From 264cedcece80687a5b8dbd2105090e35e7bf9d91 Mon Sep 17 00:00:00 2001 From: zakz96 Date: Wed, 18 Jan 2017 15:23:21 -0800 Subject: [PATCH 1/3] Add files via upload --- health-burden/eda.ipynb | 1218 ++++++++++++++++++++++++++++++++++++++- 1 file changed, 1196 insertions(+), 22 deletions(-) diff --git a/health-burden/eda.ipynb b/health-burden/eda.ipynb index cb8b478..38fac15 100644 --- a/health-burden/eda.ipynb +++ b/health-burden/eda.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 78, "metadata": { "collapsed": false }, @@ -24,7 +24,7 @@ "source": [ "# Read in data\n", "import pandas\n", - "data = pandas.read_csv('./data/prepped/risk-data.csv')" + "data = pandas.read_csv('C:/Users/Administrator/Desktop/data/prepped/risk-data.csv')" ] }, { @@ -41,13 +41,1190 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 80, "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['country',\n", + " 'country.code',\n", + " 'super.region',\n", + " 'region',\n", + " 'sex',\n", + " 'age',\n", + " 'pop',\n", + " 'alcohol.use',\n", + " 'drug.use',\n", + " 'high.meat',\n", + " 'low.exercise',\n", + " 'smoking']" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Code goes here" + "#df = pandas.DataFrame([[1,Global,1,'male',1,'Under 5',1970,277111647]], columns=list(\"ABCDEFGHI\"))\n", + "list(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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countrycountry.codesuper.regionregionsexagepopalcohol.usedrug.usehigh.meatlow.exercisesmoking
0ChinaCHNSoutheast Asia, East Asia, and OceaniaEast Asiamale70+ years3.818010e+07336.91353240.2107515.069854248.2668501944.480464
1ChinaCHNSoutheast Asia, East Asia, and OceaniaEast Asiafemale50-69 years1.530703e+0821.0005574.6979161.07771612.91998237.807709
2ChinaCHNSoutheast Asia, East Asia, and OceaniaEast AsiamaleUnder 54.458679e+070.2369080.120827NaNNaNNaN
3ChinaCHNSoutheast Asia, East Asia, and OceaniaEast Asiamale5-14 years8.299538e+071.2926330.038498NaNNaNNaN
4ChinaCHNSoutheast Asia, East Asia, and OceaniaEast Asiamale15-49 years3.901690e+0835.8499415.6773370.1884903.05820530.797507
5ChinaCHNSoutheast Asia, East Asia, and OceaniaEast Asiamale50-69 years1.564822e+08152.43333817.3572741.77564134.520583374.538684
6ChinaCHNSoutheast Asia, East Asia, and OceaniaEast Asiafemale5-14 years7.148107e+070.8686700.039037NaNNaNNaN
7ChinaCHNSoutheast Asia, East Asia, and OceaniaEast Asiafemale15-49 years3.651006e+084.6930571.7515380.0993970.8999562.656216
8ChinaCHNSoutheast Asia, East Asia, and OceaniaEast AsiafemaleUnder 53.854704e+070.1830500.126190NaNNaNNaN
9ChinaCHNSoutheast Asia, East Asia, and OceaniaEast Asiafemale70+ years4.285894e+0777.30487912.9894783.055658156.526978585.964182
10North KoreaPRKSoutheast Asia, East Asia, and OceaniaEast AsiamaleUnder 58.955102e+050.1868890.101431NaNNaNNaN
11North KoreaPRKSoutheast Asia, East Asia, and OceaniaEast AsiafemaleUnder 58.553315e+050.1956220.109240NaNNaNNaN
12North KoreaPRKSoutheast Asia, East Asia, and OceaniaEast Asiamale70+ years4.709540e+05242.74108059.9095890.776155211.7321132364.892513
13North KoreaPRKSoutheast Asia, East Asia, and OceaniaEast Asiafemale50-69 years2.515588e+0627.34530710.4654060.23014815.131754186.148158
14North KoreaPRKSoutheast Asia, East Asia, and OceaniaEast Asiafemale70+ years1.039560e+0672.21355317.5660840.449832108.2023951097.656041
15North KoreaPRKSoutheast Asia, East Asia, and OceaniaEast Asiamale5-14 years1.826308e+061.0789840.029139NaNNaNNaN
16North KoreaPRKSoutheast Asia, East Asia, and OceaniaEast Asiamale15-49 years6.863832e+0647.04333010.8657970.0483045.32600573.166995
17North KoreaPRKSoutheast Asia, East Asia, and OceaniaEast Asiamale50-69 years2.245503e+06147.26311235.6658830.34936345.285767714.715477
18North KoreaPRKSoutheast Asia, East Asia, and OceaniaEast Asiafemale5-14 years1.751028e+060.7095010.028816NaNNaNNaN
19North KoreaPRKSoutheast Asia, East Asia, and OceaniaEast Asiafemale15-49 years6.695147e+067.3321683.7319140.0284001.26991216.444869
20TaiwanTWNSoutheast Asia, East Asia, and OceaniaEast Asiamale70+ years9.231694e+05338.62944789.06512516.592359237.1612471474.818867
21TaiwanTWNSoutheast Asia, East Asia, and OceaniaEast Asiafemale50-69 years3.056424e+0619.3813736.6578792.7132897.45064551.220594
22TaiwanTWNSoutheast Asia, East Asia, and OceaniaEast Asiafemale70+ years1.078713e+0681.14448319.40817212.15431692.561817415.723445
23TaiwanTWNSoutheast Asia, East Asia, and OceaniaEast Asiamale5-14 years1.278556e+060.6050180.006473NaNNaNNaN
24TaiwanTWNSoutheast Asia, East Asia, and OceaniaEast Asiamale15-49 years6.433936e+0646.14856210.4621530.5759192.90231032.832232
25TaiwanTWNSoutheast Asia, East Asia, and OceaniaEast Asiamale50-69 years2.930665e+06159.34780236.6144465.05755326.091179239.037466
26TaiwanTWNSoutheast Asia, East Asia, and OceaniaEast Asiafemale5-14 years1.167340e+060.4247410.005962NaNNaNNaN
27TaiwanTWNSoutheast Asia, East Asia, and OceaniaEast Asiafemale15-49 years6.350208e+064.6461021.6466470.2624580.6724136.591819
28TaiwanTWNSoutheast Asia, East Asia, and OceaniaEast AsiamaleUnder 55.332155e+050.1467630.023686NaNNaNNaN
29TaiwanTWNSoutheast Asia, East Asia, and OceaniaEast AsiafemaleUnder 54.875142e+050.1507900.032121NaNNaNNaN
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1920SenegalSENSub-Saharan AfricaWestern Sub-Saharan Africamale70+ years1.145630e+05215.10387326.0850181.123341266.623148528.222742
1921SenegalSENSub-Saharan AfricaWestern Sub-Saharan Africafemale50-69 years6.232750e+0546.6200812.9315120.56983348.30580755.087206
1922SenegalSENSub-Saharan AfricaWestern Sub-Saharan Africafemale70+ years1.543770e+05132.8215934.7111011.271146287.906337166.473119
1923SenegalSENSub-Saharan AfricaWestern Sub-Saharan Africamale50-69 years4.882680e+05107.25857016.8524610.52809760.474209212.812284
1924SenegalSENSub-Saharan AfricaWestern Sub-Saharan Africafemale5-14 years1.987082e+060.1082590.074757NaNNaNNaN
1925SenegalSENSub-Saharan AfricaWestern Sub-Saharan Africafemale15-49 years3.652984e+064.5414721.0541700.0373231.7093522.101759
1926SenegalSENSub-Saharan AfricaWestern Sub-Saharan AfricamaleUnder 51.308494e+060.0760870.114549NaNNaNNaN
1927SenegalSENSub-Saharan AfricaWestern Sub-Saharan Africamale5-14 years2.032493e+060.1868680.070512NaNNaNNaN
1928SenegalSENSub-Saharan AfricaWestern Sub-Saharan Africamale15-49 years3.474919e+0618.6946117.7209570.0371932.87783618.757350
1929SenegalSENSub-Saharan AfricaWestern Sub-Saharan AfricafemaleUnder 51.272743e+060.0603370.123972NaNNaNNaN
1930Sierra LeoneSLESub-Saharan AfricaWestern Sub-Saharan AfricamaleUnder 55.083643e+050.6124610.087391NaNNaNNaN
1931Sierra LeoneSLESub-Saharan AfricaWestern Sub-Saharan Africamale15-49 years1.534752e+0647.9559248.4224870.0025562.71410931.636978
1932Sierra LeoneSLESub-Saharan AfricaWestern Sub-Saharan Africamale50-69 years2.504480e+05255.21309618.0472010.03040852.245311363.206281
1933Sierra LeoneSLESub-Saharan AfricaWestern Sub-Saharan Africafemale5-14 years8.675780e+050.6646010.078851NaNNaNNaN
1934Sierra LeoneSLESub-Saharan AfricaWestern Sub-Saharan Africafemale15-49 years1.576649e+0616.1870881.4560870.0029052.2976658.124144
1935Sierra LeoneSLESub-Saharan AfricaWestern Sub-Saharan Africamale5-14 years8.619320e+050.9034880.076930NaNNaNNaN
1936Sierra LeoneSLESub-Saharan AfricaWestern Sub-Saharan AfricafemaleUnder 55.049774e+050.6329090.092871NaNNaNNaN
1937Sierra LeoneSLESub-Saharan AfricaWestern Sub-Saharan Africamale70+ years4.282300e+04517.41660624.6853510.063498206.839922822.015759
1938Sierra LeoneSLESub-Saharan AfricaWestern Sub-Saharan Africafemale50-69 years2.691220e+05155.4990303.9122560.03987757.194172119.890505
1939Sierra LeoneSLESub-Saharan AfricaWestern Sub-Saharan Africafemale70+ years4.563200e+04401.7123496.1600810.080139277.324347310.982927
1940TogoTGOSub-Saharan AfricaWestern Sub-Saharan Africamale50-69 years2.635940e+05176.71131124.3381250.10618250.653046334.073114
1941TogoTGOSub-Saharan AfricaWestern Sub-Saharan Africafemale5-14 years9.601530e+050.2385320.480699NaNNaNNaN
1942TogoTGOSub-Saharan AfricaWestern Sub-Saharan Africafemale15-49 years1.784859e+066.9909553.3194530.0055981.4545541.359717
1943TogoTGOSub-Saharan AfricaWestern Sub-Saharan Africamale5-14 years9.652130e+050.3972580.454347NaNNaNNaN
1944TogoTGOSub-Saharan AfricaWestern Sub-Saharan Africamale15-49 years1.748943e+0634.14917412.6840140.0089762.57611821.984262
1945TogoTGOSub-Saharan AfricaWestern Sub-Saharan AfricafemaleUnder 55.764667e+050.1217390.278622NaNNaNNaN
1946TogoTGOSub-Saharan AfricaWestern Sub-Saharan AfricamaleUnder 55.816957e+050.1446370.260161NaNNaNNaN
1947TogoTGOSub-Saharan AfricaWestern Sub-Saharan Africamale70+ years4.928400e+04298.35875630.2337690.209533206.660153838.960521
1948TogoTGOSub-Saharan AfricaWestern Sub-Saharan Africafemale50-69 years3.109280e+0563.9866284.3142030.07880935.83238360.923339
1949TogoTGOSub-Saharan AfricaWestern Sub-Saharan Africafemale70+ years6.158000e+04151.3385455.1502870.177165206.054514188.280805
\n", + "

1950 rows × 12 columns

\n", + "
" + ], + "text/plain": [ + " country country.code super.region \\\n", + "0 China CHN Southeast Asia, East Asia, and Oceania \n", + "1 China CHN Southeast Asia, East Asia, and Oceania \n", + "2 China CHN Southeast Asia, East Asia, and Oceania \n", + "3 China CHN Southeast Asia, East Asia, and Oceania \n", + "4 China CHN Southeast Asia, East Asia, and Oceania \n", + "5 China CHN Southeast Asia, East Asia, and Oceania \n", + "6 China CHN Southeast Asia, East Asia, and Oceania \n", + "7 China CHN Southeast Asia, East Asia, and Oceania \n", + "8 China CHN Southeast Asia, East Asia, and Oceania \n", + "9 China CHN Southeast Asia, East Asia, and Oceania \n", + "10 North Korea PRK Southeast Asia, East Asia, and Oceania \n", + "11 North Korea PRK Southeast Asia, East Asia, and Oceania \n", + "12 North Korea PRK Southeast Asia, East Asia, and Oceania \n", + "13 North Korea PRK Southeast Asia, East Asia, and Oceania \n", + "14 North Korea PRK Southeast Asia, East Asia, and Oceania \n", + "15 North Korea PRK Southeast Asia, East Asia, and Oceania \n", + "16 North Korea PRK Southeast Asia, East Asia, and Oceania \n", + "17 North Korea PRK Southeast Asia, East Asia, and Oceania \n", + "18 North Korea PRK Southeast Asia, East Asia, and Oceania \n", + "19 North Korea PRK Southeast Asia, East Asia, and Oceania \n", + "20 Taiwan TWN Southeast Asia, East Asia, and Oceania \n", + "21 Taiwan TWN Southeast Asia, East Asia, and Oceania \n", + "22 Taiwan TWN Southeast Asia, East Asia, and Oceania \n", + "23 Taiwan TWN Southeast Asia, East Asia, and Oceania \n", + "24 Taiwan TWN Southeast Asia, East Asia, and Oceania \n", + "25 Taiwan TWN Southeast Asia, East Asia, and Oceania \n", + "26 Taiwan TWN Southeast Asia, East Asia, and Oceania \n", + "27 Taiwan TWN Southeast Asia, East Asia, and Oceania \n", + "28 Taiwan TWN Southeast Asia, East Asia, and Oceania \n", + "29 Taiwan TWN Southeast Asia, East Asia, and Oceania \n", + "... ... ... ... \n", + "1920 Senegal SEN Sub-Saharan Africa \n", + "1921 Senegal SEN Sub-Saharan Africa \n", + "1922 Senegal SEN Sub-Saharan Africa \n", + "1923 Senegal SEN Sub-Saharan Africa \n", + "1924 Senegal SEN Sub-Saharan Africa \n", + "1925 Senegal SEN Sub-Saharan Africa \n", + "1926 Senegal SEN Sub-Saharan Africa \n", + "1927 Senegal SEN Sub-Saharan Africa \n", + "1928 Senegal SEN Sub-Saharan Africa \n", + "1929 Senegal SEN Sub-Saharan Africa \n", + "1930 Sierra Leone SLE Sub-Saharan Africa \n", + "1931 Sierra Leone SLE Sub-Saharan Africa \n", + "1932 Sierra Leone SLE Sub-Saharan Africa \n", + "1933 Sierra Leone SLE Sub-Saharan Africa \n", + "1934 Sierra Leone SLE Sub-Saharan Africa \n", + "1935 Sierra Leone SLE Sub-Saharan Africa \n", + "1936 Sierra Leone SLE Sub-Saharan Africa \n", + "1937 Sierra Leone SLE Sub-Saharan Africa \n", + "1938 Sierra Leone SLE Sub-Saharan Africa \n", + "1939 Sierra Leone SLE Sub-Saharan Africa \n", + "1940 Togo TGO Sub-Saharan Africa \n", + "1941 Togo TGO Sub-Saharan Africa \n", + "1942 Togo TGO Sub-Saharan Africa \n", + "1943 Togo TGO Sub-Saharan Africa \n", + "1944 Togo TGO Sub-Saharan Africa \n", + "1945 Togo TGO Sub-Saharan Africa \n", + "1946 Togo TGO Sub-Saharan Africa \n", + "1947 Togo TGO Sub-Saharan Africa \n", + "1948 Togo TGO Sub-Saharan Africa \n", + "1949 Togo TGO Sub-Saharan Africa \n", + "\n", + " region sex age pop \\\n", + "0 East Asia male 70+ years 3.818010e+07 \n", + "1 East Asia female 50-69 years 1.530703e+08 \n", + "2 East Asia male Under 5 4.458679e+07 \n", + "3 East Asia male 5-14 years 8.299538e+07 \n", + "4 East Asia male 15-49 years 3.901690e+08 \n", + "5 East Asia male 50-69 years 1.564822e+08 \n", + "6 East Asia female 5-14 years 7.148107e+07 \n", + "7 East Asia female 15-49 years 3.651006e+08 \n", + "8 East Asia female Under 5 3.854704e+07 \n", + "9 East Asia female 70+ years 4.285894e+07 \n", + "10 East Asia male Under 5 8.955102e+05 \n", + "11 East Asia female Under 5 8.553315e+05 \n", + "12 East Asia male 70+ years 4.709540e+05 \n", + "13 East Asia female 50-69 years 2.515588e+06 \n", + "14 East Asia female 70+ years 1.039560e+06 \n", + "15 East Asia male 5-14 years 1.826308e+06 \n", + "16 East Asia male 15-49 years 6.863832e+06 \n", + "17 East Asia male 50-69 years 2.245503e+06 \n", + "18 East Asia female 5-14 years 1.751028e+06 \n", + "19 East Asia female 15-49 years 6.695147e+06 \n", + "20 East Asia male 70+ years 9.231694e+05 \n", + "21 East Asia female 50-69 years 3.056424e+06 \n", + "22 East Asia female 70+ years 1.078713e+06 \n", + "23 East Asia male 5-14 years 1.278556e+06 \n", + "24 East Asia male 15-49 years 6.433936e+06 \n", + "25 East Asia male 50-69 years 2.930665e+06 \n", + "26 East Asia female 5-14 years 1.167340e+06 \n", + "27 East Asia female 15-49 years 6.350208e+06 \n", + "28 East Asia male Under 5 5.332155e+05 \n", + "29 East Asia female Under 5 4.875142e+05 \n", + "... ... ... ... ... \n", + "1920 Western Sub-Saharan Africa male 70+ years 1.145630e+05 \n", + "1921 Western Sub-Saharan Africa female 50-69 years 6.232750e+05 \n", + "1922 Western Sub-Saharan Africa female 70+ years 1.543770e+05 \n", + "1923 Western Sub-Saharan Africa male 50-69 years 4.882680e+05 \n", + "1924 Western Sub-Saharan Africa female 5-14 years 1.987082e+06 \n", + "1925 Western Sub-Saharan Africa female 15-49 years 3.652984e+06 \n", + "1926 Western Sub-Saharan Africa male Under 5 1.308494e+06 \n", + "1927 Western Sub-Saharan Africa male 5-14 years 2.032493e+06 \n", + "1928 Western Sub-Saharan Africa male 15-49 years 3.474919e+06 \n", + "1929 Western Sub-Saharan Africa female Under 5 1.272743e+06 \n", + "1930 Western Sub-Saharan Africa male Under 5 5.083643e+05 \n", + "1931 Western Sub-Saharan Africa male 15-49 years 1.534752e+06 \n", + "1932 Western Sub-Saharan Africa male 50-69 years 2.504480e+05 \n", + "1933 Western Sub-Saharan Africa female 5-14 years 8.675780e+05 \n", + "1934 Western Sub-Saharan Africa female 15-49 years 1.576649e+06 \n", + "1935 Western Sub-Saharan Africa male 5-14 years 8.619320e+05 \n", + "1936 Western Sub-Saharan Africa female Under 5 5.049774e+05 \n", + "1937 Western Sub-Saharan Africa male 70+ years 4.282300e+04 \n", + "1938 Western Sub-Saharan Africa female 50-69 years 2.691220e+05 \n", + "1939 Western Sub-Saharan Africa female 70+ years 4.563200e+04 \n", + "1940 Western Sub-Saharan Africa male 50-69 years 2.635940e+05 \n", + "1941 Western Sub-Saharan Africa female 5-14 years 9.601530e+05 \n", + "1942 Western Sub-Saharan Africa female 15-49 years 1.784859e+06 \n", + "1943 Western Sub-Saharan Africa male 5-14 years 9.652130e+05 \n", + "1944 Western Sub-Saharan Africa male 15-49 years 1.748943e+06 \n", + "1945 Western Sub-Saharan Africa female Under 5 5.764667e+05 \n", + "1946 Western Sub-Saharan Africa male Under 5 5.816957e+05 \n", + "1947 Western Sub-Saharan Africa male 70+ years 4.928400e+04 \n", + "1948 Western Sub-Saharan Africa female 50-69 years 3.109280e+05 \n", + "1949 Western Sub-Saharan Africa female 70+ years 6.158000e+04 \n", + "\n", + " alcohol.use drug.use high.meat low.exercise smoking \n", + "0 336.913532 40.210751 5.069854 248.266850 1944.480464 \n", + "1 21.000557 4.697916 1.077716 12.919982 37.807709 \n", + "2 0.236908 0.120827 NaN NaN NaN \n", + "3 1.292633 0.038498 NaN NaN NaN \n", + "4 35.849941 5.677337 0.188490 3.058205 30.797507 \n", + "5 152.433338 17.357274 1.775641 34.520583 374.538684 \n", + "6 0.868670 0.039037 NaN NaN NaN \n", + "7 4.693057 1.751538 0.099397 0.899956 2.656216 \n", + "8 0.183050 0.126190 NaN NaN NaN \n", + "9 77.304879 12.989478 3.055658 156.526978 585.964182 \n", + "10 0.186889 0.101431 NaN NaN NaN \n", + "11 0.195622 0.109240 NaN NaN NaN \n", + "12 242.741080 59.909589 0.776155 211.732113 2364.892513 \n", + "13 27.345307 10.465406 0.230148 15.131754 186.148158 \n", + "14 72.213553 17.566084 0.449832 108.202395 1097.656041 \n", + "15 1.078984 0.029139 NaN NaN NaN \n", + "16 47.043330 10.865797 0.048304 5.326005 73.166995 \n", + "17 147.263112 35.665883 0.349363 45.285767 714.715477 \n", + "18 0.709501 0.028816 NaN NaN NaN \n", + "19 7.332168 3.731914 0.028400 1.269912 16.444869 \n", + "20 338.629447 89.065125 16.592359 237.161247 1474.818867 \n", + "21 19.381373 6.657879 2.713289 7.450645 51.220594 \n", + "22 81.144483 19.408172 12.154316 92.561817 415.723445 \n", + "23 0.605018 0.006473 NaN NaN NaN \n", + "24 46.148562 10.462153 0.575919 2.902310 32.832232 \n", + "25 159.347802 36.614446 5.057553 26.091179 239.037466 \n", + "26 0.424741 0.005962 NaN NaN NaN \n", + "27 4.646102 1.646647 0.262458 0.672413 6.591819 \n", + "28 0.146763 0.023686 NaN NaN NaN \n", + "29 0.150790 0.032121 NaN NaN NaN \n", + "... ... ... ... ... ... \n", + "1920 215.103873 26.085018 1.123341 266.623148 528.222742 \n", + "1921 46.620081 2.931512 0.569833 48.305807 55.087206 \n", + "1922 132.821593 4.711101 1.271146 287.906337 166.473119 \n", + "1923 107.258570 16.852461 0.528097 60.474209 212.812284 \n", + "1924 0.108259 0.074757 NaN NaN NaN \n", + "1925 4.541472 1.054170 0.037323 1.709352 2.101759 \n", + "1926 0.076087 0.114549 NaN NaN NaN \n", + "1927 0.186868 0.070512 NaN NaN NaN \n", + "1928 18.694611 7.720957 0.037193 2.877836 18.757350 \n", + "1929 0.060337 0.123972 NaN NaN NaN \n", + "1930 0.612461 0.087391 NaN NaN NaN \n", + "1931 47.955924 8.422487 0.002556 2.714109 31.636978 \n", + "1932 255.213096 18.047201 0.030408 52.245311 363.206281 \n", + "1933 0.664601 0.078851 NaN NaN NaN \n", + "1934 16.187088 1.456087 0.002905 2.297665 8.124144 \n", + "1935 0.903488 0.076930 NaN NaN NaN \n", + "1936 0.632909 0.092871 NaN NaN NaN \n", + "1937 517.416606 24.685351 0.063498 206.839922 822.015759 \n", + "1938 155.499030 3.912256 0.039877 57.194172 119.890505 \n", + "1939 401.712349 6.160081 0.080139 277.324347 310.982927 \n", + "1940 176.711311 24.338125 0.106182 50.653046 334.073114 \n", + "1941 0.238532 0.480699 NaN NaN NaN \n", + "1942 6.990955 3.319453 0.005598 1.454554 1.359717 \n", + "1943 0.397258 0.454347 NaN NaN NaN \n", + "1944 34.149174 12.684014 0.008976 2.576118 21.984262 \n", + "1945 0.121739 0.278622 NaN NaN NaN \n", + "1946 0.144637 0.260161 NaN NaN NaN \n", + "1947 298.358756 30.233769 0.209533 206.660153 838.960521 \n", + "1948 63.986628 4.314203 0.078809 35.832383 60.923339 \n", + "1949 151.338545 5.150287 0.177165 206.054514 188.280805 \n", + "\n", + "[1950 rows x 12 columns]" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pandas.DataFrame(data)\n", + "\n", + "#data.loc[(data[\"sex_name\"]==\"female\") & (data[\"age_group_name\"]==\"Under 5\"), [\"sex_name\",\"age_group_name\"]]\n" ] }, { @@ -65,14 +1242,12 @@ ] }, { - "cell_type": "code", - "execution_count": 2, + "cell_type": "markdown", "metadata": { "collapsed": true }, - "outputs": [], "source": [ - "# Code goes here" + "There are many varaibles that are missing, i.e. smoking data is not collected for children age 5 and under." ] }, { @@ -85,14 +1260,12 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], - "source": [ - "# Code goes here" - ] + "source": [] }, { "cell_type": "markdown", @@ -104,7 +1277,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "collapsed": true }, @@ -123,7 +1296,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "collapsed": true }, @@ -142,7 +1315,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "collapsed": true }, @@ -153,22 +1326,23 @@ } ], "metadata": { + "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python 2", + "display_name": "Python [default]", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3", + "version": "3.5.2" } }, "nbformat": 4, From 38e60de498d841bf91fec8af2e9c572a53e949f1 Mon Sep 17 00:00:00 2001 From: zakz96 Date: Mon, 23 Jan 2017 05:01:26 -0800 Subject: [PATCH 2/3] Add files via upload --- eda.ipynb | 956 ++++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 956 insertions(+) create mode 100644 eda.ipynb diff --git a/eda.ipynb b/eda.ipynb new file mode 100644 index 0000000..d47b838 --- /dev/null +++ b/eda.ipynb @@ -0,0 +1,956 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Health Burden" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Set up" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Read in data\n", + "import pandas\n", + "data = pandas.read_csv('C:/Users/Administrator/Desktop/data/prepped/risk-data.csv')\n", + "\n", + "#import the module so that we can tables when printing dataframes\n", + "from IPython.display import display, HTML" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data Structure\n", + "To get a basic sense of your dataset, check the following:\n", + "\n", + "- How large is the dataset (rows, columns)?\n", + "- What are the variables present in the dataset?\n", + "- What is the data type of each variable?" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The size of the data is:\n", + "\n", + "\n", + "The List of varaibles are: ['country', 'country.code', 'super.region', 'region', 'sex', 'age', 'pop', 'alcohol.use', 'drug.use', 'high.meat', 'low.exercise', 'smoking']\n", + "\n", + "The data types are:\n", + "country object\n", + "country.code object\n", + "super.region object\n", + "region object\n", + "sex object\n", + "age object\n", + "pop float64\n", + "alcohol.use float64\n", + "drug.use float64\n", + "high.meat float64\n", + "low.exercise float64\n", + "smoking float64\n", + "dtype: object\n" + ] + } + ], + "source": [ + "pandas.DataFrame(data)\n", + "data=data.fillna(0) # convert all the N/A values to zeros\n", + "print 'The size of the data is:'\n", + "print pandas.DataFrame.size\n", + "print\n", + "print 'The List of varaibles are:' , list(data)\n", + "print\n", + "print 'The data types are:'\n", + "print data.dtypes\n", + "\n", + "# creates a table with a total sum\n", + "data['sum'] = data.sum(axis=1)-data['pop'] " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## Univariate Analysis\n", + "For each variable of interest, answer the following questions. As you do so, begin making a list of further questions you would like to investigate:\n", + "\n", + "- What does the distribution of each (risk factor) variable look like?\n", + "- Is any variable ever missing (and if so, why)?\n", + "- What are the basic summary statistics (mean, median, standard deviation) each variable, and what is it's range (min/max)?\n", + "- What do you find surprising?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "There are many varaibles that are missing, i.e. smoking data is not collected for children age 5 and under." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Univariate analysis (by age)\n", + "In this section, you should investigate how each (risk-variable) varies by **age group**. More specifically, consider if the distribution of each variable of interest (smoking, alcohol use, etc.) is consistent across age-groups." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:15: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:16: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:17: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:18: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:19: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:20: 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" + ] + }, + { + "data": { + "text/html": [ + "
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Alcohol Death Rate (%)Death Rate (%)Drug Use Death Rate (%)High Meat Death Rate (%)Low Excercise Death Rate (%)Smoking Death Rate (%)
70+ years0.11213112.6098860.1121310.0650433.3075510.987675
50-69 years0.0146290.7478690.0146290.0059360.1501710.110506
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" + ], + "text/plain": [ + " Alcohol Death Rate (%) Death Rate (%) Drug Use Death Rate (%) \\\n", + "70+ years 0.112131 12.609886 0.112131 \n", + "50-69 years 0.014629 0.747869 0.014629 \n", + "Under 5 0.000107 0.000537 0.000107 \n", + "5-14 years 0.000028 0.000720 0.000028 \n", + "15-49 years 0.002288 0.026991 0.002288 \n", + "\n", + " High Meat Death Rate (%) Low Excercise Death Rate (%) \\\n", + "70+ years 0.065043 3.307551 \n", + "50-69 years 0.005936 0.150171 \n", + "Under 5 0.000000 0.000000 \n", + "5-14 years 0.000000 0.000000 \n", + "15-49 years 0.000137 0.002886 \n", + "\n", + " Smoking Death Rate (%) \n", + "70+ years 0.987675 \n", + "50-69 years 0.110506 \n", + "Under 5 0.000429 \n", + "5-14 years 0.000692 \n", + "15-49 years 0.010353 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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PHj34+eefOX36tLrs0aNHrF27llq1ahX59qktW7akSpUqfPrppxq3Sd2/fz9RUVH06tWr\nSO0VZPHixRw6dIghQ4bg7OwMgKenJ+bm5ixcuDDX0+I5d1/M6ZU/2zNevny5VsLM6c3ev39fp/Hn\npVKlSvj7+3PgwAHOnz8P6Cbe/v37o1KpCAwMzPV1n57el5t27dohhODMmTP51pswYQIjR45UJ++q\nVaty584ddTyRkZHo6+tTuXJljf3Onj1L+/bt821bKhrZw5fKkaiX8rX37NnDw4cP6dOnT67b27Zt\ni42NDVu3bmXQoEG51lm4cCGHDh3Czc2NUaNGUb9+fa5fv87OnTs5ceIE5ubmTJ06le3bt9O9e3fG\njRuHlZUVmzZtIi4urlj3zdfX12fJkiX4+fnh5uaGl5cXN2/eZOXKlTg5OTFhwoQitwmQkZGhvv9A\nWloacXFxhIeHc+HCBbp06UJISIi6rpmZGWvWrGH48OG0aNGCIUOGYGNjQ3x8PPv27aNDhw6sXLkS\nMzMz3NzcCAoKIj09HTs7Ow4ePMi1a9e0zqi4uroihGD69OkMGTKEChUq0KdPH4yMjIr1fgpj/Pjx\nrFixgsWLF7Nt2zadxOvk5MT8+fOZPn06sbGx9OvXDzMzM65evcpXX32Fv78/H3zwQZ4x1apVi0aN\nGnH48GF8fHxyrRMWFsaFCxc0/n7atWtHlSpVGDhwIP3792fp0qUMGDBA44dKREQE9+7do1+/fiU7\ncJKmgobxl/YDOS1P0oH8pq7ExcUJQ0PjnKkrZfYwNDTOdSpXQfr06SNMTEzE48eP86zj6+srDAwM\nxL1794QQQqhUKjF37lyNOn/++afw8fERVatWFUZGRqJ27dpi3Lhx4smTJ+o6sbGxYvDgwcLKykoY\nGxuLtm3biv3792u0c+zYMaFSqcSuXbs0yq9duyZUKpXYvHmzRnlYWJhwdXUVRkZGonLlymL48OHi\n+vXrGnUCAgKEnp5egcfCx8dHqFQq9cPU1FQ4OTmJQYMGiS+//DLP/Y4fPy7eeOMNYWlpKYyNjUWd\nOnWEn5+fxjTF69eviwEDBggrKythaWkphgwZIm7evJnrsVywYIGwt7cX+vr6GlPeVCqVGDdunNbr\n16pVS/j5+eX73nKOX3BwcK7bfX19RYUKFcTVq1d1Fq8QQnz55ZfCzc1NmJmZCTMzM9GgQQMxbtw4\nERMTk2+8QgixfPlyYW5unusUwcePHwtHR8dcpyNGRESIli1bikqVKol+/fqJxMREje1TpkwRjo6O\nBb5+eaDLaXmKKMMBNgCKorQAIiIiIrRu4PA8FLSoiq4WPJFK19mzZ3F1dSWvv6NXafEcSXpRPHjw\nAGdnZ4KCgvD19dVJm+np6Tg6OjJ9+nR5L30K/m7L2Q64CiHynY9Zrk/px8fHU8+lHmmP857naWhk\nSPTFaPlF/ZKrWbOm/AwlScfMzc2ZNGkSH330kc4S/saNG6lYsSL+/v46aU/6V7ketJeYmJid7PsD\no3J59Ie0x2ll3jOUJEl6UU2ePFnrpkwl4e/vz7Vr19Sj+CXdKdc9fLXKQPWyDkKSJEmSSk+57uFL\nkiRJUnkhE74kSZIklQMy4UuSJElSOSATviRJkiSVAzLhS5IkSVI5UOSEryhKR0VRwhVFSVAUJUtR\nlD5PbdNXFGWJoijnFUVJ+afOZkVRquk2bEmSJEmSiqI4PXwT4Bwwhuzb+T3NGGgGBALNgTeBesCe\nEsQoSZIkSVIJFXkevhDiW+BbAOWZZZmEEA8Az6fLFEUZC5xWFKWGEOKvEsQqSZIkSVIxPY9r+BZk\nnwl4PmtJSpL03Lm7u9OkSZOyDuO5+vnnnzEwMODPP//USXtRUVFUqFBBp3etk6Snleqd9hRFMQAW\nA9uEECml+VqSlJ+XffGczZs3a9yr3MDAACsrKxo3bkzPnj3x9fXF1NRUV6Hm6saNG6xdu5Y333xT\nK7k/uwZ7UTk6OhIfH69+bmxsTMOGDRk7dizDhg3Teby6MHPmTN566y3s7e3VZV999RXTpk3jxo0b\nuLm5ERISQrVqmkOY+vTpQ/Xq1fn00081yuvXr0/Pnj2ZPXs2O3fu1Hm8klRqCV9RFH0gjOze/ZjS\neh1JKkhhFkl6Hkq6EJOiKMybNw9HR0eePHnCzZs3OXbsGBMmTCA4OJjw8HAaN26s46j/df36dQID\nA6lVq5bOE6iiKDRv3pwPP/wQIQQ3btxg/fr1vP3226SnpzNixIgXKt5z585x+PBhfvrpJ3VZbGws\nQ4YMwcvLi7Zt27JixQr8/PzYv3+/us6BAwf48ccfuXz5cq7tvvvuu/Ts2ZPY2Fhq1aql05glqVQS\n/lPJ3h7oXJje/fvvv0+lSpU0yry8vPDy8iqNEKVyRGORpMplFQSk7c5eiKkkq/Z1795dY4nMKVOm\ncOzYMXr27Enfvn2JiorCwMBAFxFrKe2ltO3s7DT+vb/99ts4OTmxfPnyYiX80ox348aNODg40Lp1\na3XZgQMHsLe3Z+PGjQC4uLjQpUsX0tPTqVixIpmZmXzwwQfMmTMHKyurXNvt2rUrFhYWbN68mYCA\ngFKLX3o5bd++ne3bt2uUJScnF3p/nV/DfyrZOwFdhBBJhdlv+fLlhIeHazxkspd0KmeRpLJ4lOIP\nDXd3d2bNmkVcXByhoaEa26Kjoxk4cCDW1tYYGRnRqlUrvv76a406SUlJfPjhhzRp0gQzMzMqVapE\njx49OH/+vLrO8ePHad26NYqi4OPjg0qlQk9Pjy1btmi0FRUVhYeHByYmJtSoUYOPPvqo2O+rcuXK\nuLi4cOXKlVKJ9/Tp03Tv3h0LCwtMTExwd3fn5MmThYptz549dO7cWaMsLS0NCwsL9XNLS0uEEDx+\n/BiA//73v2RlZeW7xru+vj7u7u7s2SMnNknavLy8tPLk8uXLC71/cebhmyiK0lRRlGb/FDn989z+\nn2S/C2gBDAUqKIpS9Z+HXOtQkkrJsGHDEEJw8OBBddkff/xB27ZtiY6OZtq0aQQHB2Nqakq/fv00\nEsrVq1cJDw+nd+/eLF++nMmTJ/P777/j7u7OzZs3gezry3PnzkUIgb+/P6GhoXz22We4ubmp27l3\n7x5vvPEGzZs3Jzg4mPr16zN16lQOHDhQrPeUmZnJX3/9haWlpUa5LuI9cuQInTp1IiUlhYCAABYt\nWkRycjKdO3fmzJkz+cZ1/fp14uPjNc60ALRu3ZqzZ8+yY8cOrl27xoIFC6hduzaVKlXizp07zJ07\nl+XLl6Onp5dv+66urvz++++kpMhhT5JuFeeUfkvgKNnX5gWw7J/yzWTPv+/9T/m5f8qVf557AN+X\nJFhJknJnZ2dHpUqVNHrD48ePx9HRkV9++QV9/ex/6qNHj6ZDhw5MmTKFvn37AtCkSRMuXbqk0d6w\nYcOoV68eGzZsYMaMGVSpUoU33niD2bNn065dO7y9vbViuHHjBp999pl6m5+fHw4ODmzYsAFPT0+t\n+s968uQJd+/eBeDmzZssWbKEW7duafWIdRHv6NGj6dKlC/v27VOX+fv706BBA2bOnMm3336bZ5wX\nL14E0LrG3r59e8aPH89bb72FEAJra2t27doFwIwZM2jXrh3du3cv8Dg4OTmRlZXFxYsXadmyZYH1\nJamwijMP/zj5nxmQt+uVpDJgamrKw4cPgezT3kePHmXevHla1/i6detGYGAgN27coFq1alSo8O/J\nt6ysLO7fv4+xsTH16tXj7NmzRXr9pxNrhQoVaN26NVevXi3U/gcOHMDGxkajzM/Pj6CgII2yksZ7\n7tw5YmJimDVrlvoHBmRf8+/SpYvWZZFn3b17F0VRtM48AAQHB/PBBx9w8+ZNGjRogLGxMefOnSM0\nNJTffvuNBw8eMGbMGI4dO0bdunVZvXo1Li4uGm3ktFvWs0qkV0+pTsuTJOn5SUlJoWrVqgBcvnwZ\nIQSzZs1i5syZWnUVReH27dtUq1YNIQQrVqxgzZo1xMbGkpmZqa5TuXLhBx/UqFFDq8zS0pILFy4U\nav+2bduyYMECMjIy+P3335k/fz5JSUlUrFhRo15J442JiQFg+PDhuW5XqVQkJydrDSJ+Vl6DAmvU\nqKFxLMaPH8/o0aOpU6cOQ4cOJSEhgfDwcDZt2kTv3r2Jjo5Gpfq3n5TTbkmnOkrSs2TCl6RXQEJC\nAsnJydSuXRvI7vkCfPjhh3meTs+pu2DBAmbPns0777zD/PnzsbKyQqVSMX78eHU7hZHXtenCjpav\nXLkyHh4eALz++uvUq1ePXr168fHHHzNhwgR1vZLGm1Nn2bJlNG3aNNc6+d3TwNraGiEESUkFj0f+\n/PPPuXjxInv37iUrK4uwsDAOHz5MixYtaNCgAevWreOnn36iffv26n1y2i3Kjy1JKgyZ8CXpFbBl\nyxYURVFfI3ZycgKyT38/O5r8Wbt27aJz586sXbtWo/z+/fsap9ifd4+zR48edOrUiYULF+Lv74+R\nkZFO4nV2dgbAzMyswGOTm5xT8LGxsfnWe/z4MZMnT2b+/PmYmZlx+/Ztnjx5or4Rj6GhIZaWliQk\nJGjsFxsbi0qlom7dukWOTZLyI6+3S9JL7siRI8yfPx8nJyf1NXQbGxvc3d0JCQlRj1x/2tPXh/X0\n9LR64WFhYVqJyMTEBMhOrM/LlClTSExMZN26deqyksbr6uqKs7MzS5cu5dGjR1qvWdC18+rVq2Nv\nb1/gaP7FixdjZWXFO++8A2SfGdDX11cP+ktMTOTOnTvY2tpq7BcREUHDhg0xMzPLt31JKirZw5ek\nl4QQgm+++YaoqCgyMjK4desWR44c4dChQ9SqVYvw8HCN692rVq2iY8eONG7cmJEjR+Lk5MStW7c4\ndeoUCQkJ/PrrrwD06tWLefPm4efnR/v27blw4QJbt25V94RzODs7Y2FhwaeffoqpqSkmJia0bdsW\nBweHUnvP3bt3p1GjRgQHB/N///d/6OnplSjeNm3a4OjoyPr16+nRowcNGzbE19cXOzs7EhISOHr0\nKJUqVSpwHnzfvn356quv8tweHx/P0qVL2b9/v/pMg56eHn379mX8+PHExcWxe/du7OzsaNeunXq/\njIwMjh8/nu9cfUkqLpnwpfKjLAc96+C1FUVhzpw5AFSsWFF9L/2VK1fi4+Oj7tHmqF+/PmfOnCEw\nMJDNmzdz9+5dqlSpQvPmzdXtAEyfPp3U1FS2bdvGF198gaurK9988w1Tp07VOC2ur6/Pli1bmDZt\nGqNHjyYjI4ONGzeqB7/ldQq9MJcCFEXJs96HH36Ir68vW7duZfjw4SWO19HRkU6dOnHq1CnmzZvH\nqlWrSElJwdbWljZt2uDv719gvH5+fqxatYqTJ09qXH/PMWnSJHr27KlxnwKA1atXM3LkSGbMmEHd\nunX56quv1FMmAQ4fPkxSUlKeAwolqSSU0r5dZoEBKEoLICIiIkLrRhal7ezZs7i6usIosu+G9qzr\nwNrsU2zPOzapaHI+y9w+q1flXvrSi6Vr165Ur15d626DJdGvXz/09fXl4jmSWn7fbU9vB1yFEPnO\nS5U9fOmVV7NmTaIvRpf5vOaSrJYnvXgWLlyIm5sbCxYs0Fgxr7guXrzIN998w2+//aaD6CRJm0z4\nUrlQs2ZNmWwlnWrdujVpabo7a+Ti4kJ6errO2pOkZ8lR+pIkSZJUDsiEL0mSJEnlgEz4kiRJklQO\nyIQvSZIkSeWATPiSJEmSVA7IhC9JkiRJ5YBM+JIkSZJUDsiEL0mSJEnlgEz4kiRJklQOyIQvSZIk\nSeWAvLWuVC7Ex8fLe+lLL7zjx4/j4eHBzp076d+/f1mH89z06NEDe3t7QkJCdNKel5cXWVlZfP75\n5zpp71UhE770youPj6d+vXqk6vC+58VhbGhIVHTxVsvbvHkzvr6+6ucGBgbq5XF79uyJr68vpqam\nugxXJwICApg7dy6JiYlYWVlpbW/UqBFVqlThyJEjzy0mR0dH4uPjgexlec3NzbG3t6ddu3aMGDGC\n1q1bl3oM27dv5/bt24wfP15rW2GWE87Ls38nenp6VK1alddff50FCxZQvXpuy4KWLN6SOnHiBIcP\nHyY6OlpdlpyczJgxY9i/fz+WlpbMmDEDPz8/jf3OnDlDp06diIyMxMHBQWPblClTaNmyJRcuXKBx\n48Y6j/mpzLPxAAAgAElEQVRlJRO+9MpLTEwkNS2NUKB+GcUQBQxNSyMxMbHYvXxFUZg3bx6Ojo48\nefKEmzdvcuzYMSZMmEBwcDDh4eEv3Jdbfuvc52x/3hRFoXnz5nz44YcIIXj48CFRUVGEhYWxbt06\nPvjgA5YuXVqqMWzbto0//vgj1wRa0iXLn/47SUtL46effmLjxo2cOHGC33//nYoVK+o03pJaunQp\nXbp0oVatWuqyiRMn8v333zNv3jxiYmIYNWoUDRo0oG3btuo648eP54MPPtBK9gDNmjWjZcuWLFu2\njE2bNuk85peVTPhSuVEf0F5N+uXSvXt3jTWxp0yZwrFjx+jZsyd9+/YlKioKAwODPPdPTU3F2Nj4\neYT6QrOzs8PLy0ujbMmSJXh7exMcHEydOnXw9/cvo+hK7um/Ez8/P6ytrQkKCiI8PJyBAweWcXT/\nunPnDvv27WPt2rUa5Xv37mXZsmW89dZbAPz22298/fXX6oQfGhpKfHw806ZNy7PtwYMHExAQwOrV\nq+Xf/D/koD1Jesm5u7sza9Ys4uLiCA0NVZf7+PhgZmbG1atX6dGjB+bm5gwdOhTIPq397CnSnLY6\nd+6sURYfH0+fPn0wNTWlatWqfPDBBxw8eBCVSsX333+v8/fz3//+l0aNGmFiYoKVlRWtWrVix44d\nGnWuX7+On58ftra2GBoa0qhRIzZu3Fii1zUwMGDLli1YWVmxYMECjW1CCFasWEGjRo0wMjLC1taW\nd999l/v372vUCw8Pp1evXtjZ2WFoaEjt2rWZP38+WVlZ6joeHh7s27ePuLg4VCoVKpUKJycn9XZF\nUcjKymLBggXY29tjZGRE165duXLlSrHfW8eOHRFCaLWhi3jT09OZM2cOderUwdDQkJo1azJlypRC\nLfW7d+9eMjMz6dKli0Z5WloaFhYW6udWVlakpqYC2T9ap02bxuLFi/NN5K+//jopKSkcOnSowDjK\nC9nDl6RXwLBhw5g+fToHDx5kxIgRQHbiyMjIwNPTk44dO7Js2TL1F2Rep9KfLU9NTcXDw4Nbt24x\nYcIEqlatyrZt2zh69GipnI5ft24d48ePZ/DgwUyYMIG0tDTOnz/P6dOnGTJkCAC3b9+mTZs26Onp\nMW7cOCpXrsz+/fsZMWIEDx8+ZNy4ccV+fRMTE958803+97//ERUVRf362ReBRo0axZYtW/Dz82P8\n+PHExsby3//+l3PnznHixAn09PQA2LRpE2ZmZkycOBFTU1OOHDnC7NmzefjwIUuWLAFg5syZJCcn\nk5CQwIoVKxBCaIy/EEKwaNEi9PT0mDRpEsnJySxZsoShQ4dy6tSpYr2v2NhYACwtLTXKSxqvEILe\nvXtz8uRJ/P39cXFx4cKFCyxfvpyYmBh2796db1ynTp3C2toae3t7jfLWrVuzbNky6tWrx5UrV/j2\n22/ZsGEDAAsWLKBGjRrq3n9eGjRogJGRESdOnKBv376FP1ivMJnwJekVYGdnR6VKlbR6cOnp6fzn\nP/9h/vz5xWr3008/5dq1a+zZs4devXoB4O/vT7NmzUocc26++eYbGjVqpNWjf9r06dMRQnDu3Dl1\nL3DUqFF4e3sTEBCAv79/vpc1CtKoUSMArly5Qv369fnxxx/ZsGED27dv5z//+Y+6noeHB56enoSF\nhal/jGzfvl3jtUeNGoWlpSWrV69m/vz5VKhQgS5dumBnZ8f9+/e1Livk+Pvvv/ntt9/UPyQsLCyY\nMGECkZGRNGjQoMD3kJyczN27d9XX8OfOnYuRkZH6M8xR0ni3bt3KkSNH+P7772nXrp26vGHDhowe\nPZqffvpJ47r7sy5evIijo6NWeXBwMD179qRu3booisLAgQMZMmQIsbGxrFixgmPHjhV4DPT09LC3\ntycyMrLAuuWFPKUvSa8IU1NTHj58qFX+7rvvFrvNAwcOYGdnp5EoKlasyMiRI4vdZn4sLCz466+/\nOHPmTJ51du/eTe/evcnMzOTu3bvqR7du3UhOTubs2bMliiGn95pzLMPCwrCwsKBLly4ar9e8eXNM\nTU05evSoet+nk2dKSgp3796lQ4cOpKamcvHixULH4Ofnp0728O8p+atXrxa4rxCCLl26YGNjg729\nPYMGDcLU1JTw8HCtUfoljXfnzp3Ur1+funXrahwbDw8PhBAaxyY3d+/e1TrrANk/umJiYjhz5gwx\nMTHq6XUTJ05k0KBBtGrVit27d9OsWTOcnZ2ZN29eru1bWlqW+XTcF4ns4UvSKyIlJYWqVatqlOnr\n61OjRo1itxkXF4ezs7NWee3atYvd5rOevjQwZcoUvvvuO1q3bk3t2rXp1q0b3t7etG/fHsge5HX/\n/n3Wrl2b65xtRVG4fft2ieJJSUkBwMzMDIDLly9z//59qlSpUuDrRUZGMmPGDI4ePcqDBw806iUn\nJxc6hmdPceckxaSkpAL3VRSF1atXU6dOHZKTk/nf//7H999/n+vo/JLGGxMTw8WLF7Gxsck1jsJ8\nFnnNSqhYsaLGANUjR45w+PBhLl26RHR0NF5eXqxbtw4HBweGDBlCzZo1efvtt7XaLouZIC8qmfAl\n6RWQkJBAcnKyViLO69R2Xl+CmZmZ6Ovr7mvB0NAQgMePH+e6PTU1VV0HwMXFhejoaPbu3cu3337L\n7t27Wb16NXPmzGHOnDnqwWRDhw7V+nLP0aRJkxLFfOHCBeDfHzVZWVnqsQu5JaecZJecnIybmxsW\nFhbMnz8fJycnDA0NiYiIYOrUqRoD4QrydO/+aYWdsteqVSt1suzbty8dOnTA29ub6Oho9TgOXcSb\nlZVF48aNWb58ea6xPfvD5VnW1taF+hGTlZXFhAkTmDZtGra2tqxfv57XXnuN4cOHA9mXmbZu3ar1\nN5GUlETdunULbL+8kAlfkl4BW7ZsQVEUunfvXqj6lpaWWiPMQbtH7+DgQFRUlFa9mJiYQr1Ozhzp\n6Oho7OzsNLY9fvyYP//8E09PT41yIyMjBg0axKBBg8jIyODNN99kwYIFTJs2DRsbG8zMzMjMzNSa\nTaALjx494quvvsLe3h4XFxcAnJ2d+e6772jfvn2+YwOOHTtGUlISe/bs4bXXXlOX5za6/nn2OlUq\nFYsWLcLDw4NPPvmEyZMn6yxeZ2dnzp8/j4eHR7Fic3FxKXBgH8Dq1atJSUlh4sSJQPYsjacvT1Sv\nXp2EhASNfTIzM/nzzz/lgL2nyGv4kvSSO3LkiLqH5u3tXah9nJ2d+emnn8jIyFCX7d27lz///FOj\nnqenJwkJCXz99dfqsrS0NNavX1+o1+nSpQsVKlRgzZo1Wj3AkJAQMjMz6dGjh7rs3r17GnX09fWp\nX78+QgiePHmCSqViwIAB7Nq1iz/++EPr9UpyvTYtLY2hQ4eSlJTEzJkz1eWDBw8mIyODuXPnau2T\nmZmpPvWtp6eHEEKjZ5yens7q1au19jMxMSnSKf6S6tSpE61bt2bFihXq6XK6iHfw4MH89ddfrFu3\nTmtbWlqaeipdXtq1a0dSUhLXrl3Ls05SUhIBAQEsXbpUfVmiatWqGmMMIiMjsbW11dgvMjKStLQ0\njR8z5Z3s4UvlhnY/9eV6bSEE33zzDVFRUWRkZHDr1i2OHDnCoUOHqFWrFuHh4YW+i9o777zDzp07\n8fT0ZPDgwVy5coXQ0FCtSwL+/v588sknDBkyhPHjx1OtWjW2bt2KkZERUHBP1cbGhtmzZzNr1izc\n3Nzo06cPxsbGnDhxgh07dtC9e3eNAYHdunXD1taW1157japVqxIZGcmqVavo1asXJiYmACxevJhj\nx47Rpk0bRo4cSYMGDbh37x4REREcOXKkUEk/ISGBrVu3AtnX7CMjIwkLC+PWrVt8+OGHvPPOO+q6\nbm5u+Pv7s3jxYs6dO0e3bt2oUKECly5dYufOnaxcuZL+/fvTvn17LC0tGT58uHpqYGhoaK7HyNXV\nlS+++IKJEyfSqlUrTE1NtUbQF1dep/0nTZrEoEGD2LRpE6NGjdJJvMOGDeOLL75g9OjRHD16lNde\ne43MzEz1nQsPHjyocR3+WT179kRPT4/Dhw9rHPOnzZw5kyZNmmisLTBgwADmzp3LmDFjqFmzJmvX\nrmXFihUa+x08eBATExO6du1a4DErN4QQZfog++ZnIiIiQjxvERERAhCMQhCQy2MUoqxik4om57PM\n7bOKi4sTxoaG2Z91GT6MDQ1FXFxcsd7fpk2bhEqlUj8MDQ1F9erVhaenp/jkk09ESkqK1j4+Pj7C\n3Nw8zzaXL18u7O3thZGRkXBzcxNnz54V7u7uonPnzhr1rl27Jnr37i1MTExElSpVxMSJE8WuXbuE\nSqUSP//8c6Hi37Ztm2jfvr0wMzMTRkZGokGDBmL+/PkiPT1do966deuEu7u7sLGxEUZGRqJOnTpi\n6tSp4uHDhxr17ty5I9577z3h4OAgDAwMRPXq1cXrr78uNmzYUGAsjo6O6uOop6cnLCwsROPGjcW7\n774rfvnllzz3W79+vWjVqpUwMTERlSpVEk2bNhXTpk0TN2/eVNc5deqUaN++vTAxMRE1atQQ06ZN\nE4cOHRIqlUocP35cXe/Ro0di6NChwsrKSqhUKlGrVi0hhBDHjh0TKpVK7Nq1S+O1r127JlQqldi8\neXO+7y3n7yS3fwdZWVmidu3aok6dOiIrK0sn8QohREZGhvjoo49E48aNhZGRkbC2thatWrUS8+fP\n1/rcctO3b1/x+uuv57rtwoULwtDQUJw/f15r25YtW4STk5OwsbERkyZNUr+nHG3bthVvv/12ga//\nosvvu+3p7UALUUC+VUQJ79tcUoqitAAiIiIi8v0lWBrOnj2Lq6srjAJyW1PiOrAWyiI2qWhyPsu8\nPiu5Wp5urVixgokTJ/LXX39RrVq1sg5Heon9+OOPeHh4cPHixVxnhBTHuXPnaNmyJb/++usLt75E\nURX03abOY+AqhMh3TmqRT+kritIRmAS4AtWAfkKI8GfqzAXeASyAE8BoIcTlor6WJOlKzZo1X5lk\n+7ylpaVpjKRPS0sjJCSEOnXqyGQvlViHDh3o1q0bQUFBOlsed8mSJQwaNOilT/a6Vpxr+CbAOWAD\noDW8UlGUKcBYYDhwDZgPHFAUpb4QouCbK0uS9ELp378/NWvWpFmzZty/f5/Q0FAuXbrEtm3byjo0\n6RWxb98+nba3fft2nbb3qihywhdCfAt8C6DkPmJnPDBPCLH3nzrDgVtAP+CL4ocqSVJZ6N69O+vX\nr2fbtm1kZmbSoEEDPv/88xdq1TVJkgqm01H6iqLUAmyB73LKhBAPFEU5DbRDJnxJeumMGzeuRAvS\nSJL0YtD1PHxbskcL3nqm/NY/2yRJkiRJKgMvzDz8999/n0qVKmmUeXl55bmalCRJkiSVJ9u3b9ca\nn1CUGzjpOuHfBBSgKpq9/KrAr/ntuHz5cjn1TZIkSZLykFsn+KlpeQXS6Sl9IUQs2Um/S06Zoijm\nQBvgpC5fS5IkSZKkwivOPHwToDbZPXkAJ0VRmgL3hBB/AiuAmYqiXCZ7Wt484C9gj04iliRJkiSp\nyIpzSr8lcJR/bxm67J/yzYCfECJIURRjIITsG+/8ALwh5+BLkiRJUtkpzjz84xRwKUAIEQAEFC8k\nSZIkSZJ0TS6PK0mvKEdHR/z8/Iq9b58+fXQckVRS5fFz+eKLL7C2ti5wqd3COnDgAGZmZty9e1cn\n7b1MXphpeZJUml72xXM2b96Mr68vZ86cyXU2i7u7O/fu3eP8+fPqMpVKVeDytXkp7n5PvzZkL8O7\ndu1are0zZsxg0aJFKIrCnTt3sLKyKtHr5SUqKoovvvgCX1/fQh37wMBAAgMD1c+NjIyoXLkyTZs2\npX///nh7exd6CeLiyi9mXX0uOczMzGjevDmTJ0+mR48exWqzqMe4KLKysggICGD8+PEYGxury0NC\nQliyZAnJycn07NmT1atXY2pqqt4uhMDV1ZXBgwczdepUjTY9PT2pXbs2ixYtYunSpTqN90UnE770\nyouPj6de/fqk6aiHUFyGxsZER0UV+0sxvy/73LZFR0drfcE/T0ZGRuzatYvVq1ejr6/5VbNjxw6M\njIxIS0sr1RgiIyMJDAzEw8Oj0MddURQ+/fRTTExM+Pvvv0lISODAgQP4+fmxYsUK9u3bh52d3QsV\nc1F069aN4cOHI4QgLi6ONWvW0Lt3b7799ltef/31Fyre8PBwLl26xMiRI9VlP/74I2PGjGHChAnU\nqlWLRYsWMWnSJNasWaOus3btWh48eMDEiRNzbdff359JkyYRGBiIiYmJTmN+kcmEL73yEhMTs5P9\n9Ong4FA2QcTFkbZwIYmJic9t1b4KFSo8l9fJS/fu3QkPD2f//v307t1bXX7y5EliY2MZOHAgu3bt\nKtUYhBDF6hUPGDBA46zDzJkz2b59O8OGDWPQoEGcPFl6s4yLG3Nh1a1bF29vb/Xz/v3706BBAz7+\n+ONiJfzSjHfTpk289tprGqsy7t27Fw8PD5Ytyx4vbmZmxvTp09UJPzk5mVmzZrFu3bo8/w0MGDCA\n9957j7CwMHx8fEol9heRvIYvlR8ODlC3btk8yuCHRm7X8M+fP0+nTp0wNjbG3t6eBQsWsHHjRlQq\nFfHx8VptnDhxgjZt2mBkZISzszOfffZZoV/fzs4ONzc3rVX1tm3bRpMmTWjYsGGu+50+fZru3btj\nYWGBiYkJ7u7uWgk2Pj6eMWPG4OLigrGxMZUrV2bw4MHExcWp62zevJnBgwcD2Zc8VCoVenp6fP/9\n94V+D0/z8vLinXfe4fTp03z33Xca2553zCX5XJ7l4uJC5cqVuXLlSqnEu3//ftzc3DA1NcXc3Jxe\nvXoRGRlZYFx///033377LV27dtUoT0tLw9LSUv3c0tJS4/r+nDlzaNKkCX379s2zbRsbG5o0acKe\nPeVrtrhM+JL0EklOTubu3bsaj8TERJ48eaJV99le1/Xr1/Hw8CAqKooZM2bwwQcfsG3bNlauXJlr\nDy0mJoZBgwbRrVs3goODsbKywtfXl6ioqELH6+Xlxddff63+Qs7MzCQsLEyjh/m0I0eO0KlTJ1JS\nUggICGDRokUkJyfTuXNnzpw5o673yy+/8NNPP+Hl5cV///tfRo8ezXfffYeHh4f6MkGnTp3Ui/7M\nnDmT0NBQPvvsM+rXr1/o+J81bNgwhBAcPHiwzGLWxefytOTkZJKSkjSSqK7i/eyzz+jVqxdmZmYE\nBQUxe/ZsoqKi6NixY64/MJ8WERFBenq61piV1q1bs3//fg4dOkRMTAzLli2jTZs2QPblhZCQED7+\n+OMC37erq2upnql5IQkhyvQBtABERESEeN4iIiKy7yUwCkFALo9R2fcaKIvYpKLJ+Sxz+6zUn3NI\niODo0bJ5hISU6G9p06ZNQlGUfB+NGzfW2MfR0VH4+vqqn7/33ntCT09PnD9/Xl2WlJQkrK2thUql\nEnFxcRr7qlQqceLECXXZnTt3hKGhoZg0aVKB8SqKIt577z2RlJQkDAwMxNatW4UQQuzbt0/o6emJ\n+Ph4ERAQIFQqlbh79656v7p164oePXpotJWWliacnJyEp6enRtmzTp8+LRRFEaGhoeqynTt3CpVK\nJY4fP15gzEKIXGN62v3794WiKGLAgAFlErMuPpeRI0eKxMREcefOHXHmzBnRvXt3oVKpRHBwsNZ7\nKEm8KSkpwtLSUrz77rsa5bdv3xYWFhbC398/31g3bNggVCqV+OOPPzTKs7KyxMCBA4VKpRKKoggH\nBwd1nW7duon/+7//K/A4CCHEokWLhEqlEnfu3ClU/bKS33fb09uBFqKAfCt7+JL0klAUhTVr1nD4\n8GGtR5MmTQrc/8CBA7Rr147GjRuryywsLHjrrbdyrd+gQQPat2+vfl65cmXq1avH1atXCx2zhYUF\n3bt3Vy/4sW3bNtq3b4+9vb1W3XPnzhETE4OXl5fGGYyHDx/SpUsXjdPEBgYG6v/PyMjg3r17ODk5\nYWFhwdmzZwsdX1HljAR/+PAhAL/++utzj7mkn8uGDRuwsbGhSpUqtGrViqNHjzJ58mTef/99jXol\njffQoUMkJyczZMgQjWOjKApt2rTh6NGj+e6fM23u2TMPiqIQFhZGTEwMERERXLp0iQYNGhAeHs6Z\nM2eYN28e169fp0+fPtjZ2dG3b19u3Lih1X5Ou2U9e+d5koP2JOkl0qpVq1yn5VlaWhY4rzguLk4j\nUeSoXbt2rvVzG1xoaWlJUlJSIaPN5u3tzfDhw/nzzz/Zs2dPnlOhYmJiABg+fHiu21UqFcnJyVSq\nVIm0tDQWLlzIpk2bSEhIyDlbiKIoRVo9rKhSUlKA7IFiAJcvX37uMZf0c+nbty9jx44lPT2dX375\nhYULF+Y6x72k8cbExCCEwMPDQ2uboihaq6PmJed1n+Xk5KT+/ydPnvDhhx8SEBCApaWlOtnv3buX\nRYsW4e3trfUD4+n3U17IhC9JUq709PRyLc/rCzgvffr0oWLFirz99tukp6czaNCgXOtlZWUBsGzZ\nMpo2bZprnZwe9tixY9m8eTPvv/8+bdu2pVKlSiiKwn/+8x91O6Xh999/B/79kVQWMZf0c6lRowad\nO3cGsmdSWFtbM3bsWDw8POjXr5+6XknjzcrKQlEUQkNDqVq1qtb2Z6dqPsva2hqApKQkqlevnm/d\n4OBgKlSowP/93//x559/cuLECeLi4rC3tycoKAgnJyeuX7+u0U7OD6TKlSsX+F5eFTLhS1I54eDg\noO6RPi2nZ11aDA0N6devH1u3bqVHjx553mTH2dkZyO495ySkvOzatQsfHx+CgoLUZX///Tf379/X\nqKfr3tuWLVtQFAVPT8+XJuaC+Pv7s3z5cmbOnKmR8Esar7OzM0IIbGxsCjw2uXFxcUEIQWxsbJ4z\nOgBu3LjBggUL2LVrFyqVihs3bqAoinoqX06ST0hI0Ej4sbGxVK5cWf3DojyQ1/AlqZzw9PTk1KlT\nGnfju3fvnta0udLw4YcfMmfOHGbOnJlnHVdXV5ydnVm6dCmPHj3S2v70tVY9PT2tXubKlSvJzMzU\nKDMxMUEIoZWkimPbtm1s2LCB9u3bq09Tv+gxF4aenh4TJ04kKiqK8PBwncXr6emJubk5CxcuJCMj\nQ+t1C7p27urqSsWKFTVmOuRm6tSpuLu7q+8hULVqVYQQXLx4Ecgeua8oCra2thr7RURE0K5du3zb\nftXIHr5Ufjw1f/hlfO2inkp/1uTJkwkNDaVr16689957mJiYsH79ehwcHEhKSirVnmWTJk0KHFio\nKArr16+nR48eNGzYEF9fX+zs7EhISODo0aNUqlRJPW+6V69efPbZZ5ibm9OgQQNOnTrFd999p3V6\ntlmzZujp6bFkyRLu37+PgYEBXbp0yfc0rhCCsLAwTE1NSU9PV99p78SJEzRv3pwvvvjihYu5pHx8\nfJg9ezZLlixR36tfF/GuWbOG4cOH06JFC4YMGYKNjQ3x8fHs27ePDh06sHLlyjxjMjAwoFu3bhw+\nfJiAgIBc6/z888+EhYVx4cIFdZmDgwMtW7bk7bffZsSIEaxfv562bdtqDBS9c+cO58+f57333ivB\nUXv5yIQvvfIqV66MobExaQsXlmkchv/cvKS4CkrIz25XFEWjrEaNGhw7doxx48axaNEiKleuzOjR\nozE1NWXChAkYGhrmuW9R4iho//x06tSJU6dOMW/ePFatWkVKSgq2tra0adMGf39/db2VK1eir6/P\ntm3bSEtLo0OHDhw+fBhPT0+N161atSohISEsWrSId955h8zMTI4ePYqbm1u+sY8ZMwbIvhxRuXJl\nmjVrxqZNm/Dy8tK6e9vzjrk0PhdDQ0PGjh1LYGAg33//PW5ubnz88ccljtfLyws7OzsWL17M0qVL\n+fvvv7Gzs6Njx474+voWGK+fnx8DBw4kISEh19sZjx8/nrFjx6ovreT4/PPP8fPzY9q0abi6uvK/\n//1PY/uuXbswNDTMczzJq0opaa+hxAEoSgsgIiIiItfRx6Xp7NmzuLq6wiggtzEh14G12ad+nnds\nUtHkfJZ5fVYv++I5pWnChAmsW7eOlJSUcjViWXrxZWVl0bBhQwYNGsTcuXN11m6LFi3o3LnzS7F4\nTkHfbeo8Bq5CiHznS8oevlQu1KxZ84VMts9bWlqaRk/+7t27hIaG0rFjR5nspReOSqUiMDCQMWPG\nMHXqVI0V84rrwIEDXL58WeNuieWFTPiSVI60a9cOd3d36tevz82bN/nf//7Hw4cPmTVrVlmHJkm5\nGjx4sPp+/brg6enJgwcPdNbey0QmfEkqR3r27MnOnTtZt24diqLg6urKxo0bee2118o6NEmSSplM\n+JJUjsyfP5/58+eXdRiSJJUBOQ9fkiRJksoBmfAlSZIkqRyQCV+SJEmSygGZ8CVJkiSpHJAJX5Ik\nSZLKAZnwJUmSJKkckAlfkiRJksoBmfAlSZLyEBAQgEolvyafplKpGDduXFmH8VwFBQXRoEEDnbUX\nEhKCg4MDT5480VmbhSFvvCOVCy/74jmbN2/G19eXM2fOvFALOcXFxVGrVq08ty9evJjJkyc/x4h0\nS1GU557wfX192bx5s/q5iYkJVapUoUWLFnh5efHmm2+W+roHp06d4uDBg7z//vuYm5vrrN1n/14U\nRcHCwoI2bdowe/Zs2rZtW6x2SytegIcPHxIUFERwcLBGeWBgIOvWrePJkyd4e3vz0Ucfoa//b0p9\n9OgR9erVY+nSpQwZMkRjXx8fHwICAggJCWHs2LE6jTc/MuFLr7z4+Hjq16tPalpqmcZhbGhMVHRU\nsZP+i7y4jbe3Nz169NAqb968eRlEozuzZs1i2rRpz/11DQ0N2bBhA0IIHj9+TFxcHF9//TUDBw7E\n3d2d8PBwTE1NS+31T548ydy5c/H19dV5AoV//14yMzO5dOkSq1atonPnzvzyyy80bNjwhYp3w4YN\nZNNmY7MAACAASURBVGZmaiTt0NBQFi1axLRp0zA2NmbBggXY2toyZcoUdZ358+dTq1YtrWQPYGBg\nwNtvv01wcLBM+JKkS4mJiaSmpTKd6TjgUCYxxBHHwrSFJCYmvpKr9rVo0QJvb++yDqNQUlNTC73q\nmkqlomLFiqUckTZ9fX28vLw0yubOnUtQUBBTp05l5MiRbN++vdRev7SXTX/276VDhw688cYbrFmz\nhk8++aTI7ZVmvJs2baJPnz4afwd79+5l6NChzJkzB8j+mwoPD1cn/CtXrrBy5Up+/PHHPNsdPHgw\nQUFBHDt2DHd391KL/2ny4pRUbjjgQN0y+u95/dC4c+cOI0aMwNbWFiMjI5o1a8aWLVs06ri6ujJw\n4ECNssaNG6NSqfj999/VZZ9//jkqlYro6OgSx3X06FH09PQICAjQKN+2bRsqlYqQkBCN8tDQUNq0\naYOJiQlWVlZ06tSJw4cPa9TZv38/bm5umJqaYm5uTq9evYiMjNSo4+Pjg5mZGVevXqVHjx6Ym5sz\ndOhQ9fbTp0/To0cPrKysMDU1pWnTpqxcuVK9Pbdr+IcOHaJjx45YWlpiZmaGi4sLM2bM0KiTnp7O\nnDlzqFOnDoaGhtSsWZMpU6aQnp5e5GP3tMmTJ9OtWzfCwsK4fPlykY/HhQsX8PX1xdnZGSMjI6pV\nq8aIESO4d++euk5gYKD6MoyjoyMqlQo9PT3i4+M12tqzZw+NGzfG0NCQRo0aceDAgWK/r44dOwLZ\nibI04g0NDaVly5YYGxtjbW2Nl5cXf/31V4FxXbt2jfPnz9O1a1eN8rS0NCwtLdXPraysSE399wzi\nxIkT8fb2zvcMV4sWLbCysmLPnj0FxqErsocvSa+ItLQ0OnXqxNWrV3nvvfdwdHQkLCwMHx8fkpOT\nee+994DsL9cdO3ao90tKSiIyMhI9PT1++OEHGjVqBMCPP/5IlSpVqFevXoGvnZqayt27d7XKLSws\n0NPTw8PDgzFjxrBo0SL69etHs2bNuHHjBuPGjaNbt274+/ur9wkMDCQwMJDXXnuNefPmUbFiRU6f\nPs2RI0fUX7yfffYZPj4+dO/enaCgIFJTU1mzZg0dO3bk119/VZ9FURSFjIwMPD096dixI8uWLVP3\n7g8dOkTv3r2pXr06EyZMwNbWlqioKPbt26celKYoisallMjISHr37k2zZs2YN28eBgYGXL58mZMn\nT6rrCCHo3bs3J0+exN/fHxcXFy5cuMDy5cuJiYlh9+7dhftA8zBs2DAOHjzIoUOHqF27dpGOx6FD\nh4iNjcXPzw9bW1v++OMPQkJCiIyM5NSpUwAMGDCAS5cusWPHDj7++GOsra0BsLGxUcfwww8/sHv3\nbsaMGYOZmdn/t3fvcTrX+f/HH68LNTPOIUrOERVapyKxQ7aWjqKlVclu1G4rOp9TUZTiq9KvbSu1\nlS06p6NySoddJGqGlTBbIsREGmJevz+umWmuOQ/XNRfX53m/3a6bud6f02vec/m8rs/7836/P0yZ\nMoUBAwaQkZERkQjLas2aNQCFto1GvOPGjeO2225j0KBBXHrppWzatIkpU6bQs2dPPvvssxJvAXz0\n0UeYWaF+M126dOHhhx9mwIABpKSk8Oijj9K9e/e8mOfOncuqVatK/b07dOjAwoULy1hLUeDucX0B\nHQBfvHixV7TFixc74AzHGVPEazger9ikfHL/lkX9rXKXPcqjPoc5cXk9yqP79VmaNm2ah0KhEref\nPHmyh0Ihnz59el7Znj17vFu3bl6jRg3fsWOHu7vPnDnTQ6GQr1ixwt3dX3/9dU9KSvJzzjnHBw8e\nnLdt+/bt/bzzzisxrrVr17qZeSgUcjOLeIVCIf/000/z1t25c6e3bNnS27Zt67t27fJ+/fp5rVq1\n/Jtvvslb56uvvvJKlSr5gAEDij3mjh07vHbt2n7ZZZdFlH///fdeq1YtHzFiRF7Z0KFDPRQK+c03\n3xyx7t69e71Zs2bevHlz//HHH4s91pgxYzwUCuW9z63jH374odht/vnPf3rlypX9o48+iih/9NFH\nPRQK+ccff1zstrkxV69evdjlS5cudTPzq6++2t3LVx9ZWVmF9vevf/3LQ6GQf/jhh3llEydO9FAo\n5OvWrSu0vpl5UlKSr1mzJq9s2bJlbmb+8MMPl/i75X5e7rrrLt+8ebNv3LjRFyxY4J07d/ZQKOQv\nvfRSxPr7G++6deu8cuXKPn78+IjyL7/80qtUqeL33HNPifHeeuutHgqF/Keffooo37Fjh/fo0SPv\nc96uXTtfv36979mzx4877ji/7777StxvrhEjRnjVqlVLXKekc1v+5UAHLyXfRr1J38xCZnaXmX1t\nZjvN7CszuyXaxxGRSG+99RYNGjSI6CRUqVIlRo4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9n3/++YwZM4apU6eSkpISu1/iIKdO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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "\n", + "ageList = data.age.unique()\n", + "rateList = []\n", + "smokingList = []\n", + "alcoholList = []\n", + "drugList = [] \n", + "highMeatList = []\n", + "lowExerciseList = []\n", + "\n", + "for i in ageList:\n", + " df=data # reset the dataframe\n", + " df = df.loc[data['age'] == i ]\n", + " df['totalRate']=df['sum'] / df['pop']*100\n", + " df['smokingRate']=df['alcohol.use']/ df['pop']*100\n", + " df['alcoholList']=df['drug.use']/ df['pop']*100\n", + " df['drugList']=df['drug.use']/ df['pop']*100\n", + " df['highMeatList']=df['high.meat']/ df['pop']*100\n", + " df['lowExerciseList']=df['low.exercise']/ df['pop']*100\n", + "\n", + " rateList.append(df['totalRate'].mean())\n", + " smokingList.append(df['smokingRate'].mean())\n", + " alcoholList.append(df['alcoholList'].mean())\n", + " drugList.append(df['drugList'].mean())\n", + " highMeatList.append(df['highMeatList'].mean())\n", + " lowExerciseList.append(df['lowExerciseList'].mean())\n", + " \n", + "dfNew = pandas.DataFrame({\"Death Rate (%)\" : rateList, \\\n", + " \"Smoking Death Rate (%)\" : smokingList,\\\n", + " \"Alcohol Death Rate (%)\" : alcoholList,\\\n", + " \"Drug Use Death Rate (%)\" : drugList,\\\n", + " \"High Meat Death Rate (%)\" : highMeatList,\\\n", + " \"Low Excercise Death Rate (%)\":lowExerciseList},index=ageList)\n", + "\n", + "dfNew.plot(kind='bar')\n", + "\n", + "display(dfNew)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Univariate analysis (by sex)\n", + "In this section, you should investigate how each (risk-variable) varies by **sex group**. More specifically, consider if the distribution of each variable of interest (smoking, alcohol use, etc.) is consistent across sex-groups. Depending on your procedure, you may need to **reshape your data**." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:15: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:16: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:17: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:18: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:19: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:20: 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" + ] + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Alcohol Death Rate (%) Death Rate (%) Drug Use Death Rate (%) \\\n", + "male 0.042193 3.835206 0.042193 \n", + "female 0.009481 1.519195 0.009481 \n", + "\n", + " High Meat Death Rate (%) Low Excercise Death Rate (%) \\\n", + "male 0.018157 0.838790 \n", + "female 0.010290 0.545454 \n", + "\n", + " Smoking Death Rate (%) \n", + "male 0.333674 \n", + "female 0.110188 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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rV6/W9ox/0pPPl42MjPTu0rdv3653YTI3NwfSL7RPy4QJE4iLi2Pt2rXatMLG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\nDx/y119/0alTJ510U1NTvL2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1AGTVUdHGxoaEhIQ8RpvO19eXQYMG8ddff7F79+5sh15F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\nnUAj4FdgMzDeWrsvh/VuBuYCNwCJwHRr7ev5CVjEF5KSkjh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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "\n", + "sexList = data.sex.unique()\n", + "rateList = []\n", + "smokingList = []\n", + "alcoholList = []\n", + "drugList = [] \n", + "highMeatList = []\n", + "lowExerciseList = []\n", + "\n", + "for i in sexList:\n", + " df=data # reset the dataframe\n", + " df = df.loc[data['sex'] == i ]\n", + " df['totalRate']=df['sum'] / df['pop']*100\n", + " df['smokingRate']=df['alcohol.use']/ df['pop']*100\n", + " df['alcoholList']=df['drug.use']/ df['pop']*100\n", + " df['drugList']=df['drug.use']/ df['pop']*100\n", + " df['highMeatList']=df['high.meat']/ df['pop']*100\n", + " df['lowExerciseList']=df['low.exercise']/ df['pop']*100\n", + " \n", + " rateList.append(df['totalRate'].mean())\n", + " smokingList.append(df['smokingRate'].mean())\n", + " alcoholList.append(df['alcoholList'].mean())\n", + " drugList.append(df['drugList'].mean())\n", + " highMeatList.append(df['highMeatList'].mean())\n", + " lowExerciseList.append(df['lowExerciseList'].mean())\n", + " \n", + "dfNew = pandas.DataFrame({\"Death Rate (%)\" : rateList, \\\n", + " \"Smoking Death Rate (%)\" : smokingList,\\\n", + " \"Alcohol Death Rate (%)\" : alcoholList,\\\n", + " \"Drug Use Death Rate (%)\" : drugList,\\\n", + " \"High Meat Death Rate (%)\" : highMeatList,\\\n", + " \"Low Excercise Death Rate (%)\":lowExerciseList},index=sexList)\n", + "\n", + "dfNew.plot(kind='bar')\n", + "display(dfNew)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Univariate analysis (by country)\n", + "In this section, you should investigate how each (risk-variable) varies by **country**. Given the number of countries present in the dataset, I suggest that you aggregate your data by region. In order to do this, you'll need to **convert death rates to deaths** using the `pop` column." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:10: 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" + ] + }, + { + "data": { + "text/html": [ + "
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Death Rate (%)
China0.000914
North Korea0.079032
Taiwan0.031172
Cambodia0.263120
Indonesia0.006659
Laos0.535087
Malaysia0.055138
Maldives2.101929
Mauritius0.771540
Myanmar0.053655
Philippines0.030289
Sri Lanka0.026888
Seychelles12.568355
Thailand0.017830
Timor-Leste1.266786
Vietnam0.024202
American Samoa48.795603
Federated States of Micronesia28.033278
Fiji1.905324
Guam8.786050
Kiribati51.009621
Marshall Islands39.940693
Northern Mariana Islands83.966422
Papua New Guinea0.850253
Samoa8.413350
Solomon Islands7.009092
Tonga23.776095
Vanuatu10.132347
Armenia0.386463
Azerbaijan0.138548
......
Somalia0.193559
South Sudan0.141752
Tanzania0.035611
Uganda0.074208
Zambia0.234440
Botswana1.647777
Lesotho2.408984
Namibia1.148801
South Africa0.046711
Swaziland3.732737
Zimbabwe0.256234
Benin0.222323
Burkina Faso0.162820
Cameroon0.117768
Cape Verde2.588945
Chad0.202078
Cote d'Ivoire0.097636
The Gambia1.232581
Ghana0.073843
Guinea0.127362
Guinea-Bissau1.427542
Liberia0.510497
Mali0.101673
Mauritania0.375748
Niger0.071576
Nigeria0.011358
Sao Tome and Principe15.678978
Senegal0.139738
Sierra Leone0.626011
Togo0.396405
\n", + "

195 rows × 1 columns

\n", + "
" + ], + "text/plain": [ + " Death Rate (%)\n", + "China 0.000914\n", + "North Korea 0.079032\n", + "Taiwan 0.031172\n", + "Cambodia 0.263120\n", + "Indonesia 0.006659\n", + "Laos 0.535087\n", + "Malaysia 0.055138\n", + "Maldives 2.101929\n", + "Mauritius 0.771540\n", + "Myanmar 0.053655\n", + "Philippines 0.030289\n", + "Sri Lanka 0.026888\n", + "Seychelles 12.568355\n", + "Thailand 0.017830\n", + "Timor-Leste 1.266786\n", + "Vietnam 0.024202\n", + "American Samoa 48.795603\n", + "Federated States of Micronesia 28.033278\n", + "Fiji 1.905324\n", + "Guam 8.786050\n", + "Kiribati 51.009621\n", + "Marshall Islands 39.940693\n", + "Northern Mariana Islands 83.966422\n", + "Papua New Guinea 0.850253\n", + "Samoa 8.413350\n", + "Solomon Islands 7.009092\n", + "Tonga 23.776095\n", + "Vanuatu 10.132347\n", + "Armenia 0.386463\n", + "Azerbaijan 0.138548\n", + "... ...\n", + "Somalia 0.193559\n", + "South Sudan 0.141752\n", + "Tanzania 0.035611\n", + "Uganda 0.074208\n", + "Zambia 0.234440\n", + "Botswana 1.647777\n", + "Lesotho 2.408984\n", + "Namibia 1.148801\n", + "South Africa 0.046711\n", + "Swaziland 3.732737\n", + "Zimbabwe 0.256234\n", + "Benin 0.222323\n", + "Burkina Faso 0.162820\n", + "Cameroon 0.117768\n", + "Cape Verde 2.588945\n", + "Chad 0.202078\n", + "Cote d'Ivoire 0.097636\n", + "The Gambia 1.232581\n", + "Ghana 0.073843\n", + "Guinea 0.127362\n", + "Guinea-Bissau 1.427542\n", + "Liberia 0.510497\n", + "Mali 0.101673\n", + "Mauritania 0.375748\n", + "Niger 0.071576\n", + "Nigeria 0.011358\n", + "Sao Tome and Principe 15.678978\n", + "Senegal 0.139738\n", + "Sierra Leone 0.626011\n", + "Togo 0.396405\n", + "\n", + "[195 rows x 1 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "\n", + "countryList = data.country.unique()\n", + "rateList = []\n", + "\n", + "for i in countryList:\n", + " df=data # reset the dataframe\n", + " df = df.loc[data['country'] == i ]\n", + " df['totalRate']=df['sum'] / df['pop']*100\n", + " \n", + " rateList.append(df['totalRate'].mean())\n", + " \n", + "dfNew = pandas.DataFrame({\"Death Rate (%)\" : rateList},index=countryList)\n", + "\n", + "display(dfNew)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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kS613C23yttxhf96WBu2RP5DKcJGNuilc/iKNn0jpx3rSQvLC5EPI9l+X6fFvJC5qmK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3BYfwfGjKxwFHKqWCIiVlKV8kAW+bW7H1E4fjTwPe+98vScyJG9qLI9L3JYeLEHY5oIbbgX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\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tFwz2/TyllGplI5/2IekJYIztk2u270E0MPlAOZHNFMvDwF62Ly/Og1az/XBRYLKW7f8q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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dfNew.plot(kind='bar',figsize=(50,3),grid=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Bivariate analysis\n", + "In this section, you should compare risks-variables to one another to see how they co-vary. Use simple statistical tests (i.e., **correlation**) and visualization as you see fit. " + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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SnvDMVfX8JL+Q5ILW2uOTXd5EbOb3/Nwkr0jyj5K8Psk7kpyf5KoJrXErPeF5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wNnAu8YZeydEXE/0E0ukt8D7BYRe1etYJxZnBvLzwBWrlzJIYccMs6w+lu+fDkrVqzo+BiMo/Vi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+6bx49f7Lo/9bDv8/28stShvSaEkGJAkZyDQiJ5lw1mCd5JQkAt0eG1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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(nrows=4, ncols=4)\n", + "data.plot.scatter(x='smoking',y='drug.use',ax=axes[1, 0],figsize=(18,18))\n", + "data.plot.scatter(y='smoking',x='high.meat',ax=axes[2, 1])\n", + "data.plot.scatter(x='high.meat',y='drug.use',ax=axes[2, 0])\n", + "data.plot.scatter(y='smoking',x='low.exercise',ax=axes[3, 1])\n", + "data.plot.scatter(x='low.exercise',y='drug.use',ax=axes[3, 0])\n", + "data.plot.scatter(x='low.exercise',y='high.meat',ax=axes[3, 2])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python [conda root]", + "language": "python", + "name": "conda-root-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.12" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} From d8f2bbdf1f121fa82776331b5ee517d4b51d827b Mon Sep 17 00:00:00 2001 From: zakz96 Date: Tue, 7 Feb 2017 14:48:52 -0800 Subject: [PATCH 3/3] try --- .../.ipynb_checkpoints/eda-checkpoint.ipynb | 956 ++++++++ health-burden/eda.ipynb | 1988 +++++++---------- 2 files changed, 1753 insertions(+), 1191 deletions(-) create mode 100644 health-burden/.ipynb_checkpoints/eda-checkpoint.ipynb diff --git a/health-burden/.ipynb_checkpoints/eda-checkpoint.ipynb b/health-burden/.ipynb_checkpoints/eda-checkpoint.ipynb new file mode 100644 index 0000000..d47b838 --- /dev/null +++ b/health-burden/.ipynb_checkpoints/eda-checkpoint.ipynb @@ -0,0 +1,956 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Health Burden" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Set up" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Read in data\n", + "import pandas\n", + "data = pandas.read_csv('C:/Users/Administrator/Desktop/data/prepped/risk-data.csv')\n", + "\n", + "#import the module so that we can tables when printing dataframes\n", + "from IPython.display import display, HTML" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data Structure\n", + "To get a basic sense of your dataset, check the following:\n", + "\n", + "- How large is the dataset (rows, columns)?\n", + "- What are the variables present in the dataset?\n", + "- What is the data type of each variable?" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The size of the data is:\n", + "\n", + "\n", + "The List of varaibles are: ['country', 'country.code', 'super.region', 'region', 'sex', 'age', 'pop', 'alcohol.use', 'drug.use', 'high.meat', 'low.exercise', 'smoking']\n", + "\n", + "The data types are:\n", + "country object\n", + "country.code object\n", + "super.region object\n", + "region object\n", + "sex object\n", + "age object\n", + "pop float64\n", + "alcohol.use float64\n", + "drug.use float64\n", + "high.meat float64\n", + "low.exercise float64\n", + "smoking float64\n", + "dtype: object\n" + ] + } + ], + "source": [ + "pandas.DataFrame(data)\n", + "data=data.fillna(0) # convert all the N/A values to zeros\n", + "print 'The size of the data is:'\n", + "print pandas.DataFrame.size\n", + "print\n", + "print 'The List of varaibles are:' , list(data)\n", + "print\n", + "print 'The data types are:'\n", + "print data.dtypes\n", + "\n", + "# creates a table with a total sum\n", + "data['sum'] = data.sum(axis=1)-data['pop'] " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## Univariate Analysis\n", + "For each variable of interest, answer the following questions. As you do so, begin making a list of further questions you would like to investigate:\n", + "\n", + "- What does the distribution of each (risk factor) variable look like?\n", + "- Is any variable ever missing (and if so, why)?\n", + "- What are the basic summary statistics (mean, median, standard deviation) each variable, and what is it's range (min/max)?\n", + "- What do you find surprising?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "There are many varaibles that are missing, i.e. smoking data is not collected for children age 5 and under." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Univariate analysis (by age)\n", + "In this section, you should investigate how each (risk-variable) varies by **age group**. More specifically, consider if the distribution of each variable of interest (smoking, alcohol use, etc.) is consistent across age-groups." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:15: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:16: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:17: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:18: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:19: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:20: 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" + ] + }, + { + "data": { + "text/html": [ + "
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Alcohol Death Rate (%)Death Rate (%)Drug Use Death Rate (%)High Meat Death Rate (%)Low Excercise Death Rate (%)Smoking Death Rate (%)
70+ years0.11213112.6098860.1121310.0650433.3075510.987675
50-69 years0.0146290.7478690.0146290.0059360.1501710.110506
Under 50.0001070.0005370.0001070.0000000.0000000.000429
5-14 years0.0000280.0007200.0000280.0000000.0000000.000692
15-49 years0.0022880.0269910.0022880.0001370.0028860.010353
\n", + "
" + ], + "text/plain": [ + " Alcohol Death Rate (%) Death Rate (%) Drug Use Death Rate (%) \\\n", + "70+ years 0.112131 12.609886 0.112131 \n", + "50-69 years 0.014629 0.747869 0.014629 \n", + "Under 5 0.000107 0.000537 0.000107 \n", + "5-14 years 0.000028 0.000720 0.000028 \n", + "15-49 years 0.002288 0.026991 0.002288 \n", + "\n", + " High Meat Death Rate (%) Low Excercise Death Rate (%) \\\n", + "70+ years 0.065043 3.307551 \n", + "50-69 years 0.005936 0.150171 \n", + "Under 5 0.000000 0.000000 \n", + "5-14 years 0.000000 0.000000 \n", + "15-49 years 0.000137 0.002886 \n", + "\n", + " Smoking Death Rate (%) \n", + "70+ years 0.987675 \n", + "50-69 years 0.110506 \n", + "Under 5 0.000429 \n", + "5-14 years 0.000692 \n", + "15-49 years 0.010353 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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PHj34+eefOX36tLrs0aNHrF27llq1ahX59qktW7akSpUqfPrppxq3Sd2/fz9RUVH06tWr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\nZjvN7CszuyXaxxGRSG+99RYNGjSI6CRUqVIlRo4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9n3/++YwZM4apU6eSkpISu1/iIKdO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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "\n", + "ageList = data.age.unique()\n", + "rateList = []\n", + "smokingList = []\n", + "alcoholList = []\n", + "drugList = [] \n", + "highMeatList = []\n", + "lowExerciseList = []\n", + "\n", + "for i in ageList:\n", + " df=data # reset the dataframe\n", + " df = df.loc[data['age'] == i ]\n", + " df['totalRate']=df['sum'] / df['pop']*100\n", + " df['smokingRate']=df['alcohol.use']/ df['pop']*100\n", + " df['alcoholList']=df['drug.use']/ df['pop']*100\n", + " df['drugList']=df['drug.use']/ df['pop']*100\n", + " df['highMeatList']=df['high.meat']/ df['pop']*100\n", + " df['lowExerciseList']=df['low.exercise']/ df['pop']*100\n", + "\n", + " rateList.append(df['totalRate'].mean())\n", + " smokingList.append(df['smokingRate'].mean())\n", + " alcoholList.append(df['alcoholList'].mean())\n", + " drugList.append(df['drugList'].mean())\n", + " highMeatList.append(df['highMeatList'].mean())\n", + " lowExerciseList.append(df['lowExerciseList'].mean())\n", + " \n", + "dfNew = pandas.DataFrame({\"Death Rate (%)\" : rateList, \\\n", + " \"Smoking Death Rate (%)\" : smokingList,\\\n", + " \"Alcohol Death Rate (%)\" : alcoholList,\\\n", + " \"Drug Use Death Rate (%)\" : drugList,\\\n", + " \"High Meat Death Rate (%)\" : highMeatList,\\\n", + " \"Low Excercise Death Rate (%)\":lowExerciseList},index=ageList)\n", + "\n", + "dfNew.plot(kind='bar')\n", + "\n", + "display(dfNew)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Univariate analysis (by sex)\n", + "In this section, you should investigate how each (risk-variable) varies by **sex group**. More specifically, consider if the distribution of each variable of interest (smoking, alcohol use, etc.) is consistent across sex-groups. Depending on your procedure, you may need to **reshape your data**." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:15: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:16: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:17: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:18: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:19: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:20: 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" + ] + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Alcohol Death Rate (%) Death Rate (%) Drug Use Death Rate (%) \\\n", + "male 0.042193 3.835206 0.042193 \n", + "female 0.009481 1.519195 0.009481 \n", + "\n", + " High Meat Death Rate (%) Low Excercise Death Rate (%) \\\n", + "male 0.018157 0.838790 \n", + "female 0.010290 0.545454 \n", + "\n", + " Smoking Death Rate (%) \n", + "male 0.333674 \n", + "female 0.110188 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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rV6/W9ox/0pPPl42MjPTu0rdv3653YTI3NwfSL7RPy4QJE4iLi2Pt2rXatMLG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\nDx/y119/0alTJ510U1NTvL2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1AGTVUdHGxoaEhIQ8RpvO19eXQYMG8ddff7F79+5sh15F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\nnUAj4FdgMzDeWrsvh/VuBuYCNwCJwHRr7ev5CVjEF5KSkjh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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "\n", + "sexList = data.sex.unique()\n", + "rateList = []\n", + "smokingList = []\n", + "alcoholList = []\n", + "drugList = [] \n", + "highMeatList = []\n", + "lowExerciseList = []\n", + "\n", + "for i in sexList:\n", + " df=data # reset the dataframe\n", + " df = df.loc[data['sex'] == i ]\n", + " df['totalRate']=df['sum'] / df['pop']*100\n", + " df['smokingRate']=df['alcohol.use']/ df['pop']*100\n", + " df['alcoholList']=df['drug.use']/ df['pop']*100\n", + " df['drugList']=df['drug.use']/ df['pop']*100\n", + " df['highMeatList']=df['high.meat']/ df['pop']*100\n", + " df['lowExerciseList']=df['low.exercise']/ df['pop']*100\n", + " \n", + " rateList.append(df['totalRate'].mean())\n", + " smokingList.append(df['smokingRate'].mean())\n", + " alcoholList.append(df['alcoholList'].mean())\n", + " drugList.append(df['drugList'].mean())\n", + " highMeatList.append(df['highMeatList'].mean())\n", + " lowExerciseList.append(df['lowExerciseList'].mean())\n", + " \n", + "dfNew = pandas.DataFrame({\"Death Rate (%)\" : rateList, \\\n", + " \"Smoking Death Rate (%)\" : smokingList,\\\n", + " \"Alcohol Death Rate (%)\" : alcoholList,\\\n", + " \"Drug Use Death Rate (%)\" : drugList,\\\n", + " \"High Meat Death Rate (%)\" : highMeatList,\\\n", + " \"Low Excercise Death Rate (%)\":lowExerciseList},index=sexList)\n", + "\n", + "dfNew.plot(kind='bar')\n", + "display(dfNew)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Univariate analysis (by country)\n", + "In this section, you should investigate how each (risk-variable) varies by **country**. Given the number of countries present in the dataset, I suggest that you aggregate your data by region. In order to do this, you'll need to **convert death rates to deaths** using the `pop` column." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:10: 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" + ] + }, + { + "data": { + "text/html": [ + "
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Death Rate (%)
China0.000914
North Korea0.079032
Taiwan0.031172
Cambodia0.263120
Indonesia0.006659
Laos0.535087
Malaysia0.055138
Maldives2.101929
Mauritius0.771540
Myanmar0.053655
Philippines0.030289
Sri Lanka0.026888
Seychelles12.568355
Thailand0.017830
Timor-Leste1.266786
Vietnam0.024202
American Samoa48.795603
Federated States of Micronesia28.033278
Fiji1.905324
Guam8.786050
Kiribati51.009621
Marshall Islands39.940693
Northern Mariana Islands83.966422
Papua New Guinea0.850253
Samoa8.413350
Solomon Islands7.009092
Tonga23.776095
Vanuatu10.132347
Armenia0.386463
Azerbaijan0.138548
......
Somalia0.193559
South Sudan0.141752
Tanzania0.035611
Uganda0.074208
Zambia0.234440
Botswana1.647777
Lesotho2.408984
Namibia1.148801
South Africa0.046711
Swaziland3.732737
Zimbabwe0.256234
Benin0.222323
Burkina Faso0.162820
Cameroon0.117768
Cape Verde2.588945
Chad0.202078
Cote d'Ivoire0.097636
The Gambia1.232581
Ghana0.073843
Guinea0.127362
Guinea-Bissau1.427542
Liberia0.510497
Mali0.101673
Mauritania0.375748
Niger0.071576
Nigeria0.011358
Sao Tome and Principe15.678978
Senegal0.139738
Sierra Leone0.626011
Togo0.396405
\n", + "

195 rows × 1 columns

\n", + "
" + ], + "text/plain": [ + " Death Rate (%)\n", + "China 0.000914\n", + "North Korea 0.079032\n", + "Taiwan 0.031172\n", + "Cambodia 0.263120\n", + "Indonesia 0.006659\n", + "Laos 0.535087\n", + "Malaysia 0.055138\n", + "Maldives 2.101929\n", + "Mauritius 0.771540\n", + "Myanmar 0.053655\n", + "Philippines 0.030289\n", + "Sri Lanka 0.026888\n", + "Seychelles 12.568355\n", + "Thailand 0.017830\n", + "Timor-Leste 1.266786\n", + "Vietnam 0.024202\n", + "American Samoa 48.795603\n", + "Federated States of Micronesia 28.033278\n", + "Fiji 1.905324\n", + "Guam 8.786050\n", + "Kiribati 51.009621\n", + "Marshall Islands 39.940693\n", + "Northern Mariana Islands 83.966422\n", + "Papua New Guinea 0.850253\n", + "Samoa 8.413350\n", + "Solomon Islands 7.009092\n", + "Tonga 23.776095\n", + "Vanuatu 10.132347\n", + "Armenia 0.386463\n", + "Azerbaijan 0.138548\n", + "... ...\n", + "Somalia 0.193559\n", + "South Sudan 0.141752\n", + "Tanzania 0.035611\n", + "Uganda 0.074208\n", + "Zambia 0.234440\n", + "Botswana 1.647777\n", + "Lesotho 2.408984\n", + "Namibia 1.148801\n", + "South Africa 0.046711\n", + "Swaziland 3.732737\n", + "Zimbabwe 0.256234\n", + "Benin 0.222323\n", + "Burkina Faso 0.162820\n", + "Cameroon 0.117768\n", + "Cape Verde 2.588945\n", + "Chad 0.202078\n", + "Cote d'Ivoire 0.097636\n", + "The Gambia 1.232581\n", + "Ghana 0.073843\n", + "Guinea 0.127362\n", + "Guinea-Bissau 1.427542\n", + "Liberia 0.510497\n", + "Mali 0.101673\n", + "Mauritania 0.375748\n", + "Niger 0.071576\n", + "Nigeria 0.011358\n", + "Sao Tome and Principe 15.678978\n", + "Senegal 0.139738\n", + "Sierra Leone 0.626011\n", + "Togo 0.396405\n", + "\n", + "[195 rows x 1 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "\n", + "countryList = data.country.unique()\n", + "rateList = []\n", + "\n", + "for i in countryList:\n", + " df=data # reset the dataframe\n", + " df = df.loc[data['country'] == i ]\n", + " df['totalRate']=df['sum'] / df['pop']*100\n", + " \n", + " rateList.append(df['totalRate'].mean())\n", + " \n", + "dfNew = pandas.DataFrame({\"Death Rate (%)\" : rateList},index=countryList)\n", + "\n", + "display(dfNew)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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kS613C23yttxhf96WBu2RP5DKcJGNuilc/iKNn0jpx3rSQvLC5EPI9l+X6fFvJC5qmK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3BYfwfGjKxwFHKqWCIiVlKV8kAW+bW7H1E4fjTwPe+98vScyJG9qLI9L3JYeLEHY5oIbbgX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\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tFwz2/TyllGplI5/2IekJYIztk2u270E0MPlAOZHNFMvDwF62Ly/Og1az/XBRYLKW7f8q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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dfNew.plot(kind='bar',figsize=(50,3),grid=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Bivariate analysis\n", + "In this section, you should compare risks-variables to one another to see how they co-vary. Use simple statistical tests (i.e., **correlation**) and visualization as you see fit. " + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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SnvDMVfX8JL+Q5ILW2uOTXd5EbOb3/Nwkr0jyj5K8Psk7kpyf5KoJrXErPeF5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wNnAu8YZeydEXE/0E0ukt8D7BYRe1etYJxZnBvLzwBWrlzJIYccMs6w+lu+fDkrVqzo+BiMo/Vi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+6bx49f7Lo/9bDv8/28stShvSaEkGJAkZyDQiJ5lw1mCd5JQkAt0eG1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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(nrows=4, ncols=4)\n", + "data.plot.scatter(x='smoking',y='drug.use',ax=axes[1, 0],figsize=(18,18))\n", + "data.plot.scatter(y='smoking',x='high.meat',ax=axes[2, 1])\n", + "data.plot.scatter(x='high.meat',y='drug.use',ax=axes[2, 0])\n", + "data.plot.scatter(y='smoking',x='low.exercise',ax=axes[3, 1])\n", + "data.plot.scatter(x='low.exercise',y='drug.use',ax=axes[3, 0])\n", + "data.plot.scatter(x='low.exercise',y='high.meat',ax=axes[3, 2])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python [conda root]", + "language": "python", + "name": "conda-root-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.12" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/health-burden/eda.ipynb b/health-burden/eda.ipynb index 38fac15..d47b838 100644 --- a/health-burden/eda.ipynb +++ b/health-burden/eda.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 1, "metadata": { "collapsed": false }, @@ -24,7 +24,10 @@ "source": [ "# Read in data\n", "import pandas\n", - "data = pandas.read_csv('C:/Users/Administrator/Desktop/data/prepped/risk-data.csv')" + "data = pandas.read_csv('C:/Users/Administrator/Desktop/data/prepped/risk-data.csv')\n", + "\n", + "#import the module so that we can tables when printing dataframes\n", + "from IPython.display import display, HTML" ] }, { @@ -41,45 +44,126 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { - "data": { - "text/plain": [ - "['country',\n", - " 'country.code',\n", - " 'super.region',\n", - " 'region',\n", - " 'sex',\n", - " 'age',\n", - " 'pop',\n", - " 'alcohol.use',\n", - " 'drug.use',\n", - " 'high.meat',\n", - " 'low.exercise',\n", - " 'smoking']" - ] - }, - "execution_count": 80, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "The size of the data is:\n", + "\n", + "\n", + "The List of varaibles are: ['country', 'country.code', 'super.region', 'region', 'sex', 'age', 'pop', 'alcohol.use', 'drug.use', 'high.meat', 'low.exercise', 'smoking']\n", + "\n", + "The data types are:\n", + "country object\n", + "country.code object\n", + "super.region object\n", + "region object\n", + "sex object\n", + "age object\n", + "pop float64\n", + "alcohol.use float64\n", + "drug.use float64\n", + "high.meat float64\n", + "low.exercise float64\n", + "smoking float64\n", + "dtype: object\n" + ] } ], "source": [ - "#df = pandas.DataFrame([[1,Global,1,'male',1,'Under 5',1970,277111647]], columns=list(\"ABCDEFGHI\"))\n", - "list(data)" + "pandas.DataFrame(data)\n", + "data=data.fillna(0) # convert all the N/A values to zeros\n", + "print 'The size of the data is:'\n", + "print pandas.DataFrame.size\n", + "print\n", + "print 'The List of varaibles are:' , list(data)\n", + "print\n", + "print 'The data types are:'\n", + "print data.dtypes\n", + "\n", + "# creates a table with a total sum\n", + "data['sum'] = data.sum(axis=1)-data['pop'] " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## Univariate Analysis\n", + "For each variable of interest, answer the following questions. As you do so, begin making a list of further questions you would like to investigate:\n", + "\n", + "- What does the distribution of each (risk factor) variable look like?\n", + "- Is any variable ever missing (and if so, why)?\n", + "- What are the basic summary statistics (mean, median, standard deviation) each variable, and what is it's range (min/max)?\n", + "- What do you find surprising?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "There are many varaibles that are missing, i.e. smoking data is not collected for children age 5 and under." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Univariate analysis (by age)\n", + "In this section, you should investigate how each (risk-variable) varies by **age group**. More specifically, consider if the distribution of each variable of interest (smoking, alcohol use, etc.) is consistent across age-groups." ] }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:15: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:16: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:17: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:18: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:19: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:20: 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" + ] + }, { "data": { "text/html": [ @@ -88,1229 +172,753 @@ " \n", " \n", " \n", - " country\n", - " country.code\n", - " super.region\n", - " region\n", - " sex\n", - " age\n", - " pop\n", - " alcohol.use\n", - " drug.use\n", - " high.meat\n", - " low.exercise\n", - " smoking\n", + " Alcohol Death Rate (%)\n", + " Death Rate (%)\n", + " Drug Use Death Rate (%)\n", + " High Meat Death Rate (%)\n", + " Low Excercise Death Rate (%)\n", + " Smoking Death Rate (%)\n", " \n", " \n", " \n", " \n", - " 0\n", - " China\n", - " CHN\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " male\n", - " 70+ years\n", - " 3.818010e+07\n", - " 336.913532\n", - " 40.210751\n", - " 5.069854\n", - " 248.266850\n", - " 1944.480464\n", - " \n", - " \n", - " 1\n", - " China\n", - " CHN\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " female\n", - " 50-69 years\n", - " 1.530703e+08\n", - " 21.000557\n", - " 4.697916\n", - " 1.077716\n", - " 12.919982\n", - " 37.807709\n", - " \n", - " \n", - " 2\n", - " China\n", - " CHN\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " male\n", - " Under 5\n", - " 4.458679e+07\n", - " 0.236908\n", - " 0.120827\n", - " NaN\n", - " NaN\n", - " NaN\n", - " \n", - " \n", - " 3\n", - " China\n", - " CHN\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " male\n", - " 5-14 years\n", - " 8.299538e+07\n", - " 1.292633\n", - " 0.038498\n", - " NaN\n", - " NaN\n", - " NaN\n", - " \n", - " \n", - " 4\n", - " China\n", - " CHN\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " male\n", - " 15-49 years\n", - " 3.901690e+08\n", - " 35.849941\n", - " 5.677337\n", - " 0.188490\n", - " 3.058205\n", - " 30.797507\n", - " \n", - " \n", - " 5\n", - " China\n", - " CHN\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " male\n", - " 50-69 years\n", - " 1.564822e+08\n", - " 152.433338\n", - " 17.357274\n", - " 1.775641\n", - " 34.520583\n", - " 374.538684\n", - " \n", - " \n", - " 6\n", - " China\n", - " CHN\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " female\n", - " 5-14 years\n", - " 7.148107e+07\n", - " 0.868670\n", - " 0.039037\n", - " NaN\n", - " NaN\n", - " NaN\n", - " \n", - " \n", - " 7\n", - " China\n", - " CHN\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " female\n", - " 15-49 years\n", - " 3.651006e+08\n", - " 4.693057\n", - " 1.751538\n", - " 0.099397\n", - " 0.899956\n", - " 2.656216\n", - " \n", - " \n", - " 8\n", - " China\n", - " CHN\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " female\n", - " Under 5\n", - " 3.854704e+07\n", - " 0.183050\n", - " 0.126190\n", - " NaN\n", - " NaN\n", - " NaN\n", - " \n", - " \n", - " 9\n", - " China\n", - " CHN\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " female\n", - " 70+ years\n", - " 4.285894e+07\n", - " 77.304879\n", - " 12.989478\n", - " 3.055658\n", - " 156.526978\n", - " 585.964182\n", - " \n", - " \n", - " 10\n", - " North Korea\n", - " PRK\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " male\n", - " Under 5\n", - " 8.955102e+05\n", - " 0.186889\n", - " 0.101431\n", - " NaN\n", - " NaN\n", - " NaN\n", - " \n", - " \n", - " 11\n", - " North Korea\n", - " PRK\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " female\n", - " Under 5\n", - " 8.553315e+05\n", - " 0.195622\n", - " 0.109240\n", - " NaN\n", - " NaN\n", - " NaN\n", - " \n", - " \n", - " 12\n", - " North Korea\n", - " PRK\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " male\n", - " 70+ years\n", - " 4.709540e+05\n", - " 242.741080\n", - " 59.909589\n", - " 0.776155\n", - " 211.732113\n", - " 2364.892513\n", - " \n", - " \n", - " 13\n", - " North Korea\n", - " PRK\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " female\n", - " 50-69 years\n", - " 2.515588e+06\n", - " 27.345307\n", - " 10.465406\n", - " 0.230148\n", - " 15.131754\n", - " 186.148158\n", - " \n", - " \n", - " 14\n", - " North Korea\n", - " PRK\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " female\n", - " 70+ years\n", - " 1.039560e+06\n", - " 72.213553\n", - " 17.566084\n", - " 0.449832\n", - " 108.202395\n", - " 1097.656041\n", - " \n", - " \n", - " 15\n", - " North Korea\n", - " PRK\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " male\n", - " 5-14 years\n", - " 1.826308e+06\n", - " 1.078984\n", - " 0.029139\n", - " NaN\n", - " NaN\n", - " NaN\n", - " \n", - " \n", - " 16\n", - " North Korea\n", - " PRK\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " male\n", - " 15-49 years\n", - " 6.863832e+06\n", - " 47.043330\n", - " 10.865797\n", - " 0.048304\n", - " 5.326005\n", - " 73.166995\n", - " \n", - " \n", - " 17\n", - " North Korea\n", - " PRK\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " male\n", - " 50-69 years\n", - " 2.245503e+06\n", - " 147.263112\n", - " 35.665883\n", - " 0.349363\n", - " 45.285767\n", - " 714.715477\n", - " \n", - " \n", - " 18\n", - " North Korea\n", - " PRK\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " female\n", - " 5-14 years\n", - " 1.751028e+06\n", - " 0.709501\n", - " 0.028816\n", - " NaN\n", - " NaN\n", - " NaN\n", - " \n", - " \n", - " 19\n", - " North Korea\n", - " PRK\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " female\n", - " 15-49 years\n", - " 6.695147e+06\n", - " 7.332168\n", - " 3.731914\n", - " 0.028400\n", - " 1.269912\n", - " 16.444869\n", - " \n", - " \n", - " 20\n", - " Taiwan\n", - " TWN\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " male\n", - " 70+ years\n", - " 9.231694e+05\n", - " 338.629447\n", - " 89.065125\n", - " 16.592359\n", - " 237.161247\n", - " 1474.818867\n", - " \n", - " \n", - " 21\n", - " Taiwan\n", - " TWN\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " female\n", - " 50-69 years\n", - " 3.056424e+06\n", - " 19.381373\n", - " 6.657879\n", - " 2.713289\n", - " 7.450645\n", - " 51.220594\n", - " \n", - " \n", - " 22\n", - " Taiwan\n", - " TWN\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " female\n", - " 70+ years\n", - " 1.078713e+06\n", - " 81.144483\n", - " 19.408172\n", - " 12.154316\n", - " 92.561817\n", - " 415.723445\n", - " \n", - " \n", - " 23\n", - " Taiwan\n", - " TWN\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " male\n", - " 5-14 years\n", - " 1.278556e+06\n", - " 0.605018\n", - " 0.006473\n", - " NaN\n", - " NaN\n", - " NaN\n", - " \n", - " \n", - " 24\n", - " Taiwan\n", - " TWN\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " male\n", - " 15-49 years\n", - " 6.433936e+06\n", - " 46.148562\n", - " 10.462153\n", - " 0.575919\n", - " 2.902310\n", - " 32.832232\n", - " \n", - " \n", - " 25\n", - " Taiwan\n", - " TWN\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " male\n", - " 50-69 years\n", - " 2.930665e+06\n", - " 159.347802\n", - " 36.614446\n", - " 5.057553\n", - " 26.091179\n", - " 239.037466\n", - " \n", - " \n", - " 26\n", - " Taiwan\n", - " TWN\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " female\n", - " 5-14 years\n", - " 1.167340e+06\n", - " 0.424741\n", - " 0.005962\n", - " NaN\n", - " NaN\n", - " NaN\n", - " \n", - " \n", - " 27\n", - " Taiwan\n", - " TWN\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " female\n", - " 15-49 years\n", - " 6.350208e+06\n", - " 4.646102\n", - " 1.646647\n", - " 0.262458\n", - " 0.672413\n", - " 6.591819\n", - " \n", - " \n", - " 28\n", - " Taiwan\n", - " TWN\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " male\n", - " Under 5\n", - " 5.332155e+05\n", - " 0.146763\n", - " 0.023686\n", - " NaN\n", - " NaN\n", - " NaN\n", - " \n", - " \n", - " 29\n", - " Taiwan\n", - " TWN\n", - " Southeast Asia, East Asia, and Oceania\n", - " East Asia\n", - " female\n", - " Under 5\n", - " 4.875142e+05\n", - " 0.150790\n", - " 0.032121\n", - " NaN\n", - " NaN\n", - " NaN\n", - " \n", - " \n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " \n", - " \n", - " 1920\n", - " Senegal\n", - " SEN\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " male\n", - " 70+ years\n", - " 1.145630e+05\n", - " 215.103873\n", - " 26.085018\n", - " 1.123341\n", - " 266.623148\n", - " 528.222742\n", - " \n", - " \n", - " 1921\n", - " Senegal\n", - " SEN\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " female\n", - " 50-69 years\n", - " 6.232750e+05\n", - " 46.620081\n", - " 2.931512\n", - " 0.569833\n", - " 48.305807\n", - " 55.087206\n", - " \n", - " \n", - " 1922\n", - " Senegal\n", - " SEN\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " female\n", - " 70+ years\n", - " 1.543770e+05\n", - " 132.821593\n", - " 4.711101\n", - " 1.271146\n", - " 287.906337\n", - " 166.473119\n", - " \n", - " \n", - " 1923\n", - " Senegal\n", - " SEN\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " male\n", - " 50-69 years\n", - " 4.882680e+05\n", - " 107.258570\n", - " 16.852461\n", - " 0.528097\n", - " 60.474209\n", - " 212.812284\n", - " \n", - " \n", - " 1924\n", - " Senegal\n", - " SEN\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " female\n", - " 5-14 years\n", - " 1.987082e+06\n", - " 0.108259\n", - " 0.074757\n", - " NaN\n", - " NaN\n", - " NaN\n", - " \n", - " \n", - " 1925\n", - " Senegal\n", - " SEN\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " female\n", - " 15-49 years\n", - " 3.652984e+06\n", - " 4.541472\n", - " 1.054170\n", - " 0.037323\n", - " 1.709352\n", - " 2.101759\n", - " \n", - " \n", - " 1926\n", - " Senegal\n", - " SEN\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " male\n", - " Under 5\n", - " 1.308494e+06\n", - " 0.076087\n", - " 0.114549\n", - " NaN\n", - " NaN\n", - " NaN\n", - " \n", - " \n", - " 1927\n", - " Senegal\n", - " SEN\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " male\n", - " 5-14 years\n", - " 2.032493e+06\n", - " 0.186868\n", - " 0.070512\n", - " NaN\n", - " NaN\n", - " NaN\n", - " \n", - " \n", - " 1928\n", - " Senegal\n", - " SEN\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " male\n", - " 15-49 years\n", - " 3.474919e+06\n", - " 18.694611\n", - " 7.720957\n", - " 0.037193\n", - " 2.877836\n", - " 18.757350\n", - " \n", - " \n", - " 1929\n", - " Senegal\n", - " SEN\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " female\n", - " Under 5\n", - " 1.272743e+06\n", - " 0.060337\n", - " 0.123972\n", - " NaN\n", - " NaN\n", - " NaN\n", - " \n", - " \n", - " 1930\n", - " Sierra Leone\n", - " SLE\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " male\n", - " Under 5\n", - " 5.083643e+05\n", - " 0.612461\n", - " 0.087391\n", - " NaN\n", - " NaN\n", - " NaN\n", - " \n", - " \n", - " 1931\n", - " Sierra Leone\n", - " SLE\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " male\n", - " 15-49 years\n", - " 1.534752e+06\n", - " 47.955924\n", - " 8.422487\n", - " 0.002556\n", - " 2.714109\n", - " 31.636978\n", - " \n", - " \n", - " 1932\n", - " Sierra Leone\n", - " SLE\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " male\n", - " 50-69 years\n", - " 2.504480e+05\n", - " 255.213096\n", - " 18.047201\n", - " 0.030408\n", - " 52.245311\n", - " 363.206281\n", - " \n", - " \n", - " 1933\n", - " Sierra Leone\n", - " SLE\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " female\n", - " 5-14 years\n", - " 8.675780e+05\n", - " 0.664601\n", - " 0.078851\n", - " NaN\n", - " NaN\n", - " NaN\n", - " \n", - " \n", - " 1934\n", - " Sierra Leone\n", - " SLE\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " female\n", - " 15-49 years\n", - " 1.576649e+06\n", - " 16.187088\n", - " 1.456087\n", - " 0.002905\n", - " 2.297665\n", - " 8.124144\n", - " \n", - " \n", - " 1935\n", - " Sierra Leone\n", - " SLE\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " male\n", - " 5-14 years\n", - " 8.619320e+05\n", - " 0.903488\n", - " 0.076930\n", - " NaN\n", - " NaN\n", - " NaN\n", - " \n", - " \n", - " 1936\n", - " Sierra Leone\n", - " SLE\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " female\n", - " Under 5\n", - " 5.049774e+05\n", - " 0.632909\n", - " 0.092871\n", - " NaN\n", - " NaN\n", - " NaN\n", - " \n", - " \n", - " 1937\n", - " Sierra Leone\n", - " SLE\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " male\n", - " 70+ years\n", - " 4.282300e+04\n", - " 517.416606\n", - " 24.685351\n", - " 0.063498\n", - " 206.839922\n", - " 822.015759\n", - " \n", - " \n", - " 1938\n", - " Sierra Leone\n", - " SLE\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " female\n", - " 50-69 years\n", - " 2.691220e+05\n", - " 155.499030\n", - " 3.912256\n", - " 0.039877\n", - " 57.194172\n", - " 119.890505\n", - " \n", - " \n", - " 1939\n", - " Sierra Leone\n", - " SLE\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " female\n", - " 70+ years\n", - " 4.563200e+04\n", - " 401.712349\n", - " 6.160081\n", - " 0.080139\n", - " 277.324347\n", - " 310.982927\n", - " \n", - " \n", - " 1940\n", - " Togo\n", - " TGO\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " male\n", - " 50-69 years\n", - " 2.635940e+05\n", - " 176.711311\n", - " 24.338125\n", - " 0.106182\n", - " 50.653046\n", - " 334.073114\n", - " \n", - " \n", - " 1941\n", - " Togo\n", - " TGO\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " female\n", - " 5-14 years\n", - " 9.601530e+05\n", - " 0.238532\n", - " 0.480699\n", - " NaN\n", - " NaN\n", - " NaN\n", - " \n", - " \n", - " 1942\n", - " Togo\n", - " TGO\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " female\n", - " 15-49 years\n", - " 1.784859e+06\n", - " 6.990955\n", - " 3.319453\n", - " 0.005598\n", - " 1.454554\n", - " 1.359717\n", - " \n", - " \n", - " 1943\n", - " Togo\n", - " TGO\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " male\n", - " 5-14 years\n", - " 9.652130e+05\n", - " 0.397258\n", - " 0.454347\n", - " NaN\n", - " NaN\n", - " NaN\n", - " \n", - " \n", - " 1944\n", - " Togo\n", - " TGO\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " male\n", - " 15-49 years\n", - " 1.748943e+06\n", - " 34.149174\n", - " 12.684014\n", - " 0.008976\n", - " 2.576118\n", - " 21.984262\n", - " \n", - " \n", - " 1945\n", - " Togo\n", - " TGO\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " female\n", - " Under 5\n", - " 5.764667e+05\n", - " 0.121739\n", - " 0.278622\n", - " NaN\n", - " NaN\n", - " NaN\n", - " \n", - " \n", - " 1946\n", - " Togo\n", - " TGO\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " male\n", - " Under 5\n", - " 5.816957e+05\n", - " 0.144637\n", - " 0.260161\n", - " NaN\n", - " NaN\n", - " NaN\n", - " \n", - " \n", - " 1947\n", - " Togo\n", - " TGO\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " male\n", - " 70+ years\n", - " 4.928400e+04\n", - " 298.358756\n", - " 30.233769\n", - " 0.209533\n", - " 206.660153\n", - " 838.960521\n", - " \n", - " \n", - " 1948\n", - " Togo\n", - " TGO\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " female\n", - " 50-69 years\n", - " 3.109280e+05\n", - " 63.986628\n", - " 4.314203\n", - " 0.078809\n", - " 35.832383\n", - " 60.923339\n", - " \n", - " \n", - " 1949\n", - " Togo\n", - " TGO\n", - " Sub-Saharan Africa\n", - " Western Sub-Saharan Africa\n", - " female\n", - " 70+ years\n", - " 6.158000e+04\n", - " 151.338545\n", - " 5.150287\n", - " 0.177165\n", - " 206.054514\n", - " 188.280805\n", + " 70+ years\n", + " 0.112131\n", + " 12.609886\n", + " 0.112131\n", + " 0.065043\n", + " 3.307551\n", + " 0.987675\n", + " \n", + " \n", + " 50-69 years\n", + " 0.014629\n", + " 0.747869\n", + " 0.014629\n", + " 0.005936\n", + " 0.150171\n", + " 0.110506\n", + " \n", + " \n", + " Under 5\n", + " 0.000107\n", + " 0.000537\n", + " 0.000107\n", + " 0.000000\n", + " 0.000000\n", + " 0.000429\n", + " \n", + " \n", + " 5-14 years\n", + " 0.000028\n", + " 0.000720\n", + " 0.000028\n", + " 0.000000\n", + " 0.000000\n", + " 0.000692\n", + " \n", + " \n", + " 15-49 years\n", + " 0.002288\n", + " 0.026991\n", + " 0.002288\n", + " 0.000137\n", + " 0.002886\n", + " 0.010353\n", " \n", " \n", "\n", - "

1950 rows × 12 columns

\n", "" ], "text/plain": [ - " country country.code super.region \\\n", - "0 China CHN Southeast Asia, East Asia, and Oceania \n", - "1 China CHN Southeast Asia, East Asia, and Oceania \n", - "2 China CHN Southeast Asia, East Asia, and Oceania \n", - "3 China CHN Southeast Asia, East Asia, and Oceania \n", - "4 China CHN Southeast Asia, East Asia, and Oceania \n", - "5 China CHN Southeast Asia, East Asia, and Oceania \n", - "6 China CHN Southeast Asia, East Asia, and Oceania \n", - "7 China CHN Southeast Asia, East Asia, and Oceania \n", - "8 China CHN Southeast Asia, East Asia, and Oceania \n", - "9 China CHN Southeast Asia, East Asia, and Oceania \n", - "10 North Korea PRK Southeast Asia, East Asia, and Oceania \n", - "11 North Korea PRK Southeast Asia, East Asia, and Oceania \n", - "12 North Korea PRK Southeast Asia, East Asia, and Oceania \n", - "13 North Korea PRK Southeast Asia, East Asia, and Oceania \n", - "14 North Korea PRK Southeast Asia, East Asia, and Oceania \n", - "15 North Korea PRK Southeast Asia, East Asia, and Oceania \n", - "16 North Korea PRK Southeast Asia, East Asia, and Oceania \n", - "17 North Korea PRK Southeast Asia, East Asia, and Oceania \n", - "18 North Korea PRK Southeast Asia, East Asia, and Oceania \n", - "19 North Korea PRK Southeast Asia, East Asia, and Oceania \n", - "20 Taiwan TWN Southeast Asia, East Asia, and Oceania \n", - "21 Taiwan TWN Southeast Asia, East Asia, and Oceania \n", - "22 Taiwan TWN Southeast Asia, East Asia, and Oceania \n", - "23 Taiwan TWN Southeast Asia, East Asia, and Oceania \n", - "24 Taiwan TWN Southeast Asia, East Asia, and Oceania \n", - "25 Taiwan TWN Southeast Asia, East Asia, and Oceania \n", - "26 Taiwan TWN Southeast Asia, East Asia, and Oceania \n", - "27 Taiwan TWN Southeast Asia, East Asia, and Oceania \n", - "28 Taiwan TWN Southeast Asia, East Asia, and Oceania \n", - "29 Taiwan TWN Southeast Asia, East Asia, and Oceania \n", - "... ... ... ... \n", - "1920 Senegal SEN Sub-Saharan Africa \n", - "1921 Senegal SEN Sub-Saharan Africa \n", - "1922 Senegal SEN Sub-Saharan Africa \n", - "1923 Senegal SEN Sub-Saharan Africa \n", - "1924 Senegal SEN Sub-Saharan Africa \n", - "1925 Senegal SEN Sub-Saharan Africa \n", - "1926 Senegal SEN Sub-Saharan Africa \n", - "1927 Senegal SEN Sub-Saharan Africa \n", - "1928 Senegal SEN Sub-Saharan Africa \n", - "1929 Senegal SEN Sub-Saharan Africa \n", - "1930 Sierra Leone SLE Sub-Saharan Africa \n", - "1931 Sierra Leone SLE Sub-Saharan Africa \n", - "1932 Sierra Leone SLE Sub-Saharan Africa \n", - "1933 Sierra Leone SLE Sub-Saharan Africa \n", - "1934 Sierra Leone SLE Sub-Saharan Africa \n", - "1935 Sierra Leone SLE Sub-Saharan Africa \n", - "1936 Sierra Leone SLE Sub-Saharan Africa \n", - "1937 Sierra Leone SLE Sub-Saharan Africa \n", - "1938 Sierra Leone SLE Sub-Saharan Africa \n", - "1939 Sierra Leone SLE Sub-Saharan Africa \n", - "1940 Togo TGO Sub-Saharan Africa \n", - "1941 Togo TGO Sub-Saharan Africa \n", - "1942 Togo TGO Sub-Saharan Africa \n", - "1943 Togo TGO Sub-Saharan Africa \n", - "1944 Togo TGO Sub-Saharan Africa \n", - "1945 Togo TGO Sub-Saharan Africa \n", - "1946 Togo TGO Sub-Saharan Africa \n", - "1947 Togo TGO Sub-Saharan Africa \n", - "1948 Togo TGO Sub-Saharan Africa \n", - "1949 Togo TGO Sub-Saharan Africa \n", - "\n", - " region sex age pop \\\n", - "0 East Asia male 70+ years 3.818010e+07 \n", - "1 East Asia female 50-69 years 1.530703e+08 \n", - "2 East Asia male Under 5 4.458679e+07 \n", - "3 East Asia male 5-14 years 8.299538e+07 \n", - "4 East Asia male 15-49 years 3.901690e+08 \n", - "5 East Asia male 50-69 years 1.564822e+08 \n", - "6 East Asia female 5-14 years 7.148107e+07 \n", - "7 East Asia female 15-49 years 3.651006e+08 \n", - "8 East Asia female Under 5 3.854704e+07 \n", - "9 East Asia female 70+ years 4.285894e+07 \n", - "10 East Asia male Under 5 8.955102e+05 \n", - "11 East Asia female Under 5 8.553315e+05 \n", - "12 East Asia male 70+ years 4.709540e+05 \n", - "13 East Asia female 50-69 years 2.515588e+06 \n", - "14 East Asia female 70+ years 1.039560e+06 \n", - "15 East Asia male 5-14 years 1.826308e+06 \n", - "16 East Asia male 15-49 years 6.863832e+06 \n", - "17 East Asia male 50-69 years 2.245503e+06 \n", - "18 East Asia female 5-14 years 1.751028e+06 \n", - "19 East Asia female 15-49 years 6.695147e+06 \n", - "20 East Asia male 70+ years 9.231694e+05 \n", - "21 East Asia female 50-69 years 3.056424e+06 \n", - "22 East Asia female 70+ years 1.078713e+06 \n", - "23 East Asia male 5-14 years 1.278556e+06 \n", - "24 East Asia male 15-49 years 6.433936e+06 \n", - "25 East Asia male 50-69 years 2.930665e+06 \n", - "26 East Asia female 5-14 years 1.167340e+06 \n", - "27 East Asia female 15-49 years 6.350208e+06 \n", - "28 East Asia male Under 5 5.332155e+05 \n", - "29 East Asia female Under 5 4.875142e+05 \n", - "... ... ... ... ... \n", - "1920 Western Sub-Saharan Africa male 70+ years 1.145630e+05 \n", - "1921 Western Sub-Saharan Africa female 50-69 years 6.232750e+05 \n", - "1922 Western Sub-Saharan Africa female 70+ years 1.543770e+05 \n", - "1923 Western Sub-Saharan Africa male 50-69 years 4.882680e+05 \n", - "1924 Western Sub-Saharan Africa female 5-14 years 1.987082e+06 \n", - "1925 Western Sub-Saharan Africa female 15-49 years 3.652984e+06 \n", - "1926 Western Sub-Saharan Africa male Under 5 1.308494e+06 \n", - "1927 Western Sub-Saharan Africa male 5-14 years 2.032493e+06 \n", - "1928 Western Sub-Saharan Africa male 15-49 years 3.474919e+06 \n", - "1929 Western Sub-Saharan Africa female Under 5 1.272743e+06 \n", - "1930 Western Sub-Saharan Africa male Under 5 5.083643e+05 \n", - "1931 Western Sub-Saharan Africa male 15-49 years 1.534752e+06 \n", - "1932 Western Sub-Saharan Africa male 50-69 years 2.504480e+05 \n", - "1933 Western Sub-Saharan Africa female 5-14 years 8.675780e+05 \n", - "1934 Western Sub-Saharan Africa female 15-49 years 1.576649e+06 \n", - "1935 Western Sub-Saharan Africa male 5-14 years 8.619320e+05 \n", - "1936 Western Sub-Saharan Africa female Under 5 5.049774e+05 \n", - "1937 Western Sub-Saharan Africa male 70+ years 4.282300e+04 \n", - "1938 Western Sub-Saharan Africa female 50-69 years 2.691220e+05 \n", - "1939 Western Sub-Saharan Africa female 70+ years 4.563200e+04 \n", - "1940 Western Sub-Saharan Africa male 50-69 years 2.635940e+05 \n", - "1941 Western Sub-Saharan Africa female 5-14 years 9.601530e+05 \n", - "1942 Western Sub-Saharan Africa female 15-49 years 1.784859e+06 \n", - "1943 Western Sub-Saharan Africa male 5-14 years 9.652130e+05 \n", - "1944 Western Sub-Saharan Africa male 15-49 years 1.748943e+06 \n", - "1945 Western Sub-Saharan Africa female Under 5 5.764667e+05 \n", - "1946 Western Sub-Saharan Africa male Under 5 5.816957e+05 \n", - "1947 Western Sub-Saharan Africa male 70+ years 4.928400e+04 \n", - "1948 Western Sub-Saharan Africa female 50-69 years 3.109280e+05 \n", - "1949 Western Sub-Saharan Africa female 70+ years 6.158000e+04 \n", + " Alcohol Death Rate (%) Death Rate (%) Drug Use Death Rate (%) \\\n", + "70+ years 0.112131 12.609886 0.112131 \n", + "50-69 years 0.014629 0.747869 0.014629 \n", + "Under 5 0.000107 0.000537 0.000107 \n", + "5-14 years 0.000028 0.000720 0.000028 \n", + "15-49 years 0.002288 0.026991 0.002288 \n", "\n", - " alcohol.use drug.use high.meat low.exercise smoking \n", - "0 336.913532 40.210751 5.069854 248.266850 1944.480464 \n", - "1 21.000557 4.697916 1.077716 12.919982 37.807709 \n", - "2 0.236908 0.120827 NaN NaN NaN \n", - "3 1.292633 0.038498 NaN NaN NaN \n", - "4 35.849941 5.677337 0.188490 3.058205 30.797507 \n", - "5 152.433338 17.357274 1.775641 34.520583 374.538684 \n", - "6 0.868670 0.039037 NaN NaN NaN \n", - "7 4.693057 1.751538 0.099397 0.899956 2.656216 \n", - "8 0.183050 0.126190 NaN NaN NaN \n", - "9 77.304879 12.989478 3.055658 156.526978 585.964182 \n", - "10 0.186889 0.101431 NaN NaN NaN \n", - "11 0.195622 0.109240 NaN NaN NaN \n", - "12 242.741080 59.909589 0.776155 211.732113 2364.892513 \n", - "13 27.345307 10.465406 0.230148 15.131754 186.148158 \n", - "14 72.213553 17.566084 0.449832 108.202395 1097.656041 \n", - "15 1.078984 0.029139 NaN NaN NaN \n", - "16 47.043330 10.865797 0.048304 5.326005 73.166995 \n", - "17 147.263112 35.665883 0.349363 45.285767 714.715477 \n", - "18 0.709501 0.028816 NaN NaN NaN \n", - "19 7.332168 3.731914 0.028400 1.269912 16.444869 \n", - "20 338.629447 89.065125 16.592359 237.161247 1474.818867 \n", - "21 19.381373 6.657879 2.713289 7.450645 51.220594 \n", - "22 81.144483 19.408172 12.154316 92.561817 415.723445 \n", - "23 0.605018 0.006473 NaN NaN NaN \n", - "24 46.148562 10.462153 0.575919 2.902310 32.832232 \n", - "25 159.347802 36.614446 5.057553 26.091179 239.037466 \n", - "26 0.424741 0.005962 NaN NaN NaN \n", - "27 4.646102 1.646647 0.262458 0.672413 6.591819 \n", - "28 0.146763 0.023686 NaN NaN NaN \n", - "29 0.150790 0.032121 NaN NaN NaN \n", - "... ... ... ... ... ... \n", - "1920 215.103873 26.085018 1.123341 266.623148 528.222742 \n", - "1921 46.620081 2.931512 0.569833 48.305807 55.087206 \n", - "1922 132.821593 4.711101 1.271146 287.906337 166.473119 \n", - "1923 107.258570 16.852461 0.528097 60.474209 212.812284 \n", - "1924 0.108259 0.074757 NaN NaN NaN \n", - "1925 4.541472 1.054170 0.037323 1.709352 2.101759 \n", - "1926 0.076087 0.114549 NaN NaN NaN \n", - "1927 0.186868 0.070512 NaN NaN NaN \n", - "1928 18.694611 7.720957 0.037193 2.877836 18.757350 \n", - "1929 0.060337 0.123972 NaN NaN NaN \n", - "1930 0.612461 0.087391 NaN NaN NaN \n", - "1931 47.955924 8.422487 0.002556 2.714109 31.636978 \n", - "1932 255.213096 18.047201 0.030408 52.245311 363.206281 \n", - "1933 0.664601 0.078851 NaN NaN NaN \n", - "1934 16.187088 1.456087 0.002905 2.297665 8.124144 \n", - "1935 0.903488 0.076930 NaN NaN NaN \n", - "1936 0.632909 0.092871 NaN NaN NaN \n", - "1937 517.416606 24.685351 0.063498 206.839922 822.015759 \n", - "1938 155.499030 3.912256 0.039877 57.194172 119.890505 \n", - "1939 401.712349 6.160081 0.080139 277.324347 310.982927 \n", - "1940 176.711311 24.338125 0.106182 50.653046 334.073114 \n", - "1941 0.238532 0.480699 NaN NaN NaN \n", - "1942 6.990955 3.319453 0.005598 1.454554 1.359717 \n", - "1943 0.397258 0.454347 NaN NaN NaN \n", - "1944 34.149174 12.684014 0.008976 2.576118 21.984262 \n", - "1945 0.121739 0.278622 NaN NaN NaN \n", - "1946 0.144637 0.260161 NaN NaN NaN \n", - "1947 298.358756 30.233769 0.209533 206.660153 838.960521 \n", - "1948 63.986628 4.314203 0.078809 35.832383 60.923339 \n", - "1949 151.338545 5.150287 0.177165 206.054514 188.280805 \n", + " High Meat Death Rate (%) Low Excercise Death Rate (%) \\\n", + "70+ years 0.065043 3.307551 \n", + "50-69 years 0.005936 0.150171 \n", + "Under 5 0.000000 0.000000 \n", + "5-14 years 0.000000 0.000000 \n", + "15-49 years 0.000137 0.002886 \n", "\n", - "[1950 rows x 12 columns]" + " Smoking Death Rate (%) \n", + "70+ years 0.987675 \n", + "50-69 years 0.110506 \n", + "Under 5 0.000429 \n", + "5-14 years 0.000692 \n", + "15-49 years 0.010353 " ] }, - "execution_count": 81, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" + }, + { + "data": { + "image/png": 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06tWLefPm4efnR/v27blw4QJbt25V94RzODs7Y2FhwaeffoqpqSkmJia0bdsW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\nZjvN7CszuyXaxxGRSG+99RYNGjSI6CRUqVIlRo4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9n3/++YwZM4apU6eSkpISu1/iIKdO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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "pandas.DataFrame(data)\n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "\n", + "ageList = data.age.unique()\n", + "rateList = []\n", + "smokingList = []\n", + "alcoholList = []\n", + "drugList = [] \n", + "highMeatList = []\n", + "lowExerciseList = []\n", + "\n", + "for i in ageList:\n", + " df=data # reset the dataframe\n", + " df = df.loc[data['age'] == i ]\n", + " df['totalRate']=df['sum'] / df['pop']*100\n", + " df['smokingRate']=df['alcohol.use']/ df['pop']*100\n", + " df['alcoholList']=df['drug.use']/ df['pop']*100\n", + " df['drugList']=df['drug.use']/ df['pop']*100\n", + " df['highMeatList']=df['high.meat']/ df['pop']*100\n", + " df['lowExerciseList']=df['low.exercise']/ df['pop']*100\n", + "\n", + " rateList.append(df['totalRate'].mean())\n", + " smokingList.append(df['smokingRate'].mean())\n", + " alcoholList.append(df['alcoholList'].mean())\n", + " drugList.append(df['drugList'].mean())\n", + " highMeatList.append(df['highMeatList'].mean())\n", + " lowExerciseList.append(df['lowExerciseList'].mean())\n", + " \n", + "dfNew = pandas.DataFrame({\"Death Rate (%)\" : rateList, \\\n", + " \"Smoking Death Rate (%)\" : smokingList,\\\n", + " \"Alcohol Death Rate (%)\" : alcoholList,\\\n", + " \"Drug Use Death Rate (%)\" : drugList,\\\n", + " \"High Meat Death Rate (%)\" : highMeatList,\\\n", + " \"Low Excercise Death Rate (%)\":lowExerciseList},index=ageList)\n", + "\n", + "dfNew.plot(kind='bar')\n", "\n", - "#data.loc[(data[\"sex_name\"]==\"female\") & (data[\"age_group_name\"]==\"Under 5\"), [\"sex_name\",\"age_group_name\"]]\n" + "display(dfNew)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "\n", - "## Univariate Analysis\n", - "For each variable of interest, answer the following questions. As you do so, begin making a list of further questions you would like to investigate:\n", - "\n", - "- What does the distribution of each (risk factor) variable look like?\n", - "- Is any variable ever missing (and if so, why)?\n", - "- What are the basic summary statistics (mean, median, standard deviation) each variable, and what is it's range (min/max)?\n", - "- What do you find surprising?" + "## Univariate analysis (by sex)\n", + "In this section, you should investigate how each (risk-variable) varies by **sex group**. More specifically, consider if the distribution of each variable of interest (smoking, alcohol use, etc.) is consistent across sex-groups. Depending on your procedure, you may need to **reshape your data**." ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 18, "metadata": { - "collapsed": true + "collapsed": false }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:15: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:16: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:17: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:18: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:19: 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", + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:20: 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" + ] + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Alcohol Death Rate (%) Death Rate (%) Drug Use Death Rate (%) \\\n", + "male 0.042193 3.835206 0.042193 \n", + "female 0.009481 1.519195 0.009481 \n", + "\n", + " High Meat Death Rate (%) Low Excercise Death Rate (%) \\\n", + "male 0.018157 0.838790 \n", + "female 0.010290 0.545454 \n", + "\n", + " Smoking Death Rate (%) \n", + "male 0.333674 \n", + "female 0.110188 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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rV6/W9ox/0pPPl42MjPTu0rdv3653YTI3NwfSL7RPy4QJE4iLi2Pt2rXatMLG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\nDx/y119/0alTJ510U1NTvL2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1AGTVUdHGxoaEhIQ8RpvO19eXQYMG8ddff7F79+5sh15F\nRUUBMGjQoCy3azQaEhMTKVu2LMnJycybN4+NGzdy5coVpJRA+sUhMTExX/HlR1JSEpDe8Qzgzz//\nfOoxF/Z76dmzJ6NGjeLRo0f88ssvzJs3L8sx9oWNNyoqCiklXl5eetuEEJQtWzZP8WYcNzMXFxft\n/z9+/Jh33nmHoKAgbGxstBf/PXv2MH/+fHx9ffUqHE9+npJCVQAURckTIyOjLNOz+0HOTo8ePShd\nujSDBw/m0aNHek3NGdLS0gBYvHgxL7/8cpZ5Mu7AR40axaZNmxg7dizNmzenbNmyCCF4/fXXteUU\nhd9//x34r9JUHDEX9nupXLkybdu2BdJHapQrV45Ro0bh5eVFr169tPkKG29aWhpCCEJDQ6lYsaLe\n9sxDQzMrV64cAAkJCVSqVCnHvCEhIZQqVYr/+7//46+//uLYsWPExMTg6OhIcHAwLi4uXL16Vaec\njApTSWn+B1UBUJQSy8nJSXvH+qSMO++iYmJiQq9evdiyZQtdunTJdtIfV1dXIP3uOuMClZ2dO3cy\nZMgQnWfe//zzD3fu3NHJZ+i7u82bNyOEoFOnTs9NzLkJCAhgyZIlTJ06VacCUNh4XV1dkVJiZ2eX\n67nJSq1atZBSEh0dneMz/WvXrjF37lx27tyJRqPh2rVrCCG0QwczLvpXrlzRqQBER0dTvnx5bUWj\nJFB9ABSlhOrUqRMnTpzQmS3w9u3besP0isI777zDjBkzmDp1arZ53N3dcXV1ZdGiRdy/f19v+5PP\nao2MjPTuQpctW0ZqaqpOmrm5OVJKvYtWQWzdupX169fTsmVLbbP2sx5zXhgZGTFu3DgiIiIICwsz\nWLydOnXCysqKefPmkZKSonfc3J69u7u7U7p0aZ2RFFmZOHEinp6e2jkMKlasiJSS8+fPA+kjA4QQ\n2Nvb6+wXHh5OixYtciz7RaNaAJSS7YkxzM/bsfPb9J7Z+PHjCQ0NpX379vzvf//D3NycdevW4eTk\nREJCQpHeedavXz/XjopCCNatW0eXLl2oU6cOfn5+ODg4cOXKFY4cOULZsmW147a7devGxx9/jJWV\nFW5ubpw4cYJvvvlGrzm3QYMGGBkZsXDhQu7cuUOZMmVo165djs2+Ukq2b9+OhYUFjx490s4EeOzY\nMRo2bMhnn332zMVcWEOGDGH69OksXLhQu9aAIeJduXIlgwYNolGjRvTv3x87OztiY2PZu3cvrVq1\nYtmyZdnGVKZMGTp27MihQ4cICgrKMs/PP//M9u3bOXv2rDbNycmJxo0bM3jwYIYOHcq6deto3ry5\nTsfTW7ducebMGf73v/8V4qw9f1QFQCmRypcvj4mZGcnz5hVrHCb/TqhSELldoDNvF0LopFWuXJmj\nR48yevRo5s+fT/ny5RkxYgQWFhaMGTMGExOTbPfNTxy57Z+TNm3acOLECWbPns3y5ctJSkrC3t6e\nZs2aERAQoM23bNkyjI2N2bp1K8nJybRq1YpDhw7RqVMnneNWrFiR1atXM3/+fN58801SU1M5cuRI\njkMChRCMHDkSSH98Ub58eRo0aMDGjRvx8fHRm13uacdcFN+LiYkJo0aNYubMmXz33Xd4eHjw/vvv\nFzpeHx8fHBwcWLBgAYsWLeKff/7BwcGB1q1b4+fnl2u8/v7+9O3blytXrmQ5/XJgYCCjRo3SPorJ\n8Omnn+Lv78+kSZNwd3fXG3K6c+dOTExMsu2P8qIShb2LKApCiEZAeHh4eJY9nBV9p06dwt3dHYYD\nOfePyZurwJr0ZrHn9TvIOCfZfYbneTGgojRmzBjWrl1LUlJSieoRrTz70tLSqFOnDt7e3syaNctg\n5TZq1Ii2bds+F4sB5fa79mQewF1Kme0YTdUCoJRYVapUeeYuvk9bcnKyzp1+fHw8oaGhtG7dWl38\nlWeORqNh5syZjBw5kokTJ+qsCFhQ+/fv588//9SZzbGkyFcFQAgxCXgNqAU8BI4DE6SUF3LYpw2Q\neYYHCbwkpbyZv3AVRTGkFi1a4OnpSe3atbl+/TofffQR9+7dY9q0acUdmqJkqV+/ftr1BgyhU6dO\n3L1712DlPU/y2wLQGvgAOPnvvvOBA0KI2lLKhznsJ4EawD1tgrr4K0qx69q1Kzt27GDt2rUIIXB3\nd2fDhg288sorxR2aoihFLF8VAClllyffCyGGADcBd+CHXHa/JaUsmdUsRXlGzZkzhzlz5hR3GIqi\nFIPCzgNgTfrd/e1c8gngtBDiqhDigBBCf/5RRVEURVGemgJXAER6D6GlwA9SypwWc74GBAB9gN7A\nX8BRIUSDgh5bURRFUZTCKcwogBWAG5Djw8J/Owg+2UnwRyGEKzAWGFyI4yuKoiiKUkAFqgAIIT4E\nugCtpZT66yrm7mdyqThA+lrOmVeI8vHxwcfHpwCHVBRFUZQXy7Zt27TLa2fI62qS+a4A/Hvx7wm0\nkWeHOtYAACAASURBVFLG5nf/fzUg/dFAjpYsWfLcTkKjKIqiKEUtq5viJyYCylF+5wFYAfgAPYD7\nQoiMNR0TpZTJ/+aZBzhIKQf/+z4QiAb+AEyAYYAX0CE/x1YURVEUxXDy2wLwFum9/o9mSvcDNv/7\n/y8Bjk9sKw0sJn2C2gfAGaCdlPK7/AarKIqiKIph5GsUgJRSI6U0yuK1+Yk8flLKtk+8f09KWV1K\naS6ltJNSqou/oijPpaCgIDQatYr6kzQaDaNHjy7uMJ6q4OBg3NzcDFbe6tWrcXJy4vHjxwYrMy/U\nWgBKifU8Lwa0adMm/Pz8OHny5DPVTyYmJoaqVatmu33BggWMHz/+KUZkWEKIp14B8PPzY9OmTdr3\n5ubmVKhQgUaNGuHj48Nrr71W5Os2nDhxggMHDjB27FisrKwMVm7mvxchBNbW1jRr1ozp06fTvHnz\nApVbVPEC3Lt3j+DgYEJCQnTSZ86cydq1a3n8+DG+vr689957GBv/d4m9f/8+NWvWZNGiRfTv319n\n3yFDhhAUFMTq1asZNWqUQePNiaoAKCVSbGwstWvW5kHyg2KNw8zEjIjIiAJVAp7lxXp8fX3p0qWL\nXnrDhg2LIRrDmTZtGpMmTXrqxzUxMWH9+vVIKXn48CExMTF8+eWX9O3bF09PT8LCwrCwsCiy4x8/\nfpxZs2bh5+dn8Asq/Pf3kpqayoULF1i+fDlt27bll19+oU6dOs9UvOvXryc1NVXnIh4aGsr8+fOZ\nNGkSZmZmzJ07F3t7eyZMmKDNM2fOHKpWrap38QcoU6YMgwcPJiQkRFUAFKWoxcXF8SD5AZOZjBNO\nxRJDDDHMS55HXFzcC7cqYaNGjfD19S3uMPLkwYMHeV5VTqPRULp06SKOSJ+xsbFeT+9Zs2YRHBzM\nxIkTGTZsmN5QMEMq6mXjM/+9tGrVildffZWVK1fy4Ycf5ru8oox348aN9OjRQ+fvYM+ePQwYMIAZ\nM2YA6X9TYWFh2grAxYsXWbZsGT/8kP2M+f369SM4OJijR4/i6elZZPE/ST3MUko0J5yoUUz/PY2K\nx61btxg6dCj29vaYmprSoEEDNm/erJPH3d2dvn376qTVq1cPjUbD77//rk379NNP0Wg0REZGFjqu\nI0eOYGRkRFBQkE761q1b0Wg0rF69Wic9NDSUZs2aYW5ujq2tLW3atOHQoUM6efbt24eHhwcWFhZY\nWVnx/+3deXgURf7H8XdNOEK4bwRJgMilXEsA5QgYkGNBURGUuCDHLofuiiArKKJyyiEYREVZVkVW\njRpkFXVRQE45/C0BBE24BJL1AAlgBDEgpH5/TDIy5E4mGaA/r+eZB6a6uvs7nWT629VV1bfeeitx\ncd6TlA4ePJiyZcty8OBBevbsSbly5RgwYIBn+RdffEHPnj2pVKkSZcqUoXnz5syfP9+zPLM+AKtW\nrSI8PJyKFStStmxZGjVqxOOPP+5V59y5czz11FPUr1+fwMBAgoODGT9+POfOncvzsbvYuHHj6Nat\nGzExMRw4cCDPx2P37t0MGTKE0NBQSpUqxTXXXMOf//xnTpz4fXb3yZMne27b1KlTB5fLRUBAAImJ\n3qPAP/jgA5o2bUpgYCBNmjTh008/zffnCg8PB9wnzsKI94033qBVq1YEBQVRuXJlIiMj+fbbb3OM\n6/Dhw+zatYtbbrnFqzwlJYWKFSt63leqVIkzZ35vXRw7diz33ntvti1gLVu2pFKlSnzwwQc5xuEr\nagEQuUqlpKTQqVMnDh48yIMPPkidOnWIiYlh8ODBJCcn8+CDDwLuL9u3337bs97JkyeJi4sjICCA\njRs30qRJEwA+//xzqlWrRsOGDXPc95kzZzh+/HiG8goVKhAQEEBERAQPPPAAM2bM4I477qBFixb8\n8MMPjBo1im7dujFixAjPOpMnT2by5Mm0b9+eqVOnUqJECb744gvWrFnj+SL+17/+xeDBg+nRowez\nZ8/mzJkzvPTSS4SHh7Njxw5PC4sxhvPnz9O9e3fCw8OZO3eu5+p/1apV3HbbbdSsWZPRo0dTo0YN\n4uPj+fjjjz2d3IwxXrde4uLiuO2222jRogVTp06lZMmSHDhwgM2bN3vqWGu57bbb2Lx5MyNGjKBR\no0bs3r2bqKgo9u/fz7Jly3L3A83CwIEDWblyJatWreK6667L0/FYtWoVhw4dYujQodSoUYOvv/6a\nhQsXEhcXx5YtWwC466672LdvH2+//TbPPfcclStXBqBq1aqeGDZu3MiyZct44IEHKFu2LPPnz6dv\n374kJiZ6nRhz69ChQwAZ1vVFvNOnT+fJJ5+kf//+DBs2jGPHjjF//nw6derEjh07sr1lsHnzZowx\nGfrdtGnThhdffJG+ffsSFBTEwoUL6dChgyfmdevWsX///hw/d8uWLdm0aVMuj5IPWGsvuxfQErCx\nsbFWcic2NtYCluFYJvngNRx7pf8M0o9JZp8hfdlCFtq1rPXLayEL832MFy9ebF0uV7brzps3z7pc\nLhsdHe0pO3/+vG3Xrp0tV66cPX36tLXW2qVLl1qXy2X37NljrbX2ww8/tIGBgfaOO+6wkZGRnnWb\nN29u77rrrmzjOnz4sDXGWJfLZY0xXi+Xy2W/+OILT90zZ87Y+vXr26ZNm9qzZ8/aXr162QoVKthv\nv/3WU+fAgQM2ICDA9u3bN8t9nj592lasWNGOHDnSq/zHH3+0FSpUsCNGjPCUDR482LpcLvv44497\n1b1w4YKtW7eurVevnv3555+z3NekSZOsy+XyvE8/xidOnMhynX/961+2WLFidvPmzV7lCxcutC6X\ny27ZsiXLddNjLlu2bJbLd+7caY0xduzYsdbavB2PlJSUDNt7++23rcvlsp9//rmnbM6cOdblctmE\nhIQM9Y0xNjAw0B46dMhTtmvXLmuMsS+++GK2ny3992Xq1Kk2KSnJHj161G7cuNG2bt3aulwuu2zZ\nMq/6BY03ISHBFitWzM6cOdOr/Ouvv7bFixe3M2bMyDbeJ554wrpcLvvLL794lZ8+fdp27NjR83ve\nrFkz+/3339vz58/bG264wT7zzDPZbjfdiBEjbOnSpbOtk9332qV1gJY2m3OtbgGIXKVWrFhBjRo1\nvDodBQQEMGrUKE6fPs369esBdwuAtZYNG9yjczdu3EibNm3o2rUrGzduBNxTi3711VeeptmcDB8+\nnNWrV3u9Vq1a5TV0qlSpUixevJj4+Hg6duzIihUrmDdvHrVq1fLU+fe//421lieffDLLfa1atYrk\n5GT69+/P8ePHPS9jDDfeeCNr167NsM7IkSO93u/YsYPDhw8zevRoypYtm6vPCO4WjYvjzMzSpUtp\n3LgxDRo08IovIiICa22m8eVFeue/U6dOAbBy5cpcH4+SJUt6/n/27FmOHz/OjTfeiLWW7du35zqG\nrl27UqdOHc/7pk2bUq5cOQ4ePJir9Z966imqVq1KjRo16NixI3v37uXZZ5/lzjvv9KpX0Hjfe+89\nrLX069fP69hUq1aN+vXr5/izOH78OMWKFcvQZ6R06dKsX7+euLg4du7cyY4dO7jmmmt48cUXOXfu\nHKNHjyYuLo7OnTtz7bXXMnDgQE6fPp1h+xUrVuTXX38lJSUlx8/iC7oFIHKVSkhIoH79+hnKGzdu\njLWWhIQEAM+X38aNGxk2bBgbN26kc+fOhIeH87e//Y3Dhw/z9ddfY63NdQJQv359OnfunGO9du3a\nMXLkSF588UV69OjBoEHezwc7ePAgLpeLxo0bZ7mN/fv3Y60lIiIiwzJjTIYm3WLFinHttdd6lX3z\nzTcYY/Lc4/yee+7hlVdeYdiwYTz66KN06dKFPn360LdvX8+tgv3797Nnzx6vJvOL4/vxxx/ztM9L\npZ9I0hOXAwcOZHs8Ln6+ysmTJ5k0aRLvvPOOVxzGmFzPJw9Qu3btDGUVK1bk5MmTuVp/+PDh9OvX\nj5SUFNasWcP8+fM5f/58hnoFjffAgQOkpqZ6bpVczBhT4A6ejRo18vw/KSmJyZMns3jxYgBuu+02\nevfuzZw5cxgzZgx/+9vfPMvSpSeRRTXCRwmAiNChQwfWrFlDSkoKsbGxTJo0iSZNmlChQgU2btxI\nXFwcZcqU8fkwvnPnzrFu3TqMMXzzzTekpKQQGBiYp22kpqZijOGNN96gevXqGZZfPBYbvK8iCyow\nMJANGzawdu1aPv74Yz755BPeeecdunTpwsqVKzHGkJqaStOmTYmKisq0lSCzk2depHfUTD+p5eV4\n9OvXj61btzJu3DiaN29OmTJlSE1NpXv37qSmpuY6hoCAgEzLs2oVudTFCWPPnj1xuVyMHz+eiIgI\nr/vtBY03NTUVl8vFJ598kul8DjkNpaxcuTLnz5/nl19+oXTp0tnWfeKJJwgLC+O2225j48aNHDly\nhNmzZ1O8eHEmT57MH//4xwwJwMmTJwkKCvLp72h2lACIXKVCQkLYvXt3hvL4+HjP8nTh4eEsXryY\nt99+m9TUVNq2bYsxhg4dOrBhwwbi4+Np166dz69MnnzySfbs2cOcOXMYN24cjz76KPPmzfMsDw0N\nJTU1lbi4OJo1a5bpNkJDQ7HWUrVq1Vy1OmS3ja+++ipf24iIiCAiIoI5c+YwY8YMJk6cyNq1a+nc\nuTOhoaHs2rUr0ytyX1iyZAkul4uuXd2PV8nt8fjpp59Ys2YNU6dO9Rq1cOloAij6OScef/xxFi1a\nxMSJE/nPf/4D+Cbe9GNTp06dTFsBcpJ+hX/o0CFP59jMfPnllyxevNhzW+KHH36gYsWKFC9eHICa\nNWty7tw5jh075tUydOjQoWxbu3xNfQBErlI9e/bkyJEjvPPOO56yCxcu8Pzzz1O2bFk6derkKU/v\nBzBr1iyaNWvmaU4ODw/ns88+IzY2NtfN/7n1xRdfMHfuXMaMGcOYMWN45JFHeOGFFzz9DgDuuOMO\njDFMmTIly6vJ7t27U65cOZ5++ulMm41zM9tjy5YtqVu3LvPmzctT03dmTdzNmzfHWsvZs2cB9/ju\nb7/9lkWLFmWom5KS4jVcLK9mzpzJqlWr6N+/P6GhoUDuj0f6VfulV85RUVEZTqDpV7s//fRTvmPN\ni/LlyzNixAg+/fRTdu3aBfgm3j59+uByuZg8eXKm+714OGFm2rZti7WWbdu2ZVtv9OjRDBs2zHMy\nr169OseOHfPEExcXR7FixahSpYrXetu3b6ddu3bZbtuX1AIgcoWy1vLKK6+wYsWKDMtGjx7N8OHD\nWbhwIYMHD2bbtm2eYYBbtmzhueee82rCDA0NpUaNGuzbt88zPBCgY8eOjB8/HmNMnhKA2NhY3nzz\nzQzloaGh3HTTTZw9e5ZBgwbRsGFDpk2bBriH+3344YcMGTKE3bt3U6pUKUJDQ3n88ceZNm0a4eHh\n9OnTh5IlS/Lf//6XWrVqMX36dMqWLctLL73EfffdR8uWLenfvz9Vq1YlMTGRjz/+mA4dOniN5c+M\nMYaXXnqJ3r1706JFC4YMGcI111zDnj17iIuLy/QYg3syng0bNtCrVy9CQkI4evQoL730EsHBwZ5h\nYAMHDuTdd9/l/vvvZ+3atbRv354LFy4QHx9PTEwMK1euzHE65/Pnz3uOZ0pKCgkJCSxfvpzdu3fT\npUsXr3kTcns8ypYtS8eOHZk9ezbnzp2jVq1arFy5ksOHD2dItsLCwrDWMmHCBPr370/x4sXp3bs3\npUqVyjbugnjooYeYN28eM2fO5K233vJJvPXq1WPatGlMmDCBQ4cOcccdd3jmhXj//fcZMWIEDz/8\ncJYx1a1blyZNmrB69WoGDx6caZ2YmBh2797tNbyzbdu2VKtWjb59+9KnTx/mzJnDXXfd5ZW4xMbG\ncuLECe64446CHbg8UAIgjpZAwhW7b2MML7/8cqbLhgwZQs2aNVm/fj2PPvooS5Ys4eeff6Zhw4Ys\nXryYgQMHZlgnPDycpUuXek5c4P4iDQoKIjU1lRtvvDHXcb399ttecwukGzRoEDfddBMTJkzg4MGD\nbNmyxdPxqnjx4rz++uu0bdvW0xoA7sSgXr16PP/880ycOJGgoCCaNWvGfffd59luZGQktWrVYubM\nmcyZM4ezZ89Sq1YtwsPDGTJkSIb4MtOtWzfWrl3L5MmTefbZZ0lNTSU0NJThw4dnuf7tt99OQkIC\nr732GklJSVSpUoWbb76ZSZMmeVpRjDF88MEHREVFsWTJEt5//32CgoKoV68eY8aMoUGDBjke07Nn\nz3o+b1BQENWqVSMsLIxJkyZlesLI7fGIjo7mwQcfZMGCBVhr6d69OytWrKBmzZpen7NVq1ZMmzaN\nl19+mU8//ZTU1FQOHTpEcHBwhrkRLj5Oubl1kFW9a665hnvvvZc33niD6dOnU7duXZ/EO378eBo2\nbEhUVBRTpkwB3P0wevToQe/evXOMd+jQoTz11FOcPXs2w736lJQUxo0bx5QpU7zmMChRogQffPAB\nI0aMYMKECURERPD88897rRsTE0NISEiRzQIIYHLbSaMoGWNaArGxsbGX1YNOLmfbt28nLCwMhuN+\n8HJBfQ/8w52VXqk/g/RjktlnuBqeBSAiRe/nn38mNDSU2bNnZ0gu8+vcuXPUqVOHCRMm5PgsgOy+\n1y6tA4RZa7McH6kWAHGk4OBg4vfGX7FPAxQR/yhXrhyPPPIIzzzzjM8SgNdee40SJUp4zYBZFJQA\niGMFBwfr5CsieTZu3DifPtZ6xIgRRX7yB40CEBERcSQlACIiIg6kBEBERMSBlACIiIg4kBIAERER\nB1ICICIi4kBKAERERBxICYCIiIgDKQEQERFxICUAIiIiDqSpgMWxEhMT9SwAHxo8eDDvvfcep06d\nyrbezTffjDGGtWvXFlFkV4b169cTERHB0qVL6dOnj7/DKTI9e/akdu3aXo80LojIyEhSU1N55513\nfLK9q5kSAHGkxMREGjduyJkzKX6NIygokPj4vflKAnbv3s3kyZPZtm0bR48epXLlylx//fX07t07\nxyeKFYa8PP7V5fJP42OdOnVITEz0xFGuXDlq165N27Zt+fOf/0ybNm0KPYbo6Gh+/PFHHnrooQzL\ncnP8svL66697PZwmICCA6tWr07VrV6ZPn07Nmvl7TGh28RbUpk2bWL16NXv37vWUJScn88ADD7Bi\nxQoqVqzI448/ztChQ73W27ZtG506dSIuLo6QkBCvZePHj6dVq1bs3r2bpk2b+jzmq0meEgBjzGPA\nnUAj4FdgMzDeWrsvh/VuBuYCNwCJwHRr7ev5CVjEF5KSkjh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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "There are many varaibles that are missing, i.e. smoking data is not collected for children age 5 and under." + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "\n", + "sexList = data.sex.unique()\n", + "rateList = []\n", + "smokingList = []\n", + "alcoholList = []\n", + "drugList = [] \n", + "highMeatList = []\n", + "lowExerciseList = []\n", + "\n", + "for i in sexList:\n", + " df=data # reset the dataframe\n", + " df = df.loc[data['sex'] == i ]\n", + " df['totalRate']=df['sum'] / df['pop']*100\n", + " df['smokingRate']=df['alcohol.use']/ df['pop']*100\n", + " df['alcoholList']=df['drug.use']/ df['pop']*100\n", + " df['drugList']=df['drug.use']/ df['pop']*100\n", + " df['highMeatList']=df['high.meat']/ df['pop']*100\n", + " df['lowExerciseList']=df['low.exercise']/ df['pop']*100\n", + " \n", + " rateList.append(df['totalRate'].mean())\n", + " smokingList.append(df['smokingRate'].mean())\n", + " alcoholList.append(df['alcoholList'].mean())\n", + " drugList.append(df['drugList'].mean())\n", + " highMeatList.append(df['highMeatList'].mean())\n", + " lowExerciseList.append(df['lowExerciseList'].mean())\n", + " \n", + "dfNew = pandas.DataFrame({\"Death Rate (%)\" : rateList, \\\n", + " \"Smoking Death Rate (%)\" : smokingList,\\\n", + " \"Alcohol Death Rate (%)\" : alcoholList,\\\n", + " \"Drug Use Death Rate (%)\" : drugList,\\\n", + " \"High Meat Death Rate (%)\" : highMeatList,\\\n", + " \"Low Excercise Death Rate (%)\":lowExerciseList},index=sexList)\n", + "\n", + "dfNew.plot(kind='bar')\n", + "display(dfNew)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Univariate analysis (by age)\n", - "In this section, you should investigate how each (risk-variable) varies by **age group**. More specifically, consider if the distribution of each variable of interest (smoking, alcohol use, etc.) is consistent across age-groups." + "## Univariate analysis (by country)\n", + "In this section, you should investigate how each (risk-variable) varies by **country**. Given the number of countries present in the dataset, I suggest that you aggregate your data by region. In order to do this, you'll need to **convert death rates to deaths** using the `pop` column." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": { "collapsed": false }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:10: 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" + ] + }, + { + "data": { + "text/html": [ + "
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Death Rate (%)
China0.000914
North Korea0.079032
Taiwan0.031172
Cambodia0.263120
Indonesia0.006659
Laos0.535087
Malaysia0.055138
Maldives2.101929
Mauritius0.771540
Myanmar0.053655
Philippines0.030289
Sri Lanka0.026888
Seychelles12.568355
Thailand0.017830
Timor-Leste1.266786
Vietnam0.024202
American Samoa48.795603
Federated States of Micronesia28.033278
Fiji1.905324
Guam8.786050
Kiribati51.009621
Marshall Islands39.940693
Northern Mariana Islands83.966422
Papua New Guinea0.850253
Samoa8.413350
Solomon Islands7.009092
Tonga23.776095
Vanuatu10.132347
Armenia0.386463
Azerbaijan0.138548
......
Somalia0.193559
South Sudan0.141752
Tanzania0.035611
Uganda0.074208
Zambia0.234440
Botswana1.647777
Lesotho2.408984
Namibia1.148801
South Africa0.046711
Swaziland3.732737
Zimbabwe0.256234
Benin0.222323
Burkina Faso0.162820
Cameroon0.117768
Cape Verde2.588945
Chad0.202078
Cote d'Ivoire0.097636
The Gambia1.232581
Ghana0.073843
Guinea0.127362
Guinea-Bissau1.427542
Liberia0.510497
Mali0.101673
Mauritania0.375748
Niger0.071576
Nigeria0.011358
Sao Tome and Principe15.678978
Senegal0.139738
Sierra Leone0.626011
Togo0.396405
\n", + "

195 rows × 1 columns

\n", + "
" + ], + "text/plain": [ + " Death Rate (%)\n", + "China 0.000914\n", + "North Korea 0.079032\n", + "Taiwan 0.031172\n", + "Cambodia 0.263120\n", + "Indonesia 0.006659\n", + "Laos 0.535087\n", + "Malaysia 0.055138\n", + "Maldives 2.101929\n", + "Mauritius 0.771540\n", + "Myanmar 0.053655\n", + "Philippines 0.030289\n", + "Sri Lanka 0.026888\n", + "Seychelles 12.568355\n", + "Thailand 0.017830\n", + "Timor-Leste 1.266786\n", + "Vietnam 0.024202\n", + "American Samoa 48.795603\n", + "Federated States of Micronesia 28.033278\n", + "Fiji 1.905324\n", + "Guam 8.786050\n", + "Kiribati 51.009621\n", + "Marshall Islands 39.940693\n", + "Northern Mariana Islands 83.966422\n", + "Papua New Guinea 0.850253\n", + "Samoa 8.413350\n", + "Solomon Islands 7.009092\n", + "Tonga 23.776095\n", + "Vanuatu 10.132347\n", + "Armenia 0.386463\n", + "Azerbaijan 0.138548\n", + "... ...\n", + "Somalia 0.193559\n", + "South Sudan 0.141752\n", + "Tanzania 0.035611\n", + "Uganda 0.074208\n", + "Zambia 0.234440\n", + "Botswana 1.647777\n", + "Lesotho 2.408984\n", + "Namibia 1.148801\n", + "South Africa 0.046711\n", + "Swaziland 3.732737\n", + "Zimbabwe 0.256234\n", + "Benin 0.222323\n", + "Burkina Faso 0.162820\n", + "Cameroon 0.117768\n", + "Cape Verde 2.588945\n", + "Chad 0.202078\n", + "Cote d'Ivoire 0.097636\n", + "The Gambia 1.232581\n", + "Ghana 0.073843\n", + "Guinea 0.127362\n", + "Guinea-Bissau 1.427542\n", + "Liberia 0.510497\n", + "Mali 0.101673\n", + "Mauritania 0.375748\n", + "Niger 0.071576\n", + "Nigeria 0.011358\n", + "Sao Tome and Principe 15.678978\n", + "Senegal 0.139738\n", + "Sierra Leone 0.626011\n", + "Togo 0.396405\n", + "\n", + "[195 rows x 1 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "## Univariate analysis (by sex)\n", - "In this section, you should investigate how each (risk-variable) varies by **sex group**. More specifically, consider if the distribution of each variable of interest (smoking, alcohol use, etc.) is consistent across sex-groups. Depending on your procedure, you may need to **reshape your data**." + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "\n", + "countryList = data.country.unique()\n", + "rateList = []\n", + "\n", + "for i in countryList:\n", + " df=data # reset the dataframe\n", + " df = df.loc[data['country'] == i ]\n", + " df['totalRate']=df['sum'] / df['pop']*100\n", + " \n", + " rateList.append(df['totalRate'].mean())\n", + " \n", + "dfNew = pandas.DataFrame({\"Death Rate (%)\" : rateList},index=countryList)\n", + "\n", + "display(dfNew)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": { - "collapsed": true + "collapsed": false }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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kS613C23yttxhf96WBu2RP5DKcJGNuilc/iKNn0jpx3rSQvLC5EPI9l+X6fFvJC5qmK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3BYfwfGjKxwFHKqWCIiVlKV8kAW+bW7H1E4fjTwPe+98vScyJG9qLI9L3JYeLEHY5oIbbgX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\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tFwz2/TyllGplI5/2IekJYIztk2u270E0MPlAOZHNFMvDwF62Ly/Og1az/XBRYLKW7f8q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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Code goes here" + "dfNew.plot(kind='bar',figsize=(50,3),grid=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Univariate analysis (by country)\n", - "In this section, you should investigate how each (risk-variable) varies by **country**. Given the number of countries present in the dataset, I suggest that you aggregate your data by region. In order to do this, you'll need to **convert death rates to deaths** using the `pop` column." + "## Bivariate analysis\n", + "In this section, you should compare risks-variables to one another to see how they co-vary. Use simple statistical tests (i.e., **correlation**) and visualization as you see fit. " ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 67, "metadata": { - "collapsed": true + "collapsed": false }, - "outputs": [], - "source": [ - "# Code goes here" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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SnvDMVfX8JL+Q5ILW2uOTXd5EbOb3/Nwkr0jyj5K8Psk7kpyf5KoJrXErPeF5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wNnAu8YZeydEXE/0E0ukt8D7BYRe1etYJxZnBvLzwBWrlzJIYccMs6w+lu+fDkrVqzo+BiMo/Vi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+6bx49f7Lo/9bDv8/28stShvSaEkGJAkZyDQiJ5lw1mCd5JQkAt0eG1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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "## Bivariate analysis\n", - "In this section, you should compare risks-variables to one another to see how they co-vary. Use simple statistical tests (i.e., **correlation**) and visualization as you see fit. " + "fig, axes = plt.subplots(nrows=4, ncols=4)\n", + "data.plot.scatter(x='smoking',y='drug.use',ax=axes[1, 0],figsize=(18,18))\n", + "data.plot.scatter(y='smoking',x='high.meat',ax=axes[2, 1])\n", + "data.plot.scatter(x='high.meat',y='drug.use',ax=axes[2, 0])\n", + "data.plot.scatter(y='smoking',x='low.exercise',ax=axes[3, 1])\n", + "data.plot.scatter(x='low.exercise',y='drug.use',ax=axes[3, 0])\n", + "data.plot.scatter(x='low.exercise',y='high.meat',ax=axes[3, 2])" ] }, { @@ -1320,29 +928,27 @@ "collapsed": true }, "outputs": [], - "source": [ - "# Code goes here" - ] + "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python [default]", + "display_name": "Python [conda root]", "language": "python", - "name": "python3" + "name": "conda-root-py" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 3 + "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.2" + "pygments_lexer": "ipython2", + "version": "2.7.12" } }, "nbformat": 4,