize=14);\n", "plt.grid(True, 'major', 'y', ls='--', lw=.5, c='k', alpha=.3);\n", "plt.title(\"Japanese yearly trading value to areas over 1988 - 2015\", size=20);\n", "fig.savefig('jap_area_trade.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This graph shows that back to 1988, The North America is the biggest trading partner of Japan, Howver, after 1990,\n", "Asia start to replace the position of North America and lead with a very hugh gap compared to other areas.
\n", "A following question is: ***what is the driving force of the sharp increase since 1990?***
\n", "We can draw a futher plot for the Asia from 1988 to 2014
\n", "We will focus on the top 12 countries in Asia that influence Japan most" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": true }, "outputs": [], "source": [ "country_map = pd.Series(country[\"Country_name\"]) \n", "country_map.index=country[\"Country\"]" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/peiran/anaconda3/lib/python3.5/site-packages/ipykernel/__main__.py:1: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " if __name__ == '__main__':\n" ] } ], "source": [ "year_data[\"Country_eng\"] = country_map[year_data[\"Country\"]].tolist()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array(['Afghanistan', 'Bangladesh', 'Bhutan', 'Brunei', 'Cambodia',\n", " 'Hong_Kong', 'India', 'Indonesia', 'Laos', 'Macao', 'Malaysia',\n", " 'Maldives', 'Mongolia', 'Myanmar', 'Nepal', 'North_Korea',\n", " 'Pakistan', \"People's_Republic_of_China\", 'Philippines',\n", " 'Republic_of_Korea', 'Singapore', 'Sri_Lanka', 'Taiwan', 'Thailand',\n", " 'Timor-Leste', 'Viet_Nam'], dtype=object)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# trading countries in Asia\n", "np.unique(year_data.ix[year_data[\"Area\"]==\"Asia\",\"Country_eng\"])" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# create area data\n", "asia_data = year_data.ix[year_data[\"Area\"]==\"Asia\",:] \\\n", " .groupby([\"Year\", \"Country_eng\"])[\"VY\"].sum().reset_index()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [], "source": [ "asia_country_sum = asia_data.groupby(\"Country_eng\")[\"VY\"].sum() \\\n", " .reset_index().sort_values(by=\"VY\",ascending=False)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [], "source": [ "topcountry = asia_country_sum[\"Country_eng\"][0:12]" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([\"People's_Republic_of_China\", 'Republic_of_Korea', 'Taiwan',\n", " 'Thailand', 'Hong_Kong', 'Indonesia', 'Malaysia', 'Singapore',\n", " 'Philippines', 'Viet_Nam', 'India', 'Brunei'], dtype=object)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "topcountry.values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can create a similar graph to the above one" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": true }, "outputs": [], "source": [ "countries = asia_data.Country_eng\n", "country_offset = {\"People's_Republic_of_China\":0, 'Republic_of_Korea':0, 'Taiwan':0,\n", " 'Thailand':0, 'Hong_Kong':0.035, 'Indonesia':0, 'Malaysia':0.02, 'Singapore':-0.005,\n", " 'Philippines':-0.02, 'Viet_Nam':-0.05, 'India':-0.02, 'Brunei':0}" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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6JJ+Rtvi52A3/QWH5fYEjvfdPYYNO9MKCgSGR1zyJfYGcgPWF2Ae7aT4tUobH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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# These are the colors that will be used in the plot\n", "fig, ax = plt.subplots(1, 1, figsize=(12, 14));\n", "for rank, country in enumerate(topcountry):\n", " countryplot = asia_data.ix[asia_data.Country_eng==country,:]\n", " plt.plot(countryplot.Year,\n", " countryplot.VY,\n", " lw=2.5,\n", " color=color_sequence[rank])\n", " y_pos = countryplot[\"VY\"].tail(1) + country_offset[country]*10**10\n", " plt.text(2015.5, y_pos, country, fontsize=13, color=color_sequence[rank])\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['bottom'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['left'].set_visible(False)\n", "ax.get_xaxis().tick_bottom()\n", "ax.get_yaxis().tick_left()\n", "ax.tick_params(axis='y', labelsize=15)\n", "plt.xlim([1988,2015]);\n", "plt.xticks(range(1988, 2015, 2), fontsize=14);\n", "plt.grid(True, 'major', 'y', ls='--', lw=.5, c='k', alpha=.3);\n", "plt.title(\"Japanese yearly trading value to Asian countries over 1988 - 2015\", size=20);\n", "fig.savefig('jap_asia_trade.png') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Clearly, the dominant driving force of the increase of Japanese trade to the Asian Area is its trade with China." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another following question of this is that what kinds of products contirbute most to this trading change?" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [], "source": [ "china_data = year_data.ix[year_data.Country_eng==\"People's_Republic_of_China\",:]" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(276480, 7)" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "china_data.shape" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "We first have a look at the structure of commodities in the Japanese Trade and translate the hs2 code to the corresponding category of commodity" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def rule(x):\n", " if x >= 1 and x <= 5:\n", " return \"Animal & Animal Products\"\n", " elif x >= 6 and x <= 15:\n", " return \"Vegetable Products\"\n", " elif x >= 16 and x <= 24:\n", " return \"Foodstuffs\"\n", " elif x >= 25 and x <= 27:\n", " return \"Mineral Products\"\n", " elif x >= 28 and x <= 38:\n", " return \"Chemicals & Allied Industries\"\n", " elif x >= 39 and x <= 40:\n", " return \"Plastics / Rubbers\"\n", " elif x >= 41 and x <= 43:\n", " return \"Raw Hides, Skins, Leather, & Furs\"\n", " elif x >= 44 and x <= 49:\n", " return \"Wood & Wood Products\"\n", " elif x >= 50 and x <= 63:\n", " return \"Textiles\"\n", " elif x >= 64 and x <= 67:\n", " return \"Footwear / Headgear\"\n", " elif x >= 68 and x <= 71:\n", " return \"Stone / Glass\"\n", " elif x >= 72 and x <= 83:\n", " return \"Metals\"\n", " elif x >= 84 and x <= 85:\n", " return \"Machinery / Electrical\"\n", " elif x >= 86 and x <= 89:\n", " return \"Transportation\"\n", " else:\n", " return \"Miscellaneous\"" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/peiran/anaconda3/lib/python3.5/site-packages/ipykernel/__main__.py:2: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " from ipykernel import kernelapp as app\n" ] } ], "source": [ "# hs2 code translation\n", "year_data[\"goods\"] = year_data[\"hs2\"].apply(rule)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Let's see the structure" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": true }, "outputs": [], "source": [ "goods_sum = year_data.groupby(\"goods\")[\"VY\"].sum().reset_index().sort_values(by=\"VY\", ascending=False)\n", "goods_sum[\"ratio\"] = goods_sum[\"VY\"]/goods_sum[\"VY\"].sum()" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/vnd.plotly.v1+html": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "data": [ { "labels": [ "Machinery / Electrical", "Transportation", "Mineral Products", "Miscellaneous", "Chemicals & Allied Industries", "Metals", "Textiles", "Plastics / Rubbers", "Stone / Glass", "Animal & Animal Products", "Wood & Wood Products", "Foodstuffs", "Vegetable Products", "Raw Hides, Skins, Leather, & Furs", "Footwear / Headgear" ], "type": "pie", "values": [ 30.697558041863022, 14.294512985985234, 14.289570642285119, 9.357973801743318, 6.747803742423729, 6.398037794034724, 3.526873534996385, 3.3354079931344454, 2.2989415473708013, 2.2809519600365067, 2.12058261685698, 1.8763685423565282, 1.82705379383771, 0.50834196537911, 0.44002103769638934 ] } ], "layout": { "title": "Ratio of Commodities" } }, "text/html": [ "
" ], "text/vnd.plotly.v1+html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plotly pie plot\n", "import plotly.plotly as py\n", "import plotly.graph_objs as go\n", "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot\n", "\n", "init_notebook_mode(connected=True)\n", "\n", "labels = goods_sum[\"goods\"]\n", "values = goods_sum[\"ratio\"]*100\n", "\n", "layout = go.Layout(\n", " title='Ratio of Commodities'\n", ")\n", "\n", "data = go.Pie(labels=labels, values=values)\n", "\n", "fig = go.Figure(data=[data], layout=layout)\n", "plot_url = iplot(fig, filename='ratioofcom.html')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The top three kinds of trading Machienery / Ellectircal, Transporation and Mineral Products. For both import and export" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets see the trade with China" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": true }, "outputs": [], "source": [ "china_data = year_data.ix[year_data.Country_eng==\"People's_Republic_of_China\",:]\n", "china_sum = china_data.groupby(\"goods\")[\"VY\"].sum().reset_index().sort_values(by=\"VY\", ascending=False)\n", "china_sum[\"ratio\"] = china_sum[\"VY\"]/china_sum[\"VY\"].sum()" ] }, { "cell_type": "code", "execution_count": 94, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/vnd.plotly.v1+html": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "data": [ { "labels": [ "Machinery / Electrical", "Textiles", "Miscellaneous", "Metals", "Chemicals & Allied Industries", "Transportation", "Plastics / Rubbers", "Mineral Products", "Foodstuffs", "Wood & Wood Products", "Footwear / Headgear", "Stone / Glass", "Vegetable Products", "Raw Hides, Skins, Leather, & Furs", "Animal & Animal Products" ], "type": "pie", "values": [ 38.46614076243147, 13.419654416882096, 11.03842833078564, 8.19936550451064, 6.31070479374452, 4.334490534066207, 4.12077767341838, 2.701688294735976, 2.2472324522958727, 1.8025296689576809, 1.7782050732367591, 1.6975449190541332, 1.4103447972784773, 1.3340778284442434, 1.1388149501579037 ] } ], "layout": { "title": "Ratio of Commodities with China" } }, "text/html": [ "
" ], "text/vnd.plotly.v1+html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plotly pie plot\n", "import plotly.plotly as py\n", "import plotly.graph_objs as go\n", "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot\n", "\n", "init_notebook_mode(connected=True)\n", "\n", "labels = china_sum[\"goods\"]\n", "values = china_sum[\"ratio\"]*100\n", "\n", "layout = go.Layout(\n", " title='Ratio of Commodities with China'\n", ")\n", "\n", "data = go.Pie(labels=labels, values=values)\n", "\n", "fig = go.Figure(data=[data], layout=layout)\n", "iplot(fig, filename='ratioofcomchina.html')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the Michinery / Electrical is the dominant part in the trading between China and Japan, followed by Textiles and Miscellaneous. We do not see the Transportation and Mineral Products appearing at the top." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How does the structure changed from 1988 to 2015?" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": true }, "outputs": [], "source": [ "china_year= china_data.groupby([\"Year\",\"goods\"])[\"VY\"].sum().reset_index()\n", "goods_list = np.unique(china_year[\"goods\"])" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array(['Animal & Animal Products', 'Chemicals & Allied Industries',\n", " 'Foodstuffs', 'Footwear / Headgear', 'Machinery / Electrical',\n", " 'Metals', 'Mineral Products', 'Miscellaneous', 'Plastics / Rubbers',\n", " 'Raw Hides, Skins, Leather, & Furs', 'Stone / Glass', 'Textiles',\n", " 'Transportation', 'Vegetable Products', 'Wood & Wood Products'], dtype=object)" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "goods_list" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false }, "outputs": [], "source": [ "goods_offset = {'Animal & Animal Products':-0.08, 'Chemicals & Allied Industries':-0.01,\n", " 'Foodstuffs':0.03, 'Footwear / Headgear':-0.005, 'Machinery / Electrical':0,\n", " 'Metals':0.01, 'Mineral Products':-0.03, 'Miscellaneous':0, 'Plastics / Rubbers':-0.005,\n", " 'Raw Hides, Skins, Leather, & Furs':-0.075, 'Stone / Glass':0.013, 'Textiles':0,\n", " 'Transportation':0.01, 'Vegetable Products':-0.05, 'Wood & Wood Products':-0.03}" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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tpFrYceWD6kvK9iVdnP+DdLKvI0213ifG2JH74ZWu679INZy/DunG3z+LMd4W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\nfxmZONsHmYxe4AfeN6Mw/hVyb4xArt8g4HjnHd0UKSj1Cbf9WeBr1Z7SVSU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# These are the colors that will be used in the plot\n", "fig, ax = plt.subplots(1, 1, figsize=(12, 14));\n", "for rank, good in enumerate(goods_list):\n", " goodsplot = china_year.ix[china_year.goods==good,:]\n", " plt.plot(goodsplot.Year,\n", " goodsplot.VY,\n", " lw=2.5,\n", " color=color_sequence[rank])\n", " y_pos = goodsplot[\"VY\"].tail(1) + goods_offset[good]*10**10\n", " plt.text(2015.5, y_pos, good, fontsize=13, color=color_sequence[rank])\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['bottom'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['left'].set_visible(False)\n", "ax.get_xaxis().tick_bottom()\n", "ax.get_yaxis().tick_left()\n", "ax.tick_params(axis='y', labelsize=15)\n", "plt.xlim([1988,2015]);\n", "plt.xticks(range(1988, 2015, 2), fontsize=14);\n", "plt.grid(True, 'major', 'y', ls='--', lw=.5, c='k', alpha=.3);\n", "plt.title(\"Japanese yearly trading structure with China over 1988 - 2015\", size=20);\n", "fig.savefig('jap_china_trade.png') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since 1990, we start to see the increase of the total amount of trade between China and Japan and the driving force behind this is the increase of Machinary / Electrical. Between 2000 and 2008, we witness the golden period where the speed of increase is extremely faster than before.
\n", "We also notice a sudden increase of Mineral Products at 2008. Interesting.
\n", "The Miscellaneous and Textiles also remind me of the \"Made in China\" phenomenon after 2000" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "We have seen that Japan will trade various structures of goods with different countries or areas. So we want to know how did it do that. Does Japan trade with Middle East countires more Mineral products?" ] }, { "cell_type": "code", "execution_count": 92, "metadata": { "collapsed": false }, "outputs": [], "source": [ "goods_area_data = (year_data.groupby([\"Area\", \"goods\"])[\"VY\"].sum().unstack().fillna(0)/10**10).round(2)" ] }, { "cell_type": "code", "execution_count": 93, "metadata": { "collapsed": false }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "data": [ { "type": "heatmap", "x": [ "Animal & Animal Products", "Chemicals & Allied Industries", "Foodstuffs", "Footwear / Headgear", "Machinery / Electrical", "Metals", "Mineral Products", "Miscellaneous", "Plastics / Rubbers", "Raw Hides, Skins, Leather, & Furs", "Stone / Glass", "Textiles", "Transportation", "Vegetable Products", "Wood & Wood Products" ], "y": [ "Africa", "Asia", "Central_and_East_Europe_Russia", "Integrated_Hozei_Ar_Special_Area", "Middle_East", "Middle_and_South_America", "North_America", "Oceania", "Special_Area", "Western_Europe" ], "z": [ [ 0.18, 0.09, 0.09, 0, 0.59, 0.48, 1.15, 0.11, 0.11, 0.01, 0.52, 0.08, 1.43, 0.1, 0.1 ], [ 2.17, 8.52, 2.34, 1.07, 49.65, 11.88, 9.99, 13.51, 6.02, 0.86, 3.26, 8.31, 6.7, 1.47, 2.59 ], [ 0.34, 0.12, 0.05, 0.01, 0.96, 0.65, 1.29, 0.24, 0.12, 0.01, 0.23, 0.06, 1.12, 0.02, 0.24 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0.01, 0.26, 0.03, 0, 1.33, 0.59, 20.34, 0.3, 0.27, 0, 0.15, 0.15, 2.43, 0.01, 0.02 ], [ 0.58, 0.7, 0.32, 0.01, 2.04, 0.91, 1.92, 0.51, 0.23, 0.01, 0.11, 0.07, 4.08, 0.51, 0.25 ], [ 1.79, 4, 1.37, 0.04, 21.03, 2.23, 1.47, 6.91, 1.62, 0.11, 0.85, 0.52, 15.82, 2.61, 2.04 ], [ 0.84, 0.26, 0.25, 0, 0.98, 0.78, 5.53, 0.3, 0.18, 0.02, 0.25, 0.16, 2.12, 0.37, 0.41 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0.78, 5.87, 1.06, 0.17, 13.54, 1.26, 0.26, 5.59, 1.24, 0.48, 1.37, 1, 8.27, 0.26, 0.58 ] ] } ], "layout": { "annotations": [ { "arrowhead": 7, "ax": 0, "ay": -40, "showarrow": false, "text": "Unit - billion", "x": 14, "xref": "x", "y": 10, "yref": "y" } ], "autosize": false, "height": 600, "margin": { "b": 200, "l": 200, "pad": 4, "r": 50, "t": 100 }, "title": "Japanese trade with different areas", "width": 900 } }, "text/html": [ "
" ], "text/vnd.plotly.v1+html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "trace = go.Heatmap(z= goods_area_data.values,\n", " y= goods_area_data.index.values,\n", " x= goods_area_data.columns)\n", "layout = go.Layout(\n", " autosize=False,\n", " width=900,\n", " height=600,\n", " margin=go.Margin(\n", " l=200,\n", " r=50,\n", " b=200,\n", " t=100,\n", " pad=4\n", " ),\n", " title=\"Japanese trade with different areas\",\n", " annotations=[\n", " dict(\n", " x=14,\n", " y=10,\n", " xref='x',\n", " yref='y',\n", " text='Unit - billion',\n", " showarrow=False,\n", " arrowhead=7,\n", " ax=0,\n", " ay=-40\n", " )\n", " ]\n", ")\n", "\n", "fig = go.Figure(data=[trace], layout=layout)\n", "iplot(fig, filename='size-margins')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "We can get conclusions from this plot:
\n", "\n", " 1.Japan have most of its Machinery / Electrical products sold at Asia, North America and Western Europe. Asia is the main market.\n", " 2. Japan relies heavily on the Middle East countries for the Mineral Products\n", " 3. Japan has little trade in farm produce but much trade in commodities with high value-added products" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [Root]", "language": "python", "name": "Python [Root]" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }