├── .devcontainer └── devcontainer.json ├── .gitignore ├── .gitpod.yml ├── .vscode └── settings.json ├── Churn_Modelling_France.csv ├── Churn_Modelling_Spain.csv ├── LICENSE ├── README.md ├── TrainChurnModel.ipynb ├── clf-model.joblib ├── feat_imp.csv ├── models └── clf-model.joblib └── requirements.txt /.devcontainer/devcontainer.json: -------------------------------------------------------------------------------- 1 | { 2 | "image": "mcr.microsoft.com/devcontainers/python:3.10", 3 | "extensions": [ 4 | "Iterative.dvc", 5 | "ms-python.python", 6 | "redhat.vscode-yaml" 7 | ], 8 | "postCreateCommand": "pip install --user -r requirements.txt", 9 | "features": { 10 | "ghcr.io/devcontainers/features/docker-in-docker:2": {} 11 | } 12 | } 13 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | build/ 12 | develop-eggs/ 13 | dist/ 14 | downloads/ 15 | eggs/ 16 | .eggs/ 17 | lib/ 18 | lib64/ 19 | parts/ 20 | sdist/ 21 | var/ 22 | wheels/ 23 | pip-wheel-metadata/ 24 | share/python-wheels/ 25 | *.egg-info/ 26 | .installed.cfg 27 | *.egg 28 | MANIFEST 29 | 30 | # PyInstaller 31 | # Usually these files are written by a python script from a template 32 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 33 | *.manifest 34 | *.spec 35 | 36 | # Installer logs 37 | pip-log.txt 38 | pip-delete-this-directory.txt 39 | 40 | # Unit test / coverage reports 41 | htmlcov/ 42 | .tox/ 43 | .nox/ 44 | .coverage 45 | .coverage.* 46 | .cache 47 | nosetests.xml 48 | coverage.xml 49 | *.cover 50 | *.py,cover 51 | .hypothesis/ 52 | .pytest_cache/ 53 | 54 | # Translations 55 | *.mo 56 | *.pot 57 | 58 | # Django stuff: 59 | *.log 60 | local_settings.py 61 | db.sqlite3 62 | db.sqlite3-journal 63 | 64 | # Flask stuff: 65 | instance/ 66 | .webassets-cache 67 | 68 | # Scrapy stuff: 69 | .scrapy 70 | 71 | # Sphinx documentation 72 | docs/_build/ 73 | 74 | # PyBuilder 75 | target/ 76 | 77 | # Jupyter Notebook 78 | .ipynb_checkpoints 79 | 80 | # IPython 81 | profile_default/ 82 | ipython_config.py 83 | 84 | # pyenv 85 | .python-version 86 | 87 | # pipenv 88 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. 89 | # However, in case of collaboration, if having platform-specific dependencies or dependencies 90 | # having no cross-platform support, pipenv may install dependencies that don't work, or not 91 | # install all needed dependencies. 92 | #Pipfile.lock 93 | 94 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow 95 | __pypackages__/ 96 | 97 | # Celery stuff 98 | celerybeat-schedule 99 | celerybeat.pid 100 | 101 | # SageMath parsed files 102 | *.sage.py 103 | 104 | # Environments 105 | .env 106 | .venv 107 | env/ 108 | venv/ 109 | ENV/ 110 | env.bak/ 111 | venv.bak/ 112 | 113 | # Spyder project settings 114 | .spyderproject 115 | .spyproject 116 | 117 | # Rope project settings 118 | .ropeproject 119 | 120 | # mkdocs documentation 121 | /site 122 | 123 | # mypy 124 | .mypy_cache/ 125 | .dmypy.json 126 | dmypy.json 127 | 128 | # Pyre type checker 129 | .pyre/ 130 | .DS_Store -------------------------------------------------------------------------------- /.gitpod.yml: -------------------------------------------------------------------------------- 1 | # This configuration file was automatically generated by Gitpod. 2 | # Please adjust to your needs (see https://www.gitpod.io/docs/config-gitpod-file) 3 | # and commit this file to your remote git repository to share the goodness with others. 4 | 5 | tasks: 6 | - init: | 7 | git checkout dev 8 | python -m venv .venv 9 | source .venv/bin/activate 10 | pip install -U pip 11 | pip install -r requirements.txt 12 | 13 | 14 | -------------------------------------------------------------------------------- /.vscode/settings.json: -------------------------------------------------------------------------------- 1 | { 2 | "python.terminal.activateEnvironment": true 3 | } 4 | -------------------------------------------------------------------------------- /Churn_Modelling_Spain.csv: -------------------------------------------------------------------------------- 1 | CustomerId,Surname,CreditScore,Geography,Gender,Age,Tenure,Balance,NumOfProducts,HasCrCard,IsActiveMember,EstimatedSalary,Exited 2 | 15647311,Hill,608,Spain,Female,41,1,83807.86,1,0,1,112542.58,0 3 | 15737888,Mitchell,850,Spain,Female,43,2,125510.82,1,1,1,79084.1,0 4 | 15574012,Chu,645,Spain,Male,44,8,113755.78,2,1,0,149756.71,1 5 | 15737173,Andrews,497,Spain,Male,24,3,0,2,1,0,76390.01,0 6 | 15600882,Scott,635,Spain,Female,35,7,0,2,1,1,65951.65,0 7 | 15788218,Henderson,549,Spain,Female,24,9,0,2,1,1,14406.41,0 8 | 15661507,Muldrow,587,Spain,Male,45,6,0,1,0,0,158684.81,0 9 | 15597945,Dellucci,636,Spain,Female,32,8,0,2,1,0,138555.46,0 10 | 15699309,Gerasimov,510,Spain,Female,38,4,0,1,1,0,118913.53,1 11 | 15589475,Azikiwe,591,Spain,Female,39,3,0,3,1,0,140469.38,1 12 | 15659428,Maggard,520,Spain,Female,42,6,0,2,1,1,34410.55,0 13 | 15732963,Clements,722,Spain,Female,29,9,0,2,1,1,142033.07,0 14 | 15788448,Watson,490,Spain,Male,31,3,145260.23,1,0,1,114066.77,0 15 | 15729599,Lorenzo,804,Spain,Male,33,7,76548.6,1,0,1,98453.45,0 16 | 15619360,Hsiao,472,Spain,Male,40,4,0,1,1,0,70154.22,0 17 | 15684171,Bianchi,660,Spain,Female,61,5,155931.11,1,1,1,158338.39,0 18 | 15623944,T'ien,511,Spain,Female,66,4,0,1,1,0,1643.11,1 19 | 15702014,Jeffrey,555,Spain,Male,33,1,56084.69,2,0,0,178798.13,0 20 | 15751208,Pirozzi,684,Spain,Male,56,8,78707.16,1,1,1,99398.36,0 21 | 15812518,Palermo,657,Spain,Female,37,0,163607.18,1,0,1,44203.55,0 22 | 15575185,Bushell,757,Spain,Male,33,5,77253.22,1,0,1,194239.63,0 23 | 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127 | 15676519,George,615,Spain,Male,61,9,0,2,1,0,150227.85,1 128 | 15714689,Houghton,591,Spain,Male,29,1,97541.24,1,1,1,196356.17,0 129 | 15727688,Chizuoke,555,Spain,Male,32,4,0,2,1,1,54405.79,0 130 | 15730059,Udobata,638,Spain,Male,44,9,77637.35,2,1,1,111346.22,0 131 | 15715527,Freeman,543,Spain,Female,41,4,0,1,0,0,194902.16,0 132 | 15598883,King,599,Spain,Female,37,2,0,2,1,1,143739.29,0 133 | 15782236,Gibbs,735,Spain,Male,34,5,0,2,0,0,71095.41,0 134 | 15746902,Belstead,793,Spain,Male,38,9,0,2,1,0,88225.02,0 135 | 15595766,Watts,527,Spain,Male,37,5,93722.73,2,1,1,139093.73,0 136 | 15736112,Walton,519,Spain,Female,57,2,119035.35,2,1,1,29871.79,0 137 | 15749851,Brookes,702,Spain,Female,26,4,135219.57,1,0,1,59747.63,0 138 | 15592300,Mai,543,Spain,Male,35,10,59408.63,1,1,0,76773.53,0 139 | 15739803,Lucciano,686,Spain,Male,34,9,0,2,1,0,127569.8,0 140 | 15705953,Kodilinyechukwu,721,Spain,Male,51,0,169312.13,1,1,0,109078.35,1 141 | 15615457,Burns,842,Spain,Female,44,2,112652.08,2,1,0,126644.98,0 142 | 15763063,Price,685,Spain,Female,25,10,128509.63,1,1,0,121562.33,0 143 | 15775318,Lu,590,Spain,Female,51,3,154962.99,3,0,1,191932.27,1 144 | 15717046,Wentworth-Shields,741,Spain,Male,53,3,0,2,1,1,38913.68,0 145 | 15571816,Ritchie,850,Spain,Female,70,5,0,1,1,1,705.18,0 146 | 15800440,Power,650,Spain,Male,61,1,152968.73,1,0,1,82970.69,0 147 | 15665678,Tan,607,Spain,Male,36,8,158261.68,1,1,1,76744.72,0 148 | 15788126,Evans,689,Spain,Female,38,6,121021.05,1,1,1,12182.15,0 149 | 15651674,Billson,438,Spain,Female,54,2,0,1,0,0,191763.07,1 150 | 15689614,Teng,687,Spain,Female,63,1,137715.66,1,1,1,37938.74,0 151 | 15607312,Ch'ang,648,Spain,Female,49,10,0,2,1,1,159835.78,1 152 | 15644753,Hung,848,Spain,Male,40,3,110929.96,1,1,1,30876.84,0 153 | 15761986,Obialo,439,Spain,Female,32,3,138901.61,1,1,0,75685.97,0 154 | 15692671,Dobson,701,Spain,Male,36,8,0,2,1,0,169161.46,0 155 | 15737741,McKay,607,Spain,Female,33,2,108431.87,2,0,1,109291.39,1 156 | 15576352,Revell,586,Spain,Female,57,3,0,2,0,1,6057.81,0 157 | 15722010,Zuyev,621,Spain,Male,53,9,170491.84,1,1,0,35588.07,1 158 | 15591047,Ma,519,Spain,Female,47,6,157296.02,2,0,0,147278.43,1 159 | 15775153,Buchi,630,Spain,Male,32,4,82034,1,0,0,146326.45,0 160 | 15603925,Greco,779,Spain,Female,26,4,174318.13,2,0,1,38296.21,0 161 | 15697183,Uchenna,685,Spain,Male,43,9,0,2,1,0,107811.28,0 162 | 15645569,Mai,762,Spain,Female,26,7,123709.46,2,1,1,169654.57,0 163 | 15805062,Lynton,667,Spain,Male,38,1,87202.38,1,1,1,77866.91,0 164 | 15745295,Gether,727,Spain,Female,31,0,0,1,1,0,121751.04,1 165 | 15719352,Davidson,754,Spain,Male,39,6,170184.99,2,1,0,89593.26,0 166 | 15594594,Loggia,546,Spain,Male,42,7,139070.51,1,1,1,86945,0 167 | 15646161,Steinhoff,673,Spain,Female,37,8,0,2,1,1,183318.79,0 168 | 15603134,Pai,656,Spain,Female,40,10,167878.5,1,0,1,151887.16,0 169 | 15745307,Ch'iu,477,Spain,Female,48,2,129120.64,1,0,1,26475.79,0 170 | 15604119,Alderete,850,Spain,Male,35,7,110349.82,1,0,0,126355.8,0 171 | 15692463,Rahman,799,Spain,Female,28,3,142253.65,1,1,0,45042.56,0 172 | 15718673,Mirams,839,Spain,Female,33,10,75592.43,1,1,0,62674.42,0 173 | 15633648,Jideofor,696,Spain,Female,51,5,0,2,1,0,55022.43,0 174 | 15603323,Bell,660,Spain,Female,33,1,0,2,0,0,117834.91,0 175 | 15784844,K'ung,752,Spain,Male,48,5,116060.08,1,1,0,156618.38,1 176 | 15751710,Ginikanwa,729,Spain,Male,31,8,164870.81,2,1,1,9567.39,0 177 | 15813741,Nnachetam,549,Spain,Male,25,6,193858.2,1,0,1,21600.11,0 178 | 15699637,Anenechi,694,Spain,Male,57,8,116326.07,1,1,1,117704.65,0 179 | 15640825,Loyau,695,Spain,Male,46,3,122549.64,1,1,1,56297.85,0 180 | 15745621,Wertheim,640,Spain,Female,32,6,118879.35,2,1,1,19131.71,0 181 | 15642394,He,529,Spain,Male,35,5,0,2,1,1,187288.5,0 182 | 15607040,P'an,593,Spain,Female,38,4,88736.44,2,1,0,67020.03,0 183 | 15810978,Pugliesi,788,Spain,Female,70,1,0,2,1,1,41610.62,0 184 | 15668886,Blakey,684,Spain,Female,38,3,0,2,1,0,44255.65,0 185 | 15613880,Higinbotham,591,Spain,Male,58,5,128468.69,1,0,1,137254.55,0 186 | 15600337,Dobie,661,Spain,Male,42,2,178820.91,1,0,0,29358.57,1 187 | 15727299,Edgar,445,Spain,Male,62,1,64119.38,1,1,1,76569.64,1 188 | 15669516,Steele,746,Spain,Male,36,2,0,2,1,1,16436.56,0 189 | 15603436,Savage,594,Spain,Female,49,2,126615.94,2,0,1,123214.74,0 190 | 15566292,Okwuadigbo,574,Spain,Male,36,1,0,2,0,1,71709.12,0 191 | 15629448,Brady,632,Spain,Male,38,1,120599.21,1,1,0,92816.86,0 192 | 15807609,Yuan,650,Spain,Female,25,3,86605.5,3,1,0,16649.31,1 193 | 15804072,Chen,701,Spain,Female,42,5,0,2,0,0,24210.56,0 194 | 15721658,Fleming,672,Spain,Female,56,2,209767.31,2,1,1,150694.42,1 195 | 15578761,Cunningham,459,Spain,Female,42,6,129634.25,2,1,1,177683.02,1 196 | 15723873,Ponomarev,657,Spain,Male,31,3,125167.02,1,0,0,98820.39,0 197 | 15794278,Romani,816,Spain,Male,67,6,151858.98,1,1,1,72814.31,0 198 | 15587535,Onyemauchechukwu,450,Spain,Female,46,5,177619.71,1,1,0,54227.06,0 199 | 15813034,Martin,727,Spain,Male,38,2,62276.99,1,1,1,59280.79,0 200 | 15685997,Azubuike,838,Spain,Female,39,5,166733.92,2,1,0,14279.44,0 201 | 15815364,Ashley,736,Spain,Female,28,2,0,2,1,1,117431.1,0 202 | 15812351,Beluchi,710,Spain,Female,27,2,135277.96,1,1,0,142200.15,0 203 | 15724296,Kerr,684,Spain,Male,41,2,119782.72,2,0,0,120284.67,0 204 | 15628936,Archer,692,Spain,Male,28,9,118945.09,1,0,0,16064.25,1 205 | 15769974,Shih,679,Spain,Female,35,8,119182.73,1,0,0,121210.09,0 206 | 15660155,Lorenzo,792,Spain,Male,36,5,92140.15,1,0,1,67468.67,0 207 | 15600739,Galkin,562,Spain,Female,35,0,0,2,1,0,119899.52,0 208 | 15653253,Pagnotto,704,Spain,Male,48,8,167997.6,1,1,1,173498.45,0 209 | 15712825,Howells,511,Spain,Female,29,9,0,2,0,1,140676.98,0 210 | 15756026,Hooper,790,Spain,Female,46,9,0,1,0,0,14679.81,1 211 | 15649992,Alexander,681,Spain,Male,65,7,134714.7,2,0,1,190419.81,0 212 | 15578980,Piazza,516,Spain,Female,33,3,0,2,1,1,58685.59,0 213 | 15591969,Kuo,497,Spain,Male,27,9,75263.16,1,1,1,164825.04,0 214 | 15765311,Zhirov,642,Spain,Male,34,8,0,1,1,0,72085.1,0 215 | 15757811,Lloyd,732,Spain,Female,69,9,137453.43,1,0,1,110932.24,1 216 | 15603830,Palmer,600,Spain,Male,36,4,0,2,1,0,143635.36,0 217 | 15666633,Huang,758,Spain,Male,56,1,0,2,1,1,10643.38,0 218 | 15726234,Trentini,708,Spain,Female,41,5,0,1,0,1,157003.99,0 219 | 15585036,Okoli,694,Spain,Female,37,3,0,2,1,1,147012.22,0 220 | 15585888,Nwokezuike,553,Spain,Female,48,3,0,1,0,1,30730.95,1 221 | 15672012,Jen,773,Spain,Female,41,5,0,1,1,0,28266.9,1 222 | 15646558,Clamp,611,Spain,Male,51,1,122874.74,1,1,1,149648.45,0 223 | 15686436,Newbery,523,Spain,Male,32,4,0,2,1,0,167848.02,0 224 | 15760550,Duncan,741,Spain,Male,39,7,143637.58,2,0,1,174227.66,0 225 | 15686137,Barry,456,Spain,Male,32,9,147506.25,1,1,1,135399.21,0 226 | 15800228,Bednall,652,Spain,Female,42,4,0,2,1,1,38152.01,0 227 | 15591711,Sleeman,739,Spain,Male,38,0,128366.44,1,1,0,12796.43,0 228 | 15768104,Wright,788,Spain,Male,37,8,141541.25,1,0,0,66013.27,0 229 | 15754713,Rivera,685,Spain,Male,31,10,135213.71,1,1,1,125777.28,0 230 | 15693814,Niu,806,Spain,Male,25,7,0,2,1,0,18461.9,0 231 | 15746490,Wollstonecraft,648,Spain,Female,53,6,111201.41,1,1,1,121542.29,0 232 | 15566091,Thomsen,545,Spain,Female,32,4,0,1,1,0,94739.2,0 233 | 15593773,Olejuru,784,Spain,Male,35,3,0,2,0,0,81483.64,0 234 | 15733114,Hay,552,Spain,Male,45,9,0,2,1,0,26752.56,0 235 | 15743411,Chiawuotu,609,Spain,Male,61,1,0,1,1,0,22447.85,1 236 | 15628303,Thurgood,738,Spain,Male,35,3,0,1,1,1,15650.73,0 237 | 15790782,Baryshnikov,661,Spain,Male,39,6,132628.98,1,0,0,38812.67,0 238 | 15737795,Scott,512,Spain,Male,36,1,0,1,0,1,135482.26,1 239 | 15790299,Williamson,592,Spain,Male,37,9,0,3,1,1,10656.89,0 240 | 15754084,Palazzi,710,Spain,Male,35,1,106518.52,1,1,1,127951.81,0 241 | 15709295,Wall,697,Spain,Female,25,5,82931.85,2,1,1,128373.88,0 242 | 15745324,Milani,599,Spain,Female,39,4,0,1,1,0,194273.2,1 243 | 15671139,Brizendine,694,Spain,Male,39,0,107042.74,1,1,1,102284.2,0 244 | 15660429,Ch'in,665,Spain,Female,42,2,156371.61,2,0,1,156774.94,1 245 | 15631681,Jibunoh,807,Spain,Female,43,0,0,2,0,1,85523.24,0 246 | 15731522,Ts'ui,771,Spain,Female,67,8,0,2,1,1,51219.8,0 247 | 15619529,Ndukaku,531,Spain,Male,27,8,132576.25,1,0,0,7222.92,0 248 | 15582797,Ch'iu,685,Spain,Male,35,4,137948.51,1,1,0,113639.64,0 249 | 15753831,Cox,642,Spain,Male,32,7,100433.8,1,1,1,39768.59,0 250 | 15731815,Nepean,529,Spain,Male,63,4,96134.11,3,1,0,108732.96,1 251 | 15720893,Gilbert,637,Spain,Female,34,9,0,2,0,0,26057.08,0 252 | 15779711,Gray,750,Spain,Female,38,7,97257.41,2,0,1,179883.04,0 253 | 15685357,Wright,750,Spain,Female,36,8,112940.07,1,0,1,9855.81,0 254 | 15613749,Lees,569,Spain,Male,34,0,151839.26,1,1,0,102299.81,1 255 | 15664521,David,659,Spain,Male,31,7,149620.88,2,1,1,104533.51,0 256 | 15782899,Ginn,661,Spain,Female,28,7,95357.49,1,0,0,102297.15,0 257 | 15623521,Sozonov,838,Spain,Male,43,9,123105.88,2,1,0,145765.83,0 258 | 15810218,Sun,610,Spain,Male,29,9,0,3,0,1,83912.24,0 259 | 15645621,Hunter,811,Spain,Male,44,3,0,2,0,1,78439.73,0 260 | 15608114,Manfrin,587,Spain,Male,62,7,121286.27,1,0,1,6776.92,0 261 | 15739189,Johnson,561,Spain,Female,33,6,0,2,1,0,45261.47,0 262 | 15750765,Sanders,650,Spain,Male,71,0,0,1,1,1,175380.77,0 263 | 15698442,Eberechukwu,719,Spain,Male,35,3,122964.88,1,1,1,138231.7,0 264 | 15603594,Nwankwo,635,Spain,Male,24,4,0,2,1,1,70668.77,0 265 | 15585961,Talbot,496,Spain,Female,43,3,0,2,0,1,199505.53,0 266 | 15717164,Genovese,485,Spain,Male,32,6,102238.01,2,1,1,194010.12,0 267 | 15686345,McCaffrey,828,Spain,Male,34,9,0,2,1,1,81853.98,0 268 | 15688071,Collins,609,Spain,Male,53,10,0,1,1,1,154642.91,0 269 | 15750243,Genovese,830,Spain,Male,40,4,0,2,0,1,81622.52,0 270 | 15652955,Price,678,Spain,Male,30,0,0,1,1,0,35113.08,0 271 | 15780870,McKay,580,Spain,Male,67,3,153946.14,1,1,1,7418.92,0 272 | 15593969,Abramovich,630,Spain,Female,39,7,135483.17,1,1,0,140881.2,1 273 | 15785980,Williford,588,Spain,Male,34,6,121132.26,2,1,0,86460.28,0 274 | 15644200,Hamilton,807,Spain,Female,42,1,0,1,1,0,16500.66,1 275 | 15715003,Ko,625,Spain,Female,49,2,80816.45,1,1,1,20018.79,0 276 | 15798348,Chukwuebuka,600,Spain,Female,50,6,94684.27,1,1,1,50488.91,0 277 | 15743016,MacDonald,602,Spain,Female,22,7,141604.76,1,1,0,30379.6,0 278 | 15769499,Lampungmeiua,545,Spain,Female,74,3,0,2,1,1,161326.73,0 279 | 15798521,Tai,675,Spain,Male,33,3,0,2,1,0,45348.08,0 280 | 15650933,Ma,490,Spain,Female,48,8,155413.06,1,1,0,187921.3,0 281 | 15692991,Wood,710,Spain,Female,38,4,0,2,1,1,136390.88,0 282 | 15625698,Dumetochukwu,624,Spain,Female,23,6,0,2,0,1,196668.51,0 283 | 15790497,Ross,503,Spain,Male,37,6,0,2,0,0,136506.86,0 284 | 15750929,Burgess,702,Spain,Male,39,8,0,2,1,0,99654.13,0 285 | 15699911,Chapman,461,Spain,Female,35,8,0,1,1,0,132295.95,0 286 | 15663438,Andrejew,688,Spain,Male,36,0,89772.3,1,1,0,177383.68,1 287 | 15645517,Philip,850,Spain,Male,22,2,0,2,1,1,9684.52,0 288 | 15673055,Sung,494,Spain,Male,38,7,0,2,1,1,6203.66,0 289 | 15782219,Fanucci,703,Spain,Male,29,9,0,2,1,0,50679.48,0 290 | 15746410,Thompson,432,Spain,Male,38,7,0,2,1,0,150580.88,0 291 | 15626608,Howarde,479,Spain,Male,48,5,87070.23,1,0,1,85646.41,0 292 | 15759381,Johnson,617,Spain,Male,61,7,91070.43,1,1,1,101839.77,0 293 | 15585241,Butcher,756,Spain,Male,29,2,117412.19,2,1,0,4888.91,0 294 | 15627305,Pan,606,Spain,Male,35,7,0,1,1,0,106837.06,1 295 | 15593973,Wilkie,663,Spain,Female,33,8,122528.18,1,1,0,196260.3,0 296 | 15733974,Mao,500,Spain,Male,37,9,125822.21,1,1,0,111698,0 297 | 15569247,Mitchell,727,Spain,Female,57,1,109679.72,1,0,1,753.37,0 298 | 15763625,Hazon,793,Spain,Male,41,9,0,2,1,0,152153.74,0 299 | 15616529,Hsieh,613,Spain,Male,34,3,0,1,1,1,41724.72,0 300 | 15752463,Samuel,826,Spain,Female,29,4,129938.07,1,0,1,190200.53,0 301 | 15766887,Iadanza,538,Spain,Male,39,2,122773.5,2,1,1,58467.08,0 302 | 15811327,Pan,700,Spain,Male,54,1,79415.67,1,0,1,139735.54,0 303 | 15690664,Liang,729,Spain,Male,37,10,0,2,1,0,100862.54,0 304 | 15590820,Ecuyer,699,Spain,Male,26,6,79932.41,1,0,0,150242.44,0 305 | 15808182,Beneventi,478,Spain,Female,36,3,92363.3,2,1,0,44912.7,0 306 | 15588670,Despeissis,705,Spain,Female,40,5,203715.15,1,1,0,179978.68,1 307 | 15721292,Atkins,719,Spain,Male,39,5,0,2,1,0,145759.7,0 308 | 15589572,Otutodilichukwu,785,Spain,Female,61,4,129855.72,2,1,0,170214.82,1 309 | 15779947,Thomas,363,Spain,Female,28,6,146098.43,3,1,0,100615.14,1 310 | 15813444,McIntosh,590,Spain,Female,34,6,0,2,1,0,171021.44,0 311 | 15599268,Yobachi,584,Spain,Male,32,5,0,2,1,0,10956.82,0 312 | 15813590,Vance,610,Spain,Male,42,6,0,2,1,0,158302.59,1 313 | 15674148,Milanesi,579,Spain,Male,33,6,0,1,1,0,94993.04,1 314 | 15625080,Parkin,745,Spain,Female,54,8,0,1,1,0,173912.29,1 315 | 15654229,O'Neill,699,Spain,Male,47,1,0,2,0,1,30117.44,0 316 | 15628298,Johnstone,500,Spain,Female,47,8,128486.11,1,1,0,179227.12,0 317 | 15733387,Pham,707,Spain,Female,53,6,109663.47,1,1,1,52110.45,0 318 | 15607598,Muravyov,575,Spain,Female,31,6,0,2,1,1,95686.42,0 319 | 15749482,Zack,772,Spain,Male,30,4,78653.05,1,1,0,1790.48,0 320 | 15770030,Conti,689,Spain,Female,28,3,0,2,1,1,192449.02,0 321 | 15615032,Peng,624,Spain,Male,46,3,0,2,1,1,62825.03,0 322 | 15747591,Chung,665,Spain,Female,40,1,173432.55,1,0,1,116766.79,0 323 | 15732199,Gether,837,Spain,Male,31,9,104678.62,1,0,1,50972.6,0 324 | 15625916,Chien,562,Spain,Male,32,6,161628.66,1,1,0,91482.5,0 325 | 15641690,Hsiao,681,Spain,Male,67,7,0,2,0,1,163714.92,0 326 | 15671590,H?,741,Spain,Male,25,4,0,2,1,1,73873.65,0 327 | 15779182,Chia,790,Spain,Male,46,8,182364.53,1,0,0,139266.48,1 328 | 15658532,Nnamutaezinwa,520,Spain,Female,63,5,162278.32,1,1,1,34765.33,0 329 | 15590993,Findlay,579,Spain,Male,37,5,152212.88,2,0,0,120219.14,0 330 | 15565701,Ferri,698,Spain,Female,39,9,161993.89,1,0,0,90212.38,0 331 | 15597239,Ku,548,Spain,Male,39,7,131468.44,1,1,0,164975.82,0 332 | 15679611,Andrews,734,Spain,Female,37,2,130404.92,1,0,0,34548.74,0 333 | 15737748,McWilliam,534,Spain,Female,33,3,151233.62,1,0,0,199336.63,0 334 | 15803365,Coffee,653,Spain,Male,55,2,70263.83,1,0,1,62347.71,0 335 | 15800856,Ewen,643,Spain,Male,34,3,83132.09,1,1,1,21360.88,0 336 | 15709117,Fanucci,823,Spain,Female,46,3,81576.75,1,1,1,28370.95,1 337 | 15638806,Blackburn,645,Spain,Male,49,2,0,2,0,0,10023.15,0 338 | 15690079,Boniwell,591,Spain,Male,30,8,124857.69,2,0,0,50485.7,0 339 | 15734634,Bocharova,607,Spain,Female,27,5,100912.19,1,0,0,7631.27,0 340 | 15629244,Bryant,635,Spain,Male,50,7,159453.64,2,0,0,54560.79,1 341 | 15688007,Liu,703,Spain,Male,20,3,165260.98,1,1,1,41626.78,0 342 | 15742854,Lettiere,640,Spain,Female,46,8,0,2,1,0,89043.19,0 343 | 15576683,Yin,568,Spain,Female,43,9,0,1,1,0,125870.79,1 344 | 15682563,Larionova,618,Spain,Male,38,5,126473.99,1,1,0,91972.49,0 345 | 15761132,Capon,682,Spain,Male,46,7,128029.72,1,1,1,62615.35,0 346 | 15645511,Chukwudi,727,Spain,Male,43,2,97403.18,1,1,1,107415.02,1 347 | 15640268,Avdeeva,652,Spain,Male,71,4,0,1,1,1,120107.1,0 348 | 15645778,Reid,670,Spain,Male,42,3,81589.04,1,1,0,188227.8,0 349 | 15714567,Chan,568,Spain,Female,26,6,0,2,0,0,166495.2,0 350 | 15778135,T'ao,575,Spain,Male,43,3,0,1,1,0,83594.51,0 351 | 15623644,Frolov,626,Spain,Male,29,7,0,2,1,0,49361.84,0 352 | 15683403,Lombardi,611,Spain,Male,52,7,0,1,0,1,73585.18,1 353 | 15615029,Munro,734,Spain,Male,39,6,0,1,1,1,95135.27,0 354 | 15789095,T'ang,775,Spain,Male,30,4,0,2,0,1,57461.13,0 355 | 15621353,Hudson,645,Spain,Female,37,7,0,2,1,0,13589.93,0 356 | 15745843,Kinlaw,689,Spain,Female,31,4,0,2,1,1,136610.02,0 357 | 15808228,Tuan,768,Spain,Female,44,6,60603.4,1,1,1,178045.97,0 358 | 15682834,Johnstone,715,Spain,Female,35,4,40169.88,2,1,1,199857.47,0 359 | 15617982,Pirozzi,661,Spain,Female,42,3,0,2,1,0,35989.41,0 360 | 15690647,Rogers,582,Spain,Female,46,8,67563.31,1,1,0,44506.09,1 361 | 15730540,Simpson,794,Spain,Male,45,8,88656.37,2,1,0,116547.31,0 362 | 15697095,Zetticci,705,Spain,Male,46,7,0,2,1,0,117273.35,0 363 | 15748797,Dale,636,Spain,Female,33,0,0,1,1,0,92277.47,1 364 | 15775546,Laurens,517,Spain,Female,29,5,0,2,1,0,103402.88,0 365 | 15619029,Bykov,620,Spain,Female,43,2,0,2,1,0,20670.1,0 366 | 15797276,Sturt,662,Spain,Female,41,4,90350.77,1,1,0,75884.65,1 367 | 15629617,Cook,572,Spain,Male,23,2,126873.52,1,0,1,67040.12,0 368 | 15667651,Young,585,Spain,Female,33,8,0,2,1,0,114182.07,0 369 | 15753969,K'ung,724,Spain,Male,45,5,83888.54,1,0,1,34121.81,0 370 | 15794874,Quinones,696,Spain,Male,41,9,127523.75,1,0,1,191417.42,0 371 | 15596671,Endrizzi,603,Spain,Female,42,8,91611.12,1,0,0,144675.3,1 372 | 15687959,Landman,573,Spain,Female,44,4,0,1,1,1,94862.93,0 373 | 15596021,K?,598,Spain,Male,44,8,0,2,1,0,148487.9,0 374 | 15688713,McCall,627,Spain,Male,44,6,0,1,1,1,114469.55,0 375 | 15697311,Nebechukwu,697,Spain,Male,56,5,110802.03,1,1,1,50230.31,1 376 | 15676242,Artemova,632,Spain,Male,31,3,136556.44,1,1,0,82152.83,1 377 | 15608653,Davison,521,Spain,Female,34,7,70731.07,1,1,1,20243.97,1 378 | 15789546,Ojiofor,639,Spain,Male,28,8,0,2,1,0,126561.07,0 379 | 15640627,Wan,611,Spain,Male,34,4,0,2,1,0,170950.58,0 380 | 15595067,Zhirov,637,Spain,Female,40,6,0,2,1,1,181610.6,0 381 | 15729956,Akabueze,726,Spain,Female,26,1,80780.16,1,1,1,19225.85,0 382 | 15583748,McGuigan,592,Spain,Male,38,8,0,2,1,0,180426.2,0 383 | 15607713,Kaeppel,850,Spain,Female,29,1,0,2,1,1,197996.65,0 384 | 15716491,Akabueze,710,Spain,Female,51,4,93656.95,1,0,1,141400.51,1 385 | 15625824,Kornilova,596,Spain,Male,30,6,121345.88,4,1,0,41921.75,1 386 | 15761976,Su,797,Spain,Female,31,8,0,2,1,0,117916.63,0 387 | 15744517,Esposito,735,Spain,Male,50,9,0,1,0,0,166677.35,1 388 | 15686963,Hardiman,680,Spain,Female,30,3,0,1,1,0,160131.58,0 389 | 15799156,Okwuadigbo,569,Spain,Male,38,8,0,2,0,0,79618.79,0 390 | 15701765,Vincent,575,Spain,Female,37,0,0,2,0,0,30114.32,0 391 | 15788676,Riley,539,Spain,Male,38,8,71460.67,2,1,1,10074.05,0 392 | 15602497,Honore,850,Spain,Male,39,6,133214.13,1,0,1,20769.88,0 393 | 15634375,Duncan,710,Spain,Female,36,8,0,2,0,0,83206.19,0 394 | 15591130,Medvedev,507,Spain,Female,29,6,0,2,0,1,94780.9,0 395 | 15751531,Shaw,598,Spain,Male,41,8,0,2,1,1,161954.43,0 396 | 15568360,Rolon,569,Spain,Female,41,4,139840.36,1,1,1,163524.7,0 397 | 15697283,Mackenzie,578,Spain,Male,23,8,0,2,1,0,112124.98,0 398 | 15614818,Trevisani,764,Spain,Female,33,9,168964.77,1,0,1,118982.51,0 399 | 15723411,Jamieson,607,Spain,Female,36,4,98266.3,1,1,1,46416.36,0 400 | 15747677,Gordon,656,Spain,Male,69,6,163975.09,1,1,1,36108.5,0 401 | 15618926,Nwachukwu,520,Spain,Male,43,7,0,2,1,1,36202.74,0 402 | 15807294,Walker,653,Spain,Female,30,2,88243.29,2,1,1,96658.26,0 403 | 15618581,Diribe,668,Spain,Male,25,8,0,2,1,1,135112.09,0 404 | 15599552,Conway,639,Spain,Female,54,2,0,2,1,1,53843.71,0 405 | 15749177,Maslow,730,Spain,Female,52,7,0,2,0,1,122398.84,0 406 | 15772777,Onyemachukwu,850,Spain,Female,29,10,0,2,1,1,94815.04,0 407 | 15777576,Frost,559,Spain,Female,40,5,139129.44,1,0,1,32635.54,0 408 | 15607133,Shih,717,Spain,Female,49,1,110864.38,2,1,1,124532.9,1 409 | 15576714,Manna,687,Spain,Female,21,8,0,2,1,1,154767.34,0 410 | 15631460,Swift,671,Spain,Female,42,3,0,2,1,1,128449.33,0 411 | 15651802,Day,632,Spain,Female,39,5,97854.37,2,1,0,93536.38,0 412 | 15729668,Elizabeth,521,Spain,Male,29,3,60280.62,1,1,0,154271.41,0 413 | 15741728,Atkins,591,Spain,Male,36,7,135216.8,1,1,1,122022.89,0 414 | 15801062,Matthews,557,Spain,Female,40,4,0,2,0,1,105433.53,0 415 | 15777797,Kovalyova,689,Spain,Male,38,5,75075.14,1,1,1,8651.92,1 416 | 15681758,Baddeley,525,Spain,Female,25,10,0,2,1,0,69361.95,0 417 | 15810347,Todd,662,Spain,Female,30,9,0,2,0,1,157884.83,0 418 | 15685372,Azubuike,350,Spain,Male,54,1,152677.48,1,1,1,191973.49,1 419 | 15735222,Ignatieff,705,Spain,Female,23,5,0,2,1,1,73131.73,0 420 | 15678626,Okonkwo,538,Spain,Female,31,0,0,2,0,0,179453.66,0 421 | 15661528,Ashbolt,583,Spain,Male,47,5,102562.23,1,1,0,92708.1,0 422 | 15754177,Bazarova,712,Spain,Male,53,2,111061.01,2,0,0,26542.17,0 423 | 15683544,Buccho,626,Spain,Male,62,3,0,1,1,1,65010.74,0 424 | 15569423,Cunningham,731,Spain,Male,41,4,0,2,1,0,22299.27,0 425 | 15585067,Wilson,634,Spain,Male,31,9,108632.48,1,1,1,179485.96,1 426 | 15741429,Hudson,680,Spain,Female,31,9,119825.75,2,1,1,101139.3,0 427 | 15718247,Hayden,606,Spain,Female,46,8,0,2,1,1,183717.94,0 428 | 15716994,Green,559,Spain,Male,24,3,114739.92,1,1,0,85891.02,1 429 | 15658459,Bates,784,Spain,Male,33,10,0,2,1,0,162022.47,0 430 | 15658057,Padovesi,812,Spain,Female,44,8,0,3,1,0,66926.83,1 431 | 15801767,Yin,784,Spain,Female,40,8,0,2,1,0,108891.3,0 432 | 15811236,Burns,705,Spain,Male,39,6,133261.13,1,1,1,78065.9,0 433 | 15746749,Fleming,681,Spain,Female,32,3,0,2,1,1,59679.9,0 434 | 15570205,Tao,682,Spain,Male,36,5,0,2,1,1,147758.51,0 435 | 15589348,Le Grand,850,Spain,Male,37,4,137204.77,1,1,1,28865.59,0 436 | 15700854,Cunningham,595,Spain,Male,35,8,0,1,1,0,100015.79,1 437 | 15758836,Godfrey,675,Spain,Male,36,3,54098.18,2,0,1,54478.52,0 438 | 15772933,Mai,591,Spain,Male,31,8,0,1,1,1,141677.33,0 439 | 15689612,Pirozzi,554,Spain,Female,34,8,0,1,0,1,106981.03,0 440 | 15713644,Marshall,686,Spain,Male,22,5,0,2,1,0,158974.45,0 441 | 15788483,Kerr,719,Spain,Male,38,0,0,1,1,0,126876.47,0 442 | 15713843,Kao,850,Spain,Male,30,2,0,2,0,1,27937.12,0 443 | 15567993,Palmer,828,Spain,Male,28,8,134766.85,1,1,0,79355.87,0 444 | 15744983,Burgmann,712,Spain,Male,47,1,139887.01,1,1,1,95719.73,0 445 | 15799479,Coles,809,Spain,Male,33,9,0,1,1,1,124045.65,0 446 | 15684269,Gray,707,Spain,Female,35,3,56674.48,1,1,0,17987.4,1 447 | 15762745,Macvitie,648,Spain,Male,32,8,0,1,1,0,133653.38,0 448 | 15746970,Townsend,760,Spain,Female,57,1,0,2,1,1,25101.17,0 449 | 15624391,Thomson,595,Spain,Female,30,5,100683.54,1,1,1,178361.04,0 450 | 15734491,Lombardo,676,Spain,Female,36,4,0,2,1,1,3173.31,0 451 | 15675320,Leonard,758,Spain,Female,40,5,93499.82,2,0,0,123218.81,0 452 | 15721730,Amechi,601,Spain,Female,44,4,0,2,1,0,58561.31,0 453 | 15683677,Schiavone,769,Spain,Male,39,9,0,1,1,1,47722.79,0 454 | 15596414,Chandler,796,Spain,Male,41,8,107525.07,1,1,0,18510.41,0 455 | 15765694,Bage,584,Spain,Female,59,1,0,1,0,1,130260.11,1 456 | 15777639,McGregor,595,Spain,Female,23,10,101126.66,2,0,0,37042.8,0 457 | 15778410,Clarke,533,Spain,Female,52,7,0,1,0,1,194113.99,1 458 | 15770525,T'an,760,Spain,Male,28,1,141038.57,2,0,0,16287.38,0 459 | 15689980,Willis,725,Spain,Female,36,4,118520.26,1,0,0,131173.9,1 460 | 15721303,O'Meara,640,Spain,Male,34,1,137523.02,1,0,0,24761.36,0 461 | 15771636,Marshall,793,Spain,Female,36,0,0,1,0,0,148993.47,0 462 | 15693381,Tipton,533,Spain,Male,38,1,135289.33,2,0,1,152956.33,0 463 | 15603846,Fang,711,Spain,Male,37,2,0,2,1,0,83978.86,1 464 | 15773017,Todd,763,Spain,Female,37,6,0,2,1,1,149705.25,0 465 | 15776467,De Salis,702,Spain,Female,35,8,14262.8,2,1,0,54689.16,0 466 | 15746451,Barry,686,Spain,Male,41,7,102749.72,1,0,1,194913.86,0 467 | 15777922,Afamefuna,629,Spain,Male,36,1,161757.87,2,1,1,146371.72,0 468 | 15612776,McKay,850,Spain,Female,39,10,0,2,1,1,143030.09,0 469 | 15779247,Pai,683,Spain,Female,24,8,98567.1,1,1,0,187987.01,0 470 | 15800517,Huang,633,Spain,Male,32,5,163340.12,2,1,1,74415.2,0 471 | 15712319,Chukwukere,714,Spain,Male,45,8,150900.29,2,0,1,139889.15,0 472 | 15797389,Hsia,604,Spain,Male,23,9,124577.33,1,1,1,7267.25,0 473 | 15621432,Lee,630,Spain,Male,35,1,0,2,0,0,186826.22,0 474 | 15779390,Theus,850,Spain,Female,31,4,91292.7,1,1,1,162149.07,0 475 | 15740104,Tuan,425,Spain,Female,22,7,169649.73,2,0,1,136365,1 476 | 15792649,Patterson,547,Spain,Female,31,9,0,2,0,0,99294.22,0 477 | 15694188,Obidimkpa,700,Spain,Female,46,5,56580.95,2,0,1,45424.13,0 478 | 15802478,Spring,767,Spain,Male,31,6,0,2,1,1,195668,0 479 | 15569209,Amaechi,464,Spain,Female,34,5,76001.57,1,1,1,158668.87,0 480 | 15747222,Bentley,745,Spain,Female,35,8,0,2,1,1,116581.1,0 481 | 15812338,Sopuluchukwu,485,Spain,Female,30,7,0,1,1,0,107067.37,0 482 | 15758845,Rocher,590,Spain,Female,37,0,64345.21,1,0,1,61759.33,1 483 | 15583090,Komar,581,Spain,Female,29,8,0,2,1,0,46735.19,0 484 | 15573741,Aliyeva,698,Spain,Male,38,10,95010.92,1,1,1,105227.86,0 485 | 15690925,McIntosh,527,Spain,Female,29,2,27755.97,1,1,0,97468.44,1 486 | 15778190,Onyekaozulu,639,Spain,Female,28,8,97840.72,1,1,1,178222.77,0 487 | 15641183,Chin,731,Spain,Male,25,8,96950.21,1,1,0,97877.92,0 488 | 15782574,Warner,624,Spain,Male,33,6,0,2,0,0,76551.7,0 489 | 15734999,Stephenson,634,Spain,Male,36,2,85996.19,1,1,0,15887.68,0 490 | 15706593,Ellis,850,Spain,Female,50,10,0,2,1,1,33741.84,0 491 | 15590268,Chu,529,Spain,Male,35,5,95772.97,1,1,1,112781.5,0 492 | 15763055,Onuchukwu,572,Spain,Male,31,5,98108.79,1,0,1,119996.95,0 493 | 15643630,Quaife,770,Spain,Male,55,9,63127.41,2,1,0,185211.28,1 494 | 15641043,Scott,648,Spain,Male,35,7,0,2,1,1,78436.36,0 495 | 15669922,Conti,530,Spain,Female,36,2,0,2,1,1,14721.8,0 496 | 15663830,De Luca,563,Spain,Male,32,6,0,2,1,1,19720.08,0 497 | 15566958,Li Fonti,667,Spain,Male,39,7,167557.12,1,1,1,41183.02,0 498 | 15680918,Freeman,613,Spain,Male,34,8,117300.02,1,1,0,139410.08,0 499 | 15783398,Rizzo,535,Spain,Female,49,7,115309.75,1,1,0,111421.77,0 500 | 15604588,Li Fonti,850,Spain,Female,38,3,0,2,0,1,179360.76,0 501 | 15735428,Talbot,673,Spain,Female,37,0,0,2,0,0,82351.06,0 502 | 15806880,Boyle,627,Spain,Female,30,6,0,1,1,1,113408.47,0 503 | 15781034,Mason,796,Spain,Male,67,5,0,2,0,1,54871.02,0 504 | 15622017,Bruno,773,Spain,Female,33,10,0,1,1,1,98820.09,0 505 | 15705885,Smeaton,752,Spain,Male,36,2,0,2,1,1,45570.84,0 506 | 15677382,Miller,625,Spain,Female,69,1,107569.96,1,1,1,182336.45,0 507 | 15626983,Ledford,605,Spain,Female,48,6,0,2,1,1,40062.99,0 508 | 15773605,Iadanza,670,Spain,Female,32,3,0,2,1,0,46175.7,0 509 | 15811261,Alaniz,617,Spain,Male,42,0,70105.87,1,1,1,120830.73,0 510 | 15741554,Streeter,746,Spain,Male,31,2,113836.27,1,1,1,174815.54,0 511 | 15769051,Shaw,503,Spain,Male,25,7,0,1,0,1,192841.13,0 512 | 15623791,Padovesi,632,Spain,Female,40,3,109740.62,1,1,0,141896.74,0 513 | 15586993,Giordano,655,Spain,Female,56,5,0,2,1,1,41782.7,0 514 | 15645956,Jideofor,452,Spain,Male,44,3,88915.85,1,1,0,69697.74,0 515 | 15687310,Humphries,783,Spain,Male,39,9,0,2,1,0,143752.77,0 516 | 15569187,Fleming,680,Spain,Male,35,9,0,2,0,0,143774.06,0 517 | 15600734,Townsend,624,Spain,Male,51,5,174397.21,2,1,1,172372.63,0 518 | 15623647,Dellucci,655,Spain,Female,36,1,135515.76,1,1,0,86013.96,0 519 | 15668472,Ritchie,705,Spain,Female,24,5,177799.83,2,0,0,79886.06,0 520 | 15692416,Aikenhead,358,Spain,Female,52,8,143542.36,3,1,0,141959.11,1 521 | 15598088,Ni,559,Spain,Male,25,5,0,2,1,1,163221.22,0 522 | 15693468,Simmons,488,Spain,Female,39,9,140553.46,1,0,0,12440.44,0 523 | 15780954,Cran,582,Spain,Male,26,4,65848.36,2,1,0,30149.21,0 524 | 15700174,McKay,733,Spain,Female,30,0,83319.28,1,0,0,57769.2,0 525 | 15694192,Nwankwo,598,Spain,Female,38,6,0,2,0,0,173783.38,0 526 | 15585901,Johnson,717,Spain,Male,35,1,0,3,0,0,174770.14,1 527 | 15630913,Rosas,476,Spain,Female,69,1,105303.73,1,0,1,134260.34,0 528 | 15587913,Palerma,748,Spain,Female,40,4,0,2,1,0,132368.47,0 529 | 15737605,Morris,531,Spain,Female,45,1,126495.57,2,1,1,164741.5,0 530 | 15627876,Pavlova,719,Spain,Female,47,9,116393.59,1,1,0,63051.32,1 531 | 15657107,Angelo,563,Spain,Female,46,8,106171.68,1,1,0,163145.5,1 532 | 15622454,Zaitsev,695,Spain,Male,28,0,96020.86,1,1,1,57992.49,0 533 | 15775803,Cawker,841,Spain,Male,41,1,0,2,0,1,193093.77,0 534 | 15612050,Castiglione,556,Spain,Female,48,8,168522.37,1,1,1,151310.16,0 535 | 15602929,Wilson,728,Spain,Female,37,4,0,1,0,0,4539.38,0 536 | 15633043,Fedorova,545,Spain,Female,39,6,0,1,0,0,38410.74,1 537 | 15603088,Rossi,451,Spain,Female,23,9,0,2,0,1,48021.71,0 538 | 15746190,Payton,624,Spain,Female,28,2,0,2,0,1,104353.26,0 539 | 15679909,Pugliesi,665,Spain,Male,41,8,0,2,1,0,132152.32,0 540 | 15756875,Freeman,782,Spain,Male,34,6,147422.44,1,0,1,42143.61,0 541 | 15678146,Wong,668,Spain,Female,24,7,173962.32,1,0,0,106457.11,1 542 | 15577078,Zakharov,539,Spain,Male,38,6,0,1,1,1,152880.07,1 543 | 15668081,Capon,581,Spain,Female,50,4,0,2,1,1,80701.72,0 544 | 15747980,Cattaneo,737,Spain,Male,38,6,146282.79,2,1,0,198516.2,0 545 | 15629338,Collingridge de Tourcey,658,Spain,Female,31,2,36566.96,1,1,0,103644.98,1 546 | 15697214,Korovin,686,Spain,Female,36,5,0,2,1,1,152979.14,0 547 | 15573309,Ward,626,Spain,Female,48,2,0,2,1,1,95794.98,0 548 | 15744843,K'ung,569,Spain,Female,34,6,144855.34,1,0,0,196555.32,0 549 | 15617617,Stewart,811,Spain,Male,39,7,0,2,1,1,177519.39,0 550 | 15578908,Todd,725,Spain,Female,32,0,0,2,1,1,138525.19,0 551 | 15602551,Johnson,667,Spain,Male,39,9,0,2,1,0,68873.8,0 552 | 15757408,Lo,655,Spain,Male,38,3,250898.09,3,0,1,81054,1 553 | 15813022,Kapustina,531,Spain,Male,70,1,0,2,0,0,99503.19,0 554 | 15689168,Munro,531,Spain,Male,37,1,143407.29,2,0,1,84402.46,0 555 | 15778934,Napolitani,678,Spain,Female,49,8,0,2,0,1,98090.69,0 556 | 15714586,Marcelo,646,Spain,Female,42,3,99836.47,1,0,1,22909.56,0 557 | 15589224,Moore,596,Spain,Male,41,5,0,2,0,1,141053.85,0 558 | 15631201,Hill,472,Spain,Female,28,4,0,2,1,0,1801.77,0 559 | 15746594,Wu,732,Spain,Male,33,8,0,1,1,0,119882.7,0 560 | 15732740,Plant,765,Spain,Female,32,9,178095.55,1,0,0,47247.56,0 561 | 15599722,Chia,609,Spain,Female,43,6,86053.52,2,1,1,113276.46,1 562 | 15688619,Scott,718,Spain,Male,45,3,105266.32,2,1,1,193724.51,0 563 | 15613712,Boag,634,Spain,Male,34,1,0,2,1,0,61995.57,0 564 | 15639322,Grave,633,Spain,Male,33,4,137847.41,2,1,0,98349.13,0 565 | 15811842,Artemyeva,630,Spain,Male,26,7,0,2,1,1,6656.64,0 566 | 15648794,Giordano,836,Spain,Male,57,4,101247.06,1,1,0,37141.62,1 567 | 15794479,Becker,767,Spain,Male,77,8,149083.7,1,1,1,190146.83,0 568 | 15704746,Inman,699,Spain,Male,35,2,167455.66,2,1,1,55324.49,0 569 | 15609562,MacDonald,774,Spain,Female,43,1,116360.07,1,1,0,17004.14,0 570 | 15787459,Parkes,745,Spain,Male,40,3,88466.82,1,0,0,116331.42,0 571 | 15724889,Chinweuba,665,Spain,Male,38,9,0,1,0,1,87412.74,0 572 | 15730397,Narelle,739,Spain,Male,40,1,109681.61,1,1,1,193321.3,0 573 | 15589320,Sagese,699,Spain,Male,34,8,0,1,1,1,76510.46,0 574 | 15799211,Anenechi,708,Spain,Female,32,8,187487.63,1,1,1,120115.5,0 575 | 15583548,Harrison,525,Spain,Female,47,6,118560,1,1,0,82522.61,1 576 | 15735246,Norman,798,Spain,Female,58,9,0,2,0,0,119071.56,1 577 | 15670753,Uvarova,614,Spain,Male,35,2,127283.78,1,1,1,31302.35,0 578 | 15573876,Chia,473,Spain,Male,48,8,0,2,1,0,71139.8,0 579 | 15751788,Johnson,850,Spain,Male,28,9,97408.03,1,1,1,175853.64,0 580 | 15672598,Walker,613,Spain,Male,30,9,111927.45,1,1,1,175795.87,0 581 | 15812982,Francis,509,Spain,Male,38,2,0,1,0,0,168460.12,0 582 | 15764237,Manfrin,663,Spain,Male,33,9,0,2,0,0,91514.62,0 583 | 15610337,Stephens,666,Spain,Male,35,2,104832.49,1,1,0,175015.12,0 584 | 15752488,Emery,733,Spain,Female,31,9,102289.85,1,1,1,115441.66,0 585 | 15691723,Chukwudi,631,Spain,Male,55,9,99685.06,1,1,0,114474.98,0 586 | 15750808,Ma,790,Spain,Male,46,2,131365.37,2,1,1,180290.68,0 587 | 15744368,Sun,633,Spain,Male,58,6,98308.51,1,1,1,132034.13,0 588 | 15756125,Booth,757,Spain,Male,44,5,140856.16,2,1,0,158735.1,0 589 | 15671969,Pruneda,649,Spain,Male,36,8,0,2,1,0,161668.15,0 590 | 15791268,Neumann,565,Spain,Male,38,0,122447.76,1,0,0,67339.34,0 591 | 15633930,Yobachukwu,648,Spain,Female,56,6,157559.59,2,1,0,140991.23,1 592 | 15780038,Paterson,756,Spain,Male,38,6,119208.85,1,1,0,169763.89,1 593 | 15800326,Poole,717,Spain,Female,39,6,0,2,1,0,93275.61,0 594 | 15783958,Bates,539,Spain,Female,37,1,130922.81,2,0,0,2186.83,0 595 | 15739576,Bustard,706,Spain,Male,20,8,0,2,1,1,12368.11,0 596 | 15631333,Wade,677,Spain,Female,25,8,130866.19,1,1,0,42410.21,0 597 | 15589643,Ngozichukwuka,684,Spain,Female,41,7,0,1,1,1,138394.37,0 598 | 15681506,Lane,478,Spain,Male,43,1,0,2,1,1,197916.43,0 599 | 15698349,Davy,686,Spain,Female,35,4,0,2,1,1,159676.55,0 600 | 15679299,Shen,726,Spain,Female,27,7,123826.07,1,0,1,78970.58,0 601 | 15590730,Hunt,745,Spain,Male,34,9,0,2,1,0,50046.25,0 602 | 15674880,Archer,658,Spain,Male,50,2,0,2,1,0,52137.73,0 603 | 15778157,Murray,598,Spain,Male,27,8,90721.52,2,1,0,109296.18,0 604 | 15801265,Tang,689,Spain,Female,45,0,57784.22,1,1,0,197804,1 605 | 15647266,Y?an,651,Spain,Female,45,10,135923.16,1,1,0,18732.84,0 606 | 15635078,Chiemela,714,Spain,Male,45,0,124693.48,1,0,1,187194.15,0 607 | 15680141,Yuan,759,Spain,Female,35,7,147936.42,1,1,1,106785.7,0 608 | 15756056,Ku,561,Spain,Female,28,3,0,2,1,0,191387.76,0 609 | 15648005,Russell,672,Spain,Male,33,2,0,2,1,1,182738,0 610 | 15709928,Niu,567,Spain,Female,41,1,0,2,1,0,3414.72,0 611 | 15612193,Hsia,762,Spain,Male,29,10,115545.33,2,1,0,148256.43,0 612 | 15762984,McIntosh,648,Spain,Male,35,7,0,2,0,0,122899.01,0 613 | 15664204,Meany,706,Spain,Male,29,2,0,2,1,1,18255.51,0 614 | 15806332,Le Gallienne,484,Spain,Female,39,5,0,2,1,1,175224.12,0 615 | 15635972,Lloyd,484,Spain,Male,36,8,0,2,1,0,186136.48,0 616 | 15616380,Wheeler,803,Spain,Female,37,1,0,2,0,0,7455.2,0 617 | 15660688,King,701,Spain,Female,35,9,0,2,0,0,170996.86,0 618 | 15788535,Tan,593,Spain,Male,44,5,0,1,1,0,128046.98,0 619 | 15641250,Calabresi,794,Spain,Male,38,9,179581.31,1,1,0,23596.24,0 620 | 15726791,Nuttall,637,Spain,Female,45,2,157929.45,1,1,1,145134.49,1 621 | 15710366,Hamilton,569,Spain,Female,42,1,0,1,1,1,83629.6,1 622 | 15769312,Forbes,557,Spain,Male,48,10,0,2,1,1,185094.48,0 623 | 15708212,Lin,648,Spain,Female,54,7,118241.02,1,1,0,172586.89,1 624 | 15726186,Genovese,639,Spain,Male,29,4,133434.57,2,1,0,97983.44,0 625 | 15764618,Tseng,815,Spain,Female,39,6,0,1,1,1,85167.88,0 626 | 15730738,Chiang,786,Spain,Male,31,9,0,2,1,1,18210.36,0 627 | 15774151,Iadanza,614,Spain,Female,41,7,179915.85,1,0,0,14666.35,1 628 | 15595588,Chukwunonso,773,Spain,Female,39,4,0,2,0,1,182081.45,0 629 | 15711825,Ts'ai,655,Spain,Female,35,1,82231.51,2,1,0,88798.02,0 630 | 15656912,Aitken,649,Spain,Male,51,4,0,1,1,1,150390.57,0 631 | 15747724,Briggs,671,Spain,Female,34,10,0,1,1,0,23235.38,0 632 | 15633877,Morrison,706,Spain,Female,42,8,95386.82,1,1,1,75732.25,0 633 | 15751336,Yao,630,Spain,Male,30,3,0,2,0,1,10486.69,0 634 | 15725039,McIntyre,702,Spain,Male,32,8,71667.74,1,1,1,126082.18,0 635 | 15754112,Musgrove,653,Spain,Male,55,7,0,2,1,1,41967.03,0 636 | 15800845,Artemieva,732,Spain,Female,33,8,111379.55,1,1,1,45098.62,0 637 | 15722765,Owen,580,Spain,Female,57,0,136820.99,1,0,1,108528.74,0 638 | 15630167,Gibson,684,Spain,Female,39,4,139723.9,1,1,1,120612.11,0 639 | 15718153,Kao,759,Spain,Female,74,6,128917.84,1,1,1,48244.64,0 640 | 15592645,Gibbons,704,Spain,Male,37,4,0,2,0,0,25684.93,0 641 | 15790659,Sheets,701,Spain,Male,59,7,0,2,0,1,27597.59,0 642 | 15691446,Tokaryev,735,Spain,Male,29,10,0,2,1,1,95025.27,0 643 | 15619935,Vanmeter,783,Spain,Female,59,9,126224.87,1,1,1,4423.63,0 644 | 15591766,Crawford,607,Spain,Female,25,4,121166.89,1,0,1,115288.24,0 645 | 15641629,P'eng,537,Spain,Female,38,1,0,2,0,1,41233.97,0 646 | 15813303,Rearick,513,Spain,Male,88,10,0,2,1,1,52952.24,0 647 | 15612071,Wilson,763,Spain,Female,32,10,95153.77,1,0,1,81310.1,0 648 | 15720838,Gallo,689,Spain,Female,31,3,139799.63,1,0,1,120663.57,0 649 | 15672610,Somadina,567,Spain,Male,40,4,118628.8,1,0,0,91973.63,0 650 | 15745001,Kovalev,683,Spain,Female,36,7,0,2,1,0,104786.59,0 651 | 15571148,Baranov,645,Spain,Female,21,1,0,2,0,0,28726.07,0 652 | 15764174,Bidencope,612,Spain,Female,26,4,0,2,1,1,179780.74,0 653 | 15715920,De Bernales,782,Spain,Male,23,10,98052.66,1,1,1,142587.32,0 654 | 15625942,McDonald,619,Spain,Female,45,0,0,2,0,0,113645.4,0 655 | 15679642,Feng,695,Spain,Male,44,8,0,2,1,1,70974.13,0 656 | 15690231,K'ung,612,Spain,Female,62,0,167026.61,2,1,1,192892.05,0 657 | 15726490,Kirby,782,Spain,Male,52,4,0,1,1,1,52759.82,1 658 | 15727919,Chukwuemeka,671,Spain,Female,29,6,0,2,0,0,12048.67,0 659 | 15752838,Lucas,723,Spain,Male,38,6,0,2,1,1,94415.6,0 660 | 15655192,Fiorentino,850,Spain,Female,24,1,0,2,0,1,69052.87,0 661 | 15634772,Mario,682,Spain,Female,59,0,122661.39,1,0,1,84803.76,0 662 | 15756560,Moran,599,Spain,Female,46,7,81742.84,2,1,0,83282.21,0 663 | 15732270,Hung,727,Spain,Male,71,8,0,1,1,1,198446.91,1 664 | 15739357,Moss,756,Spain,Male,30,2,145127.85,1,0,0,7554.68,0 665 | 15567486,Li,634,Spain,Female,41,4,0,2,1,1,164549.74,0 666 | 15711834,Long,650,Spain,Female,30,6,0,1,0,0,67997.13,1 667 | 15729763,Nelson,655,Spain,Male,34,1,116114.93,1,1,1,49492.15,0 668 | 15611905,Warlow-Davies,513,Spain,Female,31,5,174853.46,1,1,0,84238.63,0 669 | 15645942,Macleod,689,Spain,Male,40,2,0,2,1,1,164768.82,0 670 | 15673529,Lombardo,645,Spain,Male,36,4,59893.85,2,1,0,43999.64,0 671 | 15710450,Okwudiliolisa,848,Spain,Male,22,7,120811.89,1,1,1,185510.34,0 672 | 15668818,Chidubem,592,Spain,Female,40,2,200322.45,1,1,1,113244.73,0 673 | 15765812,Trevisani,587,Spain,Male,48,1,0,2,1,1,8908,0 674 | 15704844,Hsiung,550,Spain,Male,62,7,80927.56,1,0,1,64490.67,0 675 | 15616700,Leach,622,Spain,Female,41,9,0,2,1,1,155786.39,0 676 | 15620398,Mitchell,635,Spain,Female,34,5,98683.47,2,1,0,15733.19,0 677 | 15588446,Udinesi,550,Spain,Male,34,3,0,2,0,0,131281.28,0 678 | 15658360,Gregory,762,Spain,Male,35,9,122929.42,2,0,0,149822.04,0 679 | 15800062,Lanford,850,Spain,Male,49,8,0,1,0,0,25867.67,1 680 | 15788946,Anthony,605,Spain,Female,29,3,116805.82,1,0,0,4092.75,0 681 | 15711789,Davey,768,Spain,Female,42,3,0,1,0,0,161242.99,1 682 | 15716000,Hs?eh,638,Spain,Male,48,2,0,2,1,1,7919.08,0 683 | 15680278,Ts'ai,661,Spain,Female,42,9,75361.44,1,1,0,27608.12,1 684 | 15591179,Skelton,702,Spain,Male,30,2,0,2,1,1,145537.32,0 685 | 15622117,Fries,625,Spain,Female,31,8,0,2,1,0,151843.54,0 686 | 15581548,Kaodilinakachukwu,637,Spain,Female,22,5,98800,1,1,0,122865.55,0 687 | 15582944,Becker,425,Spain,Female,39,5,0,2,1,0,140941.47,0 688 | 15785078,Fomin,730,Spain,Male,26,3,0,1,1,0,34542.41,0 689 | 15713267,Zimmer,779,Spain,Female,34,5,0,2,0,1,111676.63,0 690 | 15717898,Bruce,542,Spain,Male,32,2,131945.94,1,0,1,159737.56,0 691 | 15611105,Castella,799,Spain,Male,35,7,0,2,0,1,140780.8,0 692 | 15725698,Panicucci,520,Spain,Female,35,4,115680.81,1,1,1,90280.7,0 693 | 15739046,Maggard,850,Spain,Female,23,9,143054.85,1,0,1,62980.96,0 694 | 15631927,Thomas,574,Spain,Female,28,7,0,2,0,0,185660.3,0 695 | 15754261,Ho,648,Spain,Male,42,2,98795.61,2,1,0,89123.99,0 696 | 15792176,Henty,698,Spain,Female,40,0,92053.44,1,1,1,143681.83,0 697 | 15585835,Lord,655,Spain,Female,34,4,109783.69,2,1,0,134034.32,0 698 | 15667190,Yuan,630,Spain,Female,21,1,85818.18,1,1,1,133102.3,0 699 | 15701318,Poole,763,Spain,Male,67,9,148564.66,1,0,1,87236.4,0 700 | 15806688,Manfrin,726,Spain,Female,56,8,123110.9,3,0,1,130113.78,1 701 | 15730339,Bell,670,Spain,Male,30,3,133446.34,1,0,0,3154.95,0 702 | 15662098,Palmer,650,Spain,Male,41,3,128808.65,3,0,0,113677.53,1 703 | 15667046,Tseng,694,Spain,Male,38,7,121527.4,1,1,0,113481.02,0 704 | 15626787,Wei,698,Spain,Female,31,8,185078.26,1,0,0,115337.74,1 705 | 15625522,Walker,700,Spain,Male,31,7,0,2,0,1,145151.96,0 706 | 15782468,Hart,850,Spain,Male,51,3,109799.55,2,1,1,12457.76,1 707 | 15761141,Palerma,604,Spain,Female,71,10,0,2,1,1,129984.2,0 708 | 15790235,Hsing,778,Spain,Male,40,8,104291.41,2,1,1,117507.11,0 709 | 15747503,Hayward,705,Spain,Male,44,0,184552.12,1,1,0,68860.3,1 710 | 15663826,Brim,532,Spain,Female,66,3,0,1,1,1,115227.02,0 711 | 15596060,Skinner,498,Spain,Male,29,8,127864.26,1,1,1,46677.9,0 712 | 15787529,Gray,592,Spain,Male,38,0,0,1,1,0,65986.48,1 713 | 15699550,Babbage,695,Spain,Female,34,9,0,2,1,1,67502.12,0 714 | 15768244,Macleod,538,Spain,Female,30,8,0,2,1,1,41192.95,0 715 | 15626385,George,714,Spain,Female,33,10,103121.33,2,1,1,49672.01,0 716 | 15603582,Robertson,569,Spain,Female,34,3,0,1,1,0,133997.53,0 717 | 15716449,Fraser,527,Spain,Male,33,9,132168.28,1,0,0,98734.15,0 718 | 15701555,Nicholls,575,Spain,Male,53,1,84903.33,2,0,1,26015.8,0 719 | 15680346,Chuang,683,Spain,Male,40,8,0,1,1,0,75848.22,0 720 | 15812917,Kosisochukwu,653,Spain,Male,35,6,116662.96,2,1,1,23864.21,0 721 | 15646196,Yeh,850,Spain,Female,36,2,155180.56,2,0,0,169415.54,0 722 | 15714057,Windradyne,528,Spain,Male,40,4,0,2,1,0,25399.7,0 723 | 15785782,Ugonna,513,Spain,Male,48,2,0,1,1,1,114709.13,1 724 | 15678572,Keating,529,Spain,Male,38,7,99842.5,2,1,0,90256.06,1 725 | 15693203,Powell,710,Spain,Female,75,5,0,2,1,1,9376.89,0 726 | 15769829,Cheng,534,Spain,Male,51,3,0,2,0,1,20856.31,0 727 | 15773503,Tsai,551,Spain,Male,32,4,0,2,1,0,53420.53,0 728 | 15654211,Milani,559,Spain,Female,27,1,0,1,0,1,1050.33,0 729 | 15707968,Akobundu,545,Spain,Male,36,8,73211.12,2,1,0,89587.34,1 730 | 15798824,Kennedy,671,Spain,Male,38,0,92674.94,2,1,0,3647.57,0 731 | 15671591,Castiglione,439,Spain,Male,52,3,96196.24,4,1,0,198874.52,1 732 | 15641640,Uspenskaya,545,Spain,Female,33,7,173331.52,1,1,0,150452.88,0 733 | 15585284,Thomson,604,Spain,Female,35,7,147285.52,1,1,1,57807.05,0 734 | 15617866,Calabrese,657,Spain,Male,67,5,119785.47,2,1,1,107534.32,0 735 | 15667751,Herrera,487,Spain,Female,36,1,140137.15,1,1,0,194073.33,0 736 | 15716024,Dennis,660,Spain,Male,42,5,0,2,1,0,115509.59,0 737 | 15689616,Ward,586,Spain,Male,34,5,168094.01,1,0,0,20058.61,0 738 | 15668575,Hao,626,Spain,Female,26,8,148610.41,3,0,1,104502.02,1 739 | 15600575,Padovano,802,Spain,Male,41,6,0,2,1,0,47322.05,0 740 | 15736760,Douglas,538,Spain,Female,42,9,0,1,0,0,152855.96,0 741 | 15705113,P'an,685,Spain,Male,34,6,83264.28,1,0,0,9663.28,0 742 | 15713144,Ingrassia,588,Spain,Male,46,8,0,1,1,0,61931.21,0 743 | 15689425,Olejuru,687,Spain,Male,35,8,100988.39,2,1,0,22247.27,0 744 | 15782806,Watson,718,Spain,Male,28,6,0,2,1,0,146875.86,0 745 | 15772798,Chikezie,711,Spain,Female,28,5,0,2,1,1,93959.96,0 746 | 15792008,Zetticci,555,Spain,Female,26,9,0,2,0,1,158918.03,0 747 | 15764195,Newsom,519,Spain,Male,39,4,111900.14,1,1,1,97577.17,0 748 | 15744919,Genovese,734,Spain,Female,37,0,152760.24,1,1,1,48990.5,0 749 | 15583681,Layh,616,Spain,Male,31,7,76665.71,2,1,1,163809.08,0 750 | 15756932,Caldwell,696,Spain,Female,36,7,0,2,1,1,82298.59,0 751 | 15782530,Bruce,681,Spain,Male,30,2,111093.01,1,1,0,68985.99,0 752 | 15592877,Wright,641,Spain,Male,42,9,132657.55,1,1,0,35367.19,0 753 | 15655123,Dumetolisa,505,Spain,Female,45,9,131355.3,3,1,0,195395.33,1 754 | 15709476,Kenyon,850,Spain,Female,41,3,99945.93,2,1,0,71179.31,0 755 | 15798659,Kennedy,526,Spain,Female,43,3,0,2,1,0,31705.19,0 756 | 15636428,Sutherland,703,Spain,Female,45,1,0,1,1,0,182784.11,1 757 | 15709441,Cocci,745,Spain,Female,59,8,0,1,1,1,36124.98,0 758 | 15575694,Yobachukwu,729,Spain,Female,45,7,91091.06,2,1,0,71133.12,0 759 | 15675949,Fleming,696,Spain,Female,43,4,0,2,1,1,66406.37,0 760 | 15773447,Fomin,526,Spain,Male,30,8,0,1,1,0,36251,0 761 | 15679297,Volkova,628,Spain,Male,43,3,184926.61,1,1,0,122937.57,0 762 | 15701962,Scott,590,Spain,Female,29,2,166930.76,2,1,0,122487.73,0 763 | 15678168,Gibson,648,Spain,Female,27,7,0,2,1,1,163060.43,0 764 | 15801247,Fan,605,Spain,Male,39,10,105317.73,2,1,0,138021.36,0 765 | 15800061,Moretti,495,Spain,Female,45,3,89158.94,3,1,0,135169.76,1 766 | 15666141,Baldwin,829,Spain,Female,26,8,101440.36,2,1,1,19324.5,0 767 | 15750839,Burns,649,Spain,Male,29,2,45022.23,1,1,1,173495.77,0 768 | 15767871,H?,784,Spain,Male,48,7,0,2,1,1,182609.97,0 769 | 15679651,Gardiner,783,Spain,Female,37,1,136689.66,1,1,0,197890.65,0 770 | 15791174,Leibius,540,Spain,Male,67,1,88382.01,1,0,1,59457,0 771 | 15744279,Patterson,680,Spain,Female,58,8,0,2,1,1,65708.5,0 772 | 15762228,Barnes,506,Spain,Male,35,6,110046.93,2,1,0,26318.73,0 773 | 15794661,Liu,674,Spain,Male,32,2,0,2,1,0,140579.17,0 774 | 15685576,Degtyaryov,527,Spain,Female,36,6,0,2,1,1,102280.29,0 775 | 15694288,Cawthorne,468,Spain,Male,28,3,0,2,1,0,170661.02,0 776 | 15779581,Bottrill,734,Spain,Female,43,3,55853.33,2,0,1,94811.85,1 777 | 15667742,Vincent,627,Spain,Male,41,5,100880.76,1,0,1,134665.25,0 778 | 15708196,Uchenna,696,Spain,Male,60,8,88786.81,1,1,1,196858.4,0 779 | 15697424,Ku,597,Spain,Female,30,2,119370.11,1,1,1,182726.22,1 780 | 15724536,Chin,560,Spain,Female,28,1,0,2,1,1,120880.72,0 781 | 15732987,Hs?,721,Spain,Male,43,3,88798.34,1,0,0,45610.63,0 782 | 15694879,Reeves,590,Spain,Female,23,7,0,2,1,0,196789.9,0 783 | 15685346,Chu,736,Spain,Female,26,4,135889.13,1,1,1,165692.03,0 784 | 15794253,Marsh,832,Spain,Female,34,6,138190.13,2,0,1,146511.2,0 785 | 15813113,Chang,795,Spain,Female,56,5,0,1,1,0,35418.69,1 786 | 15780572,Mansom,653,Spain,Male,30,4,0,2,1,0,120736.04,0 787 | 15638003,Komarova,648,Spain,Male,55,1,81370.07,1,0,1,181534.04,0 788 | 15753102,Curtis,752,Spain,Male,44,6,83870.33,1,1,0,178722.24,0 789 | 15723373,Page,643,Spain,Female,34,8,117451.47,1,1,0,65374.86,0 790 | 15794493,Chimaijem,641,Spain,Male,32,7,0,2,1,1,24267.28,0 791 | 15815236,Chiganu,574,Spain,Male,34,5,0,2,0,0,28269.86,0 792 | 15767681,Smalley,470,Spain,Male,34,9,0,2,0,1,89013.67,0 793 | 15600379,Hsiung,608,Spain,Male,34,7,86656.13,1,0,1,59890.29,0 794 | 15688172,Tai,677,Spain,Male,40,5,0,2,1,0,88947.56,0 795 | 15734312,Kang,577,Spain,Male,43,6,0,2,1,1,149457.81,0 796 | 15663249,Howells,575,Spain,Female,37,9,133292.45,1,1,0,111175.09,0 797 | 15713912,Nebechukwu,516,Spain,Female,45,8,109044.3,1,0,1,115818.16,0 798 | 15566689,Chimaoke,554,Spain,Male,66,8,0,2,1,1,116747.62,0 799 | 15747043,Giles,599,Spain,Male,36,4,0,2,0,0,13210.56,0 800 | 15720745,Murray,635,Spain,Male,24,4,140197.18,1,1,1,142935.83,0 801 | 15652400,Moss,667,Spain,Male,56,2,168883.08,1,0,1,18897.78,0 802 | 15733964,Russo,606,Spain,Female,53,1,109330.06,1,1,1,75860.01,0 803 | 15594762,Pisani,827,Spain,Male,46,1,183276.32,1,1,1,13460.27,0 804 | 15623502,Morrison,598,Spain,Female,56,4,98365.33,1,1,1,44251.33,0 805 | 15619465,Cameron,555,Spain,Female,24,2,0,2,0,1,197866.55,0 806 | 15695679,Yao,776,Spain,Male,39,2,104349.45,1,0,0,79503.05,0 807 | 15601550,Genovesi,595,Spain,Male,36,6,85768.42,1,1,1,24802.77,0 808 | 15612465,Siciliano,684,Spain,Male,34,9,100628,2,1,1,190263.78,0 809 | 15810800,Ositadimma,673,Spain,Female,32,0,0,1,1,1,72873.33,0 810 | 15665760,Kazantsev,802,Spain,Male,38,7,0,2,0,1,57764.65,0 811 | 15776844,Hao,762,Spain,Female,19,6,0,2,1,0,55500.17,0 812 | 15721835,Owen,791,Spain,Male,25,7,0,1,1,0,89666.28,0 813 | 15573926,Lung,735,Spain,Male,38,7,86131.71,2,0,0,93478.96,0 814 | 15768072,Mitchell,688,Spain,Female,33,2,0,1,0,0,27557.18,1 815 | 15779744,Chou,537,Spain,Male,30,1,103138.17,1,1,1,96555.42,0 816 | 15708791,Abazu,584,Spain,Male,32,9,85534.83,1,0,0,169137.24,0 817 | 15646091,Frankland,560,Spain,Female,43,4,95140.44,2,1,0,123181.44,1 818 | 15670615,Castiglione,652,Spain,Male,37,7,0,2,1,0,68789.93,0 819 | 15592570,Marino,773,Spain,Female,23,8,0,2,1,0,56759.79,0 820 | 15654296,Estrada,754,Spain,Female,19,9,0,1,1,0,189641.11,0 821 | 15594041,Fanucci,592,Spain,Female,41,2,138734.94,1,1,0,90020.74,0 822 | 15630113,Morphett,593,Spain,Male,35,4,161637.75,1,1,1,20008.46,0 823 | 15746076,Saunders,506,Spain,Male,50,3,0,2,1,0,12016.79,0 824 | 15608226,McMorran,513,Spain,Male,72,3,98903.06,1,1,1,81251.24,0 825 | 15628767,Hotchin,608,Spain,Female,63,3,139529.93,2,1,1,175696.16,1 826 | 15740630,Pisano,487,Spain,Female,31,1,0,2,1,0,158750.13,0 827 | 15815420,McDaniels,808,Spain,Male,47,8,139196,1,0,1,74028.36,0 828 | 15659325,Todd,802,Spain,Male,40,5,0,2,1,1,175043.69,0 829 | 15660735,T'ang,581,Spain,Female,31,6,0,2,1,0,188377.21,0 830 | 15671390,Chukwukere,690,Spain,Male,36,10,0,2,1,0,55902.93,0 831 | 15647385,Ch'iu,579,Spain,Male,56,4,99340.83,1,0,0,4523.74,1 832 | 15739223,Pai,688,Spain,Female,24,3,0,2,1,1,102195.16,0 833 | 15631305,Franklin,599,Spain,Female,28,4,126833.79,2,1,0,60843.09,1 834 | 15685628,Calabresi,670,Spain,Male,35,2,124268.64,2,0,1,84321.03,0 835 | 15747878,Aiken,739,Spain,Male,60,4,0,1,1,1,51637.67,0 836 | 15764431,Chinwenma,671,Spain,Female,34,5,130929.02,4,1,1,28238.25,1 837 | 15749905,Carr,698,Spain,Female,47,6,0,1,1,0,50213.81,1 838 | 15772573,Simpson,735,Spain,Male,55,2,103176.62,1,0,1,163516.16,0 839 | 15637178,Mishina,803,Spain,Female,45,7,0,2,1,1,128378.04,0 840 | 15601184,Abramovich,604,Spain,Female,26,3,0,2,1,0,155248.62,0 841 | 15582016,Fiorentini,766,Spain,Male,41,6,99208.46,2,1,0,62402.38,0 842 | 15724863,Sheppard,420,Spain,Female,55,4,91893.32,1,1,0,144870.28,1 843 | 15581252,Dolgorukova,632,Spain,Female,29,7,80922.75,1,1,0,7820.78,0 844 | 15710689,Angel,578,Spain,Male,40,6,63609.92,1,0,0,74965.61,1 845 | 15660147,Dore,493,Spain,Male,32,8,46161.18,1,1,1,79577.4,0 846 | 15814998,Bonham,688,Spain,Male,42,5,0,2,0,0,197602.29,0 847 | 15658668,Hunter,581,Spain,Male,49,10,0,2,0,0,41623.59,0 848 | 15606755,Moretti,597,Spain,Female,46,4,0,2,1,0,58667.16,1 849 | 15801699,Fishbourne,436,Spain,Male,43,5,0,2,1,1,35687.43,0 850 | 15610903,Chukwueloka,560,Spain,Female,31,5,125341.69,1,1,0,79547.39,0 851 | 15713370,Hunter,657,Spain,Male,36,8,188241.05,2,0,0,183058.51,1 852 | 15813422,Lu,781,Spain,Male,35,4,80790.74,1,1,0,116429.51,0 853 | 15689031,Murphy,697,Spain,Female,37,7,168066.87,1,1,0,35450.53,0 854 | 15656096,Cumbrae-Stewart,679,Spain,Female,26,3,76554.06,1,1,1,184800.27,0 855 | 15778861,Wallace,720,Spain,Male,33,6,97188.62,1,0,0,91881.29,0 856 | 15806956,Iqbal,746,Spain,Male,30,1,112666.67,1,0,0,11710.4,1 857 | 15701908,Nina,623,Spain,Female,40,7,0,1,1,1,25904.12,0 858 | 15644686,Kennedy,729,Spain,Female,34,9,53299.96,2,1,1,42855.97,0 859 | 15677377,Lawrence,543,Spain,Male,37,3,0,2,1,1,78915.68,0 860 | 15626412,Mort,499,Spain,Male,39,6,0,2,1,1,81409,0 861 | 15630661,Vasilyev,614,Spain,Female,25,10,75212.28,1,1,0,58965.04,0 862 | 15705001,Napolitani,587,Spain,Female,35,3,83286.56,1,1,0,125553.52,0 863 | 15809817,Ch'en,593,Spain,Male,43,10,0,2,0,0,53478.02,0 864 | 15765461,Giles,632,Spain,Male,47,3,0,2,1,0,178822.32,0 865 | 15806511,Berry,445,Spain,Male,45,10,0,2,0,1,90977.48,0 866 | 15657779,Boylan,806,Spain,Male,18,3,0,2,1,1,86994.54,0 867 | 15757911,Trevisani,643,Spain,Female,32,2,0,1,0,0,131301.74,0 868 | 15665340,Trevisano,584,Spain,Female,37,8,0,2,0,1,100835.19,0 869 | 15757821,Burgess,771,Spain,Male,18,1,0,2,0,0,41542.95,0 870 | 15594878,Thompson,661,Spain,Female,41,5,28082.95,1,1,0,69586.27,1 871 | 15812706,Mazure,627,Spain,Male,49,4,111087.5,1,0,1,146680.25,0 872 | 15623712,Coates,453,Spain,Female,42,5,0,3,1,0,83008.49,1 873 | 15626882,Stobie,662,Spain,Male,37,5,94901.09,1,1,1,48233.75,0 874 | 15637169,Maclean,838,Spain,Female,67,4,103267.8,1,1,1,78310.04,0 875 | 15636024,Blackburn,692,Spain,Female,34,4,109699.08,1,1,1,37898.91,0 876 | 15642655,Savage,731,Spain,Male,33,1,0,1,1,0,130726.96,0 877 | 15653753,Chiemenam,542,Spain,Male,43,6,113567.94,1,1,0,89543.25,0 878 | 15641359,Shao,662,Spain,Female,35,6,0,2,0,0,2423.9,1 879 | 15626612,Yin,741,Spain,Male,40,4,104784.23,1,1,0,135163.76,1 880 | 15662865,Storey,658,Spain,Male,36,1,0,2,0,1,84927.42,0 881 | 15687270,Iroawuchi,491,Spain,Female,61,8,0,2,0,1,139861.53,0 882 | 15598700,Hysell,676,Spain,Female,30,5,0,2,0,1,157888.5,0 883 | 15741875,Williamson,746,Spain,Female,25,3,104833.79,1,0,0,71911.3,0 884 | 15631709,Ginikanwa,470,Spain,Female,31,2,101675.22,2,1,0,45033.75,0 885 | 15672970,Chigolum,714,Spain,Male,20,3,0,2,0,1,150465.93,0 886 | 15773221,Harris,577,Spain,Male,43,8,79757.21,1,1,0,135650.72,1 887 | 15571958,McIntosh,489,Spain,Male,40,3,221532.8,1,1,0,171867.08,0 888 | 15628886,Matlock,677,Spain,Male,56,5,123959.97,1,1,1,60590.72,1 889 | 15582762,Mazzanti,667,Spain,Male,77,2,0,1,1,1,34702.92,0 890 | 15792151,Hamilton,635,Spain,Female,37,3,0,2,1,0,91086.73,0 891 | 15720338,Mazzanti,592,Spain,Male,55,8,85845.43,2,1,1,128918.42,0 892 | 15781678,Pisani,470,Spain,Male,31,4,55732.92,2,1,1,103792.53,0 893 | 15609475,Ricci,604,Spain,Female,39,7,98544.11,1,1,1,52327.57,0 894 | 15794841,Kung,739,Spain,Male,19,5,89750.21,1,1,0,193008.52,0 895 | 15684696,Lei,560,Spain,Female,26,3,116576.45,1,1,0,157567.37,0 896 | 15730469,Anenechi,663,Spain,Male,31,4,103430.11,2,0,1,36479.27,0 897 | 15809320,McElhone,845,Spain,Female,52,0,0,1,1,0,31726.76,1 898 | 15684367,Chigbogu,555,Spain,Male,27,5,0,2,0,0,96398.51,0 899 | 15613623,Tilley,640,Spain,Male,62,3,0,1,1,1,101663.47,0 900 | 15736431,Congreve,494,Spain,Male,27,2,0,2,1,0,22404.64,0 901 | 15725068,Quinn,701,Spain,Female,21,9,0,2,1,1,26327.42,0 902 | 15790442,Wright,631,Spain,Male,33,2,0,2,1,1,158268.84,0 903 | 15593897,Carr,650,Spain,Male,25,7,160599.06,2,1,1,28391.52,0 904 | 15604576,Eiland,850,Spain,Male,22,3,0,1,1,1,144385.54,0 905 | 15572626,Mackenzie,620,Spain,Male,44,8,0,2,1,1,15627.51,0 906 | 15642137,Fang,695,Spain,Female,39,5,0,2,0,0,102763.69,0 907 | 15654959,Hope,670,Spain,Male,67,6,158719.57,1,1,1,118607.4,0 908 | 15715394,Greece,613,Spain,Male,35,4,123557.65,2,0,1,170903.4,0 909 | 15657565,Nwokezuike,629,Spain,Female,44,6,125512.98,2,0,0,79082.76,0 910 | 15620323,Ekwueme,652,Spain,Female,42,3,83492.07,2,1,0,37914.12,0 911 | 15613216,Cameron,639,Spain,Female,39,1,141789.15,1,1,0,92455.96,0 912 | 15806210,Bateman,675,Spain,Male,66,5,115654.47,2,1,1,131970.86,0 913 | 15697702,Lord,730,Spain,Male,29,2,0,2,1,0,14174.09,0 914 | 15689152,Loggia,683,Spain,Male,38,3,126152.84,1,0,0,15378.75,0 915 | 15607577,Roberts,663,Spain,Male,27,8,0,1,1,1,188007.99,0 916 | 15630106,Lo,496,Spain,Male,29,2,0,2,1,0,55389.59,0 917 | 15810385,Giordano,717,Spain,Female,36,2,164557.95,1,0,1,82336.73,0 918 | 15572792,Bellucci,535,Spain,Male,35,8,118989.92,1,1,1,135536.72,0 919 | 15679284,Aksenov,593,Spain,Female,45,6,79259.75,1,1,0,55347.28,0 920 | 15734970,White,835,Spain,Male,38,7,86824.09,1,0,0,175905.97,0 921 | 15724890,Cross,584,Spain,Male,36,4,82696.09,2,0,0,83058.14,0 922 | 15685920,Lombardo,599,Spain,Male,34,2,101506.66,1,0,0,198030.24,0 923 | 15699486,Johnson,745,Spain,Male,34,7,132944.53,1,1,1,31802.92,0 924 | 15658486,Gidney,579,Spain,Female,59,3,148021.12,1,1,1,74878.22,0 925 | 15599860,Warner,647,Spain,Female,26,8,109958.15,1,1,1,136592.24,1 926 | 15765415,King,609,Spain,Female,45,4,89122.3,1,1,1,199256.98,0 927 | 15756751,Griffiths,596,Spain,Female,54,0,78126.28,1,1,1,153482.91,1 928 | 15621834,Game,700,Spain,Female,43,0,0,2,1,0,59475.35,0 929 | 15655341,Chinagorom,458,Spain,Female,35,5,166492.48,1,1,0,135287.74,0 930 | 15653997,Haynes,699,Spain,Male,31,6,114493.68,1,0,0,138396.32,0 931 | 15597394,Rhodes,668,Spain,Male,34,0,0,1,0,0,99984.86,0 932 | 15740383,Jimenez,594,Spain,Female,38,10,0,2,1,0,58332.91,0 933 | 15694805,McIntyre,664,Spain,Male,35,1,115024.5,1,0,1,169665.79,0 934 | 15665402,Panicucci,703,Spain,Male,73,5,137761.55,1,1,1,159677.46,0 935 | 15685245,Jowett,608,Spain,Female,56,5,0,2,0,1,153810.41,0 936 | 15762928,Venables,548,Spain,Male,44,8,0,1,1,0,16989.77,0 937 | 15653315,Kang,555,Spain,Female,35,1,0,2,1,0,101667,0 938 | 15704819,Ositadimma,734,Spain,Female,39,6,92126.26,2,0,0,112973.34,0 939 | 15602797,Okwudilichukwu,645,Spain,Female,49,5,110132.55,3,0,1,187689.91,1 940 | 15662533,Porter,598,Spain,Female,23,6,0,2,1,0,153229.19,0 941 | 15677804,Aliyeva,783,Spain,Male,38,1,0,3,1,1,80178.54,1 942 | 15729836,Robinson,646,Spain,Male,32,1,0,2,1,0,183289.22,0 943 | 15726588,Seleznev,653,Spain,Female,36,3,0,2,0,0,110525.6,0 944 | 15662091,Adams,570,Spain,Male,21,7,116099.82,1,1,1,148087.62,0 945 | 15616240,Yeh,530,Spain,Male,37,4,0,2,1,1,164844.37,0 946 | 15605036,Pisano,704,Spain,Female,37,9,155619.58,1,1,1,135088.58,0 947 | 15753847,Hawkins,645,Spain,Male,45,4,0,1,0,1,174916.85,1 948 | 15735687,Chinweuba,595,Spain,Male,37,2,157084.99,1,1,0,134767.13,0 949 | 15714610,Alexeeva,575,Spain,Male,30,2,0,2,1,1,82222.86,0 950 | 15720305,Power,591,Spain,Female,40,1,86376.29,1,0,1,136767.16,1 951 | 15678129,Hill,643,Spain,Female,45,9,150840.03,2,1,0,155516.35,0 952 | 15599004,Tsao,655,Spain,Male,37,1,0,1,1,1,106040.97,0 953 | 15655590,Garcia,581,Spain,Male,46,2,79385.21,2,0,0,188492.82,0 954 | 15620276,Palermo,539,Spain,Male,36,6,0,3,1,1,118959.64,0 955 | 15759717,Mazzi,763,Spain,Female,39,7,0,2,1,0,19458.75,0 956 | 15701206,Torreggiani,566,Spain,Male,44,5,0,2,1,0,66462.79,0 957 | 15651943,Richards,580,Spain,Female,65,1,0,2,0,1,103182.46,0 958 | 15705765,Lane,581,Spain,Female,46,1,0,2,1,0,104272.04,0 959 | 15761102,T'ao,707,Spain,Female,32,4,132835.56,1,0,0,136877.24,0 960 | 15786167,Andreyeva,649,Spain,Male,20,5,0,2,1,1,58309.54,0 961 | 15652789,Hancock,657,Spain,Male,40,10,0,2,1,1,52990.7,0 962 | 15743818,Rowley,748,Spain,Male,58,9,122330.7,2,0,1,124429.19,0 963 | 15602841,Lockett,794,Spain,Female,28,5,0,2,0,1,86699.98,0 964 | 15633546,Frederick,652,Spain,Female,33,3,124832.51,1,1,0,195877.06,0 965 | 15775892,Caldwell,748,Spain,Female,23,8,85600.08,1,0,0,134077.71,0 966 | 15743673,Wood,551,Spain,Male,27,2,113873.22,1,1,1,85129.77,1 967 | 15790809,Lo Duca,685,Spain,Male,40,7,74896.92,1,1,0,198694.2,0 968 | 15669281,Ch'iu,711,Spain,Male,38,3,128718.78,1,0,0,114793.45,0 969 | 15621031,Mofflin,761,Spain,Male,27,8,0,2,1,0,63297.7,0 970 | 15813894,Bogle,620,Spain,Male,21,9,0,2,0,0,154882.79,0 971 | 15695225,Sun,834,Spain,Male,38,8,0,2,1,1,66485.26,0 972 | 15794345,Ma,706,Spain,Male,38,8,0,2,0,1,46635.11,0 973 | 15779414,Rossi,696,Spain,Male,40,3,153639.11,1,1,1,138351.68,0 974 | 15763097,Siciliano,809,Spain,Male,80,8,0,2,0,1,34164.05,0 975 | 15633666,Efremov,701,Spain,Female,33,7,123870.07,1,1,0,97794.71,0 976 | 15738546,Gboliwe,530,Spain,Female,41,4,0,2,0,1,147606.71,0 977 | 15612505,Joseph,835,Spain,Male,45,3,100212.13,1,1,0,152577.62,0 978 | 15685654,Allan,514,Spain,Male,66,9,0,2,1,1,14234.31,0 979 | 15726814,Walton,554,Spain,Male,46,4,0,2,0,1,57320.92,0 980 | 15592091,Belbin,620,Spain,Male,31,2,166833.86,2,1,1,135171.6,0 981 | 15808760,Evseev,603,Spain,Female,42,6,0,1,1,1,90437.87,0 982 | 15648461,Hs?eh,688,Spain,Male,37,7,138162.41,2,1,1,113926.31,0 983 | 15800736,Kirwan,601,Spain,Female,42,4,96763.89,1,1,1,199242.65,0 984 | 15684461,McKay,469,Spain,Female,31,6,0,1,1,0,146213.75,1 985 | 15580134,Crawford,479,Spain,Male,27,2,172463.45,1,1,1,40315.27,0 986 | 15567328,Ch'en,738,Spain,Male,38,5,177997.07,1,0,1,19233.41,0 987 | 15698294,Royster,635,Spain,Male,31,1,0,2,1,0,135382.23,0 988 | 15738516,Kozlova,687,Spain,Female,36,5,0,1,1,0,17696.22,0 989 | 15656707,Ma,720,Spain,Male,21,2,123200.78,1,1,1,180712.28,0 990 | 15806184,Burns,618,Spain,Male,33,4,0,2,1,1,77550.18,0 991 | 15785385,Fiorentino,550,Spain,Male,51,5,0,2,1,0,153917.41,0 992 | 15797204,Paling,655,Spain,Female,28,3,113811.85,2,0,1,76844.23,0 993 | 15605333,Clancy,529,Spain,Male,31,6,0,1,1,0,10625.91,0 994 | 15809838,Moore,697,Spain,Male,30,1,0,2,0,0,735.79,0 995 | 15704910,Rios,631,Spain,Male,23,3,0,2,1,0,13813.24,0 996 | 15611551,Hill,676,Spain,Male,48,1,131659.59,2,0,1,14152.15,0 997 | 15732430,H?,850,Spain,Female,54,4,120952.74,1,1,0,66963.15,0 998 | 15634143,Onyemauchechi,581,Spain,Male,30,0,53291.86,1,0,0,196582.28,0 999 | 15659236,Iadanza,781,Spain,Male,33,3,0,2,1,1,42556.33,0 1000 | 15690440,Stiles,656,Spain,Male,47,1,0,2,1,1,197961.93,0 1001 | 15762821,Udinese,721,Spain,Male,33,5,0,2,0,1,117626.9,0 1002 | 15672640,Kambinachi,850,Spain,Female,45,4,114347.85,2,1,1,109089.04,0 1003 | 15780779,Ramsbotham,583,Spain,Female,40,4,0,2,1,0,114093.73,0 1004 | 15798470,Scannell,764,Spain,Female,48,1,75990.97,1,1,0,158323.81,1 1005 | 15616929,De Luca,730,Spain,Male,62,5,112181.08,1,0,1,61513.87,0 1006 | 15758775,Vasilyeva,820,Spain,Male,34,10,97208.46,1,1,1,59553.34,0 1007 | 15663386,Tuan,597,Spain,Female,26,7,0,2,1,0,110253.2,0 1008 | 15589544,Wallis,673,Spain,Female,57,4,0,2,1,1,49684.09,0 1009 | 15772030,Coupp,662,Spain,Male,33,3,0,2,0,1,68064.83,0 1010 | 15693337,Perry,683,Spain,Male,41,0,148863.17,1,1,1,163911.32,0 1011 | 15701392,Lucciano,815,Spain,Male,28,6,0,2,0,1,185547.71,0 1012 | 15741092,Ingram,671,Spain,Male,34,10,153360.02,1,1,0,140509.86,0 1013 | 15705034,Peng,691,Spain,Male,40,1,0,2,1,1,145613.17,0 1014 | 15748068,Boyle,571,Spain,Female,31,3,0,2,1,1,194667.92,0 1015 | 15606133,Lay,628,Spain,Male,42,7,0,2,0,1,172967.87,0 1016 | 15648225,Shephard,652,Spain,Female,38,1,103895.31,1,0,1,159649.44,0 1017 | 15633378,Davidson,692,Spain,Female,49,9,0,2,1,0,178342.63,0 1018 | 15664759,Lamb,675,Spain,Male,32,10,0,2,1,0,191545.65,0 1019 | 15625545,Hussey,712,Spain,Male,52,9,0,1,1,1,117977.45,1 1020 | 15737571,Matveyev,540,Spain,Female,28,6,84121.04,1,0,1,80698.54,0 1021 | 15667602,Cheng,704,Spain,Male,33,3,0,2,1,0,73018.74,0 1022 | 15790596,Moran,850,Spain,Male,39,0,141829.67,1,1,1,92748.16,0 1023 | 15708003,Aleksandrova,587,Spain,Male,41,8,85109.21,1,1,0,1557.82,0 1024 | 15719793,Watson,850,Spain,Male,62,5,0,2,1,1,180243.56,0 1025 | 15654562,Ma,850,Spain,Female,45,5,174088.3,4,1,0,5669.31,1 1026 | 15737509,Morrison,850,Spain,Male,34,8,199229.14,1,0,0,68106.29,0 1027 | 15716728,Basedow,513,Spain,Female,42,10,0,2,0,1,73151.25,0 1028 | 15693376,Baryshnikov,741,Spain,Male,43,0,0,2,1,1,2920.63,1 1029 | 15668580,Todd,716,Spain,Male,33,2,0,2,1,1,92916.53,0 1030 | 15675842,Pinto,656,Spain,Male,26,4,139584.57,1,1,0,36308.93,0 1031 | 15642570,Scott,675,Spain,Male,35,8,0,2,1,0,29062.25,0 1032 | 15677785,Stevenson,656,Spain,Male,32,5,136963.12,1,1,0,133814.28,0 1033 | 15659568,Atkinson,850,Spain,Female,31,3,121237.65,1,1,1,31022.56,0 1034 | 15802362,Newland,550,Spain,Male,45,0,0,2,0,1,70399.71,0 1035 | 15796910,Tsui,625,Spain,Female,57,7,0,1,0,0,84106.17,1 1036 | 15565706,Akobundu,612,Spain,Male,35,1,0,1,1,1,83256.26,1 1037 | 15587596,Morrison,628,Spain,Female,39,8,107553.33,1,1,0,117523.41,0 1038 | 15751943,Mai,529,Spain,Female,43,5,0,2,0,0,79476.63,0 1039 | 15731117,Kao,437,Spain,Male,28,2,109161.25,1,1,0,152987.42,0 1040 | 15615207,Yeh,792,Spain,Male,47,0,0,1,1,1,5557.88,1 1041 | 15773512,Bischof,627,Spain,Female,25,4,0,1,1,1,194313.93,0 1042 | 15711314,Kao,589,Spain,Female,45,1,0,1,0,0,125939.22,1 1043 | 15735270,Ruggiero,767,Spain,Male,47,2,0,1,1,0,48161.18,1 1044 | 15671804,Wilding,648,Spain,Male,36,8,146943.38,2,1,1,130041.45,0 1045 | 15753215,Yashina,651,Spain,Female,36,8,0,2,1,0,91652.43,0 1046 | 15626040,McDonald,793,Spain,Male,63,0,0,2,0,1,27166.75,0 1047 | 15677906,Owens,637,Spain,Female,54,5,0,1,0,1,150836.98,0 1048 | 15599869,Dyson,728,Spain,Female,29,1,0,1,1,1,83056.22,0 1049 | 15578462,Hs?,596,Spain,Female,76,9,134208.25,1,1,1,13455.43,0 1050 | 15664808,Nicoll,790,Spain,Female,37,3,0,3,0,0,98897.32,0 1051 | 15607278,Romano,794,Spain,Female,46,8,134593.79,1,1,1,46386.37,0 1052 | 15750299,Davison,746,Spain,Male,24,10,68781.82,1,0,1,47997.39,0 1053 | 15600708,Calabresi,640,Spain,Female,34,3,77826.8,1,1,1,168544.85,0 1054 | 15721251,Watson,554,Spain,Female,41,4,112152.89,1,0,1,36242.19,0 1055 | 15642579,Chang,731,Spain,Female,37,1,128932.4,1,1,1,180712.52,0 1056 | 15598884,Kent,650,Spain,Female,23,5,0,1,1,1,180622.43,0 1057 | 15800287,Micco,706,Spain,Female,46,2,127660.46,2,1,0,150156.82,1 1058 | 15665861,Avdeev,733,Spain,Male,44,3,106070.89,1,0,1,101617.43,0 1059 | 15778149,Connolly,538,Spain,Male,68,9,0,2,1,0,110440.5,1 1060 | 15675380,Logan,573,Spain,Male,56,3,154669.77,1,0,1,115462.27,1 1061 | 15770576,Hammond,555,Spain,Male,50,7,128061,2,1,1,62375.1,0 1062 | 15702499,Schnaars,770,Spain,Male,46,9,190678.02,1,1,1,14725.36,0 1063 | 15719991,Korovina,727,Spain,Female,52,1,154733.97,1,1,0,80259.67,1 1064 | 15687079,King,646,Spain,Male,69,10,115462.44,1,1,0,40421.87,0 1065 | 15720774,P'eng,850,Spain,Male,44,7,89118.26,1,1,0,104240.77,1 1066 | 15759456,Lupton,609,Spain,Male,34,7,140694.78,2,1,0,46266.63,0 1067 | 15579566,Li Fonti,616,Spain,Female,43,3,120867.18,1,1,0,18761.92,1 1068 | 15727489,Madueke,567,Spain,Female,45,1,157320.51,1,1,0,62193.92,0 1069 | 15764284,Torres,714,Spain,Male,27,3,0,3,1,1,129130.09,0 1070 | 15753362,Evdokimov,748,Spain,Male,60,3,0,2,1,1,78194.37,0 1071 | 15789714,Semmens,691,Spain,Male,21,3,103000.94,1,1,1,104648.58,0 1072 | 15754649,Fang,705,Spain,Female,57,3,0,2,1,1,34134.14,0 1073 | 15810460,Fanucci,708,Spain,Female,64,5,0,3,0,1,112520.07,1 1074 | 15798439,Davidson,714,Spain,Male,25,2,0,1,1,1,132979.43,0 1075 | 15692631,Bogdanova,577,Spain,Female,44,8,115557,1,0,1,127506.76,0 1076 | 15772412,Corser,554,Spain,Male,30,6,135370.12,1,1,1,179689.05,1 1077 | 15585853,McCardle,743,Spain,Male,41,7,0,1,1,0,163736.09,1 1078 | 15623107,Chukwumaobim,686,Spain,Male,45,3,74274.87,3,1,0,64907.48,1 1079 | 15754072,Dennis,840,Spain,Female,36,6,0,2,1,0,141364.27,0 1080 | 15612893,Nelson,558,Spain,Male,45,4,0,1,1,0,131807.14,0 1081 | 15618695,Ts'ui,571,Spain,Female,22,3,108117.1,1,0,1,53328.7,0 1082 | 15637110,McCulloch,634,Spain,Female,35,10,0,1,1,0,82634.41,0 1083 | 15675854,Douglas,573,Spain,Male,50,0,159304.07,1,0,1,155915.24,1 1084 | 15596455,Mao,546,Spain,Female,45,2,0,1,0,0,197789.83,1 1085 | 15665460,Isayeva,732,Spain,Female,67,1,0,2,1,1,177783.04,0 1086 | 15801152,Hill,553,Spain,Female,39,1,142876.98,2,1,0,44363.42,0 1087 | 15689633,Toomey,845,Spain,Female,38,2,112803.92,1,1,0,179631.85,0 1088 | 15766166,Folliero,604,Spain,Male,43,2,145081.72,1,1,1,23881.62,0 1089 | 15617655,Holt,564,Spain,Female,35,9,0,2,1,1,105837.38,0 1090 | 15740345,Osborne,657,Spain,Male,42,5,41473.33,1,1,0,112979.6,1 1091 | 15697270,Gannon,608,Spain,Male,27,4,153325.1,1,1,1,199953.33,0 1092 | 15644356,Prokhorova,682,Spain,Female,47,10,134032.01,1,1,0,144290.97,0 1093 | 15698758,Onwuamaegbu,630,Spain,Female,31,1,0,2,1,1,169802.73,0 1094 | 15654379,Onwuatuegwu,588,Spain,Male,59,4,0,2,1,1,27435.41,0 1095 | 15751193,Nnaemeka,621,Spain,Male,33,4,0,2,1,1,40299.23,0 1096 | 15568429,Mitchell,633,Spain,Female,46,3,0,2,1,0,120250.58,0 1097 | 15704788,Krawczyk,812,Spain,Female,49,8,66079.45,2,0,0,91556.57,1 1098 | 15782531,Chou,684,Spain,Female,31,8,0,2,1,0,188637.05,0 1099 | 15701809,Cavill,749,Spain,Female,28,3,0,1,1,0,3408.7,0 1100 | 15676937,Nicholls,635,Spain,Female,32,8,0,2,1,1,19367.98,1 1101 | 15595160,Renwick,413,Spain,Male,35,2,0,2,1,1,60972.84,0 1102 | 15692443,Piccio,612,Spain,Male,33,5,69478.57,1,1,0,8973.67,1 1103 | 15642824,Onyekaozulu,826,Spain,Female,56,8,174506.1,2,0,1,161802.82,1 1104 | 15792646,Trentino,647,Spain,Female,64,1,91216,1,1,1,41800.18,0 1105 | 15624437,Johnson,825,Spain,Female,32,1,0,2,1,1,42935.15,0 1106 | 15717138,Watson,850,Spain,Male,31,6,82613.56,2,1,0,149170.92,0 1107 | 15758901,Henderson,713,Spain,Female,47,1,0,1,1,0,107825.08,1 1108 | 15632118,Pirozzi,698,Spain,Male,45,5,164450.94,1,1,0,141970.02,1 1109 | 15788930,Silva,761,Spain,Male,37,7,132730.17,1,1,0,199293.01,0 1110 | 15635177,Williamson,597,Spain,Female,66,3,0,1,1,1,70532.53,0 1111 | 15761654,Boni,726,Spain,Male,30,8,134152.29,1,1,1,147822.44,0 1112 | 15787051,Georg,750,Spain,Female,39,7,119565.92,1,1,0,87067.73,0 1113 | 15642991,Tung,850,Spain,Female,29,7,0,2,1,0,23237.25,0 1114 | 15713769,Michelides,617,Spain,Male,38,7,0,1,1,1,27239.28,0 1115 | 15648898,Chuang,560,Spain,Female,27,7,124995.98,1,1,1,114669.79,0 1116 | 15705309,Yuriev,629,Spain,Male,39,5,0,2,0,0,116748.14,0 1117 | 15612633,Kao,581,Spain,Male,43,9,78022.61,1,0,1,30662.91,0 1118 | 15624995,McCane,714,Spain,Female,31,6,152926.6,1,1,1,50899.91,0 1119 | 15739194,Manfrin,548,Spain,Male,38,0,178056.54,2,1,0,38434.73,0 1120 | 15607275,Ch'ang,850,Spain,Male,39,6,206014.94,2,0,1,42774.84,1 1121 | 15777436,Murray,710,Spain,Female,31,5,0,2,1,0,9561.73,0 1122 | 15676835,Anayolisa,710,Spain,Male,33,1,0,2,1,0,168313.17,0 1123 | 15815131,Howells,617,Spain,Female,36,7,115617.24,1,1,1,71519.4,0 1124 | 15758081,Repina,673,Spain,Male,39,8,138160,1,1,1,110468.51,0 1125 | 15715673,Niu,651,Spain,Female,46,4,89743.05,1,1,0,156425.57,1 1126 | 15733261,Kung,688,Spain,Female,35,6,0,1,1,0,25488.43,1 1127 | 15694518,Kodilinyechukwu,624,Spain,Female,36,0,0,2,1,0,111605.9,0 1128 | 15773779,Jacka,593,Spain,Female,46,2,76597.79,1,1,1,54453.72,0 1129 | 15768530,Emery,554,Spain,Female,27,4,0,2,1,1,135083.73,0 1130 | 15770984,Fanucci,697,Spain,Female,40,7,130334.35,2,0,1,116951.1,0 1131 | 15604891,Zaytseva,624,Spain,Female,38,8,0,2,1,0,95403.41,0 1132 | 15783691,Hargreaves,722,Spain,Female,35,1,120171.58,1,1,0,125240.8,0 1133 | 15794895,McKay,581,Spain,Male,34,1,0,2,0,1,81175.25,0 1134 | 15698664,Liang,567,Spain,Male,43,2,115643.58,2,0,0,174606.35,0 1135 | 15703614,Hutchinson,564,Spain,Male,48,5,132876.23,1,1,0,79259.77,0 1136 | 15788151,Moore,650,Spain,Male,32,1,132187.73,2,1,1,178331.36,0 1137 | 15583353,Floyd,610,Spain,Female,45,3,0,1,1,0,38276.84,1 1138 | 15714240,Ponomarev,712,Spain,Male,74,5,0,2,0,0,151425.82,0 1139 | 15751392,Fanucci,689,Spain,Female,57,4,0,2,1,0,136649.8,1 1140 | 15675252,Martin,734,Spain,Female,39,3,92636.96,2,1,1,125671.29,0 1141 | 15716041,Chinomso,622,Spain,Male,39,9,0,2,0,1,100862.36,0 1142 | 15805909,Bergamaschi,700,Spain,Male,28,8,159900.38,1,0,0,22698.56,0 1143 | 15749528,Achebe,652,Spain,Male,58,6,0,2,0,1,170025.43,0 1144 | 15610271,Andreev,684,Spain,Female,42,3,103210.27,1,1,0,31002.03,0 1145 | 15589147,Frolov,580,Spain,Male,61,8,125921.37,1,1,1,94677.83,0 1146 | 15756975,Montemayor,777,Spain,Female,35,3,0,2,1,1,17257.72,0 1147 | 15646490,Duffy,537,Spain,Male,42,1,190569.23,1,0,1,127154.8,0 1148 | 15607314,Chiefo,536,Spain,Male,53,2,143923.96,1,1,0,2019.78,1 1149 | 15737832,Robertson,771,Spain,Male,45,0,139825.56,1,0,0,170984.97,1 1150 | 15758050,Madukwe,622,Spain,Male,37,4,0,2,1,0,4459.5,0 1151 | 15787848,Chinedum,602,Spain,Male,30,9,113672.18,2,0,0,102135.92,0 1152 | 15588186,Polyakov,520,Spain,Male,45,7,107023.03,1,1,0,32903.93,0 1153 | 15699467,Connor,631,Spain,Female,41,0,0,1,0,0,87959.83,0 1154 | 15748597,Chester,844,Spain,Male,56,5,99529.7,1,0,1,157230.06,1 1155 | 15773709,Hung,838,Spain,Male,35,0,0,2,0,1,197305.91,0 1156 | 15686812,Jones,692,Spain,Female,44,8,0,1,0,1,159069.37,0 1157 | 15811985,Power,530,Spain,Male,44,6,0,2,0,0,55893.37,0 1158 | 15738220,Bennet,800,Spain,Male,38,1,0,2,1,0,51553.43,0 1159 | 15790658,Iqbal,621,Spain,Male,42,8,68683.68,1,1,1,74157.71,0 1160 | 15576550,Ugochukwu,619,Spain,Female,38,1,0,1,1,0,112442.63,1 1161 | 15685279,Somadina,511,Spain,Female,57,8,122950.31,1,1,1,181258.76,0 1162 | 15702380,De Luca,663,Spain,Male,64,6,0,2,0,1,15876.52,0 1163 | 15623053,Muir,454,Spain,Male,40,2,123177.01,1,1,0,148309.98,0 1164 | 15583278,Greece,743,Spain,Female,36,8,92716.96,1,1,1,33693.78,0 1165 | 15601263,Young,493,Spain,Female,48,7,0,2,1,0,48545.1,0 1166 | 15709222,Chukwueloka,557,Spain,Male,34,3,0,1,0,1,123427.98,0 1167 | 15657637,Ts'ui,696,Spain,Female,36,3,0,3,1,0,65039.9,0 1168 | 15755863,Milano,630,Spain,Female,49,1,0,2,0,1,162858.29,0 1169 | 15719858,Chao,659,Spain,Female,38,9,0,2,1,1,35701.06,0 1170 | 15688876,Wan,685,Spain,Male,39,9,0,2,1,1,18826.06,0 1171 | 15698528,Napolitani,599,Spain,Female,31,3,0,1,1,1,130086.47,1 1172 | 15770345,Kovaleva,559,Spain,Female,31,1,139183.06,1,0,1,143360.56,0 1173 | 15761506,Russell,615,Spain,Male,19,5,0,2,1,0,159920.92,0 1174 | 15788367,Ellis,487,Spain,Male,44,6,61691.45,1,1,1,53087.98,0 1175 | 15580068,Buccho,526,Spain,Male,35,5,0,2,1,1,105618.14,0 1176 | 15677123,Aksyonova,767,Spain,Male,37,7,0,2,1,1,24734.25,0 1177 | 15582246,Rowe,737,Spain,Female,45,2,0,2,0,1,177695.67,0 1178 | 15680046,Onochie,711,Spain,Male,36,8,0,2,1,0,55207.41,0 1179 | 15804131,Farmer,850,Spain,Female,53,7,65407.16,2,0,0,182633.63,1 1180 | 15811588,Eluemuno,664,Spain,Female,53,7,187602.18,1,1,0,186392.99,1 1181 | 15674932,Cameron,757,Spain,Female,44,9,0,2,1,0,177528.92,0 1182 | 15642022,Zito,621,Spain,Male,34,8,0,1,0,0,47972.65,0 1183 | 15746461,Taylor,709,Spain,Male,35,2,0,2,1,0,104982.39,0 1184 | 15809991,Ferrari,756,Spain,Male,19,4,130274.22,1,1,1,133535.29,0 1185 | 15765457,Fowler,719,Spain,Male,35,1,100829.94,1,1,1,165008.97,0 1186 | 15756871,Capon,512,Spain,Male,39,3,0,1,1,0,134878.19,0 1187 | 15610002,Chidubem,802,Spain,Male,41,5,0,2,1,1,134626.3,0 1188 | 15567802,Childs,450,Spain,Female,34,2,0,2,1,0,175480.93,0 1189 | 15686941,Hutchinson,575,Spain,Female,26,7,0,2,1,0,112507.63,0 1190 | 15723858,Schiavone,517,Spain,Male,39,3,0,2,0,1,12465.51,0 1191 | 15615896,Chienezie,621,Spain,Male,39,8,0,2,1,0,36122.96,0 1192 | 15744789,McConnell,786,Spain,Female,32,6,114512.59,1,1,0,15796.66,0 1193 | 15665053,Nixon,636,Spain,Male,52,4,111284.53,1,0,1,32936.44,1 1194 | 15592379,Walker,741,Spain,Female,42,9,121056.63,2,1,0,39122.58,0 1195 | 15620758,Martel,660,Spain,Male,30,4,0,2,1,0,129149.06,0 1196 | 15702912,Ch'en,752,Spain,Female,35,2,0,1,1,0,44335.54,1 1197 | 15590623,Kovalyov,561,Spain,Male,34,4,85141.79,2,1,1,29217.37,0 1198 | 15624820,Ross,683,Spain,Male,56,7,50911.21,3,0,0,97629.31,1 1199 | 15574137,Ch'in,687,Spain,Male,35,3,0,2,1,1,176450.19,0 1200 | 15647111,White,794,Spain,Female,22,4,114440.24,1,1,1,107753.07,0 1201 | 15759991,Hunter,748,Spain,Male,36,4,141573.55,1,1,0,82158.14,0 1202 | 15790204,Myers,663,Spain,Female,22,9,0,1,1,0,29135.89,1 1203 | 15686780,Rogova,645,Spain,Female,55,1,133676.65,1,0,1,17095.49,0 1204 | 15645937,Guerin,790,Spain,Male,32,3,0,1,1,0,91044.47,0 1205 | 15585133,Wei,657,Spain,Female,27,8,0,2,0,0,6468.24,0 1206 | 15579433,Pugh,793,Spain,Male,29,8,96674.55,2,0,0,192120.66,0 1207 | 15777045,Price,783,Spain,Female,44,3,81811.71,1,1,0,164213.53,1 1208 | 15611580,Wood,751,Spain,Male,33,4,79281.61,1,1,0,117547.76,0 1209 | 15654408,Kharitonova,562,Spain,Male,41,5,165445.04,2,1,0,85787.31,0 1210 | 15797113,Bevan,552,Spain,Female,34,4,0,2,1,0,140286.69,0 1211 | 15656263,Teng,764,Spain,Male,29,5,0,2,1,0,65868.28,0 1212 | 15723851,Mazzanti,699,Spain,Male,40,2,0,1,1,0,78387.32,0 1213 | 15627999,Kung,590,Spain,Male,30,3,0,2,1,0,83090.35,0 1214 | 15571244,Tung,809,Spain,Female,33,3,0,2,0,1,141426.78,0 1215 | 15787258,Ross,596,Spain,Female,29,6,0,2,1,0,116696.77,0 1216 | 15691004,Yu,407,Spain,Male,37,1,0,1,1,1,49161.12,1 1217 | 15613816,Mao,539,Spain,Female,39,6,62052.28,1,0,1,59755.14,0 1218 | 15625941,Gray,682,Spain,Female,50,10,128039.01,1,1,1,102260.16,0 1219 | 15748414,Chiang,526,Spain,Female,33,8,114634.63,2,1,0,110114.38,1 1220 | 15771857,Philipp,513,Spain,Male,39,7,89039.9,2,1,1,146738.83,0 1221 | 15715047,Joshua,640,Spain,Male,43,9,172478.15,1,1,0,191084.4,1 1222 | 15615322,Jamieson,528,Spain,Male,43,7,97473.87,2,1,1,159823.16,0 1223 | 15716357,Corran,772,Spain,Female,39,4,122486.11,2,1,1,140709.25,0 1224 | 15731543,Becker,679,Spain,Male,58,9,109327.65,1,1,1,3829.13,0 1225 | 15684516,Plascencia,629,Spain,Male,34,1,121151.05,1,0,0,119357.93,0 1226 | 15677249,Somadina,731,Spain,Male,42,9,101043.63,1,1,1,192175.52,0 1227 | 15628420,Alekseeva,660,Spain,Male,33,2,80462.24,1,0,0,150422.35,0 1228 | 15784361,Williamson,543,Spain,Female,46,5,140355.6,1,1,1,85086.78,0 1229 | 15572158,Blackburn,604,Spain,Male,41,3,0,1,0,0,11819.84,0 1230 | 15584477,K?,655,Spain,Female,35,1,106405.03,1,1,1,82900.25,0 1231 | 15614893,Meng,689,Spain,Male,38,2,0,1,1,1,82709.8,0 1232 | 15665963,Cattaneo,681,Spain,Male,30,2,128393.29,1,1,1,180593.45,0 1233 | 15744942,Steele,638,Spain,Female,55,2,155828.22,1,0,1,108987.25,1 1234 | 15795881,Alexander,776,Spain,Male,35,8,106365.29,1,1,1,148527.56,0 1235 | 15768137,Bray,667,Spain,Female,23,6,136100.69,2,0,0,169669.33,1 1236 | 15582090,Iroawuchi,684,Spain,Female,36,4,0,1,1,0,117038.96,0 1237 | 15802857,Robson,659,Spain,Female,33,8,115409.6,1,0,1,1539.21,0 1238 | 15613886,Trevisan,722,Spain,Male,43,1,0,1,1,0,44560.17,1 1239 | 15792916,Ositadimma,559,Spain,Female,40,7,144470.77,1,1,1,18917.95,0 1240 | 15710408,Cunningham,584,Spain,Female,38,3,0,2,1,1,4525.4,0 1241 | 15649354,Johnston,754,Spain,Male,35,4,0,2,1,1,9658.41,0 1242 | 15784761,Ballard,554,Spain,Female,46,7,87603.35,3,0,1,96929.24,1 1243 | 15805769,O'Loughlin,656,Spain,Male,33,4,0,2,1,0,116706,0 1244 | 15609011,Barry,480,Spain,Male,47,8,75408.33,1,1,0,25887.89,1 1245 | 15773731,John,758,Spain,Female,35,5,0,2,0,0,100365.51,0 1246 | 15712121,Chidimma,657,Spain,Male,34,5,154983.98,1,1,0,27738.01,0 1247 | 15814923,Sullivan,606,Spain,Male,38,7,128578.52,1,1,1,193878.51,0 1248 | 15749727,Chukwufumnanya,829,Spain,Male,50,7,0,2,0,1,178458.86,0 1249 | 15619238,Allan,567,Spain,Male,29,8,0,2,1,0,156125.72,0 1250 | 15718454,Ch'eng,712,Spain,Female,44,2,0,2,0,0,45738.94,0 1251 | 15708289,Graham,793,Spain,Male,25,3,100913.57,1,0,0,10579.72,0 1252 | 15790412,Norton,471,Spain,Male,26,8,0,2,1,1,179655.87,0 1253 | 15598894,Holt,784,Spain,Male,38,10,122267.85,1,0,0,145759.93,0 1254 | 15572728,Ross,704,Spain,Male,36,8,127397.34,1,1,0,151335.24,0 1255 | 15641170,Liang,640,Spain,Male,36,4,0,1,0,0,173016.46,0 1256 | 15806284,Briggs,739,Spain,Male,31,1,0,2,1,1,58469.75,0 1257 | 15592578,Nucci,614,Spain,Female,41,7,146997.64,2,0,0,137791.18,0 1258 | 15717879,Chen,712,Spain,Female,79,5,108078.56,1,1,1,174118.93,0 1259 | 15740878,Yao,655,Spain,Female,29,9,0,2,0,1,85736.26,0 1260 | 15684921,Onuchukwu,792,Spain,Male,25,8,142862.21,1,1,1,130639.01,0 1261 | 15732672,Stewart,743,Spain,Male,35,6,79388.33,1,1,1,193360.69,0 1262 | 15793307,Calabresi,724,Spain,Female,41,4,142880.28,3,0,0,185541.2,1 1263 | 15660679,Chimaobim,653,Spain,Female,38,9,149571.94,1,1,0,118383.18,0 1264 | 15667289,Henderson,719,Spain,Male,50,2,0,2,0,0,10772.13,0 1265 | 15624641,Kharlamova,740,Spain,Male,43,9,0,1,1,0,199290.68,1 1266 | 15742442,Udegbulam,705,Spain,Female,46,5,89364.91,1,0,1,139162.15,0 1267 | 15568238,Diaz,650,Spain,Male,20,8,0,2,1,1,113469.65,0 1268 | 15582404,Miller,572,Spain,Female,26,5,0,2,1,0,119381.41,0 1269 | 15721462,Shubin,622,Spain,Female,58,2,0,2,1,1,33277.31,0 1270 | 15632899,Nwankwo,662,Spain,Male,20,9,104508.77,2,0,0,73107.53,0 1271 | 15694349,Ngozichukwuka,714,Spain,Male,44,7,0,1,0,1,6923.11,0 1272 | 15584776,Shen,847,Spain,Female,37,9,112712.17,1,1,0,116097.26,0 1273 | 15777772,Whittaker,650,Spain,Male,55,9,119618.42,1,1,1,29861.13,0 1274 | 15576156,Abazu,710,Spain,Female,28,6,0,1,1,0,48426.98,0 1275 | 15586135,Gratwick,536,Spain,Female,28,4,0,1,1,1,136197.65,0 1276 | 15708422,Hsiung,677,Spain,Female,35,0,0,2,0,0,76637.38,0 1277 | 15744606,Davidson,832,Spain,Male,29,8,93833.86,1,0,1,10417.87,0 1278 | 15612140,Milano,721,Spain,Female,46,7,137933.39,1,1,1,67976.57,0 1279 | 15656086,Bovee,542,Spain,Male,54,8,105770.14,1,0,1,140929.98,1 1280 | 15655298,Lewis,654,Spain,Female,54,5,0,2,0,1,47139.06,0 1281 | 15644796,Dyer,821,Spain,Female,38,8,0,2,0,1,126241.4,1 1282 | 15668104,Kerr,479,Spain,Male,37,6,118433.94,1,0,1,160060.9,0 1283 | 15703728,Chieloka,700,Spain,Male,47,4,0,1,1,0,121798.52,1 1284 | 15662500,Ts'ao,774,Spain,Male,32,9,0,2,1,0,10604.48,0 1285 | 15778526,Bradshaw,719,Spain,Female,48,5,0,2,0,0,78563.66,0 1286 | 15670584,Nkemakolam,646,Spain,Male,31,2,0,1,1,1,170821.43,1 1287 | 15812767,Harvey,731,Spain,Male,70,3,0,2,1,1,141180.66,0 1288 | 15799631,Chase,585,Spain,Male,36,10,0,2,1,1,180318.6,0 1289 | 15675256,Ts'ui,555,Spain,Male,33,5,127343.4,1,0,1,121789.3,0 1290 | 15751185,Aparicio,699,Spain,Female,50,0,158633.61,1,1,0,193785.87,0 1291 | 15651103,Sal,762,Spain,Female,69,9,183744.98,1,1,1,196993.69,0 1292 | 15772250,Udegbunam,842,Spain,Male,46,9,0,1,0,0,17268.02,0 1293 | 15694644,Wood,455,Spain,Female,43,6,0,1,1,1,81250.79,0 1294 | 15579559,Chienezie,544,Spain,Male,30,8,145241.63,1,1,1,80676.83,0 1295 | 15705281,Burt,800,Spain,Male,38,9,0,1,1,0,78744.39,0 1296 | 15626322,Lees,699,Spain,Female,29,9,127570.93,2,1,0,164756.81,0 1297 | 15588449,Chuang,591,Spain,Female,27,5,107812.67,1,0,1,162501.83,1 1298 | 15799720,Coburn,569,Spain,Male,43,8,161546.68,2,0,1,178187.28,0 1299 | 15711287,Ahmed,661,Spain,Female,35,5,128415.45,1,1,0,142626.49,0 1300 | 15691910,Lu,663,Spain,Male,30,4,0,3,1,0,101371.05,0 1301 | 15721779,Arnold,826,Spain,Male,41,5,146466.46,2,0,0,180934.67,0 1302 | 15579548,Nicholson,735,Spain,Male,36,5,0,2,1,0,105152.17,0 1303 | 15767757,Pisano,562,Spain,Female,29,9,120307.58,1,1,1,6795.61,0 1304 | 15658589,Brady,850,Spain,Male,38,2,94652.04,1,1,1,171960.76,0 1305 | 15726310,Mordvinova,782,Spain,Female,27,3,0,2,1,0,143614.01,0 1306 | 15664737,Lei,779,Spain,Female,38,7,0,2,1,1,138542.87,0 1307 | 15681126,Baker,702,Spain,Female,38,2,0,1,1,1,161888.63,0 1308 | 15671104,Aksakova,637,Spain,Male,43,3,172196.23,1,1,1,104769.96,0 1309 | 15654067,Koch,584,Spain,Female,29,4,0,2,1,0,88866.92,0 1310 | 15624695,Otitodilinna,662,Spain,Female,72,7,140301.72,1,0,1,179258.67,0 1311 | 15718216,Fleetwood-Smith,803,Spain,Male,43,3,0,1,1,0,72051.44,0 1312 | 15783349,Montague,481,Spain,Male,39,1,111233.09,1,1,1,123995.15,0 1313 | 15702566,Lombardo,554,Spain,Male,26,8,149134.46,1,1,1,177966.24,0 1314 | 15702190,Fan,672,Spain,Male,43,5,0,2,1,1,64515.5,0 1315 | 15670496,Schwartz,655,Spain,Female,27,9,0,2,0,0,108008.05,0 1316 | 15746664,Ts'ui,463,Spain,Male,20,8,204223.03,1,1,0,128268.39,0 1317 | 15761497,Udinesi,713,Spain,Female,48,1,163760.82,1,0,0,157381.14,1 1318 | 15691817,Iloerika,547,Spain,Female,44,5,0,3,0,0,5459.07,1 1319 | 15589924,Rapuluolisa,577,Spain,Female,40,1,0,2,1,1,108787,0 1320 | 15731330,Tsui,652,Spain,Female,40,7,100471.34,1,1,1,124550.88,0 1321 | 15620372,Cross,687,Spain,Male,31,3,0,2,0,0,48228.1,0 1322 | 15732643,Pike,386,Spain,Female,53,1,131955.07,1,1,1,62514.65,1 1323 | 15690540,Gearheart,684,Spain,Female,41,1,134177.06,1,0,0,177506.66,0 1324 | 15803078,Bruno,635,Spain,Female,38,1,0,2,1,0,90605.05,0 1325 | 15741195,Okechukwu,613,Spain,Male,19,5,0,1,1,1,176903.35,0 1326 | 15602909,Dickson,604,Spain,Female,41,10,0,2,1,1,166224.39,0 1327 | 15702462,Fiorentini,619,Spain,Female,44,6,52831.13,1,1,1,112649.22,1 1328 | 15645766,Kosisochukwu,634,Spain,Male,25,9,0,2,1,1,8227.91,0 1329 | 15671345,Piccio,531,Spain,Female,42,6,75302.85,2,0,0,57034.35,0 1330 | 15735439,P'an,449,Spain,Female,31,1,113693,1,0,0,82796.29,0 1331 | 15778696,Ikemefuna,684,Spain,Female,36,5,174180.39,1,1,0,119830.08,0 1332 | 15726178,Hardy,712,Spain,Female,48,8,0,2,1,0,183235.33,0 1333 | 15780386,Ferri,654,Spain,Male,40,5,105683.63,1,1,0,173617.09,0 1334 | 15708046,Knowles,744,Spain,Male,31,0,117551.23,1,1,0,158958.9,0 1335 | 15591550,Bianchi,525,Spain,Male,36,3,77910.23,1,1,0,67238.01,0 1336 | 15650575,Payne,720,Spain,Female,59,6,0,2,1,1,160849.43,1 1337 | 15782641,Brown,710,Spain,Female,29,3,119670.18,1,1,0,188022.44,0 1338 | 15784445,Huang,717,Spain,Male,33,1,99106.73,1,0,0,194467.23,0 1339 | 15724076,Christie,815,Spain,Female,57,5,0,3,0,0,38941.44,1 1340 | 15612667,Bird,680,Spain,Male,42,0,0,1,1,0,136377.21,0 1341 | 15662426,Tang,649,Spain,Male,32,1,0,1,0,1,91167.19,1 1342 | 15782181,Greco,592,Spain,Male,35,6,80285.16,1,1,0,72678.75,1 1343 | 15663410,Piccio,771,Spain,Male,51,5,135506.58,3,1,1,152479.64,1 1344 | 15774104,Chukwualuka,539,Spain,Male,39,2,0,2,1,1,48189.94,0 1345 | 15674541,Robinson,575,Spain,Male,52,8,123925.23,1,0,0,111342.66,1 1346 | 15688973,Vinogradova,598,Spain,Female,39,5,0,2,1,1,83103.46,0 1347 | 15709412,H?,776,Spain,Male,30,6,0,2,0,1,63908.86,0 1348 | 15607753,Alexandrova,606,Spain,Female,23,10,70417.79,1,0,1,90896.04,0 1349 | 15705352,Yang,686,Spain,Male,38,7,111484.88,1,1,1,76076.2,0 1350 | 15602500,Maslova,850,Spain,Male,38,1,146343.98,1,0,1,103902.11,0 1351 | 15768219,Sung,850,Spain,Male,36,0,0,2,1,0,141242.57,0 1352 | 15679813,Ellis,727,Spain,Male,28,1,0,1,1,0,40357.39,0 1353 | 15624072,Kiernan,669,Spain,Male,22,10,0,2,1,0,176163.74,0 1354 | 15733661,Illingworth,639,Spain,Female,27,8,133806.54,2,1,0,6251.3,0 1355 | 15710012,Bowen,738,Spain,Male,44,2,0,2,1,0,43018.82,1 1356 | 15668853,Menhennitt,637,Spain,Female,44,0,157622.58,1,1,1,120454.2,0 1357 | 15628904,Bowen,733,Spain,Male,35,8,102918.38,1,1,1,45959.86,0 1358 | 15733169,Craig,590,Spain,Male,22,7,125265.61,1,1,1,161253.08,0 1359 | 15638257,P'an,682,Spain,Female,54,0,83102.72,2,1,1,54132.93,0 1360 | 15690939,Howe,575,Spain,Male,28,7,0,1,1,1,10666.05,0 1361 | 15594456,K?,740,Spain,Female,56,4,99097.33,1,1,1,85016.64,1 1362 | 15698572,Schaffer,636,Spain,Female,36,1,0,1,1,0,43134.58,0 1363 | 15616471,Milne,599,Spain,Male,51,0,0,1,1,1,175235.99,0 1364 | 15638803,Donaldson,733,Spain,Female,32,5,0,2,1,0,131625.14,0 1365 | 15590199,Temple,701,Spain,Male,28,1,103421.32,1,0,1,76304.73,0 1366 | 15789055,Watt,635,Spain,Male,35,2,113635.16,1,1,0,90883.12,0 1367 | 15617507,Wilson,530,Spain,Female,36,7,0,2,1,0,80619.09,0 1368 | 15589563,Purdy,531,Spain,Male,31,2,118899.45,2,0,0,41409.36,0 1369 | 15581237,Biryukova,573,Spain,Male,33,1,160777.9,1,1,1,149536.15,0 1370 | 15723864,Lucas,828,Spain,Male,47,1,109876.82,2,1,0,83611.45,1 1371 | 15648766,Robertson,569,Spain,Male,35,3,116969.35,1,0,0,94488.82,0 1372 | 15642619,Mayne,603,Spain,Male,46,2,0,2,1,0,174478.54,0 1373 | 15666032,Mancini,568,Spain,Male,28,1,127289.28,1,0,0,45611.51,0 1374 | 15753837,Young,573,Spain,Male,38,4,0,2,1,1,196517.43,0 1375 | 15783882,Daly,771,Spain,Female,41,5,0,2,0,1,92914.67,0 1376 | 15722322,Green,655,Spain,Female,78,2,0,2,0,1,188435.38,0 1377 | 15642821,Ijendu,383,Spain,Female,48,8,95808.19,1,0,0,137702.01,1 1378 | 15710421,Baresi,774,Spain,Female,36,8,117152.3,1,0,0,101828.39,0 1379 | 15815690,Akabueze,614,Spain,Female,40,3,113348.5,1,1,1,77789.01,0 1380 | 15631739,Dunn,704,Spain,Male,24,10,122109.78,1,1,1,127654.37,0 1381 | 15697028,McClinton,590,Spain,Male,34,0,65812.35,2,0,1,160346.3,0 1382 | 15575759,Bentley,583,Spain,Female,40,3,54428.37,1,1,0,109638.78,1 1383 | 15674765,Mitchell,553,Spain,Male,44,4,0,1,1,0,10789.3,0 1384 | 15795878,Anayochukwu,636,Spain,Male,45,3,0,2,1,1,159463.8,0 1385 | 15790067,Sun,614,Spain,Male,39,3,151914.93,1,0,0,56459.45,0 1386 | 15566740,Nazarova,587,Spain,Male,51,3,83739.32,1,0,1,148798.45,0 1387 | 15567013,De Luca,779,Spain,Male,33,3,0,2,1,0,30804.68,0 1388 | 15784218,Mason,620,Spain,Male,38,0,0,2,1,1,38015.34,0 1389 | 15572398,Townsend,614,Spain,Female,39,6,0,2,1,1,164018.98,0 1390 | 15583073,Martin,771,Spain,Female,56,2,0,1,1,1,25222.6,1 1391 | 15614361,Liao,620,Spain,Male,42,9,121490.05,1,1,1,29296.74,0 1392 | 15724684,Sung,610,Spain,Male,46,5,91897.8,1,1,0,54394.28,0 1393 | 15700083,Lai,609,Spain,Male,39,2,139443.75,2,1,0,9234.06,0 1394 | 15708867,Niu,684,Spain,Female,38,3,134168.5,3,1,0,3966.5,1 1395 | 15764073,Arcuri,503,Spain,Female,36,9,0,2,1,1,16274.67,0 1396 | 15726313,Napolitani,687,Spain,Female,50,5,0,2,1,0,110230.4,0 1397 | 15578073,Barker,686,Spain,Male,22,8,0,2,0,0,142331.85,0 1398 | 15786249,Whitfield,616,Spain,Male,30,2,0,2,1,0,199099.51,0 1399 | 15812850,Stradford,494,Spain,Male,67,5,0,2,1,1,85890.16,0 1400 | 15620579,Dunn,695,Spain,Female,31,8,0,2,0,1,131644.41,0 1401 | 15768270,DeRose,579,Spain,Female,31,9,0,2,1,0,112395.98,0 1402 | 15670343,Li,576,Spain,Male,19,6,0,2,0,0,72306.07,0 1403 | 15597968,Fyans,617,Spain,Male,50,7,0,1,1,0,184839.7,1 1404 | 15796957,Iadanza,597,Spain,Male,35,9,0,3,0,1,73181.39,1 1405 | 15684211,Creel,704,Spain,Female,44,9,153656.85,1,1,0,158742.81,0 1406 | 15608408,Lazareva,598,Spain,Male,39,1,0,2,1,0,159130.32,0 1407 | 15661945,Nicolay,623,Spain,Female,40,4,0,3,1,0,31669.18,0 1408 | 15798385,Grave,512,Spain,Female,46,3,0,2,1,1,56408.14,0 1409 | 15585256,Iloerika,805,Spain,Male,26,2,0,2,1,1,25042.1,0 1410 | 15648951,Kao,785,Spain,Male,41,7,0,2,1,1,199108.88,0 1411 | 15696812,Lazareva,586,Spain,Male,42,6,0,2,1,1,123410.23,0 1412 | 15581295,Ch'ien,617,Spain,Female,45,1,0,1,1,0,143298.06,0 1413 | 15741417,Chibuzo,624,Spain,Female,35,7,119656.45,2,1,1,4595.05,0 1414 | 15601503,Tokaryev,578,Spain,Male,28,4,0,2,0,0,6947.09,0 1415 | 15706131,Logan,621,Spain,Female,37,9,83061.26,2,1,0,9170.54,0 1416 | 15746662,Maduabuchim,568,Spain,Female,27,1,116320.68,1,0,1,45563.94,0 1417 | 15737778,Dickson,782,Spain,Female,41,4,0,1,1,0,132943.88,0 1418 | 15782096,Volkova,616,Spain,Female,36,6,0,1,1,1,12916.32,1 1419 | 15783522,Mitchell,738,Spain,Female,37,8,100565.94,1,1,1,128799.86,0 1420 | 15785373,Wong,717,Spain,Female,42,5,190305.78,1,1,0,99347.8,1 1421 | 15752956,Stanley,629,Spain,Male,29,6,0,2,1,1,88842.8,0 1422 | 15747458,Folliero,677,Spain,Female,43,3,133214.88,2,1,1,95936.84,0 1423 | 15573171,Liao,695,Spain,Male,63,1,146202.93,1,1,1,126688.83,1 1424 | 15814430,Ma,747,Spain,Male,41,9,0,1,1,0,32430.94,1 1425 | 15737133,P'eng,706,Spain,Male,68,4,114386.85,1,1,1,28601.68,0 1426 | 15661723,Abramovich,667,Spain,Male,71,4,137260.78,1,0,1,94433.08,1 1427 | 15649616,Otutodilichukwu,636,Spain,Male,60,7,124447.73,1,1,1,141364.62,1 1428 | 15572801,Krischock,639,Spain,Male,34,5,139393.19,2,0,0,33950.08,0 1429 | 15767598,Kent,540,Spain,Male,28,8,0,2,0,0,197588.32,0 1430 | 15720706,Hsing,529,Spain,Female,39,2,82766.43,1,1,1,122925.44,0 1431 | 15759290,Coleman,620,Spain,Male,29,9,0,2,1,0,13133.88,0 1432 | 15811565,Cocci,705,Spain,Female,47,3,63488.7,1,0,1,28640.92,1 1433 | 15713774,Chikwendu,644,Spain,Female,46,6,12459.19,1,0,0,156787.34,1 1434 | 15612931,Korovin,722,Spain,Female,50,4,132088.59,1,1,1,128262.14,0 1435 | 15676707,Sidorov,577,Spain,Female,39,4,0,2,1,0,91366.42,0 1436 | 15601383,Ibrahimova,744,Spain,Male,44,5,120654.68,1,1,0,82290.81,0 1437 | 15672966,Cross,682,Spain,Female,64,9,0,2,1,1,103318.44,0 1438 | 15801431,Rowe,682,Spain,Female,48,9,101198.01,1,1,1,49732.9,0 1439 | 15794414,Forbes,507,Spain,Male,46,6,92783.68,1,1,1,51424.29,0 1440 | 15784286,Wood,641,Spain,Male,40,5,102145.13,1,1,1,100637.07,0 1441 | 15764343,T'ien,688,Spain,Female,46,8,155681.72,1,1,0,26287.21,0 1442 | 15788686,Gibson,538,Spain,Male,40,8,0,2,1,1,25554.4,0 1443 | 15756070,Greenwood,585,Spain,Female,44,4,0,2,0,1,101728.46,0 1444 | 15571476,Kelly,635,Spain,Male,38,0,103257.14,1,0,0,158344.63,0 1445 | 15776850,Smith,749,Spain,Female,43,1,124209.02,1,1,1,167179.48,0 1446 | 15623649,Ogle,629,Spain,Male,32,3,0,2,1,1,15404.64,0 1447 | 15751131,Moss,836,Spain,Female,41,7,150302.84,1,1,1,156036.19,0 1448 | 15688128,Loggia,542,Spain,Male,34,8,108653.93,1,0,1,144725.14,0 1449 | 15697948,Henderson,752,Spain,Female,36,3,0,2,1,1,48505.1,0 1450 | 15608328,Sutherland,760,Spain,Female,41,6,0,2,0,0,101491.23,0 1451 | 15785350,Austin,528,Spain,Male,23,7,104744.89,1,1,0,170262.97,0 1452 | 15651737,Salmond,623,Spain,Male,44,1,83325.77,1,0,1,80828.78,0 1453 | 15643426,Robertson,523,Spain,Female,36,8,113680.54,1,0,0,13197.44,0 1454 | 15642248,Ko,608,Spain,Male,66,8,123935.35,1,1,1,65758.19,0 1455 | 15723950,Kruglov,684,Spain,Male,40,2,70291.02,1,1,1,115468.84,1 1456 | 15671514,Sinclair,669,Spain,Female,33,8,0,2,0,1,128538.05,0 1457 | 15646351,Somerville,486,Spain,Male,27,7,0,2,1,0,28823.04,0 1458 | 15784890,McKenzie,763,Spain,Female,32,8,0,2,1,0,16725.53,0 1459 | 15674254,Kerr,554,Spain,Female,45,4,0,2,1,1,193412.05,0 1460 | 15797627,Niehaus,732,Spain,Male,54,0,134249.7,1,0,1,13404.4,0 1461 | 15659800,Teng,584,Spain,Female,50,1,0,1,0,1,152567.75,1 1462 | 15672053,Mistry,526,Spain,Male,38,2,0,2,0,0,58010.98,0 1463 | 15814236,Kay,537,Spain,Female,38,1,96939.06,1,1,1,102606.92,0 1464 | 15583597,Ikedinachukwu,696,Spain,Male,47,1,106758.6,1,1,1,80591.18,0 1465 | 15800688,Ch'en,495,Spain,Female,42,7,0,2,0,0,130404.53,0 1466 | 15810878,Baker,537,Spain,Female,38,6,141786.78,1,0,1,147797.54,0 1467 | 15671351,Romani,624,Spain,Male,35,2,0,2,1,0,87310.59,0 1468 | 15698953,Hart,636,Spain,Male,36,1,0,3,1,1,74048.1,1 1469 | 15753888,Johnston,607,Spain,Female,62,8,108004.64,1,1,1,23386.77,1 1470 | 15801701,Robson,653,Spain,Male,35,9,0,2,1,1,45956.05,0 1471 | 15684419,Wallace,709,Spain,Female,37,8,0,3,1,0,71738.56,0 1472 | 15602479,Fleming,609,Spain,Male,37,5,129312.79,1,1,1,26793.82,0 1473 | 15570379,Whitelegge,669,Spain,Male,51,3,88827.53,1,0,0,85250.77,1 1474 | 15729574,Lu,616,Spain,Male,71,4,0,2,1,1,173599.38,0 1475 | 15799128,Matthews,608,Spain,Female,38,9,102406.76,1,0,1,57600.66,0 1476 | 15569945,Horsley,509,Spain,Male,29,1,0,2,1,0,69113.14,0 1477 | 15722053,Oguejiofor,576,Spain,Male,33,3,0,2,0,1,190112.05,0 1478 | 15782100,Holloway,544,Spain,Male,22,3,66483.32,1,0,1,110317.39,0 1479 | 15750671,Egobudike,512,Spain,Male,31,6,0,2,1,0,168462.26,0 1480 | 15652914,Ibrahimov,721,Spain,Male,38,7,0,1,0,1,53534.8,0 1481 | 15684248,Meng,658,Spain,Male,21,7,0,2,0,1,154279.87,0 1482 | 15567991,Obiuto,794,Spain,Male,31,0,144880.34,2,0,1,175643.44,0 1483 | 15641004,Doyne,605,Spain,Female,48,10,150315.92,1,0,1,133486.36,0 1484 | 15645136,O'Donnell,744,Spain,Male,30,1,128065.12,1,1,0,121525.48,0 1485 | 15813862,Yevseyev,526,Spain,Male,66,7,132044.6,2,1,1,158365.89,0 1486 | 15641934,Manna,749,Spain,Female,46,9,66582.81,1,1,0,78753.12,1 1487 | 15639530,Buda,679,Spain,Male,42,2,0,1,1,1,168294.27,0 1488 | 15698872,Brown,633,Spain,Female,39,2,0,2,0,0,191207.03,0 1489 | 15815043,McMillan,645,Spain,Male,49,8,0,2,1,0,162012.6,0 1490 | 15627203,Hsu,508,Spain,Male,54,10,0,1,1,1,175749.36,0 1491 | 15778089,Stevenson,544,Spain,Male,37,2,0,2,0,0,135067.02,0 1492 | 15773723,Duncan,588,Spain,Female,22,9,67178.19,1,1,1,163534.75,1 1493 | 15697035,Garrett,740,Spain,Female,31,8,0,2,0,0,86657.48,0 1494 | 15679668,Yao,850,Spain,Male,38,7,115378.94,1,0,1,162087.82,0 1495 | 15657535,Pearson,590,Spain,Male,29,10,0,1,1,1,51907.72,1 1496 | 15696141,Kruglov,516,Spain,Female,31,7,0,1,1,0,47018.75,0 1497 | 15665629,Chiang,719,Spain,Female,33,7,0,2,1,0,20016.59,0 1498 | 15762993,Trevisano,796,Spain,Male,32,5,102773.15,2,0,1,117832.88,0 1499 | 15802220,Ikenna,599,Spain,Male,35,6,137102.65,1,0,0,76870.81,0 1500 | 15797919,Ting,773,Spain,Male,37,2,103195.2,2,1,0,178268.36,0 1501 | 15786680,Bianchi,805,Spain,Male,37,5,0,2,1,0,21928.81,0 1502 | 15713770,Shih,586,Spain,Male,41,3,63873.56,1,1,0,83753.64,0 1503 | 15781710,Carey,558,Spain,Female,31,7,0,2,1,0,166720.28,0 1504 | 15702145,Edments,705,Spain,Male,33,7,68423.89,1,1,1,64872.55,0 1505 | 15679738,Brown,527,Spain,Female,35,8,0,1,1,0,98031.53,1 1506 | 15644212,Han,644,Spain,Male,28,0,0,2,1,0,119419.37,0 1507 | 15579892,Doyle,708,Spain,Male,19,7,112615.86,1,1,1,4491.77,0 1508 | 15802088,Grant,521,Spain,Female,22,10,0,1,1,1,101311.95,0 1509 | 15700937,Romano,767,Spain,Female,24,5,0,2,1,1,67445.85,0 1510 | 15766659,Okwudilichukwu,525,Spain,Male,33,5,0,2,1,0,161002.29,0 1511 | 15814033,Milano,759,Spain,Male,38,1,0,2,1,0,20778.39,0 1512 | 15609899,Obiora,548,Spain,Male,37,4,0,1,1,0,121763.68,0 1513 | 15747323,Vasilyeva,535,Spain,Male,48,9,109472.47,1,1,0,157358.43,1 1514 | 15582591,Chiabuotu,615,Spain,Male,59,4,155766.05,1,1,1,110275.17,0 1515 | 15697045,Pisani,726,Spain,Female,35,9,0,2,0,1,100556.98,0 1516 | 15805690,Chin,694,Spain,Female,35,7,0,1,1,0,133570.43,1 1517 | 15568834,Howells,698,Spain,Male,27,6,125427.37,2,0,0,27654.44,0 1518 | 15718843,Maslova,769,Spain,Male,41,1,72509.91,1,1,0,25723.73,0 1519 | 15673439,Sun,646,Spain,Female,50,5,142644.64,2,1,1,142208.5,1 1520 | 15581388,Y?an,487,Spain,Male,33,8,145729.71,1,1,0,41365.85,0 1521 | 15759966,Chiemenam,612,Spain,Female,36,5,119799.27,2,1,0,159416.58,0 1522 | 15601045,Angelo,655,Spain,Male,37,8,163708.58,2,0,0,76259.23,0 1523 | 15626452,Beatham,711,Spain,Male,32,5,0,2,1,1,147720.27,0 1524 | 15768887,Hsing,597,Spain,Male,26,5,0,2,0,1,95159.13,0 1525 | 15735358,Dowse,682,Spain,Male,46,4,0,1,1,1,4654.28,0 1526 | 15790247,Sims,536,Spain,Male,40,9,0,2,1,1,11959.03,0 1527 | 15625905,Griffen,592,Spain,Male,41,0,0,2,1,0,65906.07,0 1528 | 15623220,Brown,723,Spain,Female,45,4,0,2,1,0,37214.39,0 1529 | 15677908,Gilbert,552,Spain,Male,42,4,0,2,0,0,195692.3,0 1530 | 15627854,Mai,707,Spain,Male,44,3,0,2,1,1,135077.01,0 1531 | 15669253,Gibson,754,Spain,Male,39,7,157691.98,2,1,0,133600.89,1 1532 | 15574558,Gunter,718,Spain,Male,32,8,0,2,1,1,41399.33,0 1533 | 15810775,Tsao,576,Spain,Male,52,2,100549.43,2,1,1,16644.16,0 1534 | 15678173,Collee,629,Spain,Male,35,4,174588.8,2,0,1,158420.14,0 1535 | 15665222,Lettiere,625,Spain,Male,52,8,121161.57,1,1,0,48988.28,0 1536 | 15725945,Nweke,659,Spain,Female,42,2,0,1,0,0,162734.31,1 1537 | 15735025,Clark,535,Spain,Male,37,3,175534.78,2,1,1,9241.52,0 1538 | 15741652,McLean,600,Spain,Male,37,8,177657.35,1,1,1,77142.32,0 1539 | 15588695,Su,833,Spain,Male,32,6,0,1,1,1,44323.22,1 1540 | 15665802,Li Fonti,642,Spain,Female,36,6,0,2,1,1,97938.59,0 1541 | 15585867,Rutledge,596,Spain,Male,36,2,0,2,0,1,125557.95,0 1542 | 15674928,Mullah,850,Spain,Male,37,2,0,2,1,0,119969.99,0 1543 | 15714493,Francis,465,Spain,Female,33,6,0,2,1,1,95500.98,0 1544 | 15643359,Carter,736,Spain,Male,32,7,0,1,0,1,79082.62,0 1545 | 15769781,Nucci,699,Spain,Female,25,8,0,2,1,1,52404.47,0 1546 | 15624611,Marsden,497,Spain,Male,37,8,128650.11,2,1,1,163641.53,0 1547 | 15773071,Serena,780,Spain,Female,33,6,145580.61,1,1,1,154598.56,0 1548 | 15617320,Palermo,693,Spain,Female,46,3,151709.33,1,1,0,180736.24,0 1549 | 15653065,Nwabugwu,530,Spain,Female,22,7,0,2,1,0,104170.48,0 1550 | 15649112,Endrizzi,738,Spain,Female,33,3,122134.4,2,0,1,27867.59,0 1551 | 15670066,Ibezimako,643,Spain,Male,34,6,0,2,1,1,116046.22,0 1552 | 15761525,Shaw,727,Spain,Female,31,10,96997.09,2,0,0,76614.04,0 1553 | 15637235,Knight,794,Spain,Male,33,8,0,2,0,0,91340.02,0 1554 | 15801942,Chu,619,Spain,Female,41,8,0,3,1,1,79866.73,1 1555 | 15810167,Scott,657,Spain,Male,75,7,126273.95,1,0,1,91673.6,0 1556 | 15673837,Ko,617,Spain,Male,61,3,113858.95,1,1,1,38129.22,0 1557 | 15587584,Nebeuwa,503,Spain,Male,31,4,0,2,1,1,21645.06,0 1558 | 15734892,Fennell,579,Spain,Male,37,4,0,2,1,1,32246.63,0 1559 | 15664339,Yu,775,Spain,Male,48,4,178144.91,2,0,0,50168.41,1 1560 | 15613923,Reed,581,Spain,Female,43,4,170172.9,1,0,1,100236.02,0 1561 | 15750755,Yobachi,449,Spain,Female,33,8,0,2,0,0,156792.89,0 1562 | 15684995,Chamberlain,690,Spain,Male,49,8,116622.73,1,0,1,51011.29,0 1563 | 15790763,Trujillo,599,Spain,Female,49,2,0,2,1,0,111190.53,0 1564 | 15776124,Mann,802,Spain,Male,51,7,0,1,0,1,40855.79,0 1565 | 15592197,Simmons,522,Spain,Male,30,3,0,2,1,0,145490.85,0 1566 | 15638231,Chung,730,Spain,Female,62,2,0,2,1,1,162889.1,0 1567 | 15597610,Stevens,553,Spain,Male,41,6,144974.55,1,1,1,19344.92,0 1568 | 15667462,Duncan,707,Spain,Male,43,10,0,2,1,0,118368.2,0 1569 | 15662574,Brady,636,Spain,Male,37,1,115137.26,1,1,0,52484.01,0 1570 | 15691457,Boyle,674,Spain,Male,36,2,0,2,1,1,182787.17,0 1571 | 15725302,Streeton,670,Spain,Female,20,4,0,2,1,0,119759.24,0 1572 | 15722083,Ch'ang,591,Spain,Male,39,8,0,2,0,0,42392.24,0 1573 | 15595162,Cattaneo,708,Spain,Female,35,8,122570.69,1,0,0,199005.88,0 1574 | 15590097,Ch'eng,537,Spain,Female,33,7,136082,1,1,0,62746.54,0 1575 | 15734626,Gibson,652,Spain,Female,36,1,0,2,1,1,19302.78,0 1576 | 15702806,Martin,696,Spain,Male,24,9,0,1,0,0,10883.52,0 1577 | 15576935,Ampt,743,Spain,Male,43,2,161807.18,2,0,1,93228.86,1 1578 | 15814940,Lawrence,642,Spain,Female,33,9,0,2,1,1,150475.14,0 1579 | 15697391,Argyle,604,Spain,Female,34,3,0,2,1,0,38587.7,0 1580 | 15608338,Chiemenam,757,Spain,Female,55,9,117294.12,4,1,0,94187.47,1 1581 | 15668289,McWilliams,690,Spain,Male,32,2,76087.98,1,0,1,151822.66,0 1582 | 15773276,Townsend,633,Spain,Male,63,4,114552.6,1,1,0,73856.28,1 1583 | 15779886,Munson,563,Spain,Male,24,7,0,2,0,0,16319.56,0 1584 | 15621550,Hung,535,Spain,Female,50,1,140292.58,3,0,0,69531.22,1 1585 | 15684592,Lamb,557,Spain,Male,42,4,0,2,0,1,86642.38,0 1586 | 15641595,Jonathan,685,Spain,Male,43,4,97392.18,2,1,0,43956.83,0 1587 | 15687421,Highland,559,Spain,Male,67,9,125919.35,1,1,0,175910.95,1 1588 | 15673599,Williamson,618,Spain,Male,32,5,133476.09,1,0,1,154843.4,0 1589 | 15746012,Chibugo,729,Spain,Female,28,0,0,2,1,1,31165.06,1 1590 | 15793856,Abdulov,667,Spain,Female,36,3,121542.57,2,1,1,186841.71,0 1591 | 15629545,Buckley,790,Spain,Female,41,7,109508.68,1,0,0,86776.38,0 1592 | 15611329,Findlay,608,Spain,Female,35,6,0,2,1,1,143463.28,0 1593 | 15618243,Buckland,730,Spain,Female,43,1,103960.38,1,1,1,193650.16,0 1594 | 15659064,Salas,790,Spain,Male,37,8,0,2,1,1,149418.41,0 1595 | 15793455,Tien,627,Spain,Female,55,6,0,1,0,0,91943.94,1 1596 | 15707505,Taylor,699,Spain,Male,31,8,125927.51,2,1,0,147661.47,0 1597 | 15566312,Jolly,660,Spain,Female,42,5,0,3,1,1,189016.24,1 1598 | 15570414,Chizoba,618,Spain,Male,41,4,115251.64,1,0,0,136435.75,0 1599 | 15814750,Ricci,629,Spain,Male,34,8,0,2,1,1,180595.02,0 1600 | 15593454,Lambert,678,Spain,Female,40,4,113794.22,1,1,0,16618.76,0 1601 | 15663421,Esposito,527,Spain,Male,28,6,128396.33,2,1,0,79919.97,0 1602 | 15576196,Benson,743,Spain,Female,48,5,118207.69,2,0,0,186489.14,1 1603 | 15693764,Mai,663,Spain,Male,52,0,136298.65,1,1,0,144593.3,1 1604 | 15708534,Afamefuna,524,Spain,Female,64,5,0,1,1,0,136079.64,1 1605 | 15714046,Trevisano,720,Spain,Male,33,3,123783.91,2,1,1,142903.44,0 1606 | 15584090,Jen,621,Spain,Female,40,7,0,2,0,1,131283.6,1 1607 | 15588406,Chiemenam,574,Spain,Female,37,7,0,2,1,0,32262.28,0 1608 | 15701352,Fanucci,611,Spain,Female,28,3,96381.68,2,1,0,181419.29,0 1609 | 15675888,Austin,550,Spain,Female,33,9,72788.03,1,1,1,103608.06,0 1610 | 15591822,Mackenzie,593,Spain,Male,26,9,76226.9,1,1,0,167564.82,0 1611 | 15585907,Collier,676,Spain,Female,30,5,0,2,0,0,179066.58,0 1612 | 15745399,Marino,649,Spain,Female,49,2,0,1,1,0,84863.85,1 1613 | 15760749,Vinogradov,509,Spain,Male,41,7,126683.8,1,0,1,114775.53,0 1614 | 15738497,Chukwujamuike,729,Spain,Male,44,4,107726.93,2,1,0,153064.87,0 1615 | 15762351,Chao,689,Spain,Female,63,1,0,2,1,1,186526.12,0 1616 | 15695103,Carr,790,Spain,Male,37,6,0,2,1,1,119484.01,0 1617 | 15801924,Browne,754,Spain,Female,27,8,0,2,0,0,121821.16,0 1618 | 15600720,Moore,652,Spain,Male,41,8,115144.68,1,1,0,188905.43,0 1619 | 15749123,Sokolova,743,Spain,Male,45,7,157332.26,1,1,0,125424.42,0 1620 | 15623102,Nnaemeka,713,Spain,Male,38,6,116980.78,2,0,1,76038.38,0 1621 | 15728012,Everett,678,Spain,Female,40,3,128398.38,1,1,0,168658.3,0 1622 | 15683363,Goddard,540,Spain,Male,39,1,0,1,0,1,108419.41,0 1623 | 15574369,Bianchi,415,Spain,Male,53,5,167259.44,1,1,1,22357.25,0 1624 | 15583371,Artemiev,632,Spain,Male,37,1,138207.08,1,1,0,60778.11,1 1625 | 15596011,Artyomova,529,Spain,Male,34,9,0,1,1,1,93208.22,0 1626 | 15614834,Long,619,Spain,Female,31,3,141751.82,1,0,1,61531.86,0 1627 | 15600510,Hsueh,680,Spain,Female,37,6,124140.57,2,1,0,92826.35,0 1628 | 15722583,Benjamin,636,Spain,Female,29,6,157576.47,2,1,1,101102.39,0 1629 | 15677243,Wan,538,Spain,Male,43,5,0,2,1,0,126933.73,0 1630 | 15705899,Craig,597,Spain,Male,35,0,127510.99,1,1,1,155356.34,0 1631 | 15722090,Tseng,615,Spain,Male,51,6,81818.49,1,1,1,169149.38,0 1632 | 15606855,Wang,730,Spain,Male,26,6,0,2,1,1,185808.7,0 1633 | 15704160,Wan,648,Spain,Male,49,5,0,1,1,0,149946.43,1 1634 | 15668629,Saunders,719,Spain,Male,44,2,0,2,1,0,196582.19,0 1635 | 15702095,Clarke,585,Spain,Female,56,1,128472.8,1,1,0,186476.91,1 1636 | 15643916,Munro,619,Spain,Male,46,8,62400.48,1,1,1,132498.39,1 1637 | 15609254,Fernandez,513,Spain,Female,41,9,107135.04,2,1,1,160546.58,0 1638 | 15625141,Porter,563,Spain,Male,26,7,0,2,0,0,6139.74,0 1639 | 15775797,Esposito,607,Spain,Female,32,7,0,3,0,1,10674.62,0 1640 | 15795275,Lamb,521,Spain,Female,49,4,82940.25,2,0,0,62413.01,1 1641 | 15806249,Kerr,671,Spain,Female,31,4,0,2,0,1,79270.02,0 1642 | 15696506,MacDonald,604,Spain,Male,27,9,101352.78,1,0,0,30252.3,0 1643 | 15728823,Sharwood,836,Spain,Female,37,10,0,2,1,0,111324.41,0 1644 | 15590078,Burns,622,Spain,Male,27,9,139834.93,1,1,1,152733.89,0 1645 | 15782364,Bevan,521,Spain,Female,39,3,146408.68,1,0,0,72993.67,0 1646 | 15685564,Nnamutaezinwa,748,Spain,Male,35,5,105492.53,1,1,1,150057.2,0 1647 | 15572735,Chang,433,Spain,Male,27,2,0,2,1,1,153698.65,0 1648 | 15651740,Napolitani,525,Spain,Female,30,5,0,2,0,1,149195.44,0 1649 | 15707242,Ibeamaka,504,Spain,Male,40,5,0,2,0,0,146703.36,0 1650 | 15593425,Bracewell,662,Spain,Female,54,1,187997.15,1,0,0,111442.71,1 1651 | 15790958,Sanders,685,Spain,Male,38,4,0,2,1,1,35884.91,0 1652 | 15785975,Mason,525,Spain,Female,60,7,0,2,0,1,168034.9,0 1653 | 15693817,Ferrari,539,Spain,Male,28,5,0,2,1,0,48382.4,0 1654 | 15674868,Wei,696,Spain,Female,30,0,0,2,1,1,9002.8,0 1655 | 15734948,Igwebuike,601,Spain,Male,24,7,0,2,0,0,144660.42,0 1656 | 15677141,Turnbull,586,Spain,Male,29,2,132450.24,1,1,1,36176.63,0 1657 | 15645029,Knowles,771,Spain,Female,33,5,0,2,1,0,8673.43,0 1658 | 15715199,Estrada,568,Spain,Male,27,5,126815.97,2,0,1,118648.12,0 1659 | 15744046,Andrejew,606,Spain,Male,33,8,0,2,1,1,63176.77,0 1660 | 15610912,Ferri,657,Spain,Female,41,6,112119.48,1,1,0,17536.82,0 1661 | 15584967,Chiganu,596,Spain,Male,57,6,0,2,1,1,72402,0 1662 | 15779915,O'Loghlin,694,Spain,Male,31,5,0,1,1,0,35593.18,0 1663 | 15729110,Lavrov,729,Spain,Female,42,7,0,2,1,0,58268.2,1 1664 | 15591942,Zito,611,Spain,Female,33,7,0,2,1,1,3729.89,0 1665 | 15762123,Davide,717,Spain,Female,34,1,0,2,1,0,119313.74,0 1666 | 15662021,Lucciano,685,Spain,Female,42,2,0,2,0,0,199992.48,0 1667 | 15635277,Coates,605,Spain,Male,47,7,142643.54,1,1,0,189310.27,0 1668 | 15780056,Reid,660,Spain,Male,33,4,0,1,1,0,29664.45,0 1669 | 15599024,Hope,506,Spain,Male,32,8,0,2,0,1,182692.8,0 1670 | 15798709,Gill,588,Spain,Male,32,3,109109.33,1,0,1,4993.94,0 1671 | 15741921,Moon,622,Spain,Female,26,8,0,2,1,1,124964.82,0 1672 | 15667932,Bellucci,758,Spain,Female,43,10,0,2,1,1,55313.44,0 1673 | 15660403,Fleming,827,Spain,Female,35,0,0,2,0,1,184514.01,0 1674 | 15724663,Christmas,654,Spain,Female,36,5,0,2,0,0,157238.05,0 1675 | 15594556,Chuter,619,Spain,Male,52,8,0,2,1,1,123242.11,0 1676 | 15737169,Johnson,642,Spain,Male,26,8,144238.7,1,1,1,184399.76,0 1677 | 15632472,Scott,472,Spain,Female,32,1,159397.75,1,0,1,57323.18,0 1678 | 15722813,Byrne,470,Spain,Male,30,4,125385.01,1,1,0,68293.93,0 1679 | 15680683,Simmons,640,Spain,Male,29,5,197200.04,2,1,0,141453.62,0 1680 | 15710316,Fang,454,Spain,Female,48,5,144837.79,1,1,1,93151.77,0 1681 | 15641285,Yusupova,621,Spain,Male,50,3,163085.79,1,0,1,131048.36,0 1682 | 15614923,Nielson,630,Spain,Male,41,7,107511.52,1,0,1,46156.87,0 1683 | 15651389,Kay,561,Spain,Male,24,8,143656.55,1,0,1,180932.46,0 1684 | 15681115,Iroawuchi,787,Spain,Male,39,10,108935.39,1,1,1,101168.3,0 1685 | 15763111,Niu,808,Spain,Female,67,10,124577.15,1,0,1,169894.4,0 1686 | 15805676,Hsu,515,Spain,Male,29,4,151012.55,2,1,0,9770.97,0 1687 | 15586674,Shaw,663,Spain,Female,58,5,216109.88,1,0,1,74176.71,1 1688 | 15633213,Rizzo,628,Spain,Male,50,8,0,1,0,0,144366.83,1 1689 | 15628697,Tung,631,Spain,Male,46,9,160736.63,1,0,1,93503.02,0 1690 | 15706223,Barnes,715,Spain,Male,38,2,96798.79,2,1,1,4554.67,0 1691 | 15730810,Storey,613,Spain,Male,44,9,100524.69,1,1,1,47298.95,0 1692 | 15786454,Moore,552,Spain,Male,55,3,0,1,1,1,40333.94,0 1693 | 15768682,Amies,640,Spain,Male,39,3,0,1,1,1,105997.25,0 1694 | 15653404,Aliyev,684,Spain,Female,24,9,79263.9,1,0,1,196574.48,0 1695 | 15605424,Oluchukwu,624,Spain,Male,38,7,123906.55,1,1,0,135096.78,0 1696 | 15568449,Fu,661,Spain,Male,38,7,143006.7,1,1,1,15650.89,0 1697 | 15688085,Warner,627,Spain,Female,28,3,157597.61,1,0,1,34097.22,0 1698 | 15683483,Fleming,812,Spain,Male,38,3,127117.8,2,1,1,174822.74,0 1699 | 15766667,Langler,717,Spain,Male,36,2,102989.83,2,0,1,49185.57,0 1700 | 15624975,Angelo,693,Spain,Male,28,1,145118.83,1,0,1,77742.38,0 1701 | 15654964,Piccio,608,Spain,Male,48,7,75801.74,1,1,0,125762.95,0 1702 | 15594039,Lung,599,Spain,Male,42,6,0,2,1,0,113868.4,0 1703 | 15800583,Chukwuemeka,621,Spain,Female,43,8,0,1,0,0,102806.6,0 1704 | 15640266,Windsor,621,Spain,Male,41,5,104631.67,1,1,1,95551.22,0 1705 | 15599074,Ma,487,Spain,Female,40,6,136093.74,1,0,1,193408.43,0 1706 | 15776096,Halpern,606,Spain,Male,34,3,161572.24,1,0,1,191076.22,0 1707 | 15713347,Reynolds,577,Spain,Male,48,6,179852.26,1,1,0,193580.32,0 1708 | 15776947,Ugorji,637,Spain,Male,43,8,0,1,1,0,12156.93,1 1709 | 15795571,Patterson,606,Spain,Male,36,0,94153.56,1,0,1,120138.27,0 1710 | 15787602,Carter,568,Spain,Male,39,5,0,2,1,1,129569.92,0 1711 | 15708265,Chibugo,581,Spain,Female,24,10,159203.71,1,1,1,102517.83,1 1712 | 15615477,Ignatyeva,529,Spain,Female,44,1,0,2,0,0,14161.3,0 1713 | 15591344,Donnelly,715,Spain,Male,42,6,0,2,1,1,128745.69,0 1714 | 15809309,Longo,689,Spain,Female,40,5,154251.67,1,0,1,118319.5,0 1715 | 15754574,Tomlinson,738,Spain,Male,36,5,0,2,1,1,96881.32,0 1716 | 15665524,Savage,605,Spain,Male,41,5,103154.66,1,0,0,143203.78,0 1717 | 15765732,Simmons,564,Spain,Female,24,6,149592.14,1,1,1,153771.8,0 1718 | 15664506,Goodwin,675,Spain,Male,32,8,197436.82,1,1,1,52710.7,0 1719 | 15575619,Teakle,656,Spain,Female,32,1,104254.27,1,1,1,17034.37,0 1720 | 15654457,Cross,685,Spain,Female,30,2,0,3,1,1,172576.43,1 1721 | 15695148,Ibeabuchi,614,Spain,Female,37,9,0,2,1,1,62023.1,0 1722 | 15565878,Bates,631,Spain,Male,29,3,0,2,1,1,197963.46,0 1723 | 15707441,White,690,Spain,Male,26,8,116318.23,1,1,1,83253.05,0 1724 | 15760924,Doherty,575,Spain,Male,41,2,100062.39,1,0,0,126307.25,0 1725 | 15806922,Bergamaschi,674,Spain,Female,41,4,126605.14,1,1,1,166694.93,0 1726 | 15636548,Lung,457,Spain,Male,44,7,0,2,0,0,185992.36,0 1727 | 15627514,Short,688,Spain,Female,46,3,0,2,0,1,104902.68,0 1728 | 15610653,Belov,733,Spain,Female,38,5,0,2,1,1,1271.51,0 1729 | 15667002,Knight,666,Spain,Male,43,5,0,2,1,0,29346.1,0 1730 | 15709199,Burson,511,Spain,Female,40,1,0,1,1,1,184118.73,0 1731 | 15721116,Napolitano,597,Spain,Male,24,0,108058.07,2,1,1,187826.11,0 1732 | 15625713,Lindeman,679,Spain,Female,39,7,91187.9,1,0,1,6075.36,0 1733 | 15799924,Sanchez,668,Spain,Male,43,1,147167.25,1,0,0,141679.73,0 1734 | 15679961,Davidson,708,Spain,Male,46,7,68799.72,1,1,1,39704.14,0 1735 | 15705458,Parkin,550,Spain,Male,39,2,116120.19,2,1,1,195638.13,0 1736 | 15603741,MacDonnell,719,Spain,Male,40,4,128389.12,1,1,1,176091.31,0 1737 | 15809558,Peppin,715,Spain,Male,31,7,0,1,1,1,149970.59,0 1738 | 15803750,Ball,750,Spain,Female,33,3,161801.47,1,0,1,153288.97,1 1739 | 15667392,L?,652,Spain,Female,38,6,123081.84,2,1,1,188657.97,0 1740 | 15697042,Genovesi,738,Spain,Male,35,8,127290.61,1,1,0,16081.62,0 1741 | 15596808,Maclean,679,Spain,Male,33,4,96110.22,1,1,0,1173.23,0 1742 | 15705403,Seleznyova,617,Spain,Female,46,3,106521.49,1,0,1,86587.37,0 1743 | 15595447,Tuan,613,Spain,Male,39,8,118201.41,1,1,0,23315.59,0 1744 | 15656188,Davis,584,Spain,Female,30,5,0,2,1,1,185201.58,0 1745 | 15687413,Sunderland,619,Spain,Female,38,6,0,2,1,1,117616.29,0 1746 | 15644856,Bird,556,Spain,Male,38,2,115463.16,1,1,0,150679.65,0 1747 | 15785488,Palmer,701,Spain,Female,39,9,0,2,1,1,110043.88,0 1748 | 15711571,Y?,587,Spain,Male,42,5,120233.83,1,1,0,194890.33,0 1749 | 15702377,Knorr,627,Spain,Male,48,1,132759.8,1,1,0,78899.22,0 1750 | 15614962,Pavlova,623,Spain,Female,50,2,87116.71,1,1,1,104382.11,0 1751 | 15640074,Barrett,666,Spain,Female,47,5,0,1,0,0,166650.9,1 1752 | 15803378,Small,850,Spain,Male,44,8,0,2,1,1,183617.32,0 1753 | 15692408,Brown,463,Spain,Female,35,2,0,2,1,1,1950.93,0 1754 | 15790254,Wood,741,Spain,Male,50,1,78737.61,1,1,1,13018.96,0 1755 | 15767729,Smith,646,Spain,Male,25,5,182876.88,2,1,1,42537.59,1 1756 | 15711446,Sinclair,569,Spain,Female,51,3,0,3,1,0,75084.96,1 1757 | 15580914,Okechukwu,478,Spain,Male,48,0,83287.05,2,0,1,44147.95,1 1758 | 15583680,White,615,Spain,Male,41,4,0,1,0,1,149278.96,0 1759 | 15813718,Kirillova,651,Spain,Male,45,4,0,2,0,0,193009.21,0 1760 | 15731586,Lai,785,Spain,Female,31,2,121691.54,2,0,0,81778.72,0 1761 | 15757467,Feng,563,Spain,Male,57,6,0,2,1,1,39297.48,0 1762 | 15596797,Barnet,643,Spain,Male,43,1,0,2,1,1,145764.4,0 1763 | 15682860,Lo,769,Spain,Male,38,6,0,2,0,0,104393.78,0 1764 | 15568162,Sung,527,Spain,Male,53,8,0,1,1,1,51711.57,0 1765 | 15680643,Lo,729,Spain,Female,42,1,0,2,1,1,149535.97,0 1766 | 15709459,Oluchi,698,Spain,Female,63,5,0,1,1,1,173576.71,0 1767 | 15636767,Yang,665,Spain,Female,32,10,0,1,1,1,22487.45,0 1768 | 15615832,Teague,675,Spain,Female,35,8,155621.08,1,0,1,35177.31,0 1769 | 15690772,Hughes,635,Spain,Female,48,2,0,2,1,1,136551.25,0 1770 | 15723884,Nekrasova,758,Spain,Male,40,3,0,2,0,0,96097.65,0 1771 | 15787693,Kharlamov,559,Spain,Male,38,3,145874.35,1,1,0,56311.39,1 1772 | 15664793,Scott,754,Spain,Female,50,7,146777.44,2,0,1,150685.52,0 1773 | 15668830,Wan,650,Spain,Male,24,8,108881.73,1,1,0,104492.83,0 1774 | 15796569,Donaldson,831,Spain,Female,44,10,0,1,0,1,47729.33,0 1775 | 15590434,Alexander,577,Spain,Male,41,4,89015.61,1,0,1,135227.23,0 1776 | 15597536,Nkemjika,576,Spain,Male,45,5,133618.01,1,0,0,135244.87,0 1777 | 15594812,Campbell,806,Spain,Female,37,2,137794.18,2,0,1,75232.02,0 1778 | 15681509,McKay,679,Spain,Female,28,9,0,2,0,1,61761.77,0 1779 | 15572390,Huang,850,Spain,Female,39,6,0,2,1,0,103921.43,0 1780 | 15765257,Meng,564,Spain,Male,31,5,121461.87,1,1,1,20432.09,1 1781 | 15603683,Ofodile,796,Spain,Female,23,3,146584.19,2,0,0,125445.8,0 1782 | 15815443,Lo,527,Spain,Female,46,10,131414.76,1,1,0,54947.51,0 1783 | 15690372,Henry,553,Spain,Male,38,1,181110.13,2,1,0,184544.59,0 1784 | 15781875,Jamieson,850,Spain,Male,33,3,100476.46,2,1,1,136539.13,0 1785 | 15694666,Thornton,707,Spain,Male,48,8,88441.64,1,1,1,119903.2,1 1786 | 15788442,Chukwukadibia,681,Spain,Female,57,2,173306.13,1,0,1,131964.66,0 1787 | 15716082,Chukwubuikem,703,Spain,Male,39,6,152685.4,1,0,0,183656.12,0 1788 | 15654859,Ngozichukwuka,612,Spain,Female,63,2,131629.17,2,1,0,122109.58,1 1789 | 15712877,Morley,724,Spain,Male,36,1,0,2,1,0,52462.25,0 1790 | 15598802,Martin,770,Spain,Male,30,8,0,2,0,1,50839.85,0 1791 | 15735837,Hsia,574,Spain,Male,36,3,0,2,1,1,8559.66,0 1792 | 15780088,Porter,607,Spain,Male,34,9,132439.99,1,1,0,177747.72,0 1793 | 15699238,Craig,618,Spain,Female,40,8,0,2,1,0,80204.38,0 1794 | 15636521,Feng,744,Spain,Female,30,1,124037.28,1,1,1,142210.94,0 1795 | 15740458,Murphy,703,Spain,Male,36,7,135095.47,1,1,0,143859.66,0 1796 | 15705343,May,649,Spain,Female,32,7,0,1,1,0,28797.32,0 1797 | 15671014,Zhdanova,573,Spain,Female,72,8,98765.84,1,1,1,96015.53,0 1798 | 15585192,Cremonesi,686,Spain,Male,39,10,136258.06,1,0,0,89199.51,0 1799 | 15570990,Begley,520,Spain,Female,30,4,145222.99,2,0,0,145160.96,0 1800 | 15800773,Ikenna,648,Spain,Female,28,9,102282.61,1,1,1,157891.11,0 1801 | 15706637,Chang,718,Spain,Male,40,9,0,2,0,0,121537.91,0 1802 | 15694237,McEwan,744,Spain,Male,39,4,95161.75,1,1,0,19409.77,0 1803 | 15609823,Chieloka,751,Spain,Female,34,8,127095.14,2,0,0,479.54,0 1804 | 15566495,Hanson,704,Spain,Female,24,2,0,1,1,0,35600.25,1 1805 | 15624595,Chiang,512,Spain,Female,35,5,124580.69,1,1,1,18785.48,0 1806 | 15651460,Hsieh,424,Spain,Male,34,7,0,1,1,1,16250.61,0 1807 | 15594133,Erskine,697,Spain,Male,62,7,0,1,1,0,129188.18,1 1808 | 15701687,Campbell,664,Spain,Male,44,7,77526.66,3,0,0,57338.56,1 1809 | 15736510,Loggia,605,Spain,Female,57,2,0,3,1,0,66652.75,1 1810 | 15631451,Grant,604,Spain,Female,28,6,0,2,1,1,69056.26,0 1811 | 15734649,Martel,779,Spain,Female,55,0,133295.98,1,1,0,22832.71,1 1812 | 15718921,Ho,625,Spain,Male,32,7,106957.28,1,1,1,134794.02,0 1813 | 15579583,Hall,641,Spain,Female,40,4,101090.27,1,1,1,51703.09,0 1814 | 15662189,Durant,434,Spain,Male,33,3,0,1,1,1,2739.71,0 1815 | 15762716,Chigozie,762,Spain,Female,60,10,168920.75,1,1,0,31445.03,1 1816 | 15671582,John,660,Spain,Male,38,6,109869.32,1,1,1,154641.91,0 1817 | 15567860,Burrows,581,Spain,Female,44,7,189318.16,2,1,0,45026.23,1 1818 | 15706464,White,667,Spain,Male,35,4,97585.32,2,0,0,57213.46,0 1819 | 15633944,McKay,644,Spain,Male,32,3,136659.74,1,1,1,14187.78,0 1820 | 15680895,Sal,627,Spain,Female,35,7,0,1,1,0,187718.26,0 1821 | 15611318,Kruglova,599,Spain,Male,33,4,51690.89,1,1,0,111622.76,1 1822 | 15768474,Clements,744,Spain,Male,34,3,0,2,1,0,27244.35,0 1823 | 15618703,White,663,Spain,Female,53,6,150200.23,1,0,1,151317.27,1 1824 | 15793317,Hale,547,Spain,Female,22,7,141287.15,1,1,0,118142.79,0 1825 | 15771856,Cremin,632,Spain,Female,32,1,0,2,1,0,19525.65,0 1826 | 15750476,Hendrick,742,Spain,Male,24,8,0,2,1,0,4070.28,0 1827 | 15787229,Samsonova,761,Spain,Female,34,2,0,2,1,0,61251.25,0 1828 | 15617065,Pan,650,Spain,Male,42,4,194532.66,1,1,0,171045.31,1 1829 | 15773869,Onwudiwe,797,Spain,Male,59,4,129321.44,1,1,1,93624.55,0 1830 | 15795527,Zetticci,699,Spain,Male,43,2,136487.86,2,1,0,82815.93,0 1831 | 15670646,Moore,499,Spain,Female,42,0,147187.84,1,1,1,14868.94,1 1832 | 15815095,Burfitt,850,Spain,Male,54,7,108185.81,2,0,0,24093.4,1 1833 | 15811742,Jen,553,Spain,Male,42,7,0,2,1,0,7680.23,0 1834 | 15813363,Woods,448,Spain,Male,25,2,0,2,0,0,95215.73,0 1835 | 15713160,Lin,669,Spain,Male,25,7,157228.61,2,1,0,124382.9,0 1836 | 15568878,Cheng,654,Spain,Male,34,5,0,2,1,0,159311.46,0 1837 | 15623072,Shaw,529,Spain,Female,35,5,0,2,1,0,56518,0 1838 | 15570947,Bruny,615,Spain,Female,29,7,143330.56,2,1,1,126396.01,0 1839 | 15591035,Macleod,644,Spain,Male,54,6,0,1,0,1,84622.37,0 1840 | 15593178,Graham,568,Spain,Female,36,10,153610.61,1,1,1,54083.8,1 1841 | 15649183,Johnston,598,Spain,Female,35,8,0,3,0,1,88658.73,0 1842 | 15736399,Korovin,606,Spain,Male,42,10,0,2,1,0,177938.52,0 1843 | 15757188,Chimaijem,644,Spain,Female,26,4,153455.72,2,1,1,82696.84,0 1844 | 15717700,McIntyre,683,Spain,Male,34,9,114609.55,2,0,1,25339.29,0 1845 | 15735106,Bishop,647,Spain,Male,28,6,149594.02,2,1,0,102325.19,0 1846 | 15672912,Loggia,737,Spain,Female,39,7,130051.66,2,0,0,55356.39,1 1847 | 15676909,Mishin,667,Spain,Female,34,5,0,2,1,0,163830.64,0 1848 | 15764922,Tu,596,Spain,Male,20,3,187294.46,1,1,0,103456.47,0 1849 | 15795079,Nnaife,596,Spain,Male,67,6,0,2,1,1,138350.74,0 1850 | 15603565,Mackenzie,603,Spain,Female,56,5,90778.76,2,1,0,162223.67,1 1851 | 15632010,Chia,647,Spain,Male,33,7,121260.19,2,1,0,77216.48,0 1852 | 15779492,Trevisano,796,Spain,Male,56,6,94231.13,1,0,0,121164.6,1 1853 | 15742009,Hsueh,489,Spain,Male,58,4,0,2,1,1,191419.32,0 1854 | 15752344,She,714,Spain,Male,34,5,0,2,1,0,193040.32,0 1855 | 15646521,Fan,634,Spain,Female,36,1,0,1,1,1,143960.72,0 1856 | 15664720,Kovalyova,714,Spain,Male,33,8,122017.19,1,0,0,162515.17,0 1857 | 15750055,Onio,503,Spain,Male,32,9,100262.88,2,1,1,157921.25,0 1858 | 15644878,Hill,685,Spain,Female,43,6,117302.62,1,0,0,68701.73,0 1859 | 15687527,Yobachukwu,638,Spain,Male,35,1,0,2,1,0,165370.66,0 1860 | 15647898,Russell,610,Spain,Female,50,5,130554.51,3,1,0,184758.17,1 1861 | 15604130,Johnstone,622,Spain,Female,47,6,142319.03,1,0,0,100183.05,0 1862 | 15715519,McDavid,614,Spain,Male,36,5,0,2,1,0,130610.78,0 1863 | 15593834,Genovese,691,Spain,Male,36,7,129934.64,1,0,0,75664.56,1 1864 | 15679801,Hsueh,712,Spain,Female,39,5,163097.55,2,1,1,23702.42,0 1865 | 15636562,Muravyova,573,Spain,Male,44,8,0,2,0,0,62424.46,0 1866 | 15598614,Lucchesi,790,Spain,Male,20,8,0,2,1,0,168152.76,0 1867 | 15800049,Grigoryeva,728,Spain,Female,43,5,0,1,1,1,120088.17,0 1868 | 15583724,Raymond,645,Spain,Female,29,4,0,2,1,1,74346.11,0 1869 | 15645571,Genovese,596,Spain,Male,32,4,0,2,0,1,146504.35,0 1870 | 15627328,Millar,542,Spain,Female,26,2,0,2,1,1,54869.54,0 1871 | 15638272,Tien,609,Spain,Male,32,4,99883.16,1,1,1,120594.85,0 1872 | 15711249,Chukwuemeka,544,Spain,Male,22,4,0,2,1,0,70007.67,0 1873 | 15671987,Meagher,567,Spain,Male,35,8,153137.74,1,1,0,88659.07,0 1874 | 15812766,Golubeva,490,Spain,Male,40,6,156111.08,1,0,0,190889.13,0 1875 | 15683276,Sargood,610,Spain,Female,37,10,140363.95,2,1,1,129563.86,0 1876 | 15697844,Whitehouse,721,Spain,Female,32,10,0,1,1,0,136119.96,1 1877 | 15587038,Ogochukwu,654,Spain,Female,32,2,0,1,1,1,51972.92,1 1878 | 15660528,Niu,659,Spain,Male,27,4,0,2,1,0,99341.87,0 1879 | 15611189,Allingham,670,Spain,Male,43,1,97792.21,1,0,0,120225.62,0 1880 | 15733602,Rubin,814,Spain,Female,72,2,0,2,0,1,130853.03,0 1881 | 15611409,Sun,676,Spain,Male,35,0,0,2,0,0,139911.58,0 1882 | 15706602,Bates,760,Spain,Female,33,1,118114.28,2,0,1,156660.21,0 1883 | 15728082,Vasiliev,601,Spain,Male,28,6,0,2,1,0,14665.28,0 1884 | 15768777,Wang,507,Spain,Female,34,4,0,2,1,1,60688.38,0 1885 | 15781574,Ma,636,Spain,Male,76,9,126534.6,1,1,1,39789.62,0 1886 | 15792107,Black,719,Spain,Female,35,8,0,1,1,1,165162.4,0 1887 | 15569917,Obijiaku,706,Spain,Male,30,6,87609.68,2,0,0,137674.55,1 1888 | 15721504,King,731,Spain,Male,41,3,0,2,1,0,101371.72,0 1889 | 15757306,Miller,738,Spain,Male,49,3,0,3,1,1,65066.48,1 1890 | 15642098,Cox,622,Spain,Female,36,0,108960,2,1,0,111180.3,1 1891 | 15696120,Wallace,701,Spain,Female,30,2,0,2,1,0,115650.63,0 1892 | 15732943,Okwuoma,574,Spain,Male,36,4,77967.5,1,1,0,167066.95,1 1893 | 15809909,Fan,422,Spain,Female,54,4,0,2,1,1,7166.71,0 1894 | 15642448,Onyemauchechukwu,656,Spain,Male,28,8,120047.77,1,1,1,137173.39,0 1895 | 15674750,Alexeyeva,481,Spain,Female,37,8,0,2,1,0,44215.86,0 1896 | 15666096,Ibekwe,676,Spain,Male,27,4,0,1,0,1,107955.67,0 1897 | 15595010,Huang,694,Spain,Female,39,9,0,2,0,0,99924.04,0 1898 | 15748532,Dale,828,Spain,Male,42,10,0,1,1,1,186071.14,0 1899 | 15773789,Pavlova,594,Spain,Female,38,7,96858.35,1,1,0,77511.45,0 1900 | 15600027,Meng,579,Spain,Male,33,1,0,2,1,1,54816.57,0 1901 | 15748691,Lung,794,Spain,Female,30,1,154970.54,1,0,1,156768.45,0 1902 | 15762392,Ilyina,683,Spain,Male,30,1,113257.2,1,1,1,65035.02,0 1903 | 15712483,Chidi,608,Spain,Female,28,4,0,2,1,0,10899.63,1 1904 | 15710138,Sun,718,Spain,Male,39,6,0,2,0,1,63889.1,0 1905 | 15638751,Ashton,838,Spain,Female,41,5,0,2,1,0,81313.51,0 1906 | 15598574,Uwakwe,695,Spain,Female,31,5,0,2,0,1,13998.88,0 1907 | 15705506,Perry,751,Spain,Male,38,7,0,2,0,0,90839.61,0 1908 | 15599535,Howell,678,Spain,Male,28,5,138668.18,1,1,1,54144.01,0 1909 | 15611682,Rossi,590,Spain,Male,37,6,169902.92,1,1,1,128256.18,0 1910 | 15667588,Arcuri,670,Spain,Female,40,3,0,1,1,1,182650.15,0 1911 | 15793896,John,677,Spain,Male,40,7,95312.8,1,1,1,62944.75,0 1912 | 15632669,Rees,722,Spain,Female,32,4,0,2,1,1,113666.48,0 1913 | 15741633,Fuller,566,Spain,Male,32,10,147511.26,1,1,1,159891.03,0 1914 | 15665374,Dumolo,610,Spain,Female,31,5,0,2,0,0,63736.36,0 1915 | 15788215,Hsia,535,Spain,Female,30,5,122924.75,1,0,0,62390.59,1 1916 | 15666297,Abramova,706,Spain,Female,53,3,0,3,0,0,88479.02,1 1917 | 15665014,Middleton,458,Spain,Male,36,5,0,2,1,0,79723.78,0 1918 | 15730150,Otutodilichukwu,540,Spain,Male,37,0,120825.7,1,1,0,28257.89,0 1919 | 15672357,Sochima,631,Spain,Male,38,7,0,2,1,0,181605.85,0 1920 | 15788634,Romani,750,Spain,Female,37,2,113817.06,1,0,0,88333.74,0 1921 | 15618258,Chizuoke,640,Spain,Male,37,5,158024.38,1,1,0,81298.09,0 1922 | 15790689,Hibbins,647,Spain,Male,32,9,80958.36,1,1,1,128590.73,0 1923 | 15665181,Chung,808,Spain,Male,25,7,0,2,0,1,23180.37,0 1924 | 15805261,Balashov,700,Spain,Male,29,8,0,2,0,1,152097.02,0 1925 | 15808223,Lea,615,Spain,Male,41,1,126773.43,1,1,1,55551.26,0 1926 | 15692258,Thompson,569,Spain,Male,31,1,115406.97,1,0,0,145528.22,0 1927 | 15807335,Spencer,676,Spain,Female,64,4,116954.32,1,1,1,91149.48,0 1928 | 15637315,Melvin,601,Spain,Female,41,3,0,2,1,0,54342.83,0 1929 | 15622289,Rizzo,605,Spain,Female,36,9,0,2,0,1,35521.63,0 1930 | 15715184,Capon,752,Spain,Female,31,4,144637.86,2,1,0,40496.72,0 1931 | 15796336,Chang,786,Spain,Female,34,9,0,2,1,0,117034.32,0 1932 | 15742369,Rita,667,Spain,Male,31,5,0,2,1,1,20346.69,0 1933 | 15655859,Munro,848,Spain,Male,35,5,120046.74,2,1,0,84710.65,0 1934 | 15574119,Okwuadigbo,598,Spain,Female,64,1,62979.93,1,1,1,152273.57,0 1935 | 15787196,T'ien,692,Spain,Male,46,2,0,2,1,1,105983.09,0 1936 | 15794875,Hung,691,Spain,Male,35,6,0,2,0,1,178038.17,0 1937 | 15765846,Chuang,820,Spain,Female,31,2,94222.53,1,1,0,103570.8,0 1938 | 15689952,Zuyeva,724,Spain,Male,41,5,0,1,0,1,115753.94,0 1939 | 15725906,Hankinson,665,Spain,Female,51,8,0,1,1,1,38928.48,1 1940 | 15571940,Afamefula,579,Spain,Male,22,3,118680.57,1,1,1,49829.8,0 1941 | 15588535,Ts'ao,750,Spain,Female,39,6,0,2,0,0,19264.33,0 1942 | 15775307,Sung,490,Spain,Female,38,3,97266.1,1,1,1,92797.23,0 1943 | 15692291,Hs?eh,563,Spain,Female,42,6,99056.22,2,1,0,154347.95,1 1944 | 15606232,Holloway,621,Spain,Female,36,7,116338.68,1,1,1,155743.48,0 1945 | 15767064,Davide,614,Spain,Female,36,1,44054.84,1,1,1,73329.08,0 1946 | 15647259,Barnett,643,Spain,Male,35,2,0,2,0,0,67979.35,0 1947 | 15726695,Hsia,601,Spain,Female,20,9,122446.61,2,1,0,86791.9,0 1948 | 15731246,Hobler,628,Spain,Male,40,10,0,2,1,0,103832.58,0 1949 | 15697034,Norris,583,Spain,Female,22,2,0,2,0,1,5985.36,0 1950 | 15566380,Drury,586,Spain,Female,33,10,66948.67,2,1,1,140759.03,0 1951 | 15674671,Conway,551,Spain,Male,76,2,128410.71,2,1,1,181718.73,0 1952 | 15717962,Ch'iu,773,Spain,Male,63,9,111179.83,1,1,1,93091.02,0 1953 | 15780989,Hajek,579,Spain,Male,43,2,145843.82,1,1,1,198402.37,1 1954 | 15600792,Swayne,613,Spain,Male,29,0,0,2,0,1,133897.32,0 1955 | 15664849,Colon,573,Spain,Male,46,3,65269.23,1,0,1,189988.65,1 1956 | 15762455,Yeh,624,Spain,Male,33,6,66220.17,1,0,1,170819.01,0 1957 | 15678497,Lederer,850,Spain,Male,48,2,0,1,1,0,169425.3,1 1958 | 15769915,Charlton,643,Spain,Female,20,0,133313.34,1,1,1,3965.69,0 1959 | 15801256,Bazhenov,746,Spain,Male,49,7,0,2,0,1,10096.25,0 1960 | 15589948,Disher,607,Spain,Male,28,1,135936.1,2,1,1,110560.14,0 1961 | 15594436,Mazzi,588,Spain,Male,33,2,0,2,1,1,12483.56,0 1962 | 15748995,Ifeajuna,691,Spain,Male,30,9,0,2,0,1,10963.04,0 1963 | 15697201,Yocum,640,Spain,Female,46,3,0,1,1,1,156260.08,0 1964 | 15693771,Y?an,651,Spain,Female,45,8,95922.9,1,1,0,84782.42,1 1965 | 15793070,Fiorentino,494,Spain,Female,41,2,69974.66,2,1,0,188426.13,1 1966 | 15727138,Kulikova,774,Spain,Male,46,9,0,2,1,1,34774.26,0 1967 | 15707025,Fang,648,Spain,Female,31,5,0,2,1,1,5199.02,0 1968 | 15660571,Halpern,668,Spain,Male,43,10,113034.31,1,1,1,100423.88,0 1969 | 15727857,Flynn,635,Spain,Male,41,1,0,2,1,0,175611.5,0 1970 | 15639252,Shao,603,Spain,Male,30,6,129548.5,2,1,1,19282.85,0 1971 | 15653275,Lei,785,Spain,Female,54,1,0,2,1,0,45113.92,1 1972 | 15618437,Singleton,567,Spain,Male,34,10,0,2,0,1,161571.79,0 1973 | 15783338,Williams,449,Spain,Male,32,0,155619.36,1,1,1,166692.03,0 1974 | 15764491,Greece,701,Spain,Male,35,10,159693.9,2,1,1,71173.64,0 1975 | 15712960,Olisanugo,613,Spain,Male,37,3,171653.17,1,0,1,5353.12,0 1976 | 15615177,Ebelegbulam,561,Spain,Male,28,6,123692,1,1,1,70548.96,0 1977 | 15803538,Douglas,695,Spain,Male,56,1,0,3,1,0,187734.49,1 1978 | 15634564,Aksyonov,593,Spain,Male,31,8,112713.34,1,1,1,176868.89,0 1979 | 15702293,Medvedeva,588,Spain,Female,35,7,0,2,1,1,108739.15,0 1980 | 15642099,Tsui,679,Spain,Male,39,6,0,2,1,0,12266.06,0 1981 | 15773273,Runyon,730,Spain,Male,38,5,118866.36,1,1,1,163317.5,0 1982 | 15800482,Bradshaw,586,Spain,Female,33,7,0,2,1,1,168261.4,0 1983 | 15732644,Evans,567,Spain,Female,54,5,92316.31,2,1,0,158590.66,1 1984 | 15606436,Bergamaschi,500,Spain,Male,38,7,0,2,0,0,192013.23,0 1985 | 15803886,Barber,629,Spain,Male,31,6,132876.55,1,1,1,130862.11,0 1986 | 15587311,Dobbs,582,Spain,Male,33,6,0,2,0,1,72970.93,0 1987 | 15628008,Monds,781,Spain,Female,29,6,98759.89,1,0,0,112202.64,0 1988 | 15785326,Randall,639,Spain,Female,35,5,136526.26,2,1,0,59653.03,0 1989 | 15750574,Lumholtz,677,Spain,Female,34,4,0,2,1,1,6175.53,0 1990 | 15712068,Wan,592,Spain,Male,45,8,84692.5,1,0,1,67214.02,0 1991 | 15756848,Edmondson,633,Spain,Male,42,10,0,1,0,1,79408.17,0 1992 | 15588341,Chigozie,647,Spain,Male,47,10,99835.17,1,0,1,89103.05,0 1993 | 15627517,Taylor,497,Spain,Male,27,7,149400.27,1,0,0,167522.19,0 1994 | 15678067,Boyle,667,Spain,Male,45,3,0,2,0,0,163655.01,0 1995 | 15643635,Robertson,664,Spain,Male,32,5,133705.74,1,0,0,134455.84,0 1996 | 15787710,Tikhonov,427,Spain,Female,39,9,0,2,1,0,28368.37,0 1997 | 15798053,Nnachetam,707,Spain,Male,32,9,0,2,1,0,126475.79,0 1998 | 15753895,Blue,590,Spain,Male,37,1,0,2,0,0,133535.99,0 1999 | 15595426,Madukwe,603,Spain,Male,57,6,105000.85,2,1,1,87412.24,1 2000 | 15644295,Hargreaves,731,Spain,Female,39,2,126816.18,1,1,1,74850.93,0 2001 | 15759555,Murphy,569,Spain,Male,41,2,0,2,1,0,134272.57,0 2002 | 15769412,Atkinson,684,Spain,Male,39,4,207034.96,2,0,0,157694.76,1 2003 | 15775124,Watterston,763,Spain,Male,37,8,0,2,1,1,933.38,0 2004 | 15732113,Butters,671,Spain,Male,50,8,0,1,0,1,2560.11,0 2005 | 15578141,Chien,592,Spain,Male,38,3,0,1,1,1,12905.89,1 2006 | 15595874,Gorbunova,666,Spain,Female,36,6,0,2,1,0,176692.87,0 2007 | 15576526,Steele,850,Spain,Male,36,6,0,2,0,1,41291.05,0 2008 | 15792489,Polyakova,622,Spain,Male,42,9,0,2,1,0,119127.06,0 2009 | 15807221,Weaver,555,Spain,Male,21,1,0,2,0,0,103901.35,0 2010 | 15627439,Pickering,624,Spain,Female,36,10,0,2,0,1,186180.42,0 2011 | 15701439,Fanucci,698,Spain,Female,50,1,0,4,1,0,88566.9,1 2012 | 15616525,Sopuluchi,720,Spain,Male,31,4,141356.47,1,0,0,137985.69,0 2013 | 15795737,McNaughtan,771,Spain,Female,47,3,72664,2,1,1,107874.39,0 2014 | 15595713,Heller,548,Spain,Male,33,6,0,1,1,1,31728.35,0 2015 | 15659807,Nwachinemelu,657,Spain,Male,41,8,109402.13,1,1,1,66463.62,0 2016 | 15776596,Ferri,730,Spain,Female,39,6,140094.59,1,1,0,172450.04,1 2017 | 15814757,Carter,477,Spain,Male,31,9,0,2,0,1,184061.17,0 2018 | 15748882,Reid,714,Spain,Male,29,9,0,2,1,0,129192.55,0 2019 | 15774551,K?,772,Spain,Male,36,3,112029.83,1,1,1,186948.35,0 2020 | 15619340,Obijiaku,597,Spain,Male,38,1,0,2,1,0,41303.29,0 2021 | 15597957,Rahman,614,Spain,Male,66,2,0,2,0,1,180082.7,0 2022 | 15635116,Burgos,659,Spain,Male,60,2,0,1,1,0,177480.45,1 2023 | 15764892,Spinelli,590,Spain,Female,51,10,84474.62,2,1,1,190937.09,0 2024 | 15752193,Burton,421,Spain,Male,34,6,90723.36,1,1,1,12162.76,0 2025 | 15639117,Sorenson,624,Spain,Female,34,6,0,1,1,0,582.59,1 2026 | 15720203,Arcuri,577,Spain,Male,28,7,0,1,1,0,143274.41,0 2027 | 15682928,Chiazagomekpere,695,Spain,Male,39,4,65521.2,1,1,1,1243.97,0 2028 | 15729246,Hardacre,847,Spain,Male,31,5,0,2,1,1,76326.67,0 2029 | 15607485,Wakelin,692,Spain,Female,29,4,0,2,0,0,138880.24,0 2030 | 15571843,Lawrence,486,Spain,Male,24,1,0,1,1,0,98802.76,0 2031 | 15572777,Meng,780,Spain,Male,47,7,86006.21,1,1,1,37973.13,0 2032 | 15750970,Davidson,500,Spain,Male,40,1,99004.24,1,1,1,152845.99,0 2033 | 15725772,Ch'in,654,Spain,Female,36,2,0,2,1,1,146652.11,0 2034 | 15692106,Rose,606,Spain,Female,25,3,147386.72,3,1,0,45482.04,1 2035 | 15791533,Ch'ien,367,Spain,Male,42,6,93608.28,1,1,0,168816.73,1 2036 | 15715715,Artyomova,799,Spain,Male,38,2,0,2,1,1,59297.34,0 2037 | 15798834,Yefremov,719,Spain,Female,32,7,0,1,0,0,76264.27,0 2038 | 15637427,Lu,461,Spain,Female,25,6,0,2,1,1,15306.29,0 2039 | 15581370,Andreyeva,681,Spain,Male,38,2,99811.44,2,1,0,23531.5,0 2040 | 15813503,Pickering,606,Spain,Male,37,8,154712.58,2,1,0,89099.18,0 2041 | 15769783,Allan,542,Spain,Male,37,8,0,1,1,1,807.06,0 2042 | 15599182,Reynolds,597,Spain,Female,33,2,0,2,1,1,4700.66,0 2043 | 15588859,Rowley,496,Spain,Female,44,0,179356.28,2,1,0,2919.21,1 2044 | 15732293,Chia,759,Spain,Male,31,8,0,2,1,1,99086.74,0 2045 | 15623525,Copeland,564,Spain,Male,31,0,125175.58,1,1,1,72757.33,0 2046 | 15774402,Donaldson,562,Spain,Male,36,5,0,1,0,1,182843.24,0 2047 | 15694641,Wright,621,Spain,Female,59,2,0,2,1,1,171364.18,0 2048 | 15771674,Ma,603,Spain,Female,39,5,162390.52,2,1,0,54702.66,0 2049 | 15733888,Sells,668,Spain,Female,36,3,133686.52,1,1,0,190958.48,1 2050 | 15577359,Bezrukov,767,Spain,Male,47,5,0,1,1,0,121964.46,1 2051 | 15614936,Mancini,718,Spain,Female,49,10,82321.88,1,0,1,11144.4,0 2052 | 15747647,Iadanza,589,Spain,Female,27,4,0,2,1,0,144181.48,0 2053 | 15588566,Wilkinson,778,Spain,Male,33,5,116474.28,2,1,1,32757.55,0 2054 | 15635125,Findlay,566,Spain,Male,63,2,120787.18,2,1,1,52198.84,0 2055 | 15768476,Chukwubuikem,703,Spain,Male,31,6,0,2,1,1,67667.19,0 2056 | 15748352,Endrizzi,598,Spain,Male,34,0,104488.17,1,0,1,43249.67,0 2057 | 15804142,Tan,670,Spain,Female,57,3,175575.95,2,1,0,99061.75,1 2058 | 15608845,Tao,804,Spain,Female,38,3,124197.22,1,1,0,74692.06,0 2059 | 15732704,Piazza,582,Spain,Male,25,9,148042.97,2,1,0,52341.15,0 2060 | 15589019,Morant,633,Spain,Female,33,4,92855.02,1,1,1,159813.18,0 2061 | 15760177,Lombardi,564,Spain,Male,37,9,100252.18,1,1,1,146033.52,0 2062 | 15636595,Loton,602,Spain,Male,37,3,107592.89,2,0,1,153122.73,0 2063 | 15672905,Sani,679,Spain,Female,40,7,0,2,1,1,163757.29,0 2064 | 15753955,Lori,639,Spain,Male,34,7,149940.04,2,0,0,156648.81,0 2065 | 15656330,Von Doussa,528,Spain,Female,32,0,68138.37,1,1,1,170309.19,0 2066 | 15569626,Miller,577,Spain,Male,35,5,110080.3,1,1,1,109794.31,0 2067 | 15768574,Anderson,671,Spain,Male,58,1,178713.98,1,1,1,21768.21,0 2068 | 15703199,Golibe,619,Spain,Male,38,3,96143.47,1,0,0,98994.92,0 2069 | 15584453,Burtch,555,Spain,Male,32,10,0,2,0,1,168605.96,0 2070 | 15703544,Hung,559,Spain,Male,34,0,0,1,1,0,182988.94,0 2071 | 15737489,Ramsden,610,Spain,Female,46,5,116886.59,1,0,0,107973.44,0 2072 | 15775131,Bartlett,580,Spain,Male,32,9,142188.2,2,0,1,128028.6,0 2073 | 15745716,McGregor,706,Spain,Male,53,7,0,2,0,1,117939.17,0 2074 | 15598485,Pinto,567,Spain,Male,40,8,28649.64,1,1,1,95140.62,0 2075 | 15636069,Plummer,632,Spain,Male,28,7,155519.59,1,1,0,1843.24,0 2076 | 15742879,Boni,668,Spain,Male,38,1,147904.31,1,1,1,69370.05,0 2077 | 15569430,Burrows,704,Spain,Female,36,2,175509.8,2,1,0,152039.67,0 2078 | 15752809,De Mestre,702,Spain,Male,43,6,116121.67,1,1,0,61602.42,0 2079 | 15624343,Napolitani,650,Spain,Female,50,7,129667.77,1,0,0,42028.16,0 2080 | 15723658,Voronina,712,Spain,Female,30,6,0,2,1,0,152417.97,0 2081 | 15687171,Birch,638,Spain,Male,34,5,146679.77,1,1,0,102179.86,0 2082 | 15707974,Anayochukwu,815,Spain,Female,38,2,48387,1,1,0,184796.84,0 2083 | 15673084,Galkin,645,Spain,Male,38,1,68079.8,1,0,1,166264.89,0 2084 | 15792453,More,602,Spain,Female,42,1,138912.17,1,1,1,139494.75,0 2085 | 15749807,Graham,516,Spain,Female,31,3,0,2,1,0,124202.26,0 2086 | 15763898,Toscani,568,Spain,Female,46,3,0,2,1,1,29372.62,0 2087 | 15793324,McKenzie,695,Spain,Male,32,9,0,3,0,1,38533.79,0 2088 | 15757759,Okwuoma,807,Spain,Female,28,7,165969.26,3,1,0,156122.13,1 2089 | 15753840,Brown,524,Spain,Female,32,6,0,1,1,1,132861.9,1 2090 | 15695301,Matthews,504,Spain,Male,44,4,113522.64,1,1,1,12405.2,0 2091 | 15792004,Heath,731,Spain,Female,26,3,0,2,1,0,37697.29,0 2092 | 15717286,Sal,675,Spain,Female,40,8,79035.95,1,1,0,142783.98,1 2093 | 15577107,Milne,657,Spain,Female,22,6,0,3,0,1,168412.07,1 2094 | 15684395,Enderby,446,Spain,Female,45,10,125191.69,1,1,1,128260.86,1 2095 | 15785167,Padovano,795,Spain,Male,29,4,0,2,0,0,155711.64,0 2096 | 15646720,Tsui,628,Spain,Female,55,7,0,3,1,0,85890.75,1 2097 | 15567147,Ratten,802,Spain,Male,40,4,0,2,1,1,81908.09,0 2098 | 15745266,Norman,434,Spain,Male,55,6,0,1,0,1,73562.05,1 2099 | 15612594,Ifeanacho,599,Spain,Male,25,3,0,2,1,1,120790.02,0 2100 | 15715345,Sergeyeva,743,Spain,Male,25,6,0,2,1,0,129740.11,0 2101 | 15663134,Uspenskaya,535,Spain,Male,58,1,0,2,1,1,11779.98,1 2102 | 15578747,Chineze,701,Spain,Male,26,5,83600.24,1,0,1,59195.05,0 2103 | 15590011,Hughes,749,Spain,Male,38,9,129378.32,1,1,1,13549.34,0 2104 | 15719479,Chukwuhaenye,619,Spain,Female,56,7,0,2,1,1,42442.21,0 2105 | 15597309,Howell,749,Spain,Male,36,7,0,2,0,0,80134.65,0 2106 | 15758031,Lazarev,760,Spain,Male,38,3,91241.85,1,0,1,80682.35,0 2107 | 15743076,Pai,669,Spain,Male,29,9,0,1,1,1,93901.61,0 2108 | 15756321,Johnston,612,Spain,Female,52,5,144772.69,1,0,0,98302.57,1 2109 | 15706799,Macknight,719,Spain,Male,44,4,0,1,0,0,84972.9,1 2110 | 15617538,Nwankwo,834,Spain,Male,40,7,0,2,0,0,45038.74,0 2111 | 15781127,Giordano,663,Spain,Female,33,8,96769.04,1,1,1,36864.05,0 2112 | 15792627,Reid,765,Spain,Female,33,5,84557.82,1,1,1,69039.43,0 2113 | 15580043,Murray,575,Spain,Female,22,8,105229.34,1,1,1,34397.08,0 2114 | 15601410,Tien,744,Spain,Female,46,1,0,3,1,1,177431.59,1 2115 | 15760063,Chiedozie,595,Spain,Male,23,7,0,2,1,1,168085.97,0 2116 | 15661162,Akabueze,526,Spain,Male,49,2,0,1,1,0,114539.67,1 2117 | 15667456,Ross,709,Spain,Male,62,3,0,2,1,1,82195.15,0 2118 | 15672983,Fernando,678,Spain,Female,27,5,87099.85,2,1,0,149550.95,0 2119 | 15698816,Tuan,721,Spain,Female,33,4,72535.45,1,1,1,103931.49,0 2120 | 15747558,Bryant,729,Spain,Female,38,10,0,2,1,0,189727.12,0 2121 | 15589949,Maclean,433,Spain,Male,34,9,152806.74,1,1,0,19687.99,0 2122 | 15699257,Kerr,651,Spain,Male,42,2,143145.87,2,1,0,43612.06,0 2123 | 15705735,Onyekachi,577,Spain,Male,43,3,0,2,1,1,135008.92,0 2124 | 15797197,Macleod,678,Spain,Male,29,6,0,2,1,0,64443.75,0 2125 | 15616833,Wang,678,Spain,Male,27,2,0,2,1,1,13221.25,0 2126 | 15750728,Kaur,586,Spain,Female,42,2,0,1,1,0,102889.34,0 2127 | 15716420,Kelly,612,Spain,Male,39,5,170288.38,1,1,1,59601.15,0 2128 | 15796071,Loane,657,Spain,Male,29,7,83889.03,1,1,0,153059.62,0 2129 | 15634606,Chinonyelum,634,Spain,Male,52,1,0,2,1,1,176913.42,0 2130 | 15619892,Page,644,Spain,Male,18,8,0,2,1,0,59172.42,0 2131 | 15586931,Hunter,694,Spain,Male,39,3,0,1,1,1,95625.03,0 2132 | 15636353,Buchi,534,Spain,Male,35,4,0,2,0,0,9541.15,0 2133 | 15663987,Wright,723,Spain,Male,30,1,0,3,1,0,164647.72,1 2134 | 15754940,Descoteaux,597,Spain,Male,43,2,85162.26,1,0,1,5104.08,1 2135 | 15800068,Cooper,801,Spain,Female,46,6,0,2,1,1,170008.74,0 2136 | 15648030,Crump,731,Spain,Female,33,5,137388.01,2,1,0,165000.68,0 2137 | 15724181,Hudson,647,Spain,Male,47,5,105603.21,2,1,1,157360.9,0 2138 | 15806546,Lucas,517,Spain,Male,46,4,0,1,1,0,22372.78,0 2139 | 15638068,Thompson,507,Spain,Male,32,7,0,2,1,0,67926.18,0 2140 | 15791321,Nwora,682,Spain,Female,58,4,0,1,1,0,176036.01,0 2141 | 15575445,Ferguson,629,Spain,Male,41,10,150148.51,1,0,0,6936.27,0 2142 | 15744913,Chizoba,788,Spain,Male,36,10,109632.85,1,1,1,16149.13,0 2143 | 15733460,Martin,622,Spain,Male,36,9,0,2,1,1,104852.6,0 2144 | 15690175,Ball,585,Spain,Male,45,0,0,2,0,0,189683.7,0 2145 | 15637947,Wei,668,Spain,Male,32,1,134446.04,1,0,1,111241.37,0 2146 | 15742809,Mironova,712,Spain,Female,29,7,77919.78,1,1,0,122547.58,0 2147 | 15611635,Chu,678,Spain,Female,39,6,0,1,0,1,185366.56,0 2148 | 15638774,Chong,719,Spain,Female,40,9,0,2,1,0,182224.14,0 2149 | 15672930,Palerma,722,Spain,Male,37,9,0,2,1,0,31921.95,0 2150 | 15624424,Palerma,678,Spain,Female,49,1,0,2,1,1,102472.9,0 2151 | 15646942,Meng,786,Spain,Female,39,7,0,2,0,0,100929.59,0 2152 | 15694581,Rawlings,807,Spain,Male,42,5,0,2,1,1,74900.9,0 2153 | 15617029,Young,596,Spain,Female,30,1,0,2,1,0,8125.39,0 2154 | 15725076,Anderson,653,Spain,Female,27,6,107751.68,2,1,1,33389.42,0 2155 | 15574115,Shaw,656,Spain,Female,41,6,101179.23,2,1,1,35230.61,0 2156 | 15661830,Lucciano,750,Spain,Female,36,6,0,2,1,1,59816.41,0 2157 | 15577598,Chiang,651,Spain,Male,23,4,115636.05,2,1,0,70400.86,0 2158 | 15813660,Forlonge,754,Spain,Male,40,2,160625.17,1,0,1,3554.63,0 2159 | 15605673,Liang,716,Spain,Female,29,8,0,2,0,0,78616.92,0 2160 | 15683053,Reyna,809,Spain,Female,48,2,0,1,1,0,160976.85,1 2161 | 15787204,Howe,774,Spain,Female,43,1,110646.54,1,0,0,108804.28,0 2162 | 15791342,Johnston,660,Spain,Male,31,1,84560.04,1,1,1,137784.25,0 2163 | 15770631,Sutherland,730,Spain,Male,25,5,167385.81,1,1,1,56307.51,0 2164 | 15666332,Donaldson,690,Spain,Female,48,2,0,2,1,1,3149.1,0 2165 | 15687719,She,532,Spain,Female,37,5,0,2,0,1,6761.84,0 2166 | 15799641,Bruno,540,Spain,Male,39,2,0,2,1,0,81995.92,0 2167 | 15756167,Doyne,762,Spain,Female,43,5,134204.67,1,1,1,139971.01,0 2168 | 15647572,Greece,504,Spain,Male,34,0,54980.81,1,1,1,136909.88,0 2169 | 15644551,Wimble,751,Spain,Female,37,3,99773.85,2,1,0,54865.92,0 2170 | 15777586,Moss,784,Spain,Female,42,2,109052.04,2,1,0,6409.55,0 2171 | 15717770,Marcelo,850,Spain,Female,55,7,0,1,0,0,171762.87,1 2172 | 15673995,Tu,516,Spain,Female,65,9,102541.1,1,1,0,181490.42,0 2173 | 15771054,Barnes,469,Spain,Male,35,5,0,2,1,0,186490.37,0 2174 | 15578788,Bibi,786,Spain,Male,40,6,0,2,0,0,41248.8,0 2175 | 15689671,Packham,775,Spain,Male,27,4,0,1,1,1,40807.26,0 2176 | 15593683,Solomina,668,Spain,Female,30,8,0,2,1,0,138465.7,0 2177 | 15703394,Hawes,633,Spain,Male,27,3,0,2,1,0,44008.91,0 2178 | 15769125,Palerma,727,Spain,Female,41,10,0,2,0,1,47468.56,0 2179 | 15714241,Haddon,749,Spain,Male,42,9,222267.63,1,0,0,101108.85,1 2180 | 15570908,Harding,687,Spain,Female,29,7,93617.07,1,0,1,113050.92,0 2181 | 15762855,Hill,622,Spain,Female,23,8,0,2,1,1,131389.39,0 2182 | 15661827,Brown,693,Spain,Female,45,4,0,2,1,1,26589.56,0 2183 | 15746035,Pagnotto,450,Spain,Male,25,9,74237.2,2,0,1,195463.35,0 2184 | 15793424,Tan,663,Spain,Female,28,8,61274.7,2,1,0,136054.45,0 2185 | 15635531,Boag,575,Spain,Female,30,8,0,2,1,0,185341.63,0 2186 | 15632263,Pagnotto,574,Spain,Male,30,5,120355,1,1,0,137793.35,0 2187 | 15697510,Tien,707,Spain,Female,52,7,0,1,1,0,109688.82,1 2188 | 15727819,Hartley,677,Spain,Female,34,10,171671.9,1,1,1,50777.77,0 2189 | 15738088,Parkin,634,Spain,Male,63,10,0,2,1,0,30772.86,1 2190 | 15638159,Trentino,649,Spain,Female,36,6,86607.39,1,0,0,19825.09,0 2191 | 15589200,Madukaife,617,Spain,Male,34,9,0,2,1,0,118749.58,0 2192 | 15695383,Griffin,567,Spain,Male,44,9,0,2,1,0,87677.15,0 2193 | 15723064,Kistler,603,Spain,Male,24,1,165149.13,2,1,0,21858.28,0 2194 | 15761606,Law,617,Spain,Female,37,9,101707.8,1,1,0,123866.28,0 2195 | 15809057,Lu,600,Spain,Female,27,6,0,2,1,1,172031.22,0 2196 | 15572356,Tsai,689,Spain,Male,73,1,108555.07,1,0,1,167969.15,0 2197 | 15691792,Young,416,Spain,Male,35,8,0,1,0,0,119712.78,0 2198 | 15578671,Webb,706,Spain,Female,29,1,209490.21,1,1,1,133267.69,1 2199 | 15716608,Walker,651,Spain,Male,38,2,0,3,1,0,67029.82,1 2200 | 15630349,Hollis,543,Spain,Male,23,5,0,2,1,0,117832.39,0 2201 | 15714642,Hawkins,792,Spain,Female,40,7,0,1,1,0,141652.2,0 2202 | 15758546,Norton,850,Spain,Male,39,8,0,2,1,1,37090.44,0 2203 | 15800806,Pai,685,Spain,Male,31,7,122449.31,2,1,1,180769.55,0 2204 | 15570485,Udegbunam,558,Spain,Male,40,4,161766.87,1,0,0,92378.54,0 2205 | 15619953,Efremov,662,Spain,Female,42,6,105021.28,1,1,0,48242.38,0 2206 | 15578835,Brookes,675,Spain,Female,50,1,133204.91,1,0,1,8270.06,0 2207 | 15752388,Doyle,643,Spain,Female,35,6,0,2,1,1,41549.64,0 2208 | 15580149,Fowler,638,Spain,Male,41,7,0,2,1,0,43889.41,0 2209 | 15777708,Liao,824,Spain,Female,38,3,0,2,1,0,192800.25,0 2210 | 15589361,Chikwendu,716,Spain,Male,34,9,0,1,1,1,66695.71,0 2211 | 15646969,Anayolisa,776,Spain,Male,33,2,0,2,1,1,176921,0 2212 | 15718769,Fallaci,557,Spain,Male,36,1,113110.26,1,1,0,98413.1,0 2213 | 15616270,Chao,620,Spain,Male,42,4,106920.91,1,0,1,119747.08,0 2214 | 15790717,Osinachi,695,Spain,Male,35,7,0,2,1,0,160387.98,0 2215 | 15590201,Fiorentini,500,Spain,Female,50,5,0,4,1,1,83866.35,1 2216 | 15752097,Chiazagomekpere,708,Spain,Male,38,8,99640.89,1,1,0,12429.22,0 2217 | 15630857,Wu,674,Spain,Female,39,6,0,2,1,1,9574.83,0 2218 | 15689953,Toscani,697,Spain,Male,43,10,128226.37,1,0,0,188486.94,0 2219 | 15668009,Hendley,747,Spain,Male,37,1,0,2,0,1,180551.76,0 2220 | 15781129,Montgomery,687,Spain,Male,38,8,69434.4,2,1,1,66580.13,1 2221 | 15708357,Chapman,649,Spain,Female,38,8,0,1,1,0,103760.53,0 2222 | 15712807,Robertson,556,Spain,Male,46,3,131764.96,1,1,1,108500.66,1 2223 | 15696371,Thomas,812,Spain,Female,24,1,92476.88,1,0,0,83247.14,0 2224 | 15614643,Chifo,731,Spain,Female,39,2,0,2,1,0,136737.13,0 2225 | 15707696,Lu,471,Spain,Female,28,5,0,2,1,1,22356.97,0 2226 | 15815125,Michael,668,Spain,Male,45,4,102486.21,2,1,1,158379.25,0 2227 | 15790489,Lo Duca,534,Spain,Male,34,5,170600.78,1,0,1,5240.53,0 2228 | 15612670,Berry,631,Spain,Female,46,10,0,2,1,1,129508.96,0 2229 | 15671973,Chukwuemeka,467,Spain,Male,39,5,0,2,1,1,7415.96,0 2230 | 15737735,Grant,683,Spain,Male,40,4,95053.1,1,1,1,116816.54,1 2231 | 15797065,Goloubev,613,Spain,Female,32,0,0,2,0,1,126675.62,0 2232 | 15656522,Sutherland,593,Spain,Male,32,10,158537.42,1,1,0,166850.57,0 2233 | 15705085,Quesada,670,Spain,Female,29,9,0,2,1,0,27359.19,0 2234 | 15700394,Palermo,713,Spain,Female,26,4,122857.46,2,1,0,144682.17,1 2235 | 15722409,Ritchie,693,Spain,Male,47,8,107604.66,1,1,1,80149.27,0 2236 | 15752312,Howells,551,Spain,Male,49,1,150777.72,2,1,1,135757.27,0 2237 | 15616745,Hs?,542,Spain,Male,35,2,174894.53,1,1,1,22314.55,0 2238 | 15649239,Vasilieva,731,Spain,Male,46,10,0,2,1,0,153015.42,0 2239 | 15592925,Giordano,711,Spain,Male,42,3,177626.77,3,0,1,16392.72,1 2240 | 15641319,Afanasyeva,518,Spain,Male,50,4,0,1,0,0,107112.25,1 2241 | 15723481,Wright,728,Spain,Male,42,8,0,2,0,1,41823.22,0 2242 | 15649858,Simpson,469,Spain,Male,37,9,96776.49,1,1,1,119890.86,0 2243 | 15636105,Chung,758,Spain,Male,61,2,0,2,1,1,43982.41,0 2244 | 15718780,Cox,650,Spain,Female,32,4,79450.09,1,1,1,118324.75,0 2245 | 15697129,Ulyanova,706,Spain,Female,43,1,0,2,1,0,31962.77,0 2246 | 15626628,Tretiakova,631,Spain,Female,31,2,88161.85,2,1,0,127630.88,0 2247 | 15765857,Genovesi,623,Spain,Male,41,2,142412.13,1,1,0,28778.98,0 2248 | 15685805,Ginikanwa,673,Spain,Female,35,6,0,2,1,0,98618.79,0 2249 | 15802118,Ignatieff,664,Spain,Male,41,7,123428.69,1,1,1,164924.11,0 2250 | 15607990,Gallo,760,Spain,Male,43,6,175735.5,1,1,1,157337.29,0 2251 | 15695932,Yelverton,766,Spain,Male,36,5,78381.13,1,0,1,153831.6,0 2252 | 15580623,Yefremova,573,Spain,Male,28,8,0,2,0,0,77660.03,0 2253 | 15578156,Anenechukwu,615,Spain,Male,32,5,138521.83,1,1,1,56897.1,0 2254 | 15810910,Royston,702,Spain,Female,38,9,0,2,1,1,158527.45,0 2255 | 15733111,Yeh,688,Spain,Male,32,6,124179.3,1,1,1,138759.15,0 2256 | 15723153,Wearing,708,Spain,Male,33,3,0,2,1,0,138613.21,0 2257 | 15802823,Maclean,745,Spain,Female,38,7,0,2,1,1,194230.82,0 2258 | 15756118,T'ao,661,Spain,Male,20,8,0,1,1,0,110252.53,0 2259 | 15626383,Tang,596,Spain,Male,60,7,121907.97,1,0,1,30314.04,0 2260 | 15597385,Siddons,573,Spain,Male,41,5,0,2,0,1,14479.29,0 2261 | 15570271,Wan,577,Spain,Male,31,6,0,1,1,1,196395.25,0 2262 | 15807194,Iweobiegbulam,718,Spain,Male,34,5,113922.44,2,1,0,30772.22,0 2263 | 15574743,Chiu,577,Spain,Male,29,2,0,1,1,1,168924.41,0 2264 | 15807593,Berry,546,Spain,Female,36,7,85660.96,1,0,0,134778.01,0 2265 | 15799635,Arbour,577,Spain,Male,51,2,108867,1,0,0,140800.66,1 2266 | 15777614,Webb,545,Spain,Female,44,1,0,2,1,1,82614.89,0 2267 | 15653347,Chiu,560,Spain,Male,47,1,0,1,0,0,128882.66,1 2268 | 15802560,Moran,470,Spain,Female,48,6,140576.11,1,1,1,116971.05,0 2269 | 15753110,McKay,720,Spain,Male,64,3,45752.78,2,1,0,79623.28,1 2270 | 15777459,Gordon,619,Spain,Female,32,4,175406.13,2,1,1,172792.43,1 2271 | 15656937,Johnston,468,Spain,Male,26,1,131643.25,1,1,0,64436.16,0 2272 | 15730488,Richmond,516,Spain,Female,27,1,0,1,0,1,112311.15,0 2273 | 15711396,Henderson,427,Spain,Male,40,8,0,2,1,1,82870.75,0 2274 | 15593499,Stevens,686,Spain,Female,47,6,0,1,1,0,32080.69,1 2275 | 15743545,Nworie,647,Spain,Female,29,2,0,2,1,0,179032.68,0 2276 | 15660980,Cairns,597,Spain,Male,38,6,115702.67,2,1,1,25059.05,0 2277 | 15683339,P'eng,656,Spain,Female,34,6,59877.33,1,1,0,14032.62,1 2278 | 15617434,Yen,655,Spain,Male,38,9,0,1,0,1,90490.33,0 2279 | 15622470,Yeh,772,Spain,Male,41,10,96032.22,1,1,1,75825.57,0 2280 | 15703682,Kalinina,681,Spain,Male,33,10,0,1,0,0,158336.36,0 2281 | 15804052,Scott,710,Spain,Male,23,6,0,2,1,1,134188.11,0 2282 | 15576065,Sims,731,Spain,Female,40,5,171325.98,1,1,1,159718.27,1 2283 | 15796838,Chibugo,703,Spain,Male,58,4,92930.92,1,0,1,85148.78,0 2284 | 15604138,Iheanacho,749,Spain,Male,34,2,0,1,0,0,174189.04,1 2285 | 15666095,Costa,753,Spain,Male,51,4,79811.72,2,0,1,68260.27,1 2286 | 15643487,Sal,630,Spain,Male,39,10,105473.74,1,0,0,58854.88,1 2287 | 15747288,Ferri,838,Spain,Female,40,6,61671.19,1,0,1,150659.35,1 2288 | 15726776,Donnelly,705,Spain,Male,36,1,111629.29,1,1,1,21807.16,0 2289 | 15664432,Chao,727,Spain,Female,49,7,96296.78,1,1,0,190457.87,1 2290 | 15621768,Chukwuhaenye,712,Spain,Male,45,6,112994.65,1,0,0,198398.68,0 2291 | 15680666,Berry,579,Spain,Female,39,2,151963.26,2,1,0,158948.63,0 2292 | 15679551,Colombo,504,Spain,Female,46,2,163764.84,1,1,1,165122.55,1 2293 | 15568849,Bryan,540,Spain,Female,31,10,118158.74,1,1,1,158027.57,0 2294 | 15767488,Berry,680,Spain,Male,36,7,0,2,1,0,20109.21,0 2295 | 15653572,Thornton,673,Spain,Male,43,8,127132.96,1,0,1,6009.27,1 2296 | 15590888,Wade,693,Spain,Female,34,10,107556.06,2,0,0,154631.35,0 2297 | 15716984,Palermo,695,Spain,Female,56,4,0,2,1,0,84644.76,0 2298 | 15778192,Nkemdilim,628,Spain,Male,28,4,0,2,1,1,176750.81,0 2299 | 15791040,Vasilyeva,801,Spain,Male,58,1,79954.61,2,1,1,30484.19,0 2300 | 15771535,Tsui,794,Spain,Female,37,9,0,2,1,0,68008.85,0 2301 | 15774401,Chambers,773,Spain,Male,51,4,0,2,0,0,123587.83,1 2302 | 15792650,Watts,382,Spain,Male,36,0,0,1,1,1,179540.73,1 2303 | 15605531,Daly,457,Spain,Female,38,6,0,2,1,0,173219.09,0 2304 | 15635388,Austin,640,Spain,Male,47,6,89047.14,1,1,0,116286.25,0 2305 | 15723872,Buccho,589,Spain,Female,46,10,0,2,0,1,168369.37,0 2306 | 15815534,Guidry,505,Spain,Male,37,0,134006.39,1,1,1,93736.69,0 2307 | 15650244,Bezrukov,786,Spain,Male,29,7,80895.44,2,1,0,64945.57,0 2308 | 15648638,Chia,629,Spain,Male,34,6,0,2,1,0,190347.72,0 2309 | 15795747,Sheppard,787,Spain,Female,39,7,171646.76,1,0,1,100791.36,0 2310 | 15607330,Vasilyev,713,Spain,Male,42,0,109121.71,1,0,1,167873.49,0 2311 | 15667321,Cocci,644,Spain,Male,49,10,0,2,1,1,145089.64,0 2312 | 15656351,Laidley,414,Spain,Male,60,3,0,2,1,1,93844.82,0 2313 | 15785183,Chukwuebuka,596,Spain,Male,29,2,0,2,1,1,1591.19,0 2314 | 15774285,Kentish,649,Spain,Female,47,8,110783.28,1,1,1,71420.16,0 2315 | 15793425,Watt,560,Spain,Female,33,9,0,1,0,1,183358.21,0 2316 | 15799435,Hayes,619,Spain,Male,34,1,0,1,1,0,139919.38,0 2317 | 15713632,Ham,551,Spain,Female,48,5,95679.29,1,0,0,94978.1,0 2318 | 15583857,Siciliano,623,Spain,Female,43,4,123536.52,2,0,0,154908.52,0 2319 | 15741403,Amechi,698,Spain,Female,38,1,171848.38,1,0,0,16957.45,0 2320 | 15733032,Butler,651,Spain,Male,47,2,0,2,1,1,119808.64,0 2321 | 15611786,Tsui,668,Spain,Female,69,9,0,1,0,1,134483.07,0 2322 | 15686099,Ruse,563,Spain,Male,61,1,82182.1,1,1,0,106826.92,1 2323 | 15786389,Chuang,635,Spain,Female,41,10,0,2,1,1,61994.2,0 2324 | 15624715,Ma,593,Spain,Female,40,2,0,1,1,1,5194.95,0 2325 | 15572073,Yao,663,Spain,Male,35,5,0,2,1,1,62634.94,0 2326 | 15777217,Somadina,641,Spain,Male,25,10,0,2,1,1,180808.39,0 2327 | 15722845,Meldrum,665,Spain,Male,29,1,182781.74,2,1,1,63732.9,0 2328 | 15802809,Vidal,660,Spain,Female,36,0,84438.57,1,1,1,181449.51,0 2329 | 15689344,Montgomery,615,Spain,Male,42,4,0,3,0,1,120321.09,0 2330 | 15693926,Pan,670,Spain,Male,37,0,178742.71,1,1,1,194493.57,0 2331 | 15621870,Hawkins,739,Spain,Female,40,8,0,1,1,0,167030.51,0 2332 | 15749114,Bailey,634,Spain,Male,35,3,0,2,1,1,19515.48,0 2333 | 15795458,McMillan,718,Spain,Female,39,2,0,1,1,1,52138.49,0 2334 | 15807457,Abernathy,641,Spain,Female,36,1,0,2,1,0,102021.39,0 2335 | 15632538,Watson,658,Spain,Female,32,5,145553.07,1,1,1,31484.76,0 2336 | 15762682,Mitchell,709,Spain,Female,35,1,111827.27,2,1,0,12674.68,0 2337 | 15626042,Webb,690,Spain,Female,26,2,0,2,1,1,93255.85,0 2338 | 15756148,Nnanna,765,Spain,Male,45,2,91549.78,1,1,1,47139.44,0 2339 | 15707138,Nagy,679,Spain,Male,39,5,0,2,1,1,100060.54,0 2340 | 15639665,Herbert,846,Spain,Male,61,0,0,2,1,1,96202.44,0 2341 | 15571065,Lehr,532,Spain,Female,39,0,0,2,1,0,94977.3,0 2342 | 15763065,Palerma,700,Spain,Female,40,2,0,2,1,0,199753.97,0 2343 | 15792232,Moss,595,Spain,Female,43,5,0,2,0,0,105149.8,0 2344 | 15652835,Liang,419,Spain,Female,27,2,121580.42,1,0,1,134720.51,0 2345 | 15591150,Nwebube,570,Spain,Male,34,10,0,2,0,1,183387.12,0 2346 | 15632280,Toth,544,Spain,Female,53,9,0,1,1,0,125692.07,1 2347 | 15656829,Hughes,577,Spain,Female,33,6,0,2,1,0,57975.8,0 2348 | 15643794,Bennett,639,Spain,Female,27,2,0,1,1,1,82938.99,0 2349 | 15757385,Milne,578,Spain,Female,28,8,161592.76,1,1,0,177834.79,0 2350 | 15683977,Owens,687,Spain,Female,72,4,0,2,1,1,50267.69,0 2351 | 15675518,Charlton,499,Spain,Female,53,1,75225.53,2,0,0,144849.1,1 2352 | 15584812,Overby,693,Spain,Female,39,0,0,2,0,0,81901.6,0 2353 | 15598948,DeRose,523,Spain,Female,24,5,172231.93,1,0,1,155144.12,0 2354 | 15733229,Rodriguez,638,Spain,Female,34,7,0,2,0,0,3946.29,0 2355 | 15584156,Siciliani,593,Spain,Male,27,10,0,3,0,0,94620,1 2356 | 15731951,Reilly,689,Spain,Female,28,5,95328.6,1,1,0,6129.61,1 2357 | 15571586,Briggs,524,Spain,Male,29,3,159035.45,1,1,0,2705.31,1 2358 | 15603481,Robinson,689,Spain,Female,55,4,0,2,1,1,58442.25,0 2359 | 15581089,Knight,744,Spain,Male,35,7,0,2,1,1,43036.6,0 2360 | 15737385,Curtis,800,Spain,Female,46,6,0,2,1,0,171928.04,0 2361 | 15734850,Milanesi,676,Spain,Male,36,1,82729.49,1,1,0,113810.12,0 2362 | 15690733,Angelo,608,Spain,Male,45,4,0,2,0,0,36697.48,1 2363 | 15596212,Yang,781,Spain,Male,35,1,0,2,0,0,42117.9,0 2364 | 15613787,Chidubem,505,Spain,Male,35,8,116932.59,1,1,0,91092.84,0 2365 | 15656319,Toscano,850,Spain,Male,37,4,88141.1,1,1,0,109659.12,0 2366 | 15672574,Uspenskaya,850,Spain,Female,32,5,0,1,1,1,3830.59,0 2367 | 15659355,McKenzie,671,Spain,Male,32,6,123912.78,2,1,1,146636.44,0 2368 | 15645600,Obidimkpa,739,Spain,Female,27,8,98926.4,1,1,1,106969.98,0 2369 | 15686743,Moody,790,Spain,Male,29,3,46057.96,2,1,1,189777.66,0 2370 | 15618950,Lo Duca,644,Spain,Male,26,8,96659.64,2,1,1,138775.69,0 2371 | 15792922,Tu,639,Spain,Male,38,9,130233.14,1,1,1,81861.1,0 2372 | 15660636,Carpenter,540,Spain,Female,40,8,0,2,1,0,3560,0 2373 | 15795488,Beneventi,773,Spain,Male,52,2,0,2,1,0,57337.79,0 2374 | 15581551,Yobachukwu,850,Spain,Male,41,8,132838.07,1,1,1,175347.28,0 2375 | 15621140,Nwebube,644,Spain,Male,37,9,0,2,1,1,96442.86,0 2376 | 15570073,Marian,721,Spain,Male,57,1,0,1,1,1,195940.96,0 2377 | 15772604,Chiemezie,578,Spain,Male,36,1,157267.95,2,1,0,141533.19,0 2378 | 15801411,Green,623,Spain,Male,46,4,0,1,1,0,5549.11,1 2379 | 15761706,Y?an,705,Spain,Female,39,8,144102.32,1,1,1,11682.36,0 2380 | 15720083,Fiorentino,554,Spain,Male,42,1,0,2,0,1,183492.9,0 2381 | 15643523,Power,710,Spain,Female,30,10,0,2,1,0,19500.1,0 2382 | 15716085,Norris,739,Spain,Female,41,8,0,1,1,0,191694.77,1 2383 | 15641688,Collier,644,Spain,Male,18,7,0,1,0,1,59645.24,1 2384 | 15720123,Hudson,554,Spain,Male,37,3,0,2,1,0,166177.3,0 2385 | 15729019,Arcuri,602,Spain,Male,34,8,98382.72,1,1,0,39542,0 2386 | 15610557,McCarthy,695,Spain,Female,35,7,79858.13,2,1,1,127977.66,0 2387 | 15649211,Fokina,708,Spain,Male,40,8,83015.71,1,1,0,101089.76,0 2388 | 15638247,Boan,700,Spain,Male,44,9,0,2,1,0,142287.65,0 2389 | 15586522,Hunter,608,Spain,Male,37,2,130461.02,1,1,0,21967.15,0 2390 | 15664860,Chao,692,Spain,Female,47,3,0,2,1,0,150802.41,1 2391 | 15664539,Bruce,683,Spain,Male,35,9,61172.04,1,0,0,82951.12,0 2392 | 15620557,Ni,561,Spain,Male,37,4,101470.29,1,0,1,88838.14,0 2393 | 15665158,Chukwuemeka,813,Spain,Male,27,1,137275.36,1,0,1,115733.16,0 2394 | 15689322,Bevan,641,Spain,Male,31,3,153316.14,1,1,0,59927.99,0 2395 | 15601977,Burgoyne,497,Spain,Male,44,2,121250.04,1,0,1,79691.4,0 2396 | 15650924,Foster,761,Spain,Female,32,4,103515.39,2,1,1,177622.38,0 2397 | 15579820,Robertson,704,Spain,Male,38,6,106687.76,1,1,0,173776.5,0 2398 | 15603111,Muir,850,Spain,Male,71,10,69608.14,1,1,0,97893.4,1 2399 | 15646168,Ifeatu,834,Spain,Male,33,5,0,2,1,0,66285.18,0 2400 | 15773098,Ch'in,834,Spain,Male,34,5,0,2,0,0,53437.1,0 2401 | 15660611,Gallo,748,Spain,Male,39,3,0,2,1,1,123998.52,0 2402 | 15781689,Macadam,758,Spain,Male,35,5,0,2,1,0,95009.6,0 2403 | 15752467,Johnson,720,Spain,Male,34,3,0,2,1,1,77047.78,0 2404 | 15638621,Simmons,735,Spain,Male,39,1,60374.98,1,1,0,40223.74,0 2405 | 15718064,Chia,635,Spain,Male,29,2,0,2,0,0,117173.8,0 2406 | 15607301,Romano,651,Spain,Female,63,8,129968.67,1,1,1,11830.53,0 2407 | 15693690,Iweobiegbunam,574,Spain,Male,52,7,115532.52,1,1,0,196257.67,0 2408 | 15797149,Lloyd,563,Spain,Female,36,4,143680.47,2,1,1,63531.19,0 2409 | 15636912,Sneddon,678,Spain,Male,38,3,124483.53,1,1,0,126253.31,0 2410 | 15687828,Gorshkov,644,Spain,Female,31,5,86006.3,1,1,1,73922.95,0 2411 | 15572374,Hopetoun,733,Spain,Male,36,1,0,2,0,1,108377.82,0 2412 | 15681274,Marshall,726,Spain,Female,56,2,105473.74,1,1,1,46044.7,0 2413 | 15762573,Bednall,680,Spain,Female,34,7,0,2,1,0,98949.85,0 2414 | 15654222,Ogg,757,Spain,Male,30,3,145396.49,1,0,1,198341.15,0 2415 | 15704053,T'ang,710,Spain,Male,62,3,131078.42,2,1,0,119348.76,1 2416 | 15662494,Goliwe,773,Spain,Male,43,7,138150.57,1,1,1,177357.16,0 2417 | 15622192,Young,724,Spain,Male,39,3,0,2,0,1,95562.81,0 2418 | 15644103,Wells,659,Spain,Male,78,2,151675.65,1,0,1,49978.67,0 2419 | 15741197,Calzada,710,Spain,Male,22,8,0,3,1,0,107292.91,0 2420 | 15572114,Shih,673,Spain,Male,40,1,121629.22,1,1,1,3258.6,0 2421 | 15662698,Ko,648,Spain,Female,43,7,81153.82,1,1,1,144532.85,1 2422 | 15771323,Panicucci,480,Spain,Male,39,5,121626.9,1,1,1,82438.13,0 2423 | 15712568,Angelo,515,Spain,Male,40,10,121355.99,1,1,0,138360.29,0 2424 | 15658211,Morrison,559,Spain,Female,39,2,0,2,1,1,121151.1,0 2425 | 15787168,Y?,819,Spain,Female,28,8,168253.21,1,1,1,102799.14,0 2426 | 15659364,Thompson,685,Spain,Male,23,5,164902.43,1,0,0,141152.28,0 2427 | 15721383,Harvey,627,Spain,Male,40,10,0,2,1,1,194792.42,0 2428 | 15640507,Li,762,Spain,Female,35,3,119349.69,3,1,1,47114.18,1 2429 | 15578878,Hancock,569,Spain,Female,30,3,139528.23,1,1,1,33230.37,0 2430 | 15648272,Medvedeva,658,Spain,Male,35,9,71829.34,1,1,1,68141.92,0 2431 | 15705994,Udinese,712,Spain,Male,27,10,0,1,1,0,94544.88,0 2432 | 15691170,Vasilyeva,590,Spain,Female,29,10,99250.08,1,1,1,129629.41,0 2433 | 15649508,Chin,643,Spain,Male,48,8,0,2,1,0,174729.3,0 2434 | 15812611,Lorimer,690,Spain,Female,30,5,0,2,0,1,78700.03,0 2435 | 15629793,Banks,652,Spain,Male,28,8,156823.7,2,1,0,198251.52,0 2436 | 15686917,Tu,789,Spain,Female,40,4,0,2,1,0,137402.27,0 2437 | 15807312,Hsia,602,Spain,Male,33,5,0,2,0,1,64038.34,0 2438 | 15607877,Maclean,576,Spain,Male,26,8,0,2,0,1,34101.06,0 2439 | 15746704,Jibunoh,638,Spain,Male,30,9,136808.53,2,1,1,106642.97,0 2440 | 15664035,Parsons,590,Spain,Female,38,9,0,2,1,1,148750.16,0 2441 | 15596405,Udinese,546,Spain,Male,25,7,127728.24,2,1,1,105279.74,0 2442 | 15762708,Chiemezie,619,Spain,Female,38,10,119658.49,1,1,1,8646.58,0 2443 | 15718765,Maclean,501,Spain,Male,43,6,104533.24,1,0,0,81123.59,1 2444 | 15576615,Giordano,719,Spain,Male,37,10,145382.61,1,1,0,80408.59,0 2445 | 15752650,Saad,681,Spain,Female,37,6,121231.39,1,1,1,146366.08,0 2446 | 15797502,Lord,706,Spain,Male,24,2,141078.57,1,1,1,24402.87,0 2447 | 15580462,Corby,607,Spain,Male,40,1,112544.45,1,1,1,19842.22,0 2448 | 15648032,Young,588,Spain,Male,37,2,0,2,0,1,187816.59,0 2449 | 15578374,Gilroy,620,Spain,Male,36,7,169312.72,1,1,0,45414.09,0 2450 | 15770041,Manna,728,Spain,Female,43,8,128412.61,1,0,1,139024.31,0 2451 | 15621021,Dwyer,687,Spain,Female,40,1,0,2,1,0,8207.36,0 2452 | 15719541,Flannagan,675,Spain,Male,31,2,90826.27,2,1,0,60270.87,0 2453 | 15646310,Mao,684,Spain,Male,24,8,143582.89,1,1,1,22527.27,0 2454 | 15711489,Azikiwe,760,Spain,Female,32,2,0,1,1,1,114565.35,0 2455 | 15670427,Chidi,662,Spain,Male,37,4,155187.3,1,1,0,48930.8,0 2456 | 15796370,Shah,604,Spain,Male,40,5,155455.43,1,0,1,113581.85,0 2457 | 15810563,Ho,678,Spain,Female,61,8,0,2,1,1,159938.82,0 2458 | 15811594,Gordon,660,Spain,Female,28,3,128929.88,1,1,1,198069.71,0 2459 | 15722532,Angelo,690,Spain,Female,36,10,91760.11,1,1,1,135784.94,0 2460 | 15655903,Michael,701,Spain,Female,34,6,107980.37,1,1,1,119374.74,0 2461 | 15813140,Taylor,543,Spain,Male,41,5,0,2,0,1,143980.29,0 2462 | 15770516,Evdokimov,616,Spain,Female,44,7,193213.02,2,1,1,137392.77,0 2463 | 15574480,Ubanwa,652,Spain,Male,31,1,132862.59,1,0,0,158054.49,0 2464 | 15813451,Fleetwood-Smith,677,Spain,Male,18,8,134796.87,2,1,1,114858.9,0 2465 | 15593496,Korovin,526,Spain,Female,36,5,91132.18,1,0,0,58111.71,0 2466 | 15808971,Lajoie,693,Spain,Female,57,9,0,2,1,1,135502.77,0 2467 | 15676869,T'ien,657,Spain,Male,36,8,0,2,0,1,123866.43,0 2468 | 15659495,Fu,784,Spain,Male,23,2,0,1,1,1,6847.73,0 2469 | 15763874,Ho,635,Spain,Male,46,8,0,2,1,1,60739.16,0 2470 | 15611338,Kashiwagi,714,Spain,Male,29,4,0,2,1,1,37605.9,0 2471 | 15677783,Graham,764,Spain,Male,38,4,113607.47,1,1,0,91094.46,0 2472 | 15566543,Aldridge,573,Spain,Male,44,9,0,2,1,0,107124.17,0 2473 | 15594612,Flynn,702,Spain,Male,44,9,0,1,0,0,59207.41,1 2474 | 15590213,Ch'en,479,Spain,Male,35,4,125920.98,1,1,1,20393.44,0 2475 | 15719276,T'ao,741,Spain,Male,35,6,74371.49,1,0,0,99595.67,0 2476 | 15588839,Mancini,606,Spain,Male,30,8,180307.73,2,1,1,1914.41,0 2477 | 15605622,McMillan,841,Spain,Male,28,4,0,2,1,1,179436.6,0 2478 | 15657105,Chukwualuka,726,Spain,Male,36,2,0,1,1,0,195192.4,0 -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2022 Alex Kim 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # E2E ML project using open-source MLOps tools 2 | 3 | ## Problem Description and Dataset 4 | This dataset contains 10,000 records, each of which corresponds to a different bank's user. The target is `Exited`, a binary variable that describes whether the user decided to leave the bank. There are row and customer identifiers, four columns describing personal information about the user (surname, location, gender and age), and some other columns containing information related to the loan (such as credit score, the current balance in the user's account and whether they are an active member among others). 5 | 6 | Dataset source: https://www.kaggle.com/datasets/filippoo/deep-learning-az-ann 7 | 8 | ## Use Case 9 | The objective is to train an ML model that returns the probability of a customer churning. This is a binary classification task, therefore F1-score is a good metric to evaluate the performance of this dataset as it weights recall and precision equally, and a good retrieval algorithm will maximize both precision and recall simultaneously. 10 | 11 | 12 | ## Setup 13 | Python 3.8+ is required to run code from this repo. 14 | ``` 15 | $ git clone https://github.com/alex000kim/open-source-mlops-e2e 16 | $ cd open-source-mlops-e2e 17 | $ virtualenv -p python3 .venv 18 | $ source .venv/bin/activate 19 | $ pip install -r requirements.txt 20 | ``` 21 | 22 | ## What's inside 23 | ```bash 24 | $ tree 25 | . 26 | ├── Churn_Modelling_France.csv # raw data file 27 | ├── Churn_Modelling_Spain.csv # raw data file 28 | ├── LICENSE 29 | ├── README.md # this file 30 | ├── TODO.md # describes next steps 31 | ├── TrainChurnModel.ipynb # jupyter notebook with model training code 32 | ├── clf-model.joblib # saved model 33 | └── feat_imp.csv # table with feature importance values 34 | ``` 35 | 36 | -------------------------------------------------------------------------------- /TrainChurnModel.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "code", 5 | "execution_count": 1, 6 | "id": "impaired-stylus", 7 | "metadata": {}, 8 | "outputs": [], 9 | "source": [ 10 | "import os\n", 11 | "from pathlib import Path\n", 12 | "\n", 13 | "import matplotlib.pyplot as plt\n", 14 | "import pandas as pd\n", 15 | "import seaborn as sns\n", 16 | "from sklearn.ensemble import RandomForestClassifier\n", 17 | "from sklearn.impute import SimpleImputer\n", 18 | "from sklearn.metrics import (confusion_matrix, f1_score, make_scorer,\n", 19 | " roc_auc_score)\n", 20 | "from sklearn.model_selection import train_test_split\n", 21 | "from sklearn.pipeline import Pipeline\n" 22 | ] 23 | }, 24 | { 25 | "cell_type": "code", 26 | "execution_count": 2, 27 | "id": "accepting-wallet", 28 | "metadata": {}, 29 | "outputs": [], 30 | "source": [ 31 | "data_file_paths = [f'Churn_Modelling_{country}.csv' for country in ['Spain', 'France']]" 32 | ] 33 | }, 34 | { 35 | "cell_type": "code", 36 | "execution_count": 3, 37 | "id": "continued-juvenile", 38 | "metadata": {}, 39 | "outputs": [ 40 | { 41 | "data": { 42 | "text/html": [ 43 | "
\n", 44 | "\n", 57 | "\n", 58 | " \n", 59 | " \n", 60 | " \n", 61 | " \n", 62 | " \n", 63 | " \n", 64 | " \n", 65 | " \n", 66 | " \n", 67 | " \n", 68 | " \n", 69 | " \n", 70 | " \n", 71 | " \n", 72 | " \n", 73 | " \n", 74 | " \n", 75 | " \n", 76 | " \n", 77 | " \n", 78 | " \n", 79 | " \n", 80 | " \n", 81 | " \n", 82 | " \n", 83 | " \n", 84 | " \n", 85 | " \n", 86 | " \n", 87 | " \n", 88 | " \n", 89 | " \n", 90 | " \n", 91 | " \n", 92 | " \n", 93 | " \n", 94 | " \n", 95 | " \n", 96 | " \n", 97 | " \n", 98 | " \n", 99 | " \n", 100 | " \n", 101 | " \n", 102 | " \n", 103 | " \n", 104 | " \n", 105 | " \n", 106 | " \n", 107 | " \n", 108 | " \n", 109 | " \n", 110 | " \n", 111 | " \n", 112 | " \n", 113 | " \n", 114 | " \n", 115 | " \n", 116 | " \n", 117 | " \n", 118 | " \n", 119 | " \n", 120 | " \n", 121 | " \n", 122 | " \n", 123 | " \n", 124 | " \n", 125 | " \n", 126 | " \n", 127 | " \n", 128 | " \n", 129 | " \n", 130 | " \n", 131 | " \n", 132 | " \n", 133 | " \n", 134 | " \n", 135 | " \n", 136 | " \n", 137 | " \n", 138 | " \n", 139 | " \n", 140 | " \n", 141 | " \n", 142 | " \n", 143 | " \n", 144 | " \n", 145 | " \n", 146 | " \n", 147 | " \n", 148 | " \n", 149 | " \n", 150 | " \n", 151 | " \n", 152 | " \n", 153 | " \n", 154 | " \n", 155 | " \n", 156 | " \n", 157 | " \n", 158 | "
CustomerIdSurnameCreditScoreGeographyGenderAgeTenureBalanceNumOfProductsHasCrCardIsActiveMemberEstimatedSalaryExited
015647311Hill608SpainFemale41183807.86101112542.580
115737888Mitchell850SpainFemale432125510.8211179084.100
215574012Chu645SpainMale448113755.78210149756.711
315737173Andrews497SpainMale2430.0021076390.010
415600882Scott635SpainFemale3570.0021165951.650
\n", 159 | "
" 160 | ], 161 | "text/plain": [ 162 | " CustomerId Surname CreditScore Geography Gender Age Tenure \\\n", 163 | "0 15647311 Hill 608 Spain Female 41 1 \n", 164 | "1 15737888 Mitchell 850 Spain Female 43 2 \n", 165 | "2 15574012 Chu 645 Spain Male 44 8 \n", 166 | "3 15737173 Andrews 497 Spain Male 24 3 \n", 167 | "4 15600882 Scott 635 Spain Female 35 7 \n", 168 | "\n", 169 | " Balance NumOfProducts HasCrCard IsActiveMember EstimatedSalary \\\n", 170 | "0 83807.86 1 0 1 112542.58 \n", 171 | "1 125510.82 1 1 1 79084.10 \n", 172 | "2 113755.78 2 1 0 149756.71 \n", 173 | "3 0.00 2 1 0 76390.01 \n", 174 | "4 0.00 2 1 1 65951.65 \n", 175 | "\n", 176 | " Exited \n", 177 | "0 0 \n", 178 | "1 0 \n", 179 | "2 1 \n", 180 | "3 0 \n", 181 | "4 0 " 182 | ] 183 | }, 184 | "execution_count": 3, 185 | "metadata": {}, 186 | "output_type": "execute_result" 187 | } 188 | ], 189 | "source": [ 190 | "df = pd.concat([pd.read_csv(fpath) for fpath in data_file_paths])\n", 191 | "df.head()" 192 | ] 193 | }, 194 | { 195 | "cell_type": "code", 196 | "execution_count": 4, 197 | "id": "bb0d9f24", 198 | "metadata": {}, 199 | "outputs": [ 200 | { 201 | "data": { 202 | "text/plain": [ 203 | "(7491, 13)" 204 | ] 205 | }, 206 | "execution_count": 4, 207 | "metadata": {}, 208 | "output_type": "execute_result" 209 | } 210 | ], 211 | "source": [ 212 | "df.shape" 213 | ] 214 | }, 215 | { 216 | "cell_type": "code", 217 | "execution_count": 5, 218 | "id": "unnecessary-roots", 219 | "metadata": {}, 220 | "outputs": [ 221 | { 222 | "data": { 223 | "text/plain": [ 224 | "CustomerId 0\n", 225 | "Surname 0\n", 226 | "CreditScore 0\n", 227 | "Geography 0\n", 228 | "Gender 0\n", 229 | "Age 0\n", 230 | "Tenure 0\n", 231 | "Balance 0\n", 232 | "NumOfProducts 0\n", 233 | "HasCrCard 0\n", 234 | "IsActiveMember 0\n", 235 | "EstimatedSalary 0\n", 236 | "Exited 0\n", 237 | "dtype: int64" 238 | ] 239 | }, 240 | "execution_count": 5, 241 | "metadata": {}, 242 | "output_type": "execute_result" 243 | } 244 | ], 245 | "source": [ 246 | "# Are there missing values?\n", 247 | "df.isna().sum()" 248 | ] 249 | }, 250 | { 251 | "cell_type": "code", 252 | "execution_count": 6, 253 | "id": "b025ccce", 254 | "metadata": {}, 255 | "outputs": [ 256 | { 257 | "data": { 258 | "text/plain": [ 259 | "Geography\n", 260 | "France 5014\n", 261 | "Spain 2477\n", 262 | "Name: count, dtype: int64" 263 | ] 264 | }, 265 | "execution_count": 6, 266 | "metadata": {}, 267 | "output_type": "execute_result" 268 | } 269 | ], 270 | "source": [ 271 | "df['Geography'].value_counts()" 272 | ] 273 | }, 274 | { 275 | "cell_type": "code", 276 | "execution_count": 7, 277 | "id": "scheduled-measure", 278 | "metadata": {}, 279 | "outputs": [], 280 | "source": [ 281 | "feat_cols = ['CreditScore', 'Age', 'Tenure', \n", 282 | " 'Balance', 'NumOfProducts', 'HasCrCard',\n", 283 | " 'IsActiveMember', 'EstimatedSalary']\n", 284 | "targ_col = 'Exited'" 285 | ] 286 | }, 287 | { 288 | "cell_type": "code", 289 | "execution_count": 8, 290 | "id": "junior-rating", 291 | "metadata": {}, 292 | "outputs": [], 293 | "source": [ 294 | "X, y = df[feat_cols], df[targ_col]" 295 | ] 296 | }, 297 | { 298 | "cell_type": "code", 299 | "execution_count": 9, 300 | "id": "c4d476a6", 301 | "metadata": {}, 302 | "outputs": [ 303 | { 304 | "data": { 305 | "text/plain": [ 306 | "0.16326258176478442" 307 | ] 308 | }, 309 | "execution_count": 9, 310 | "metadata": {}, 311 | "output_type": "execute_result" 312 | } 313 | ], 314 | "source": [ 315 | "y.mean()" 316 | ] 317 | }, 318 | { 319 | "cell_type": "code", 320 | "execution_count": 10, 321 | "id": "historic-doubt", 322 | "metadata": {}, 323 | "outputs": [], 324 | "source": [ 325 | "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.25, random_state=42)" 326 | ] 327 | }, 328 | { 329 | "cell_type": "code", 330 | "execution_count": 11, 331 | "id": "infinite-african", 332 | "metadata": {}, 333 | "outputs": [ 334 | { 335 | "data": { 336 | "text/html": [ 337 | "
Pipeline(steps=[('preprocessor', SimpleImputer()),\n",
338 |        "                ('clf', RandomForestClassifier(max_depth=10, random_state=42))])
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" 340 | ], 341 | "text/plain": [ 342 | "Pipeline(steps=[('preprocessor', SimpleImputer()),\n", 343 | " ('clf', RandomForestClassifier(max_depth=10, random_state=42))])" 344 | ] 345 | }, 346 | "execution_count": 11, 347 | "metadata": {}, 348 | "output_type": "execute_result" 349 | } 350 | ], 351 | "source": [ 352 | "random_state = 42\n", 353 | "train_params = {'n_estimators': 100, 'max_depth': 10}\n", 354 | "\n", 355 | "clf = RandomForestClassifier(random_state=random_state, \n", 356 | " **train_params)\n", 357 | "model = Pipeline(\n", 358 | " steps=[(\"preprocessor\", SimpleImputer()), (\"clf\", clf)]\n", 359 | " )\n", 360 | "\n", 361 | "model.fit(X_train, y_train)" 362 | ] 363 | }, 364 | { 365 | "cell_type": "code", 366 | "execution_count": 12, 367 | "id": "12944f94", 368 | "metadata": {}, 369 | "outputs": [ 370 | { 371 | "data": { 372 | "text/plain": [ 373 | "(0.5474137931034483, 0.8684512806155847)" 374 | ] 375 | }, 376 | "execution_count": 12, 377 | "metadata": {}, 378 | "output_type": "execute_result" 379 | } 380 | ], 381 | "source": [ 382 | "y_prob = model.predict_proba(X_test)\n", 383 | "y_pred = y_prob[:, 1] >= 0.5\n", 384 | "f1 = f1_score(y_test, y_pred)\n", 385 | "roc_auc = roc_auc_score(y_test, y_prob[:, 1])\n", 386 | "f1, roc_auc" 387 | ] 388 | }, 389 | { 390 | "cell_type": "code", 391 | "execution_count": 13, 392 | "id": "4675491c", 393 | "metadata": {}, 394 | "outputs": [ 395 | { 396 | "data": { 397 | "text/plain": [ 398 | "" 399 | ] 400 | }, 401 | "execution_count": 13, 402 | "metadata": {}, 403 | "output_type": "execute_result" 404 | }, 405 | { 406 | "data": { 407 | "image/png": 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408 | "text/plain": [ 409 | "
" 410 | ] 411 | }, 412 | "metadata": {}, 413 | "output_type": "display_data" 414 | } 415 | ], 416 | "source": [ 417 | "cm = confusion_matrix(y_test, y_pred, normalize='true') \n", 418 | "sns.heatmap(cm, annot=True, cmap=plt.cm.Blues)" 419 | ] 420 | }, 421 | { 422 | "cell_type": "code", 423 | "execution_count": 14, 424 | "id": "9d8adf04", 425 | "metadata": {}, 426 | "outputs": [ 427 | { 428 | "data": { 429 | "text/plain": [ 430 | "array(['CreditScore', 'Age', 'Tenure', 'Balance', 'NumOfProducts',\n", 431 | " 'HasCrCard', 'IsActiveMember', 'EstimatedSalary'], dtype=object)" 432 | ] 433 | }, 434 | "execution_count": 14, 435 | "metadata": {}, 436 | "output_type": "execute_result" 437 | } 438 | ], 439 | "source": [ 440 | "out_feat_names = model[:-1].get_feature_names_out(feat_cols)\n", 441 | "out_feat_names" 442 | ] 443 | }, 444 | { 445 | "cell_type": "code", 446 | "execution_count": 15, 447 | "id": "d9262a4f", 448 | "metadata": {}, 449 | "outputs": [ 450 | { 451 | "ename": "ImportError", 452 | "evalue": "cannot import name 'if_delegate_has_method' from 'sklearn.utils.metaestimators' (/Users/akim/Desktop/gh/my_repos/open-source-mlops-e2e/.venv/lib/python3.10/site-packages/sklearn/utils/metaestimators.py)", 453 | "output_type": "error", 454 | "traceback": [ 455 | "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", 456 | "\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", 457 | "Cell \u001b[0;32mIn[15], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[39mimport\u001b[39;00m \u001b[39meli5\u001b[39;00m\n\u001b[1;32m 2\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39msklearn\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mmetrics\u001b[39;00m \u001b[39mimport\u001b[39;00m make_scorer\n\u001b[1;32m 3\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39meli5\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39msklearn\u001b[39;00m \u001b[39mimport\u001b[39;00m PermutationImportance\n", 458 | "File \u001b[0;32m~/Desktop/gh/my_repos/open-source-mlops-e2e/.venv/lib/python3.10/site-packages/eli5/__init__.py:13\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mformatters\u001b[39;00m \u001b[39mimport\u001b[39;00m (\n\u001b[1;32m 7\u001b[0m format_as_html,\n\u001b[1;32m 8\u001b[0m format_html_styles,\n\u001b[1;32m 9\u001b[0m format_as_text,\n\u001b[1;32m 10\u001b[0m format_as_dict,\n\u001b[1;32m 11\u001b[0m )\n\u001b[1;32m 12\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mexplain\u001b[39;00m \u001b[39mimport\u001b[39;00m explain_weights, explain_prediction\n\u001b[0;32m---> 13\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39msklearn\u001b[39;00m \u001b[39mimport\u001b[39;00m explain_weights_sklearn, explain_prediction_sklearn\n\u001b[1;32m 14\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mtransform\u001b[39;00m \u001b[39mimport\u001b[39;00m transform_feature_names\n\u001b[1;32m 17\u001b[0m \u001b[39mtry\u001b[39;00m:\n", 459 | "File \u001b[0;32m~/Desktop/gh/my_repos/open-source-mlops-e2e/.venv/lib/python3.10/site-packages/eli5/sklearn/__init__.py:3\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[39m# -*- coding: utf-8 -*-\u001b[39;00m\n\u001b[1;32m 2\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m__future__\u001b[39;00m \u001b[39mimport\u001b[39;00m absolute_import\n\u001b[0;32m----> 3\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mexplain_weights\u001b[39;00m \u001b[39mimport\u001b[39;00m (\n\u001b[1;32m 4\u001b[0m explain_weights_sklearn,\n\u001b[1;32m 5\u001b[0m explain_linear_classifier_weights,\n\u001b[1;32m 6\u001b[0m explain_linear_regressor_weights,\n\u001b[1;32m 7\u001b[0m explain_rf_feature_importance,\n\u001b[1;32m 8\u001b[0m explain_decision_tree,\n\u001b[1;32m 9\u001b[0m )\n\u001b[1;32m 10\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mexplain_prediction\u001b[39;00m \u001b[39mimport\u001b[39;00m (\n\u001b[1;32m 11\u001b[0m explain_prediction_sklearn,\n\u001b[1;32m 12\u001b[0m explain_prediction_linear_classifier,\n\u001b[1;32m 13\u001b[0m explain_prediction_linear_regressor,\n\u001b[1;32m 14\u001b[0m )\n\u001b[1;32m 15\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39munhashing\u001b[39;00m \u001b[39mimport\u001b[39;00m (\n\u001b[1;32m 16\u001b[0m InvertableHashingVectorizer,\n\u001b[1;32m 17\u001b[0m FeatureUnhasher,\n\u001b[1;32m 18\u001b[0m invert_hashing_and_fit,\n\u001b[1;32m 19\u001b[0m )\n", 460 | "File \u001b[0;32m~/Desktop/gh/my_repos/open-source-mlops-e2e/.venv/lib/python3.10/site-packages/eli5/sklearn/explain_weights.py:78\u001b[0m\n\u001b[1;32m 73\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39meli5\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mtransform\u001b[39;00m \u001b[39mimport\u001b[39;00m transform_feature_names\n\u001b[1;32m 74\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39meli5\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39m_feature_importances\u001b[39;00m \u001b[39mimport\u001b[39;00m (\n\u001b[1;32m 75\u001b[0m get_feature_importances_filtered,\n\u001b[1;32m 76\u001b[0m get_feature_importance_explanation,\n\u001b[1;32m 77\u001b[0m )\n\u001b[0;32m---> 78\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mpermutation_importance\u001b[39;00m \u001b[39mimport\u001b[39;00m PermutationImportance\n\u001b[1;32m 81\u001b[0m LINEAR_CAVEATS \u001b[39m=\u001b[39m \u001b[39m\"\"\"\u001b[39m\n\u001b[1;32m 82\u001b[0m \u001b[39mCaveats:\u001b[39m\n\u001b[1;32m 83\u001b[0m \u001b[39m1. Be careful with features which are not\u001b[39m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 90\u001b[0m \u001b[39m classification result for most examples.\u001b[39m\n\u001b[1;32m 91\u001b[0m \u001b[39m\"\"\"\u001b[39m\u001b[39m.\u001b[39mlstrip()\n\u001b[1;32m 93\u001b[0m HASHING_CAVEATS \u001b[39m=\u001b[39m \u001b[39m\"\"\"\u001b[39m\n\u001b[1;32m 94\u001b[0m \u001b[39mFeature names are restored from their hashes; this is not 100\u001b[39m\u001b[39m%\u001b[39m\u001b[39m precise\u001b[39m\n\u001b[1;32m 95\u001b[0m \u001b[39mbecause collisions are possible. For known collisions possible feature names\u001b[39m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 99\u001b[0m \u001b[39mthe result is positive.\u001b[39m\n\u001b[1;32m 100\u001b[0m \u001b[39m\"\"\"\u001b[39m\u001b[39m.\u001b[39mlstrip()\n", 461 | "File \u001b[0;32m~/Desktop/gh/my_repos/open-source-mlops-e2e/.venv/lib/python3.10/site-packages/eli5/sklearn/permutation_importance.py:7\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[39mimport\u001b[39;00m \u001b[39mnumpy\u001b[39;00m \u001b[39mas\u001b[39;00m \u001b[39mnp\u001b[39;00m\n\u001b[1;32m 6\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39msklearn\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mmodel_selection\u001b[39;00m \u001b[39mimport\u001b[39;00m check_cv\n\u001b[0;32m----> 7\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39msklearn\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mutils\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mmetaestimators\u001b[39;00m \u001b[39mimport\u001b[39;00m if_delegate_has_method\n\u001b[1;32m 8\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39msklearn\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mutils\u001b[39;00m \u001b[39mimport\u001b[39;00m check_array, check_random_state\n\u001b[1;32m 9\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39msklearn\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mbase\u001b[39;00m \u001b[39mimport\u001b[39;00m (\n\u001b[1;32m 10\u001b[0m BaseEstimator,\n\u001b[1;32m 11\u001b[0m MetaEstimatorMixin,\n\u001b[1;32m 12\u001b[0m clone,\n\u001b[1;32m 13\u001b[0m is_classifier\n\u001b[1;32m 14\u001b[0m )\n", 462 | "\u001b[0;31mImportError\u001b[0m: cannot import name 'if_delegate_has_method' from 'sklearn.utils.metaestimators' (/Users/akim/Desktop/gh/my_repos/open-source-mlops-e2e/.venv/lib/python3.10/site-packages/sklearn/utils/metaestimators.py)" 463 | ] 464 | } 465 | ], 466 | "source": [ 467 | "import eli5\n", 468 | "from sklearn.metrics import make_scorer\n", 469 | "from eli5.sklearn import PermutationImportance\n", 470 | "\n", 471 | "\n", 472 | "preprocessor = model.named_steps['preprocessor']\n", 473 | "clf = model.named_steps['clf']\n", 474 | "X_test_transformed = preprocessor.transform(X_test)\n", 475 | "\n", 476 | "perm = PermutationImportance(clf, scoring=make_scorer(f1_score), random_state=random_state).fit(X_test_transformed, y_test)\n", 477 | "eli5.show_weights(perm, feature_names=out_feat_names)" 478 | ] 479 | }, 480 | { 481 | "cell_type": "code", 482 | "execution_count": null, 483 | "id": "6e44b74c", 484 | "metadata": {}, 485 | "outputs": [ 486 | { 487 | "data": { 488 | "text/html": [ 489 | "
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featureimportance
1Age0.244377
4NumOfProducts0.181561
6IsActiveMember0.136543
3Balance0.032561
2Tenure0.021488
0CreditScore0.014311
7EstimatedSalary0.005650
5HasCrCard0.000152
\n", 554 | "
" 555 | ], 556 | "text/plain": [ 557 | " feature importance\n", 558 | "1 Age 0.244377\n", 559 | "4 NumOfProducts 0.181561\n", 560 | "6 IsActiveMember 0.136543\n", 561 | "3 Balance 0.032561\n", 562 | "2 Tenure 0.021488\n", 563 | "0 CreditScore 0.014311\n", 564 | "7 EstimatedSalary 0.005650\n", 565 | "5 HasCrCard 0.000152" 566 | ] 567 | }, 568 | "execution_count": 16, 569 | "metadata": {}, 570 | "output_type": "execute_result" 571 | } 572 | ], 573 | "source": [ 574 | "feat_imp = zip(X_test.columns.tolist(), perm.feature_importances_)\n", 575 | "df_feat_imp = pd.DataFrame(feat_imp, \n", 576 | " columns=['feature', 'importance'])\n", 577 | "df_feat_imp = df_feat_imp.sort_values(by='importance', ascending=False)\n", 578 | "df_feat_imp" 579 | ] 580 | }, 581 | { 582 | "cell_type": "code", 583 | "execution_count": null, 584 | "id": "6d00dcf7", 585 | "metadata": {}, 586 | "outputs": [], 587 | "source": [ 588 | "feat_importance_fpath = 'feat_imp.csv'\n", 589 | "df_feat_imp.to_csv(feat_importance_fpath, index=False)" 590 | ] 591 | }, 592 | { 593 | "cell_type": "code", 594 | "execution_count": null, 595 | "id": "dac3462a", 596 | "metadata": {}, 597 | "outputs": [], 598 | "source": [ 599 | "from joblib import dump\n", 600 | "\n", 601 | "dump(model, 'clf-model.joblib');" 602 | ] 603 | } 604 | ], 605 | "metadata": { 606 | "kernelspec": { 607 | "display_name": "Python 3.9.10 ('.venv': venv)", 608 | "language": "python", 609 | "name": "python3" 610 | }, 611 | "language_info": { 612 | "codemirror_mode": { 613 | "name": "ipython", 614 | "version": 3 615 | }, 616 | "file_extension": ".py", 617 | "mimetype": "text/x-python", 618 | "name": "python", 619 | "nbconvert_exporter": "python", 620 | "pygments_lexer": "ipython3", 621 | "version": "3.10.10" 622 | }, 623 | "vscode": { 624 | "interpreter": { 625 | "hash": "060614c890ed22051a9be2360999a13d2882d827ad8c9dd21319e1709b800224" 626 | } 627 | } 628 | }, 629 | "nbformat": 4, 630 | "nbformat_minor": 5 631 | } 632 | -------------------------------------------------------------------------------- /clf-model.joblib: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/alex000kim/open-source-mlops-e2e/31cee2c3f1ff6e42d6f1fff75da9f73666fda20e/clf-model.joblib -------------------------------------------------------------------------------- /feat_imp.csv: -------------------------------------------------------------------------------- 1 | feature,importance 2 | Age,0.24437729128382055 3 | NumOfProducts,0.18156110144835994 4 | IsActiveMember,0.13654332093020521 5 | Balance,0.03256138481222017 6 | Tenure,0.02148762789139429 7 | CreditScore,0.014310800961018267 8 | EstimatedSalary,0.005650312019926118 9 | HasCrCard,0.00015234116097877503 10 | -------------------------------------------------------------------------------- /models/clf-model.joblib: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/alex000kim/open-source-mlops-e2e/31cee2c3f1ff6e42d6f1fff75da9f73666fda20e/models/clf-model.joblib -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- 1 | alibi-detect==0.12.0 2 | dvc[all]==3.13.0 3 | python-box==7.0.1 4 | jupyter==1.0.0 5 | pandas==2.0.3 6 | SQLAlchemy==2.0.19 7 | psycopg2-binary==2.9.7 8 | matplotlib==3.7.2 9 | seaborn==0.12.2 10 | plotly-express==0.4.1 11 | scikit-learn==1.2.2 12 | xgboost==1.7.6 13 | eli5==0.13.0 14 | uvicorn==0.23.2 15 | fastapi==0.101.0 16 | csv2md==1.1.2 --------------------------------------------------------------------------------