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Data sharks testing bronze #29

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cd8b677
Updated Bronze Dataframe
vperezlo Jul 14, 2022
690772e
Merge pull request #28 from devonfw-forge/main-data-sharks
vperezlo Jul 14, 2022
d4bc811
Golden Dataframes per Country
vperezlo Jul 14, 2022
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Golden Dataframes per Country
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@vperezlo
vperezlo committed Jul 14, 2022
commit d4bc81103e30d701869147c18d296603867a42a9
237 changes: 39 additions & 198 deletions Notebook_Golden.ipynb
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22 changes: 22 additions & 0 deletions Output/Country/Afghanistan.csv
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,Country,Year,AgriShareGDP,CreditToAgriFishForest,EmploymentRural,GDP,TotalAgri,% Soldiers,Birth Rate,Death Rate,Homicides,Life Expectancy,Maternal Death Risk,Infant Mortality,% Population Growth,% Rural Population,Civil Liberties,Freedom of Expression,% Healthcare Investment,% Employment Industry,% Education Expenditure,% Men Employment,% Women Employment,Population,Region
0,Afghanistan,2000,54.063,,,3342.034168,,7.88796097983463,48.021,11.718,,55.841,11.2156379912129,90.5,2.97505722281038,77.922,0.4,0.625,1.21,11.014,,,,20779957.0,South Asia
1,Afghanistan,2001,54.063,,,3598.470576,,5.020511240390225,47.505,11.387,,56.308,10.6049681394364,87.9,3.90280496415438,77.831,0.4,0.625,1.21,12.037,,,,21606992.0,South Asia
2,Afghanistan,2002,45.1344,,,4141.523943,,2.15306150094582,46.901,11.048,,56.784,9.73650912005909,85.3,4.4967187466326,77.739,0.4,0.625,1.21,10.048,,,,22600774.0,South Asia
3,Afghanistan,2003,41.9034,,,4729.042179,,2.20829036368334,46.231,10.704,,57.271,8.97836614020107,82.7,4.66834379545461,77.647,0.403,0.687,5.46,10.227,,,,23680871.0,South Asia
4,Afghanistan,2004,35.6128,,,5388.482107,,0.435599375060097,45.507,10.356,,57.772,8.31549443527835,80.0,4.32155951673842,77.5,0.403,0.677,3.6,11.414,,,,24726689.0,South Asia
5,Afghanistan,2005,35.1476,,,6220.574147,,0.416444370204238,44.723,10.003,,58.29,7.81041080451062,77.3,3.68269988149014,77.297,0.403,0.677,3.37,11.184,,,,25654274.0,South Asia
6,Afghanistan,2006,34.3934,,,7104.711445,,0.767568167954751,43.87,9.645,,58.826,7.58144008868269,74.6,2.9905238360968,77.093,0.397,0.707,2.72,11.535,,,,26433058.0,South Asia
7,Afghanistan,2007,35.266,,,9412.161765,,0.753282650704164,42.944,9.287,,59.375,7.26897290852062,71.9,2.49383039084495,76.887,0.397,0.708,2.61,11.182,,,,27100542.0,South Asia
8,Afghanistan,2008,30.9046,,,10236.901594,,1.3647280801078,41.949,8.932,,59.93,6.82759665545794,69.2,2.26827304079294,76.68,0.407,0.735,3.0,11.393,,,,27722281.0,South Asia
9,Afghanistan,2009,32.7856,,,11595.133469,,3.63882306707489,40.903,8.584,,60.484,6.44358057382544,66.7,2.39697830237036,76.472,0.404,0.74,2.51,9.455,,,,28394806.0,South Asia
10,Afghanistan,2010,30.9138,,,14698.889678,,4.25262122534817,39.829,8.25,,61.028,6.03931129230311,64.2,2.74661463795293,76.263,0.404,0.745,2.26,9.409,,,,29185511.0,South Asia
11,Afghanistan,2011,29.8295,,,17350.694945,,4.52434071376244,38.75,7.936,,61.553,5.5208063944762,61.8,3.14310555651301,76.052,0.406,0.745,2.19,9.885,,,,30117411.0,South Asia
12,Afghanistan,2012,28.5562,,,19136.499341,,4.2852910158047,37.69,7.645,,62.054,5.02302719536136,59.5,3.40760003260595,75.84,0.405,0.747,1.37,9.244,,,,31161378.0,South Asia
13,Afghanistan,2013,27.8781,,,19621.802455,,3.97997266680196,36.67,7.38,,62.525,4.53815117369347,57.3,3.49459192739625,75.627,0.378,0.743,1.78,9.283,,,,32269592.0,South Asia
14,Afghanistan,2014,27.4791,,,19550.702567,,3.53247387908301,35.706,7.141,,62.966,4.21670381435676,55.2,3.35560233082199,75.413,0.384,0.724,1.86,9.699,,,,33370803.0,South Asia
15,Afghanistan,2015,25.5322,,,18713.04841,,3.48093674906882,34.809,6.929,,63.377,3.6091255501105,53.2,3.07705362914441,75.197,0.392,0.712,2.01,9.94,,,,34413603.0,South Asia
16,Afghanistan,2016,26.4075,,,18019.558182,,3.37609123264645,33.981,6.742,,63.763,3.3309138614947,51.3,2.77803478841236,74.98,0.3755,0.66,2.14,9.96,,,,35383028.0,South Asia
17,Afghanistan,2017,25.5747,,,18896.352021,,3.24666839554272,33.211,6.575,,64.13,3.06359325193536,49.5,2.54783303994568,74.75,0.359,0.72,2.32,9.958,,,,36296111.0,South Asia
18,Afghanistan,2018,22.4409,,,18418.8483,,2.6445968966639,32.487,6.423,,64.486,3.06359325193536,47.9,2.38430907940751,74.505,0.383,0.72,1.9,9.958,,,,37171922.0,South Asia
19,Afghanistan,2019,25.5185,,,18904.490263,,2.6445968966639,31.802,6.285,,64.833,3.06359325193536,46.4,2.31307334941778,74.246,0.38,0.692,3.87,9.958,,,,38041757.0,South Asia
20,Afghanistan,2020,27.0135,,,19793.262413,,2.6445968966639,31.153,6.157,,65.173,3.06359325193536,45.0,2.30381209309418,73.974,0.419,0.734,3.87,9.958,,,,38928341.0,South Asia
22 changes: 22 additions & 0 deletions Output/Country/Albania.csv
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,Country,Year,AgriShareGDP,CreditToAgriFishForest,EmploymentRural,GDP,TotalAgri,% Soldiers,Birth Rate,Death Rate,Homicides,Life Expectancy,Maternal Death Risk,Infant Mortality,% Population Growth,% Rural Population,Civil Liberties,Freedom of Expression,% Healthcare Investment,% Employment Industry,% Education Expenditure,% Men Employment,% Women Employment,Population,Region
21,Albania,2000,22.7162,,,3487.586302,889117.0,5.02338291722358,16.436,5.914,4.1863119742,73.955,0.0504721636685486,24.1,-0.637356833943492,58.259,0.818,0.794,8.17,15.094,,,,3129246.0,Europe and Central Asia
22,Albania,2001,22.7162,,,3926.887597,914923.0,3.06870024254097,15.59,5.879,7.0294254946,74.288,0.0469270539566516,22.9,-0.93847042771206,57.565,0.841,0.784,8.42,15.364,,,,3129701.0,Europe and Central Asia
23,Albania,2002,22.0252,,,4355.865889,975105.0,2.05620444460014,14.79,5.891,6.9093843834,74.579,0.0421383683562508,21.7,-0.299876697084691,56.499,0.854,0.791,8.21,16.02,,,,3126183.0,Europe and Central Asia
24,Albania,2003,21.9782,,,5561.459461,1201158.0,1.69192765932575,14.048,5.952,5.3238965663,74.828,0.0390587272203283,20.4,-0.374149169291299,55.427,0.857,0.791,9.0,16.704,,,,3118017.0,Europe and Central Asia
25,Albania,2004,20.5375,,,7177.030365,1464842.0,1.67121132506071,13.381,6.061,4.2191470044,75.039,0.031703903431196,19.1,-0.417931377925999,54.349,0.867,0.791,9.35,17.134,,,,3104893.0,Europe and Central Asia
26,Albania,2005,18.8453,,,8052.079314,1426053.0,1.76910575242426,12.821,6.206,4.9889691947,75.228,0.0371727751560624,17.8,-0.511790116421897,53.269,0.867,0.8,9.23,17.768,,,,3086810.0,Europe and Central Asia
27,Albania,2006,17.7084,,,8896.076004,1501212.0,0.912552114660983,12.398,6.365,3.1015131793,75.423,0.0299066005110282,16.6,-0.630911244851673,52.185,0.867,0.794,8.77,18.124,,,,3063021.0,Europe and Central Asia
28,Albania,2007,17.1536,,,10677.32222,1699586.0,1.16240291931481,12.118,6.518,3.4607858357,75.646,0.0302705908100668,15.3,-0.75571875541991,51.098,0.867,0.804,8.31,18.41,,,,3033993.0,Europe and Central Asia
29,Albania,2008,16.8371,,,12881.352058,1891672.0,1.17481012637716,11.973,6.65,3.0972300439,75.912,0.0310654794952662,14.1,-0.767342959142321,50.009,0.867,0.804,7.16,19.673,,,,3002683.0,Europe and Central Asia
30,Albania,2009,16.7944,,,12044.21039,1841674.0,1.20227882594965,11.945,6.756,2.8590226044,76.221,0.0322345113131938,12.9,-0.673894046451936,48.924,0.88,0.804,7.15,19.943,,,,2973044.0,Europe and Central Asia
31,Albania,2010,17.9559,,,11926.948284,1903675.0,1.20278488137335,12.001,6.841,4.3079630492,76.562,0.0338759658737667,11.8,-0.49646196338738,47.837,0.884,0.814,8.09,19.927,,,,2948029.0,Europe and Central Asia
32,Albania,2011,18.2268,,,12890.873323,2178454.0,1.07521943588521,12.1,6.915,4.8487315274,76.914,0.0361237760359253,10.8,-0.269017331764615,46.753,0.891,0.814,8.18,18.92,,,,2928601.0,Europe and Central Asia
33,Albania,2012,18.7668,,,12319.779604,2199647.0,1.12249673714931,12.197,6.996,5.3876148686,77.252,0.0287993795350163,10.0,-0.165151040121679,45.67,0.891,0.814,8.7,17.344,,,,2914091.0,Europe and Central Asia
34,Albania,2013,19.5652,,,12776.280738,2604243.0,0.689650136429024,12.257,7.096,4.2702841943,77.554,0.0276343008936864,9.3,-0.183211384606402,44.613,0.914,0.723,8.83,18.087,,,,2903788.0,Europe and Central Asia
35,Albania,2014,19.9902,,,13228.240079,2450033.0,0.683323137080249,12.259,7.219,4.0396270147,77.813,0.0284155966202162,8.8,-0.207046999760594,43.577,0.914,0.722,8.17,18.151,,,,2896307.0,Europe and Central Asia
36,Albania,2015,19.7802,,,11386.924853,2170996.0,0.652394325550909,12.197,7.367,2.214131417,78.025,0.0262991502417915,8.5,-0.291205786840436,42.566,0.914,0.724,8.88,18.06,,,,2890524.0,Europe and Central Asia
37,Albania,2016,19.85,,,11861.356451,2160373.0,0.639653232694558,12.08,7.534,2.7369477905,78.194,0.0271870581486421,8.4,-0.159880412127734,41.579,0.914,0.724,9.62,18.196,,,,2886427.0,Europe and Central Asia
38,Albania,2017,19.0221,,,13019.729856,2321675.0,0.669172345337542,11.934,7.714,2.0109778588,78.333,0.0262856705527916,8.4,-0.0919722937442495,40.617,0.894,0.745,9.18,18.318,,,,2884169.0,Europe and Central Asia
39,Albania,2018,18.4409,,,15156.439968,2461345.0,0.642824083332857,11.78,7.898,2.2894924438,78.458,0.0262856705527916,8.5,-0.246732042281782,39.681,0.906,0.658,9.8,18.318,,,,2882735.0,Europe and Central Asia
40,Albania,2019,18.6275,,,15400.237155,2461522.0,0.642824083332857,11.62,8.082,2.2894924438,78.573,0.0262856705527916,8.6,-0.426007367032238,38.771,0.921,0.609,9.8,18.318,,,,2880913.0,Europe and Central Asia
41,Albania,2020,19.2521,,,14909.619335,2551046.0,0.642824083332857,11.453,8.263,2.2894924438,78.686,0.0262856705527916,8.8,-0.574206959244013,37.888,0.904,0.644,9.8,18.318,,,,2877800.0,Europe and Central Asia
22 changes: 22 additions & 0 deletions Output/Country/Algeria.csv
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,Country,Year,AgriShareGDP,CreditToAgriFishForest,EmploymentRural,GDP,TotalAgri,% Soldiers,Birth Rate,Death Rate,Homicides,Life Expectancy,Maternal Death Risk,Infant Mortality,% Population Growth,% Rural Population,Civil Liberties,Freedom of Expression,% Healthcare Investment,% Employment Industry,% Education Expenditure,% Men Employment,% Women Employment,Population,Region
42,Algeria,2000,9.79393,,,54666.896857,4120974.0,3.43711227611048,19.554,4.961,,70.64,0.403372854462751,33.9,1.35841747006607,40.081,0.555,0.672,8.79,23.879,,,,31042238.0,Middle East and North Africa
43,Algeria,2001,9.79393,,,55056.733057,4364914.0,3.35135915073133,19.257,4.882,,71.116,0.377529846477244,33.3,1.30982968660351,39.288,0.555,0.672,9.36,24.2,,,,31451513.0,Middle East and North Africa
44,Algeria,2002,9.31027,,,56819.210891,5534594.0,3.40820447768811,19.27,4.814,,71.605,0.356788306478692,32.4,1.27507186121623,38.499,0.555,0.672,8.19,24.458,,,,31855110.0,Middle East and North Africa
45,Algeria,2003,9.81055,,,67863.851626,7353352.0,3.23439256284591,19.557,4.757,,72.101,0.35125916504191,31.3,1.27591769425927,37.716,0.555,0.672,8.58,24.024,,,,32264159.0,Middle East and North Africa
46,Algeria,2004,9.44047,,,85332.517817,8959512.0,3.25680790630061,20.077,4.71,,72.594,0.330894978441868,30.1,1.31780940348245,36.939,0.555,0.672,8.22,26.052,,,,32692153.0,Middle East and North Africa
47,Algeria,2005,7.69131,,,103198.216067,8930083.0,3.19474035573985,20.774,4.674,,73.072,0.32148186808983,28.8,1.38991904537154,36.17,0.583,0.679,8.27,27.097,,,,33149720.0,Middle East and North Africa
48,Algeria,2006,7.54308,,,117027.277939,9907469.0,3.275743988642,21.582,4.651,,73.521,0.31968259868147,27.6,1.4711499117686,35.407,0.583,0.679,7.96,28.145,,,,33641007.0,Middle East and North Africa
49,Algeria,2007,7.57063,,,134977.088396,10372372.0,3.2110435285792,22.424,4.639,,73.936,0.323148386952017,26.4,1.55137942695249,34.652,0.583,0.683,8.02,29.471,,,,34166976.0,Middle East and North Africa
50,Algeria,2008,6.58668,,,171000.692135,12074853.0,3.15089018779777,23.226,4.637,,74.311,0.329832802149616,25.3,1.6361694381198,33.903,0.583,0.684,7.97,30.616,,,,34730604.0,Middle East and North Africa
51,Algeria,2009,9.34337,,,137211.008421,15629814.0,3.09407229630436,23.932,4.643,,74.644,0.338927707965948,24.4,1.7221075716178,33.174,0.583,0.676,8.92,33.577,,,,35333882.0,Middle East and North Africa
52,Algeria,2010,8.46644,,,161207.306305,16434180.0,2.86429171853981,24.504,4.656,,74.938,0.344174098367743,23.6,1.80500474736452,32.46,0.583,0.679,9.54,33.894,,,,35977451.0,Middle East and North Africa
53,Algeria,2011,8.11035,,,200019.103013,19429431.0,2.80827950207398,24.934,4.67,,75.199,0.353442526220147,22.9,1.88330858570333,31.764,0.589,0.682,9.27,32.683,,,,36661438.0,Middle East and North Africa
54,Algeria,2012,8.77069,,,209059.083118,22551040.0,2.75044291495617,25.246,4.685,,75.436,0.361341601373351,22.5,1.95146367479529,31.085,0.603,0.682,10.05,33.727,,,,37383899.0,Middle East and North Africa
55,Algeria,2013,9.85112,,,209755.003251,24249871.0,2.64261256075739,25.451,4.699,,75.661,0.366415066239218,22.1,2.00270360530766,30.424,0.602,0.681,11.85,34.379,,,,38140135.0,Middle East and North Africa
56,Algeria,2014,10.2864,,,213809.97948,25026385.0,2.7380433952256,25.538,4.709,,75.878,0.369533891735303,21.9,2.03358715504452,29.779,0.616,0.679,11.61,34.801,,,,38923688.0,Middle East and North Africa
57,Algeria,2015,11.5786,,,165979.118791,21632564.0,2.67032475341378,25.481,4.715,,76.09,0.372055973440117,21.6,2.0453720881528,29.152,0.628,0.678,10.73,35.124,,,,39728020.0,Middle East and North Africa
58,Algeria,2016,12.2201,,,160034.2117,20885400.0,2.60454129528141,25.25,4.717,,76.298,0.371412331841227,21.3,2.05135237337878,28.541,0.619,0.588,10.73,34.643,,,,40551398.0,Middle East and North Africa
59,Algeria,2017,11.7561,,,170096.984537,21837328.0,2.54331640918062,24.846,4.717,,76.499,0.368716398786842,20.9,2.04490931275225,27.948,0.608,0.581,10.73,34.508,,,,41389174.0,Middle East and North Africa
60,Algeria,2018,11.8402,,,175415.180411,22117996.0,2.51799852637512,24.282,4.716,,76.693,0.368716398786842,20.4,2.00739866314238,27.371,0.605,0.593,10.73,34.508,,,,42228415.0,Middle East and North Africa
61,Algeria,2019,12.3804,,,171158.234285,23056512.0,2.51799852637512,23.583,4.716,,76.88,0.368716398786842,20.0,1.93398334424168,26.811,0.58,0.519,10.73,34.508,,,,43053054.0,Middle East and North Africa
62,Algeria,2020,14.2277,,,147688.69383,22109122.0,2.51799852637512,22.781,4.718,,77.063,0.368716398786842,19.5,1.83653350440444,26.267,0.607,0.539,10.73,34.508,,,,43851043.0,Middle East and North Africa
1 change: 1 addition & 0 deletions Output/Country/American Samoa.csv
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,Country,Year,AgriShareGDP,CreditToAgriFishForest,EmploymentRural,GDP,TotalAgri,% Soldiers,Birth Rate,Death Rate,Homicides,Life Expectancy,Maternal Death Risk,Infant Mortality,% Population Growth,% Rural Population,Civil Liberties,Freedom of Expression,% Healthcare Investment,% Employment Industry,% Education Expenditure,% Men Employment,% Women Employment,Population,Region
22 changes: 22 additions & 0 deletions Output/Country/Andorra.csv
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,Country,Year,AgriShareGDP,CreditToAgriFishForest,EmploymentRural,GDP,TotalAgri,% Soldiers,Birth Rate,Death Rate,Homicides,Life Expectancy,Maternal Death Risk,Infant Mortality,% Population Growth,% Rural Population,Civil Liberties,Freedom of Expression,% Healthcare Investment,% Employment Industry,% Education Expenditure,% Men Employment,% Women Employment,Population,Region
63,Andorra,2000,0.441953,,,1429.044662,,,,,,,,7.3,1.57527263657523,7.605,,,30.57,,,,,70048.0,Europe and Central Asia
64,Andorra,2001,0.441953,,,1546.913267,,,,,,,,6.9,2.94444704550301,7.944,,,18.4,,,,,70048.0,Europe and Central Asia
65,Andorra,2002,0.385887,,,1755.992896,,,,,,,,6.5,3.93669093122378,8.35899999999999,,,31.03,,,,,70048.0,Europe and Central Asia
66,Andorra,2003,0.419118,,,2361.635625,,,,,,,,6.2,4.37414382506083,8.79300000000001,,,30.98,,,,,73180.0,Europe and Central Asia
67,Andorra,2004,0.414743,,,2895.042252,,,,,,,,5.9,4.10952558964603,9.249,,,28.5,,,,,76250.0,Europe and Central Asia
68,Andorra,2005,0.380576,,,3159.831266,,,,,,,,5.6,3.37961909341765,9.715,,,19.56,,,,,78871.0,Europe and Central Asia
69,Andorra,2006,0.353523,,,3456.261316,,,,,,,,5.3,2.65738179504038,10.193,,,24.12,,,,,80995.0,Europe and Central Asia
70,Andorra,2007,0.368797,,,3952.395237,,,,,,,,5.0,2.06144997957326,10.692,,,22.49,,,,,82682.0,Europe and Central Asia
71,Andorra,2008,0.406918,,,4085.783663,,,,,,,,4.7,1.41468175747827,10.996,,,25.47,,,,,83860.0,Europe and Central Asia
72,Andorra,2009,0.418929,,,3674.186277,,,,,,,,4.4,0.714114761731409,11.088,,,17.44,,,,,84461.0,Europe and Central Asia
73,Andorra,2010,0.466508,,,3446.565601,,,,,,,,4.1,-0.008288192290815,11.181,,,19.72,,,,,84454.0,Europe and Central Asia
74,Andorra,2011,0.490561,,,3624.386229,,,,,,,,3.9,-0.839471761400757,11.274,,,17.23,,,,,83748.0,Europe and Central Asia
75,Andorra,2012,0.601165,,,3188.830334,,,,,,,,3.7,-1.58992366767347,11.369,,,13.39,,,,,82427.0,Europe and Central Asia
76,Andorra,2013,0.585559,,,3192.603086,,,,,,,,3.5,-2.03074436920753,11.463,,,9.66,,,,,80770.0,Europe and Central Asia
77,Andorra,2014,0.537623,,,3267.334446,,,,,,,,3.3,-1.94651826894114,11.559,,,18.83,,,,,79213.0,Europe and Central Asia
78,Andorra,2015,0.51342,,,2788.757749,,,,,,,,3.1,-1.55213476921424,11.655,,,13.73,,,,,77993.0,Europe and Central Asia
79,Andorra,2016,0.521999,,,2894.646184,,,,,,,,2.9,-0.898980862435393,11.752,,,10.09,,,,,77295.0,Europe and Central Asia
80,Andorra,2017,0.559539,,,3000.160225,,,,,,,,2.8,-0.38628103925755,11.85,,,12.75,,,,,76997.0,Europe and Central Asia
81,Andorra,2018,0.546368,,,3218.419456,,,,,,,,2.6,0.0142852505031622,11.938,,,18.6,,,,,77008.0,Europe and Central Asia
82,Andorra,2019,0.542635,,,3155.149348,,,,,,,,2.5,0.179041785311253,12.016,,,16.5,,,,,77146.0,Europe and Central Asia
83,Andorra,2020,0.542635,,,2864.399402,,,,,,,,2.4,0.154134127179226,12.084,,,16.5,,,,,77265.0,Europe and Central Asia
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