{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### 따라 하며 배우는 데이터 과학 - 파이썬 편 3 - 데이터 시각화\n", "\n", "본 장은 [\"따라 하며 배우는 데이터 과학\"](https://dataninja.me/ipds-kr/) 4장의 \n", "\"데이터 시각화 I: ggplot2\" 내용의 파이썬 버전입니다." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import os" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.2. 예제 데이터 (gapminder, diamonds, mpg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Data Sources:\n", "- `data/gapminder.tsv` : https://raw.githubusercontent.com/jennybc/gapminder/master/data-raw/08_gap-every-five-years.tsv\n", "\n", "Other data are exported from R via:\n", "```r\n", "> library(tidyverse)\n", "> diamonds %>% write_tsv(\"../notebooks/data/diamonds.tsv\")\n", "> mpg %>% write_tsv(\"../notebooks/data/mpg.tsv\")\n", "```" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1704, 6)\n" ] }, { "data": { "text/html": [ "
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countrycontinentyearlifeExppopgdpPercap
0AfghanistanAsia195228.8018425333779.445314
1AfghanistanAsia195730.3329240934820.853030
2AfghanistanAsia196231.99710267083853.100710
3AfghanistanAsia196734.02011537966836.197138
4AfghanistanAsia197236.08813079460739.981106
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" ], "text/plain": [ " country continent year lifeExp pop gdpPercap\n", "0 Afghanistan Asia 1952 28.801 8425333 779.445314\n", "1 Afghanistan Asia 1957 30.332 9240934 820.853030\n", "2 Afghanistan Asia 1962 31.997 10267083 853.100710\n", "3 Afghanistan Asia 1967 34.020 11537966 836.197138\n", "4 Afghanistan Asia 1972 36.088 13079460 739.981106" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gapminder = pd.read_csv(\"data/gapminder.tsv\", sep=\"\\t\")\n", "print gapminder.shape\n", "gapminder.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(53940, 10)\n" ] }, { "data": { "text/html": [ "
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caratcutcolorclaritydepthtablepricexyz
00.23IdealESI261.555.03263.953.982.43
10.21PremiumESI159.861.03263.893.842.31
20.23GoodEVS156.965.03274.054.072.31
30.29PremiumIVS262.458.03344.204.232.63
40.31GoodJSI263.358.03354.344.352.75
\n", "
" ], "text/plain": [ " carat cut color clarity depth table price x y z\n", "0 0.23 Ideal E SI2 61.5 55.0 326 3.95 3.98 2.43\n", "1 0.21 Premium E SI1 59.8 61.0 326 3.89 3.84 2.31\n", "2 0.23 Good E VS1 56.9 65.0 327 4.05 4.07 2.31\n", "3 0.29 Premium I VS2 62.4 58.0 334 4.20 4.23 2.63\n", "4 0.31 Good J SI2 63.3 58.0 335 4.34 4.35 2.75" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "diamonds = pd.read_csv(\"data/diamonds.tsv\", sep=\"\\t\")\n", "print diamonds.shape\n", "diamonds.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(234, 11)\n" ] }, { "data": { "text/html": [ "
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manufacturermodeldisplyearcyltransdrvctyhwyflclass
0audia41.819994auto(l5)f1829pcompact
1audia41.819994manual(m5)f2129pcompact
2audia42.020084manual(m6)f2031pcompact
3audia42.020084auto(av)f2130pcompact
4audia42.819996auto(l5)f1626pcompact
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" ], "text/plain": [ " manufacturer model displ year cyl trans drv cty hwy fl class\n", "0 audi a4 1.8 1999 4 auto(l5) f 18 29 p compact\n", "1 audi a4 1.8 1999 4 manual(m5) f 21 29 p compact\n", "2 audi a4 2.0 2008 4 manual(m6) f 20 31 p compact\n", "3 audi a4 2.0 2008 4 auto(av) f 21 30 p compact\n", "4 audi a4 2.8 1999 6 auto(l5) f 16 26 p compact" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mpg = pd.read_csv(\"data/mpg.tsv\", sep=\"\\t\")\n", "print mpg.shape\n", "mpg.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 그림 4.3" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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h77PC1sKUsMX/PTO734J1kv8s7uclkgZm9n/M7CkL1ha/0cw+Y8Fa5I+a2c+B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\nZjaDoKbFIcAjwEfcfU8cj52blPr6+jh/zqGRC7u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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(8, 8))\n", "gapminder.lifeExp.hist(ax=ax1, bins=30)\n", "ax1.set_xlabel('lifeExp')\n", "ax1.set_ylabel('count')\n", "gapminder.gdpPercap.hist(ax=ax2, bins=30)\n", "ax2.set_xlabel('gdpPercap')\n", "ax2.set_ylabel('count')\n", "np.log10(gapminder.gdpPercap).hist(ax=ax3, bins=30)\n", "ax3.set_xlabel('log10(gdpPercap)')\n", "ax3.set_ylabel('count')\n", "ax4.scatter(x=np.log10(gapminder.gdpPercap), y=gapminder.lifeExp)\n", "ax4.set_xlabel('log10(gdpPercap)')\n", "ax4.set_ylabel('lefeExp')\n", "ax4.grid()\n", "# TODO: add smoothed curve\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.3 변수의 종류에 따른 시각화 기법" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.3.1. 한 수량형 변수" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 그림 4-4" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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Z2VNm9mczW2xmvzQz/d1K0Qtb5T8Oj5QtMLOPh8s7mdn/WDCv/V/NbKaZXQLg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\nE0q6ccbgEmYvy67T+l7wnXM56+kFWxh0fDfOLvP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NZHkRuDWcD5JOkdQ9Rbu/AdeFlwNI\nOKXfC9gaPv5y0t9MkdQ1/JtyYH74/CkEA/+4ZvgRvnPOxeMZ4ByCEdEM+I6ZbZf0R+ASggK2hqAY\n7weQ9C2Ca9oDgKWSZpvZzcBsghH/1gLVwFcguJlO0jpJw81sLfAL4PfhqfzGEfL2m9k2SXcDbxKM\nuLgQSLyTfjXwKtCfYLS2w1KTJwseIfiQsVBBo53A1cmNwtP/PwRelVQf5rmJ4Ij+aUlbCUYqLEv4\ns7eB54AhwD3h9XuAi8PnXTN8tDznnMsyknqYWVV4JPs2wY1t29s4r88DE8zse+HX4QrDgn0ywVH2\nKWZW08zf/45gmNiZbVl+Rwk/kFSZ2QMpps0FppjZ3siDdSJ+hO+cc9nnWUklBDet3dPWYg9gZs80\nnjYHignusi8kuIZ+a3PFvjMIL4c86MW+ZX6E75xzzuUAv2nPOeecywFe8J1zzrkc4AXfOeecywFe\n8J1zzrkc4AXfOeecywH/D6ftf1wxk0n4AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(8, 8))\n", "gapminder.gdpPercap.hist(ax=ax1, bins=30)\n", "ax1.set_xlabel('gdpPercap')\n", "ax1.set_ylabel('count')\n", "\n", "np.log10(gapminder.gdpPercap).hist(ax=ax2, bins=30)\n", "ax2.set_xlabel('log10(gdpPercap)')\n", "ax2.set_ylabel('count')\n", "\n", "# No freqpoly in matplotlib\n", "np.log10(gapminder.gdpPercap).plot.density(ax=ax4)\n", "ax4.set_xlabel('log10(gdpPercap)')\n", "ax4.set_ylabel('density')\n", "ax4.set_xlim(2, 5.0)\n", "# ... since default xlim is too wide\n", "ax4.grid(True)\n", "# ... since default doesn't have grid lines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.3.2 한 범주형 변수" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 그림 4-5" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = diamonds.cut.value_counts()\n", "plt.figure()\n", "x.plot.bar(color='gray')\n", "# ... diamonds.cut.plot.bar() doesn't work, since Series.plot.bar() doesn't do frequency calc.\n", "# ... without color= argument, each level is shown in different colors\n", "plt.grid(True)\n", "plt.xlabel(\"cut\")\n", "plt.ylabel(\"count\")\n", "plt.show()\n", "# ... since default doesn't have grid lines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.3.3 두 수량형 변수" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 그림 4-6" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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mfXD2MHkWdw69J+E2R4Ef/MgzVyU93glc7xJcpFA586xcj8OGEY4a0rgRz0PP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\nSfdLeir53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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(8, 8))\n", "ax1.scatter(diamonds.carat, diamonds.price)\n", "ax1.grid(True)\n", "ax1.set_xlabel(\"carat\")\n", "ax1.set_ylabel(\"price\")\n", "ax2.scatter(diamonds.carat, diamonds.price, alpha=.01)\n", "ax2.grid(True)\n", "ax2.set_xlabel(\"carat\")\n", "ax2.set_ylabel(\"price\")\n", "ax3.scatter(mpg.cyl, mpg.hwy)\n", "ax3.grid(True)\n", "ax3.set_xlabel(\"cyl\")\n", "ax3.set_ylabel(\"hwy\")\n", "plt.show()\n", "# TODO: add Jittered plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 그림 4-7" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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TnbbZoSzH1/pAos7fdQPmN5Jm9lOVDHlLo97zyRla6hEmEcZsOwFjBYtSVmei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/jnH9rLoZkGr861ObXSpeGG1N3MbP2Z03UW21ln8MWUbH0tgBsqWDiGiqVnQa1j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1i1rHR1mOlB0rd0jpKsnlFIuprRbmEEf6piodwiiuN9zsqetT1Douf/3sNP/0SomG5WLq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\naKrgkRNFzhYaqKrC/Semg7ykq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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pandas.plotting import scatter_matrix\n", "df = diamonds.sample(n=1000)\n", "scatter_matrix(df, alpha=0.2, figsize=(10, 10), diagonal='kde')\n", "plt.show()\n", "# TODO: R `pairs()` shows all variables, including cut, color, clarity ; compare" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.3.4 수량형 변수와 범주형 변수" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 그림 4-8" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mpg.boxplot(\"hwy\", by=\"class\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 그림 4-9" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mpg.boxplot(\"hwy\", by=\"class\", vert=False)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.3.5 두 범주형 변수" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 그림 4-10 타이타닉 생존자 데이터의 모자익 플롯" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "TBA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 그림 4-11 2007년 국가별 평균 소득과 기대 수명 간의 관계" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "TBA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 그림 4-12 평균 기대 수명의 연도별 추세" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "TBA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 연습문제:\n", "\n", "1. Seaborn 을 사용하여 본서의 그림을 작성해 보라.\n", "1. 책 (90페이지) 에 있는 연습문제 1번 (IMDB 영화 데이터 시각화)을 파이썬을 사용하여 풀어 보라.\n", "1. 책 (90페이지) 에 있는 연습문제 2번 (포켓몬 데이터 시각화)을 파이썬을 사용하여 풀어 보라." ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.14" } }, "nbformat": 4, "nbformat_minor": 2 }