{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## 데이터 불러오기 및 전처리" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 데이터의 형태 파악" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/sjhyeon/venv/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n", " return f(*args, **kwds)\n", "/home/sjhyeon/venv/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n", " return f(*args, **kwds)\n", "/home/sjhyeon/venv/lib/python3.6/site-packages/ipykernel_launcher.py:7: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n", " import sys\n" ] }, { "data": { "text/html": [ "
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연도월대륙국적인원수증감률(%)인원수.1증감률(%).1인원수.2증감률(%).2인원수.3증감률(%).3인원수.4증감률(%).4인원수.5증감률(%).5
0201001아시아중국91,252-1.8940,425-7.3011,93022.335566.672,751-5.1736,091-1.70
1201001아시아일본209,184-12.04202,825-11.931,750-25.6389-18.355498.073,971-12.59
2201001아시아대만36,399-2.7435,788-2.634120.5917-37.0437-44.78516-4.97
3201001아시아홍콩14,545-42.3013,874-43.165557.1400.0021133.33595-21.09
4201001아시아마카오554-41.99554-41.9900.0000.0000.0000.00
\n", "
" ], "text/plain": [ " 연도 월 대륙 국적 인원수 증감률(%) 인원수.1 증감률(%).1 인원수.2 증감률(%).2 \\\n", "0 2010 01 아시아 중국 91,252 -1.89 40,425 -7.30 11,930 22.33 \n", "1 2010 01 아시아 일본 209,184 -12.04 202,825 -11.93 1,750 -25.63 \n", "2 2010 01 아시아 대만 36,399 -2.74 35,788 -2.63 41 20.59 \n", "3 2010 01 아시아 홍콩 14,545 -42.30 13,874 -43.16 55 57.14 \n", "4 2010 01 아시아 마카오 554 -41.99 554 -41.99 0 0.00 \n", "\n", " 인원수.3 증감률(%).3 인원수.4 증감률(%).4 인원수.5 증감률(%).5 \n", "0 55 66.67 2,751 -5.17 36,091 -1.70 \n", "1 89 -18.35 549 8.07 3,971 -12.59 \n", "2 17 -37.04 37 -44.78 516 -4.97 \n", "3 0 0.00 21 133.33 595 -21.09 \n", "4 0 0.00 0 0.00 0 0.00 " ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# https://datalab.visitkorea.or.kr/datalab/portal/tst/getEntcnyFrgnCustForm.do\n", "# 목적별/국적별에서 2010~2021년의 데이터 다운로드\n", "\n", "import pandas as pd \n", "kto_2021 = pd.read_csv('방한 외래관광객_20211112.csv', \n", " header=1,\n", " skipfooter=4)\n", "kto_2021.head()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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연도월대륙국적인원수증감률(%)인원수.1증감률(%).1인원수.2증감률(%).2인원수.3증감률(%).3인원수.4증감률(%).4인원수.5증감률(%).5
9592202109아프리카아프리카 기타98270.7842133.33141354.8420300.0015285.3762742.82
9593202109아프리카 소계NaN1,09765.9648140.00146356.2520185.7115384.3473040.66
9594202109기타국적미상650.00566.6700.0000.0000.0010.00
9595202109기타 소계NaN650.00566.6700.0000.0000.0010.00
9596202109교포교포1,32831.2300.0000.0000.0000.001,32831.23
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" ], "text/plain": [ " 연도 월 대륙 국적 인원수 증감률(%) 인원수.1 증감률(%).1 인원수.2 증감률(%).2 \\\n", "9592 2021 09 아프리카 아프리카 기타 982 70.78 42 133.33 141 354.84 \n", "9593 2021 09 아프리카 소계 NaN 1,097 65.96 48 140.00 146 356.25 \n", "9594 2021 09 기타 국적미상 6 50.00 5 66.67 0 0.00 \n", "9595 2021 09 기타 소계 NaN 6 50.00 5 66.67 0 0.00 \n", "9596 2021 09 교포 교포 1,328 31.23 0 0.00 0 0.00 \n", "\n", " 인원수.3 증감률(%).3 인원수.4 증감률(%).4 인원수.5 증감률(%).5 \n", "9592 20 300.00 152 85.37 627 42.82 \n", "9593 20 185.71 153 84.34 730 40.66 \n", "9594 0 0.00 0 0.00 1 0.00 \n", "9595 0 0.00 0 0.00 1 0.00 \n", "9596 0 0.00 0 0.00 1,328 31.23 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kto_2021.tail()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 데이터 전처리 하기" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['연도', '월', '대륙', '국적', '인원수', '증감률(%)', '인원수.1', '증감률(%).1', '인원수.2',\n", " '증감률(%).2', '인원수.3', '증감률(%).3', '인원수.4', '증감률(%).4', '인원수.5',\n", " '증감률(%).5'],\n", " dtype='object')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 증감률 필드 삭제 및 필드명 수정\n", "# 인원수 -> 총인원수\n", "# 인원수.1 -> 관광\n", "# 인원수.2 -> 상용\n", "# 인원수.3 -> 공용\n", "# 인원수.4 -> 유학연수\n", "# 인원수.5 -> 기타\n", "kto_2021.columns" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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연도월대륙국적총인원수관광상용공용유학연수기타
0201001아시아중국91,25240,42511,930552,75136,091
1201001아시아일본209,184202,8251,750895493,971
2201001아시아대만36,39935,788411737516
3201001아시아홍콩14,54513,87455021595
4201001아시아마카오5545540000
\n", "
" ], "text/plain": [ " 연도 월 대륙 국적 총인원수 관광 상용 공용 유학연수 기타\n", "0 2010 01 아시아 중국 91,252 40,425 11,930 55 2,751 36,091\n", "1 2010 01 아시아 일본 209,184 202,825 1,750 89 549 3,971\n", "2 2010 01 아시아 대만 36,399 35,788 41 17 37 516\n", "3 2010 01 아시아 홍콩 14,545 13,874 55 0 21 595\n", "4 2010 01 아시아 마카오 554 554 0 0 0 0" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kto_2021.drop(['증감률(%)', '증감률(%).1', '증감률(%).2', '증감률(%).3', '증감률(%).4', '증감률(%).5'], axis='columns', inplace=True)\n", "kto_2021.rename(columns = {'인원수': '총인원수', '인원수.1': '관광', '인원수.2': '상용', '인원수.3': '공용', '인원수.4': '유학연수', '인원수.5': '기타'}, inplace = True)\n", "\n", "kto_2021.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 9597 entries, 0 to 9596\n", "Data columns (total 10 columns):\n", "연도 9597 non-null object\n", "월 9586 non-null object\n", "대륙 9446 non-null object\n", "국적 8460 non-null object\n", "총인원수 9597 non-null object\n", "관광 9597 non-null object\n", "상용 9597 non-null object\n", "공용 9597 non-null object\n", "유학연수 9597 non-null object\n", "기타 9597 non-null object\n", "dtypes: object(10)\n", "memory usage: 749.8+ KB\n" ] } ], "source": [ "# 필드 형태 확인\n", "kto_2021.info()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 9597 entries, 0 to 9596\n", "Data columns (total 10 columns):\n", "연도 9597 non-null object\n", "월 9586 non-null object\n", "대륙 9446 non-null object\n", "국적 8460 non-null object\n", "총인원수 9597 non-null int64\n", "관광 9597 non-null int64\n", "상용 9597 non-null int64\n", "공용 9597 non-null int64\n", "유학연수 9597 non-null int64\n", "기타 9597 non-null int64\n", "dtypes: int64(6), object(4)\n", "memory usage: 749.8+ KB\n" ] } ], "source": [ "# object to int\n", "kto_2021.replace(',','', regex=True, inplace=True)\n", "kto_2021['총인원수'] = pd.to_numeric(kto_2021['총인원수'])\n", "kto_2021['관광'] = pd.to_numeric(kto_2021['관광'])\n", "kto_2021['상용'] = pd.to_numeric(kto_2021['상용'])\n", "kto_2021['공용'] = pd.to_numeric(kto_2021['공용'])\n", "kto_2021['유학연수'] = pd.to_numeric(kto_2021['유학연수'])\n", "kto_2021['기타'] = pd.to_numeric(kto_2021['기타'])\n", "kto_2021.info()\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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총인원수관광상용공용유학연수기타
count9.597000e+039.597000e+039597.0000009597.0000009597.0000009.597000e+03
mean5.659365e+044.389206e+04942.111702199.783474992.2559131.056744e+04
std4.693488e+053.700736e+057818.5930841651.8700448736.4122308.416681e+04
min0.000000e+000.000000e+000.0000000.0000000.0000000.000000e+00
25%8.190000e+023.260000e+0211.0000001.0000006.0000001.820000e+02
50%2.158000e+031.064000e+0344.0000005.00000026.0000006.420000e+02
75%1.183800e+046.365000e+03255.00000033.000000104.0000002.470000e+03
max1.750276e+071.443228e+07297069.00000074210.000000375661.0000002.819208e+06
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" ], "text/plain": [ " 총인원수 관광 상용 공용 유학연수 \\\n", "count 9.597000e+03 9.597000e+03 9597.000000 9597.000000 9597.000000 \n", "mean 5.659365e+04 4.389206e+04 942.111702 199.783474 992.255913 \n", "std 4.693488e+05 3.700736e+05 7818.593084 1651.870044 8736.412230 \n", "min 0.000000e+00 0.000000e+00 0.000000 0.000000 0.000000 \n", "25% 8.190000e+02 3.260000e+02 11.000000 1.000000 6.000000 \n", "50% 2.158000e+03 1.064000e+03 44.000000 5.000000 26.000000 \n", "75% 1.183800e+04 6.365000e+03 255.000000 33.000000 104.000000 \n", "max 1.750276e+07 1.443228e+07 297069.000000 74210.000000 375661.000000 \n", "\n", " 기타 \n", "count 9.597000e+03 \n", "mean 1.056744e+04 \n", "std 8.416681e+04 \n", "min 0.000000e+00 \n", "25% 1.820000e+02 \n", "50% 6.420000e+02 \n", "75% 2.470000e+03 \n", "max 2.819208e+06 " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kto_2021.describe()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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연도월대륙국적총인원수관광상용공용유학연수기타기준년월
0201001아시아중국91252404251193055275136091201001
1201001아시아일본2091842028251750895493971201001
2201001아시아대만3639935788411737516201001
3201001아시아홍콩145451387455021595201001
4201001아시아마카오5545540000201001
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" ], "text/plain": [ " 연도 월 대륙 국적 총인원수 관광 상용 공용 유학연수 기타 기준년월\n", "0 2010 01 아시아 중국 91252 40425 11930 55 2751 36091 201001\n", "1 2010 01 아시아 일본 209184 202825 1750 89 549 3971 201001\n", "2 2010 01 아시아 대만 36399 35788 41 17 37 516 201001\n", "3 2010 01 아시아 홍콩 14545 13874 55 0 21 595 201001\n", "4 2010 01 아시아 마카오 554 554 0 0 0 0 201001" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 기준년월 컬럼 생성하기 \n", "kto_2021['기준년월'] = kto_2021['연도'] + kto_2021['월']\n", "kto_2021.head()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['중국', '일본', '대만', '홍콩', '마카오', '필리핀', '인도네시아', '태국', '베트남', '인도',\n", " '말레이시아', '싱가포르', '몽골', '우즈베키스탄', '미얀마', 'GCC', '카자흐스탄', '터키',\n", " '캄보디아', '스리랑카', '방글라데시', '파키스탄', '이스라엘', '이란', '아시아 기타', nan, '미국',\n", " '캐나다', '브라질', '멕시코', '아메리카 기타', '러시아', '영국', '독일', '프랑스', '이탈리아',\n", " '네덜란드', '우크라이나', '스페인', '루마니아', '노르웨이', '스웨덴', '폴란드', '스위스',\n", " '포르투갈', '오스트리아', '핀란드', '벨기에', '크로아티아', '그리스', '불가리아', '덴마크',\n", " '아일랜드', '유럽 기타', '오스트레일리아', '뉴질랜드', '오세아니아 기타', '남아프리카공화국',\n", " '아프리카 기타', '국적미상', '교포'], dtype=object)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# unique()\n", "kto_2021['국적'].unique()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['아시아', '아시아 소계', '아메리카', '아메리카 소계', '유럽', '유럽 소계', '오세아니아',\n", " '오세아니아 소계', '아프리카', '아프리카 소계', '기타', '기타 소계', '교포', '교포 소계', nan],\n", " dtype=object)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kto_2021['대륙'].unique()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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연도월대륙국적총인원수관광상용공용유학연수기타기준년월
0201001아시아중국91252404251193055275136091201001
1201001아시아일본2091842028251750895493971201001
2201001아시아대만3639935788411737516201001
3201001아시아홍콩145451387455021595201001
4201001아시아마카오5545540000201001
\n", "
" ], "text/plain": [ " 연도 월 대륙 국적 총인원수 관광 상용 공용 유학연수 기타 기준년월\n", "0 2010 01 아시아 중국 91252 40425 11930 55 2751 36091 201001\n", "1 2010 01 아시아 일본 209184 202825 1750 89 549 3971 201001\n", "2 2010 01 아시아 대만 36399 35788 41 17 37 516 201001\n", "3 2010 01 아시아 홍콩 14545 13874 55 0 21 595 201001\n", "4 2010 01 아시아 마카오 554 554 0 0 0 0 201001" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# '소계'가 들어간 row 삭제\n", "kto_2021['대륙'] = kto_2021['대륙'].astype('str')\n", "searchfor = ['소계', '기타', 'nan']\n", "kto_2021 = kto_2021[~kto_2021.대륙.str.contains('|'.join(searchfor))]\n", "kto_2021.head()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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연도월대륙국적총인원수관광상용공용유학연수기타기준년월관광객비율(%)
0201001아시아중국9125240425119305527513609120100144.3
1201001아시아일본209184202825175089549397120100197.0
2201001아시아대만363993578841173751620100198.3
3201001아시아홍콩14545138745502159520100195.4
4201001아시아마카오5545540000201001100.0
\n", "
" ], "text/plain": [ " 연도 월 대륙 국적 총인원수 관광 상용 공용 유학연수 기타 기준년월 \\\n", "0 2010 01 아시아 중국 91252 40425 11930 55 2751 36091 201001 \n", "1 2010 01 아시아 일본 209184 202825 1750 89 549 3971 201001 \n", "2 2010 01 아시아 대만 36399 35788 41 17 37 516 201001 \n", "3 2010 01 아시아 홍콩 14545 13874 55 0 21 595 201001 \n", "4 2010 01 아시아 마카오 554 554 0 0 0 0 201001 \n", "\n", " 관광객비율(%) \n", "0 44.3 \n", "1 97.0 \n", "2 98.3 \n", "3 95.4 \n", "4 100.0 " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 연도월-나라별 총인원수 관광객비율(%) 컬럼 생성하기 \n", "kto_2021['관광객비율(%)'] = \\\n", "round(kto_2021['관광'] / kto_2021['총인원수'] * 100, 1)\n", "kto_2021.head()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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연도월대륙국적총인원수관광상용공용유학연수기타기준년월관광객비율(%)
1638201201아시아마카오157815780000201201100.0
8378202004아시아마카오110000202004100.0
4201001아시아마카오5545540000201001100.0
821201101아시아마카오5085080000201101100.0
208201004아시아마카오4734730000201004100.0
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" ], "text/plain": [ " 연도 월 대륙 국적 총인원수 관광 상용 공용 유학연수 기타 기준년월 관광객비율(%)\n", "1638 2012 01 아시아 마카오 1578 1578 0 0 0 0 201201 100.0\n", "8378 2020 04 아시아 마카오 1 1 0 0 0 0 202004 100.0\n", "4 2010 01 아시아 마카오 554 554 0 0 0 0 201001 100.0\n", "821 2011 01 아시아 마카오 508 508 0 0 0 0 201101 100.0\n", "208 2010 04 아시아 마카오 473 473 0 0 0 0 201004 100.0" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 관광객비율(%) 컬럼으로 내림차순 정렬\n", "kto_2021.sort_values(by='관광객비율(%)', ascending=False).head()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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연도월대륙국적총인원수관광상용공용유학연수기타기준년월관광객비율(%)
9596202109교포교포1328000013282021090.0
9467202108아시아마카오1000102021080.0
8786202010아시아마카오6020312020100.0
4626201508교포교포218110000218112015080.0
8804202010아시아이스라엘360500312020100.0
\n", "
" ], "text/plain": [ " 연도 월 대륙 국적 총인원수 관광 상용 공용 유학연수 기타 기준년월 관광객비율(%)\n", "9596 2021 09 교포 교포 1328 0 0 0 0 1328 202109 0.0\n", "9467 2021 08 아시아 마카오 1 0 0 0 1 0 202108 0.0\n", "8786 2020 10 아시아 마카오 6 0 2 0 3 1 202010 0.0\n", "4626 2015 08 교포 교포 21811 0 0 0 0 21811 201508 0.0\n", "8804 2020 10 아시아 이스라엘 36 0 5 0 0 31 202010 0.0" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 관광객비율(%) 컬럼으로 오름차순 정렬하기\n", "kto_2021.sort_values(by='관광객비율(%)', ascending=True).head()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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관광객비율(%)
대륙
교포0.000000
아메리카62.566241
아시아53.570480
아프리카42.649645
오세아니아69.943735
유럽59.024360
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" ], "text/plain": [ " 관광객비율(%)\n", "대륙 \n", "교포 0.000000\n", "아메리카 62.566241\n", "아시아 53.570480\n", "아프리카 42.649645\n", "오세아니아 69.943735\n", "유럽 59.024360" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# pivot_table() 함수 활용하기 \n", "kto_2021.pivot_table(values = '관광객비율(%)',\n", " index = '대륙',\n", " aggfunc = 'mean')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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연도월대륙국적총인원수관광상용공용유학연수기타기준년월관광객비율(%)
0201001아시아중국9125240425119305527513609120100144.3
68201002아시아중국14057160590790768295464246020100243.1
136201003아시아중국1414575033013549174149246248020100335.6
204201004아시아중국147680842521330621221994771120100457.1
272201005아시아중국154066890561232536029314939420100557.8
340201006아시아중국150119870801237529332934707820100658.0
408201007아시아중국1951881224321060823943095760020100762.7
476201008아시아중국24198714218011049232264276209920100858.8
544201009아시아중국1761969354510013293113746097120100953.1
612201010아시아중국1814281072371137137431025934420101059.1
680201011아시아중국136152756861191260121844576920101155.6
748201012아시아중국11906158987974620534164670720101249.5
817201101아시아중국1139275507082516324324811120110148.3
885201102아시아중국15701953863620695349876186820110234.3
953201103아시아중국163261720038884144128046942620110344.1
1021201104아시아중국15387586397877925427825566320110456.1
1089201105아시아중국15234785668933631239935303820110556.2
1157201106아시아중국179508108060880531641255820220110660.2
1225201107아시아중국244573170524818227347306086420110769.7
1293201108아시아중국2762991789378171224257736319420110864.8
1361201109아시아중국2314621447047817385119806657620110962.5
1429201110아시아중국214681141824878655338785964020111066.1
1497201111아시아중국174164113856846542827884862720111165.4
1565201112아시아중국159080101605711325637224638420111263.9
1634201201아시아중국16702210660643014655905047920120163.8
1702201202아시아중국173790748956007132284016435520120243.1
1770201203아시아중국1836911109657140279123865292120120360.4
1838201204아시아중국222114166843713928925564528720120475.1
1906201205아시아중국210439154841694642232264500420120573.6
1974201206아시아중국234482179074599168337564497820120676.4
.......................................
7557201904아시아중국493250410542357536299596881220190483.2
7625201905아시아중국5004134139494034534140036789320190582.7
7693201906아시아중국4750073951963743399146806098920190683.2
7761201907아시아중국5191324396993587356108476464320190784.7
7829201908아시아중국5781124515703625388442917823820190878.1
7897201909아시아중국5413504320183873447255457946720190979.8
7965201910아시아중국5676954764603967547127227399920191083.9
8033201911아시아중국5053694268494020545128226113320191184.5
8101201912아시아중국5088774335773951682132845738320191285.2
8170202001아시아중국481681393336281399104337500020200181.7
8238202002아시아중국1040864952071511207533308720200247.6
8306202003아시아중국16595504011527388405020200330.4
8374202004아시아중국39355227101112223020200413.3
8442202005아시아중국5124179702118936842020053.5
8510202006아시아중국5051246140075139142020064.9
8578202007아시아중국9738258236261786252020072.6
8646202008아시아중국162752122646676690272020081.3
8714202009아시아중국1530748126028571788212020093.1
8782202010아시아중국114773672432128795782020103.2
8850202011아시아중국91743823275128571752020114.2
8918202012아시아중국7987411213776865882020125.1
8987202101아시아중국7346455162427164542021016.2
9055202102아시아중국119824202214458367542021023.5
9123202103아시아중국18980136031635487118142021037.2
9191202104아시아중국16830159037851467133902021049.4
9259202105아시아중국14221123330511093115892021058.7
9327202106아시아중국1294212433246984103852021069.6
9395202107아시아중국134691031277161063110822021077.7
9463202108아시아중국17103101127031903167602021085.9
9531202109아시아중국19144126435487217103012021096.6
\n", "

141 rows × 12 columns

\n", "
" ], "text/plain": [ " 연도 월 대륙 국적 총인원수 관광 상용 공용 유학연수 기타 기준년월 \\\n", "0 2010 01 아시아 중국 91252 40425 11930 55 2751 36091 201001 \n", "68 2010 02 아시아 중국 140571 60590 7907 68 29546 42460 201002 \n", "136 2010 03 아시아 중국 141457 50330 13549 174 14924 62480 201003 \n", "204 2010 04 아시아 중국 147680 84252 13306 212 2199 47711 201004 \n", "272 2010 05 아시아 중국 154066 89056 12325 360 2931 49394 201005 \n", "340 2010 06 아시아 중국 150119 87080 12375 293 3293 47078 201006 \n", "408 2010 07 아시아 중국 195188 122432 10608 239 4309 57600 201007 \n", "476 2010 08 아시아 중국 241987 142180 11049 232 26427 62099 201008 \n", "544 2010 09 아시아 중국 176196 93545 10013 293 11374 60971 201009 \n", "612 2010 10 아시아 중국 181428 107237 11371 374 3102 59344 201010 \n", "680 2010 11 아시아 중국 136152 75686 11912 601 2184 45769 201011 \n", "748 2010 12 아시아 중국 119061 58987 9746 205 3416 46707 201012 \n", "817 2011 01 아시아 중국 113927 55070 8251 63 2432 48111 201101 \n", "885 2011 02 아시아 중국 157019 53863 6206 95 34987 61868 201102 \n", "953 2011 03 아시아 중국 163261 72003 8884 144 12804 69426 201103 \n", "1021 2011 04 아시아 중국 153875 86397 8779 254 2782 55663 201104 \n", "1089 2011 05 아시아 중국 152347 85668 9336 312 3993 53038 201105 \n", "1157 2011 06 아시아 중국 179508 108060 8805 316 4125 58202 201106 \n", "1225 2011 07 아시아 중국 244573 170524 8182 273 4730 60864 201107 \n", "1293 2011 08 아시아 중국 276299 178937 8171 224 25773 63194 201108 \n", "1361 2011 09 아시아 중국 231462 144704 7817 385 11980 66576 201109 \n", "1429 2011 10 아시아 중국 214681 141824 8786 553 3878 59640 201110 \n", "1497 2011 11 아시아 중국 174164 113856 8465 428 2788 48627 201111 \n", "1565 2011 12 아시아 중국 159080 101605 7113 256 3722 46384 201112 \n", "1634 2012 01 아시아 중국 167022 106606 4301 46 5590 50479 201201 \n", "1702 2012 02 아시아 중국 173790 74895 6007 132 28401 64355 201202 \n", "1770 2012 03 아시아 중국 183691 110965 7140 279 12386 52921 201203 \n", "1838 2012 04 아시아 중국 222114 166843 7139 289 2556 45287 201204 \n", "1906 2012 05 아시아 중국 210439 154841 6946 422 3226 45004 201205 \n", "1974 2012 06 아시아 중국 234482 179074 5991 683 3756 44978 201206 \n", "... ... .. ... .. ... ... ... ... ... ... ... \n", "7557 2019 04 아시아 중국 493250 410542 3575 362 9959 68812 201904 \n", "7625 2019 05 아시아 중국 500413 413949 4034 534 14003 67893 201905 \n", "7693 2019 06 아시아 중국 475007 395196 3743 399 14680 60989 201906 \n", "7761 2019 07 아시아 중국 519132 439699 3587 356 10847 64643 201907 \n", "7829 2019 08 아시아 중국 578112 451570 3625 388 44291 78238 201908 \n", "7897 2019 09 아시아 중국 541350 432018 3873 447 25545 79467 201909 \n", "7965 2019 10 아시아 중국 567695 476460 3967 547 12722 73999 201910 \n", "8033 2019 11 아시아 중국 505369 426849 4020 545 12822 61133 201911 \n", "8101 2019 12 아시아 중국 508877 433577 3951 682 13284 57383 201912 \n", "8170 2020 01 아시아 중국 481681 393336 2813 99 10433 75000 202001 \n", "8238 2020 02 아시아 중국 104086 49520 715 11 20753 33087 202002 \n", "8306 2020 03 아시아 중국 16595 5040 115 2 7388 4050 202003 \n", "8374 2020 04 아시아 중국 3935 522 71 0 1112 2230 202004 \n", "8442 2020 05 아시아 중국 5124 179 70 2 1189 3684 202005 \n", "8510 2020 06 아시아 중국 5051 246 140 0 751 3914 202006 \n", "8578 2020 07 아시아 중국 9738 258 236 2 617 8625 202007 \n", "8646 2020 08 아시아 중국 16275 212 264 6 6766 9027 202008 \n", "8714 2020 09 아시아 중국 15307 481 260 28 5717 8821 202009 \n", "8782 2020 10 아시아 중국 11477 367 243 2 1287 9578 202010 \n", "8850 2020 11 아시아 중국 9174 382 327 5 1285 7175 202011 \n", "8918 2020 12 아시아 중국 7987 411 213 7 768 6588 202012 \n", "8987 2021 01 아시아 중국 7346 455 162 4 271 6454 202101 \n", "9055 2021 02 아시아 중국 11982 420 221 4 4583 6754 202102 \n", "9123 2021 03 아시아 중국 18980 1360 316 3 5487 11814 202103 \n", "9191 2021 04 아시아 중국 16830 1590 378 5 1467 13390 202104 \n", "9259 2021 05 아시아 중국 14221 1233 305 1 1093 11589 202105 \n", "9327 2021 06 아시아 중국 12942 1243 324 6 984 10385 202106 \n", "9395 2021 07 아시아 중국 13469 1031 277 16 1063 11082 202107 \n", "9463 2021 08 아시아 중국 17103 1011 270 31 9031 6760 202108 \n", "9531 2021 09 아시아 중국 19144 1264 354 8 7217 10301 202109 \n", "\n", " 관광객비율(%) \n", "0 44.3 \n", "68 43.1 \n", "136 35.6 \n", "204 57.1 \n", "272 57.8 \n", "340 58.0 \n", "408 62.7 \n", "476 58.8 \n", "544 53.1 \n", "612 59.1 \n", "680 55.6 \n", "748 49.5 \n", "817 48.3 \n", "885 34.3 \n", "953 44.1 \n", "1021 56.1 \n", "1089 56.2 \n", "1157 60.2 \n", "1225 69.7 \n", "1293 64.8 \n", "1361 62.5 \n", "1429 66.1 \n", "1497 65.4 \n", "1565 63.9 \n", "1634 63.8 \n", "1702 43.1 \n", "1770 60.4 \n", "1838 75.1 \n", "1906 73.6 \n", "1974 76.4 \n", "... ... \n", "7557 83.2 \n", "7625 82.7 \n", "7693 83.2 \n", "7761 84.7 \n", "7829 78.1 \n", "7897 79.8 \n", "7965 83.9 \n", "8033 84.5 \n", "8101 85.2 \n", "8170 81.7 \n", "8238 47.6 \n", "8306 30.4 \n", "8374 13.3 \n", "8442 3.5 \n", "8510 4.9 \n", "8578 2.6 \n", "8646 1.3 \n", "8714 3.1 \n", "8782 3.2 \n", "8850 4.2 \n", "8918 5.1 \n", "8987 6.2 \n", "9055 3.5 \n", "9123 7.2 \n", "9191 9.4 \n", "9259 8.7 \n", "9327 9.6 \n", "9395 7.7 \n", "9463 5.9 \n", "9531 6.6 \n", "\n", "[141 rows x 12 columns]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 중국 국적만 필터링하기 \n", "condition = (kto_2021.국적 == '중국')\n", "kto_2021[condition]" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "105342952" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 10년동안 우리나라 방문하는 전체 외국인 관광객 숫자 구하기 \n", "tourist_sum = sum(kto_2021['관광'])\n", "tourist_sum " ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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연도월대륙국적총인원수관광상용공용유학연수기타기준년월관광객비율(%)전체비율(%)
0201001아시아중국9125240425119305527513609120100144.30.0
1201001아시아일본209184202825175089549397120100197.00.2
2201001아시아대만363993578841173751620100198.30.0
3201001아시아홍콩14545138745502159520100195.40.0
4201001아시아마카오5545540000201001100.00.0
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" ], "text/plain": [ " 연도 월 대륙 국적 총인원수 관광 상용 공용 유학연수 기타 기준년월 \\\n", "0 2010 01 아시아 중국 91252 40425 11930 55 2751 36091 201001 \n", "1 2010 01 아시아 일본 209184 202825 1750 89 549 3971 201001 \n", "2 2010 01 아시아 대만 36399 35788 41 17 37 516 201001 \n", "3 2010 01 아시아 홍콩 14545 13874 55 0 21 595 201001 \n", "4 2010 01 아시아 마카오 554 554 0 0 0 0 201001 \n", "\n", " 관광객비율(%) 전체비율(%) \n", "0 44.3 0.0 \n", "1 97.0 0.2 \n", "2 98.3 0.0 \n", "3 95.4 0.0 \n", "4 100.0 0.0 " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 전체비율(%) 컬럼 생성하기\n", "kto_2021['전체비율(%)'] = \\\n", "round(kto_2021['관광'] / tourist_sum * 100, 1)\n", "kto_2021.head()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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연도월대륙국적총인원수관광상용공용유학연수기타기준년월관광객비율(%)전체비율(%)
5310201607아시아중국917519823016410335471228292420160789.70.8
5378201608아시아중국8737717478184352270355238580820160885.60.7
3744201408아시아중국75768358818183401732309113789820140877.60.6
5174201605아시아중국705844614636524760493567600120160587.10.6
5514201610아시아중국680918588561453540065188090420161086.40.6
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" ], "text/plain": [ " 연도 월 대륙 국적 총인원수 관광 상용 공용 유학연수 기타 기준년월 \\\n", "5310 2016 07 아시아 중국 917519 823016 4103 354 7122 82924 201607 \n", "5378 2016 08 아시아 중국 873771 747818 4352 270 35523 85808 201608 \n", "3744 2014 08 아시아 중국 757683 588181 8340 173 23091 137898 201408 \n", "5174 2016 05 아시아 중국 705844 614636 5247 604 9356 76001 201605 \n", "5514 2016 10 아시아 중국 680918 588561 4535 400 6518 80904 201610 \n", "\n", " 관광객비율(%) 전체비율(%) \n", "5310 89.7 0.8 \n", "5378 85.6 0.7 \n", "3744 77.6 0.6 \n", "5174 87.1 0.6 \n", "5514 86.4 0.6 " ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 전체비율(%) 컬럼 기준으로 내림차순 정렬하기 \n", "kto_2021.sort_values('전체비율(%)', ascending=False).head()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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연도월대륙국적총인원수관광상용공용유학연수기타기준년월관광객비율(%)전체비율(%)
0201001아시아중국9125240425119305527513609120100144.30.0
68201002아시아중국14057160590790768295464246020100243.10.1
136201003아시아중국1414575033013549174149246248020100335.60.0
204201004아시아중국147680842521330621221994771120100457.10.1
272201005아시아중국154066890561232536029314939420100557.80.1
\n", "
" ], "text/plain": [ " 연도 월 대륙 국적 총인원수 관광 상용 공용 유학연수 기타 기준년월 \\\n", "0 2010 01 아시아 중국 91252 40425 11930 55 2751 36091 201001 \n", "68 2010 02 아시아 중국 140571 60590 7907 68 29546 42460 201002 \n", "136 2010 03 아시아 중국 141457 50330 13549 174 14924 62480 201003 \n", "204 2010 04 아시아 중국 147680 84252 13306 212 2199 47711 201004 \n", "272 2010 05 아시아 중국 154066 89056 12325 360 2931 49394 201005 \n", "\n", " 관광객비율(%) 전체비율(%) \n", "0 44.3 0.0 \n", "68 43.1 0.1 \n", "136 35.6 0.0 \n", "204 57.1 0.1 \n", "272 57.8 0.1 " ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 중국 국적 데이터 필터링하기 \n", "condition = (kto_2021['국적'] == '중국')\n", "df_filter = kto_2021[condition]\n", "df_filter.head()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 시계열 그래프 그리기 1\n", "plt.plot(df_filter['기준년월'], df_filter['관광'])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "## 그래프 크기 조절 \n", "plt.figure(figsize = (12, 4))\n", "plt.rcParams[\"font.family\"] = 'NanumGothic'\n", "## 그래프 내용 설정 \n", "plt.plot(df_filter['기준년월'], df_filter['관광'])\n", "\n", "## 그래프 타이틀, X축, Y축 이름 달기 \n", "plt.title('중국 국적의 관광객 추이')\n", "plt.xlabel('기준년월')\n", "plt.ylabel('관광객수')\n", "\n", "## x 축 눈금 값 설정 \n", "plt.xticks(['201001', '201101', '201201', '201301', '201401', '201501', '201601', '201701', '201801', '201901', '202001', '202101'])\n", "\n", "## 그래프 표현하기 \n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "국적\n", "중국 823016\n", "일본 367157\n", "대만 126421\n", "미국 86508\n", "홍콩 77904\n", "Name: 관광, dtype: int64" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 10년 관광객 수 상위 5개 \n", "kto_2021.groupby('국적')['관광'].max().sort_values(ascending=False).head(5)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize = (20, 8))\n", "\n", "plt.rcParams[\"font.family\"] = 'NanumGothic'\n", "\n", "country1 = kto_2021[kto_2021['국적'] == '중국']\n", "country2 = kto_2021[kto_2021['국적'] == '일본']\n", "country3 = kto_2021[kto_2021['국적'] == '대만']\n", "country4 = kto_2021[kto_2021['국적'] == '미국']\n", "country5 = kto_2021[kto_2021['국적'] == '홍콩']\n", "\n", "\n", "\n", "plt.plot(country1['기준년월'], country1['관광'], label='중국')\n", "plt.plot(country2['기준년월'], country2['관광'], label='일본')\n", "plt.plot(country3['기준년월'], country3['관광'], label='대만')\n", "plt.plot(country4['기준년월'], country4['관광'], label='미국')\n", "plt.plot(country5['기준년월'], country5['관광'], label='홍콩')\n", "\n", "plt.legend(loc='best', ncol=2) \n", "\n", "\n", "plt.xticks(['201001', '201101', '201201', '201301', '201401', '201501', '201601', '201701', '201801', '201901', '202001', '202101'])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 히트맵 그래프 그리기" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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월010203040506070809101112
연도
201040425.060590.050330.084252.089056.087080.0122432.0142180.093545.0107237.075686.058987.0
201155070.053863.072003.086397.085668.0108060.0170524.0178937.0144704.0141824.0113856.0101605.0
2012106606.074895.0110965.0166843.0154841.0179074.0258907.0268988.0203857.0204866.0155503.0148320.0
2013148118.0169395.0182850.0250549.0196306.0280319.0417991.0472005.0353359.0249850.0208175.0210950.0
2014230706.0219533.0313400.0429419.0410971.0429991.0540683.0588181.0423133.0459708.0381118.0345957.0
2015327225.0413096.0386386.0536428.0517154.0223101.0172075.0372990.0453670.0518651.0409635.0381722.0
2016456636.0424232.0500018.0601460.0614636.0671493.0823016.0747818.0611538.0588561.0452082.0456882.0
2017489256.0458952.0263788.0158784.0172527.0181507.0207099.0226153.0229172.0244541.0223743.0260983.0
2018236825.0237075.0281020.0283533.0284317.0303405.0332657.0360982.0326438.0382922.0327664.0345135.0
2019320113.0324291.0369165.0410542.0413949.0395196.0439699.0451570.0432018.0476460.0426849.0433577.0
2020393336.049520.05040.0522.0179.0246.0258.0212.0481.0367.0382.0411.0
2021455.0420.01360.01590.01233.01243.01031.01011.01264.0NaNNaNNaN
\n", "
" ], "text/plain": [ "월 01 02 03 04 05 06 07 \\\n", "연도 \n", "2010 40425.0 60590.0 50330.0 84252.0 89056.0 87080.0 122432.0 \n", "2011 55070.0 53863.0 72003.0 86397.0 85668.0 108060.0 170524.0 \n", "2012 106606.0 74895.0 110965.0 166843.0 154841.0 179074.0 258907.0 \n", "2013 148118.0 169395.0 182850.0 250549.0 196306.0 280319.0 417991.0 \n", "2014 230706.0 219533.0 313400.0 429419.0 410971.0 429991.0 540683.0 \n", "2015 327225.0 413096.0 386386.0 536428.0 517154.0 223101.0 172075.0 \n", "2016 456636.0 424232.0 500018.0 601460.0 614636.0 671493.0 823016.0 \n", "2017 489256.0 458952.0 263788.0 158784.0 172527.0 181507.0 207099.0 \n", "2018 236825.0 237075.0 281020.0 283533.0 284317.0 303405.0 332657.0 \n", "2019 320113.0 324291.0 369165.0 410542.0 413949.0 395196.0 439699.0 \n", "2020 393336.0 49520.0 5040.0 522.0 179.0 246.0 258.0 \n", "2021 455.0 420.0 1360.0 1590.0 1233.0 1243.0 1031.0 \n", "\n", "월 08 09 10 11 12 \n", "연도 \n", "2010 142180.0 93545.0 107237.0 75686.0 58987.0 \n", "2011 178937.0 144704.0 141824.0 113856.0 101605.0 \n", "2012 268988.0 203857.0 204866.0 155503.0 148320.0 \n", "2013 472005.0 353359.0 249850.0 208175.0 210950.0 \n", "2014 588181.0 423133.0 459708.0 381118.0 345957.0 \n", "2015 372990.0 453670.0 518651.0 409635.0 381722.0 \n", "2016 747818.0 611538.0 588561.0 452082.0 456882.0 \n", "2017 226153.0 229172.0 244541.0 223743.0 260983.0 \n", "2018 360982.0 326438.0 382922.0 327664.0 345135.0 \n", "2019 451570.0 432018.0 476460.0 426849.0 433577.0 \n", "2020 212.0 481.0 367.0 382.0 411.0 \n", "2021 1011.0 1264.0 NaN NaN NaN " ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_pivot = df_filter.pivot_table(values = '관광'\n", " , index = '연도'\n", " , columns = '월')\n", "\n", "df_pivot" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt \n", "import seaborn as sns " ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 예제 3-50 히트맵 그리프 그리기 \n", "## 그래프 크기 설정 \n", "plt.figure(figsize = (16, 10))\n", "plt.rcParams[\"font.family\"] = 'NanumGothic'\n", "## 히트맵 그래프 그리기 \n", "sns.heatmap(df_pivot, annot = True, fmt = '.0f', cmap = 'rocket_r')\n", "\n", "## 그래프 타이틀 달기 \n", "plt.title('중국 관광객 히트맵')\n", "\n", "## 그래프 표현 \n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "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": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }