diff --git a/tests/data/impartiality.csv b/tests/data/impartiality.csv
index 910d75b..c08512c 100644
--- a/tests/data/impartiality.csv
+++ b/tests/data/impartiality.csv
@@ -1,167 +1,167 @@
-country_name,country_text_id,year,continent,impartial,impartial_ord,equal,regime_type,democracy,population,gdp,gdpPercap
-Mexico,MEX,2015,Americas,TRUE,2,31.2,Electoral democracy,Democracy,129200310.00000001,2081356150000,16113
-Suriname,SUR,2015,Americas,TRUE,2,68.10000000000001,Electoral democracy,Democracy,603450,7422430000.000001,12304
-Sweden,SWE,2015,Europe,TRUE,4,93.7,Liberal democracy,Democracy,10476790,481658030000,45983
-Switzerland,CHE,2015,Europe,TRUE,4,96.6,Liberal democracy,Democracy,8955980,481775110000,53812
-Ghana,GHA,2015,Africa,FALSE,1,53.300000000000004,Electoral democracy,Democracy,29364510,143219340000,4878
-South Africa,ZAF,2015,Africa,TRUE,3,38.6,Electoral democracy,Democracy,58489340,677984920000,11594
-Japan,JPN,2015,Asia,TRUE,3,97.3,Liberal democracy,Democracy,135348880,5149584550000,38057
-Burma/Myanmar,MMR,2015,Asia,TRUE,2,23.1,Electoral autocracy,Autocracy,55632900,282203500000,5074
-Russia,RUS,2015,Europe,FALSE,1,73.3,Electoral autocracy,Autocracy,153547630,3745012579999.9995,24398
-Albania,ALB,2015,Europe,TRUE,2,69.69999999999999,Electoral democracy,Democracy,3115610,31279260000,10041
-Egypt,EGY,2015,Africa,FALSE,1,12.7,Electoral autocracy,Autocracy,99869750,834860320000.0001,8362
-Yemen,YEM,2015,Asia,FALSE,0,10.9,Electoral autocracy,Autocracy,27946020,60793540000,2176
-Colombia,COL,2015,Americas,TRUE,3,36.7,Electoral democracy,Democracy,50237280,664016000000,13220
-Poland,POL,2015,Europe,TRUE,3,92.5,Liberal democracy,Democracy,40754990,957034299999.9999,23491
-Brazil,BRA,2015,Americas,TRUE,3,49.3,Electoral democracy,Democracy,217319350,2716425850000,12504
-United States of America,USA,2015,Americas,TRUE,4,69.8,Liberal democracy,Democracy,342788170,19420915660000,56666
-Portugal,PRT,2015,Europe,TRUE,3,92.10000000000001,Liberal democracy,Democracy,11040350,286628470000,25972
-El Salvador,SLV,2015,Americas,TRUE,2,28.4,Electoral democracy,Democracy,6636040,35022810000,5279
-Bangladesh,BGD,2015,Asia,FALSE,1,18.5,Electoral autocracy,Autocracy,168769260,559923880000,3319
-Bolivia,BOL,2015,Americas,TRUE,2,35.3,Electoral democracy,Democracy,11585580,63919709999.99999,5518
-Haiti,HTI,2015,Americas,FALSE,1,13,Electoral autocracy,Autocracy,11226389.999999998,18961430000,1689
-Honduras,HND,2015,Americas,TRUE,2,13.3,Electoral autocracy,Autocracy,9539700,42877190000,4495
-Mali,MLI,2015,Africa,FALSE,1,21.5,Electoral democracy,Democracy,18523730,37605530000,2031.0000000000002
-Pakistan,PAK,2015,Asia,FALSE,1,12.7,Electoral autocracy,Autocracy,212641160.00000003,915971860000,4309
-Peru,PER,2015,Americas,TRUE,3,39.300000000000004,Electoral democracy,Democracy,32339880,338904030000,10481
-Senegal,SEN,2015,Africa,TRUE,3,56.8,Electoral democracy,Democracy,15773160,43657590000,2768
-South Sudan,SSD,2015,Africa,FALSE,0,1.5,Closed autocracy,Autocracy,11277280,239168240000,21312
-Sudan,SDN,2015,Africa,FALSE,1,8,Electoral autocracy,Autocracy,42040100,175952419999.99997,4186
-Vietnam,VNM,2015,Asia,TRUE,2,77,Closed autocracy,Autocracy,99167230,564492340000,5694
-Afghanistan,AFG,2015,Asia,FALSE,1,31.8,Electoral autocracy,Autocracy,35594590,62528000000,1757
-Argentina,ARG,2015,Americas,TRUE,3,69.69999999999999,Electoral democracy,Democracy,45525320,785315350000,17254
-Ethiopia,ETH,2015,Africa,TRUE,2,37.4,Electoral autocracy,Autocracy,106328730,173742070000,1634
-India,IND,2015,Asia,TRUE,2,35.8,Electoral democracy,Democracy,1354224420,7880916230000,5821
-Kenya,KEN,2015,Africa,TRUE,3,47.699999999999996,Electoral democracy,Democracy,50691550,149678990000,2954
-North Korea,PRK,2015,Asia,FALSE,1,58.599999999999994,Closed autocracy,Autocracy,26684580,48078610000,1802
-South Korea,KOR,2015,Asia,TRUE,3,96.5,Liberal democracy,Democracy,54395460,2029338820000.0002,37321
-Lebanon,LBN,2015,Asia,FALSE,1,49.5,Electoral autocracy,Autocracy,7128800,78769390000,11052
-Nigeria,NGA,2015,Africa,FALSE,1,25.1,Electoral democracy,Democracy,193750180,873597260000,4510
-Philippines,PHL,2015,Asia,TRUE,2,32.1,Electoral democracy,Democracy,109973420,708260060000,6441
-Tanzania,TZA,2015,Africa,TRUE,3,71.7,Electoral autocracy,Autocracy,54254060,123002950000,2268
-Taiwan,TWN,2015,Asia,TRUE,3,95.89999999999999,Liberal democracy,Democracy,24996529.999999996,1176823630000,47095
-Thailand,THA,2015,Asia,FALSE,0,60.3,Closed autocracy,Autocracy,72690800,1110241390000,15277
-Uganda,UGA,2015,Africa,TRUE,2,33.4,Electoral autocracy,Autocracy,40369030,79181420000,1962
-Venezuela,VEN,2015,Americas,FALSE,1,22,Electoral autocracy,Autocracy,30095470,245598550000,8162.000000000001
-Benin,BEN,2015,Africa,TRUE,2,62.4,Electoral democracy,Democracy,11555960,28985680000.000004,2509
-Bhutan,BTN,2015,Asia,TRUE,3,92.2,Electoral democracy,Democracy,768250,7613700000,9914
-Burkina Faso,BFA,2015,Africa,TRUE,3,28.599999999999998,Electoral autocracy,Autocracy,19182670,37117130000,1935
-Cambodia,KHM,2015,Asia,FALSE,1,17.4,Electoral autocracy,Autocracy,16481770,57417230000,3484
-Indonesia,IDN,2015,Asia,TRUE,2,49.1,Electoral democracy,Democracy,271989380,2559716700000,9413
-Mozambique,MOZ,2015,Africa,TRUE,2,29.9,Electoral autocracy,Autocracy,27553910,43140290000.00001,1566
-Nepal,NPL,2015,Asia,TRUE,3,30.599999999999998,Electoral democracy,Democracy,29201890,68505970000,2347
-Nicaragua,NIC,2015,Americas,FALSE,1,28.999999999999996,Electoral autocracy,Autocracy,6577240,31389110000,4773
-Niger,NER,2015,Africa,TRUE,3,30.9,Electoral democracy,Democracy,21075450,22908010000,1087
-Zambia,ZMB,2015,Africa,TRUE,2,32.800000000000004,Electoral autocracy,Autocracy,16876440,49539150000,2936
-Zimbabwe,ZWE,2015,Africa,FALSE,1,45,Electoral autocracy,Autocracy,15229849.999999998,42042060000,2761
-Guinea,GIN,2015,Africa,FALSE,1,24.9,Electoral autocracy,Autocracy,12117200,25585640000,2112
-Ivory Coast,CIV,2015,Africa,TRUE,3,29.7,Electoral autocracy,Autocracy,26180500,84567800000,3231
-Mauritania,MRT,2015,Africa,FALSE,1,14.499999999999998,Electoral autocracy,Autocracy,4168780,14871150000,3568
-Canada,CAN,2015,Americas,TRUE,4,87.5,Liberal democracy,Democracy,38056500,1717958780000,45154
-Botswana,BWA,2015,Africa,TRUE,3,69.8,Liberal democracy,Democracy,2279850,32376110000,14205
-Burundi,BDI,2015,Africa,FALSE,1,28.9,Electoral autocracy,Autocracy,10919179.999999998,8295640000,760
-Cape Verde,CPV,2015,Africa,TRUE,3,74,Electoral democracy,Democracy,563110,3308090000.0000005,5876
-Central African Republic,CAF,2015,Africa,FALSE,1,27.3,Electoral autocracy,Autocracy,5110630,3612320000.0000005,707
-Chile,CHL,2015,Americas,TRUE,3,62.7,Liberal democracy,Democracy,19167050,427664200000,22316
-Costa Rica,CRI,2015,Americas,TRUE,4,91.9,Liberal democracy,Democracy,5175370,80355740000,15530
-Timor-Leste,TLS,2015,Asia,TRUE,2,27.3,Electoral democracy,Democracy,1274560,4296480000,3372
-Ecuador,ECU,2015,Americas,TRUE,2,66.8,Electoral democracy,Democracy,17156540,175956430000,10259
-France,FRA,2015,Europe,TRUE,4,96.2,Liberal democracy,Democracy,70857430,2733788390000,38588
-Germany,DEU,2015,Europe,TRUE,4,94.5,Liberal democracy,Democracy,87483010,3766437610000,43066
-Guatemala,GTM,2015,Americas,TRUE,2,18.9,Electoral democracy,Democracy,17095570,115330280000,6748
-Iran,IRN,2015,Asia,TRUE,3,79.3,Electoral autocracy,Autocracy,82386180,890411500000,10811
-Iraq,IRQ,2015,Asia,FALSE,1,38,Electoral autocracy,Autocracy,38261490,371003170000,9699
-Ireland,IRL,2015,Europe,TRUE,3,83.7,Liberal democracy,Democracy,5066670,293119970000,57873
-Italy,ITA,2015,Europe,TRUE,3,94.3,Liberal democracy,Democracy,64739760,2076540880000,32083
-Jordan,JOR,2015,Asia,TRUE,2,73.7,Closed autocracy,Autocracy,9358560,73493690000,7854
-Latvia,LVA,2015,Europe,TRUE,4,89.1,Liberal democracy,Democracy,2125600,49990240000,23523
-Lesotho,LSO,2015,Africa,TRUE,2,80.2,Electoral democracy,Democracy,2148300,6726360000,3132
-Liberia,LBR,2015,Africa,TRUE,2,29.799999999999997,Electoral democracy,Democracy,4777870,5389960000,1128
-Malawi,MWI,2015,Africa,TRUE,2,30.099999999999998,Electoral democracy,Democracy,18186590,22459740000,1235
-Maldives,MDV,2015,Asia,FALSE,1,45.2,Electoral autocracy,Autocracy,484990,6390549999.999999,13184
-Mongolia,MNG,2015,Asia,TRUE,3,70.1,Electoral democracy,Democracy,3200179.9999999995,27859680000,8708
-Morocco,MAR,2015,Africa,TRUE,2,39,Closed autocracy,Autocracy,36595850,277949670000,7597
-Netherlands,NLD,2015,Europe,TRUE,3,95.8,Liberal democracy,Democracy,18105380,827633250000,45724
-Panama,PAN,2015,Americas,TRUE,3,62.6,Electoral democracy,Democracy,4141920,90096209999.99998,21759
-Qatar,QAT,2015,Asia,TRUE,2,95.3,Closed autocracy,Autocracy,2628590,239686349999.99997,91206
-Sierra Leone,SLE,2015,Africa,TRUE,2,41.699999999999996,Electoral democracy,Democracy,7147290,11501160000,1610
-Spain,ESP,2015,Europe,TRUE,3,88.4,Liberal democracy,Democracy,49989340,1632694549999.9998,32668.999999999996
-Syria,SYR,2015,Asia,FALSE,0,12.1,Closed autocracy,Autocracy,19326550,73906970000,3825
-Tunisia,TUN,2015,Africa,TRUE,2,69.5,Electoral democracy,Democracy,11879280.000000002,127663730000,10748
-Turkey,TUR,2015,Asia,FALSE,1,68.2,Electoral autocracy,Autocracy,85665939.99999999,1797627520000,20989
-Ukraine,UKR,2015,Europe,FALSE,1,79.3,Electoral autocracy,Autocracy,47473270,434693100000,9160
-United Kingdom,GBR,2015,Europe,TRUE,4,91.8,Liberal democracy,Democracy,70197610,2721010170000,38768
-Uruguay,URY,2015,Americas,TRUE,4,91.3,Liberal democracy,Democracy,3618460,72835890000,20135
-Algeria,DZA,2015,Africa,FALSE,1,75,Electoral autocracy,Autocracy,41789620.00000001,506319730000,12118
-Angola,AGO,2015,Africa,FALSE,1,17.7,Electoral autocracy,Autocracy,26615790,174493710000,6558
-Armenia,ARM,2015,Asia,TRUE,2,84.5,Electoral autocracy,Autocracy,3129769.9999999995,31945430000,10210
-Azerbaijan,AZE,2015,Asia,FALSE,1,19.7,Electoral autocracy,Autocracy,10082590,148475870000,14729
-Belarus,BLR,2015,Europe,TRUE,2,90.5,Electoral autocracy,Autocracy,10120690,200358440000,19799
-Cameroon,CMR,2015,Africa,FALSE,1,33.4,Electoral autocracy,Autocracy,25196450,69860780000,2774
-Chad,TCD,2015,Africa,FALSE,1,21.7,Electoral autocracy,Autocracy,14694940,29569690000,2013
-China,CHN,2015,Asia,FALSE,1,41.8,Closed autocracy,Autocracy,1464466200,19531273270000,13340
-Democratic Republic of the Congo,COD,2015,Africa,FALSE,0,23.400000000000002,Electoral autocracy,Autocracy,84617870,71373860000,844
-Republic of the Congo,COG,2015,Africa,FALSE,1,32.6,Electoral autocracy,Autocracy,5143680.000000001,19959350000,3882
-Djibouti,DJI,2015,Africa,TRUE,2,29.5,Electoral autocracy,Autocracy,974090.0000000001,4301650000,4417
-Dominican Republic,DOM,2015,Americas,TRUE,2,26,Electoral democracy,Democracy,10928610.000000002,146336820000,13393
-Eritrea,ERI,2015,Africa,FALSE,0,73.3,Closed autocracy,Autocracy,3377950,69736210000,20693
-Gabon,GAB,2015,Africa,TRUE,3,67.30000000000001,Electoral autocracy,Autocracy,2056210,24294440000,11818
-The Gambia,GMB,2015,Africa,FALSE,1,45.4,Electoral autocracy,Autocracy,2174380,4575190000,2105
-Georgia,GEO,2015,Asia,TRUE,3,82.39999999999999,Electoral democracy,Democracy,4455000,46517950000,10444
-Guinea-Bissau,GNB,2015,Africa,FALSE,1,29.4,Electoral democracy,Democracy,1839560,2713910000,1476
-Jamaica,JAM,2015,Americas,TRUE,3,72.7,Electoral democracy,Democracy,3014180,21653270000.000004,7186
-Kazakhstan,KAZ,2015,Asia,FALSE,1,69.8,Electoral autocracy,Autocracy,18655420,408157310000,21886
-Kyrgyzstan,KGZ,2015,Asia,TRUE,2,64.5,Electoral autocracy,Autocracy,6087809.999999999,28113300000,4619
-Laos,LAO,2015,Asia,FALSE,1,44.1,Closed autocracy,Autocracy,7239970,38167740000,5273
-Libya,LBY,2015,Africa,FALSE,0,41.699999999999996,Closed autocracy,Autocracy,6834000,60756719999.99999,8892
-Madagascar,MDG,2015,Africa,FALSE,1,15.8,Electoral autocracy,Autocracy,25888520,33003720000,1275
-Moldova,MDA,2015,Europe,TRUE,2,70,Electoral democracy,Democracy,3709700.0000000005,24097340000,6497
-Namibia,NAM,2015,Africa,TRUE,3,48.6,Electoral democracy,Democracy,2504430,24662640000,9850
-Rwanda,RWA,2015,Africa,TRUE,3,81.8,Electoral autocracy,Autocracy,12067800,23963000000,1986
-Somalia,SOM,2015,Africa,FALSE,1,4.5,Closed autocracy,Autocracy,14629340,25067630000,1711
-Sri Lanka,LKA,2015,Asia,TRUE,2,77.7,Electoral democracy,Democracy,22388739.999999996,254722920000,11380
-Tajikistan,TJK,2015,Asia,FALSE,1,38.7,Electoral autocracy,Autocracy,8759410,29051180000,3317
-Togo,TGO,2015,Africa,TRUE,3,62.3,Electoral democracy,Democracy,8002120,12535930000,1567
-Trinidad and Tobago,TTO,2015,Americas,TRUE,3,81,Liberal democracy,Democracy,1398210,43043260000,30789
-Turkmenistan,TKM,2015,Asia,FALSE,1,43.3,Closed autocracy,Autocracy,5789800,121445790000,20980
-Uzbekistan,UZB,2015,Asia,FALSE,1,58.599999999999994,Closed autocracy,Autocracy,32455540,316194360000,9744
-Austria,AUT,2015,Europe,TRUE,4,93.8,Liberal democracy,Democracy,9286850,398890199999.99994,42963
-Bahrain,BHR,2015,Asia,FALSE,1,74.1,Closed autocracy,Autocracy,1492040,46982120000.00001,31495
-Barbados,BRB,2015,Americas,TRUE,3,94.1,Liberal democracy,Democracy,310270,5106090000,16461
-Belgium,BEL,2015,Europe,TRUE,4,94.89999999999999,Liberal democracy,Democracy,12110010,498891030000,41208
-Bosnia and Herzegovina,BIH,2015,Europe,TRUE,2,68.30000000000001,Electoral democracy,Democracy,3868700,39143980000,10120
-Bulgaria,BGR,2015,Europe,TRUE,3,74.7,Electoral democracy,Democracy,7700300,131859360000,17129
-Comoros,COM,2015,Africa,FALSE,1,41.099999999999994,Electoral autocracy,Autocracy,843420,2009450000,2383
-Croatia,HRV,2015,Europe,TRUE,3,86.1,Electoral democracy,Democracy,4413730,90422090000,20490
-Cuba,CUB,2015,Americas,FALSE,1,83.6,Closed autocracy,Autocracy,12117860,100975830000,8335
-Cyprus,CYP,2015,Asia,TRUE,3,93.8,Liberal democracy,Democracy,1058440,28381810000,26820
-Czechia,CZE,2015,Europe,TRUE,3,95.7,Liberal democracy,Democracy,11284220,358071270000,31740
-Denmark,DNK,2015,Europe,TRUE,4,98.3,Liberal democracy,Democracy,6050520,269629130000,44576
-Equatorial Guinea,GNQ,2015,Africa,FALSE,1,29.4,Electoral autocracy,Autocracy,1051240,32196930000.000004,30635
-Estonia,EST,2015,Europe,TRUE,4,96,Liberal democracy,Democracy,1401370,37379100000,26679
-Finland,FIN,2015,Europe,TRUE,4,95.6,Liberal democracy,Democracy,5815490,221399940000,38086
-Greece,GRC,2015,Europe,TRUE,3,90.10000000000001,Liberal democracy,Democracy,11545800,273161370000,23667
-Guyana,GUY,2015,Americas,TRUE,3,64.3,Electoral democracy,Democracy,830380,8040080000,9686
-Iceland,ISL,2015,Europe,TRUE,3,96.8,Liberal democracy,Democracy,354470,17033390000,48062
-Israel,ISR,2015,Asia,TRUE,3,86.4,Liberal democracy,Democracy,8686590,309903630000,35687
-Kuwait,KWT,2015,Asia,TRUE,2,93.60000000000001,Closed autocracy,Autocracy,4022590,204233920000,50786
-Lithuania,LTU,2015,Europe,TRUE,3,93.2,Liberal democracy,Democracy,3125170,82289360000,26338
-Luxembourg,LUX,2015,Europe,TRUE,4,96.7,Liberal democracy,Democracy,617660,50430930000,81662
-North Macedonia,MKD,2015,Europe,TRUE,2,73.9,Electoral autocracy,Autocracy,2223710,27930030000,12564
-Malaysia,MYS,2015,Asia,TRUE,2,78.2,Electoral autocracy,Autocracy,32219280,749064880000,23254
-Malta,MLT,2015,Europe,TRUE,3,93.7,Electoral democracy,Democracy,478420,15863240000,33165
-Mauritius,MUS,2015,Africa,TRUE,3,92.5,Electoral democracy,Democracy,1366020,29717779999.999996,21759
-Montenegro,MNE,2015,Europe,TRUE,3,87.8,Electoral autocracy,Autocracy,666910,9623730000,14434
-Norway,NOR,2015,Europe,TRUE,4,98.6,Liberal democracy,Democracy,5456190,321282700000,58899
-Oman,OMN,2015,Asia,TRUE,3,81.89999999999999,Closed autocracy,Autocracy,4490960,114354520000,25468
-Paraguay,PRY,2015,Americas,TRUE,2,14.899999999999999,Electoral democracy,Democracy,7237610,63061910000,8716
-Romania,ROU,2015,Europe,TRUE,2,74.5,Electoral democracy,Democracy,21064600,345333890000,16400
-Sao Tome and Principe,STP,2015,Africa,TRUE,3,55.60000000000001,Electoral democracy,Democracy,210320,694820000,3304
-Saudi Arabia,SAU,2015,Asia,TRUE,2,78.8,Closed autocracy,Autocracy,33839570,1217517900000,35986
-Serbia,SRB,2015,Europe,TRUE,3,82.39999999999999,Electoral autocracy,Autocracy,7670359.999999999,94731180000,12353
-Seychelles,SYC,2015,Africa,TRUE,3,89.4,Liberal democracy,Democracy,100239.99999999999,2579390000,25738
-Singapore,SGP,2015,Asia,TRUE,4,93.89999999999999,Electoral autocracy,Autocracy,6012300,389506210000,64796.00000000001
-Slovakia,SVK,2015,Europe,TRUE,3,82.8,Liberal democracy,Democracy,5811200,162917540000,28044
-Slovenia,SVN,2015,Europe,TRUE,4,94.6,Liberal democracy,Democracy,2207160,67709140000,30684
-United Arab Emirates,ARE,2015,Asia,TRUE,3,88.1,Closed autocracy,Autocracy,9840010,639280310000,64982
-Hungary,HUN,2015,Europe,TRUE,3,72.2,Electoral democracy,Democracy,10551020,234996490000,22275
+country,continent,impartial,equal,democracy
+Mexico,Americas,TRUE,31.2,Democracy
+Suriname,Americas,TRUE,68.10000000000001,Democracy
+Sweden,Europe,TRUE,93.7,Democracy
+Switzerland,Europe,TRUE,96.6,Democracy
+Ghana,Africa,FALSE,53.300000000000004,Democracy
+South Africa,Africa,TRUE,38.6,Democracy
+Japan,Asia,TRUE,97.3,Democracy
+Burma/Myanmar,Asia,TRUE,23.1,Autocracy
+Russia,Europe,FALSE,73.3,Autocracy
+Albania,Europe,TRUE,69.69999999999999,Democracy
+Egypt,Africa,FALSE,12.7,Autocracy
+Yemen,Asia,FALSE,10.9,Autocracy
+Colombia,Americas,TRUE,36.7,Democracy
+Poland,Europe,TRUE,92.5,Democracy
+Brazil,Americas,TRUE,49.3,Democracy
+United States of America,Americas,TRUE,69.8,Democracy
+Portugal,Europe,TRUE,92.10000000000001,Democracy
+El Salvador,Americas,TRUE,28.4,Democracy
+Bangladesh,Asia,FALSE,18.5,Autocracy
+Bolivia,Americas,TRUE,35.3,Democracy
+Haiti,Americas,FALSE,13,Autocracy
+Honduras,Americas,TRUE,13.3,Autocracy
+Mali,Africa,FALSE,21.5,Democracy
+Pakistan,Asia,FALSE,12.7,Autocracy
+Peru,Americas,TRUE,39.300000000000004,Democracy
+Senegal,Africa,TRUE,56.8,Democracy
+South Sudan,Africa,FALSE,1.5,Autocracy
+Sudan,Africa,FALSE,8,Autocracy
+Vietnam,Asia,TRUE,77,Autocracy
+Afghanistan,Asia,FALSE,31.8,Autocracy
+Argentina,Americas,TRUE,69.69999999999999,Democracy
+Ethiopia,Africa,TRUE,37.4,Autocracy
+India,Asia,TRUE,35.8,Democracy
+Kenya,Africa,TRUE,47.699999999999996,Democracy
+North Korea,Asia,FALSE,58.599999999999994,Autocracy
+South Korea,Asia,TRUE,96.5,Democracy
+Lebanon,Asia,FALSE,49.5,Autocracy
+Nigeria,Africa,FALSE,25.1,Democracy
+Philippines,Asia,TRUE,32.1,Democracy
+Tanzania,Africa,TRUE,71.7,Autocracy
+Taiwan,Asia,TRUE,95.89999999999999,Democracy
+Thailand,Asia,FALSE,60.3,Autocracy
+Uganda,Africa,TRUE,33.4,Autocracy
+Venezuela,Americas,FALSE,22,Autocracy
+Benin,Africa,TRUE,62.4,Democracy
+Bhutan,Asia,TRUE,92.2,Democracy
+Burkina Faso,Africa,TRUE,28.599999999999998,Autocracy
+Cambodia,Asia,FALSE,17.4,Autocracy
+Indonesia,Asia,TRUE,49.1,Democracy
+Mozambique,Africa,TRUE,29.9,Autocracy
+Nepal,Asia,TRUE,30.599999999999998,Democracy
+Nicaragua,Americas,FALSE,28.999999999999996,Autocracy
+Niger,Africa,TRUE,30.9,Democracy
+Zambia,Africa,TRUE,32.800000000000004,Autocracy
+Zimbabwe,Africa,FALSE,45,Autocracy
+Guinea,Africa,FALSE,24.9,Autocracy
+Ivory Coast,Africa,TRUE,29.7,Autocracy
+Mauritania,Africa,FALSE,14.499999999999998,Autocracy
+Canada,Americas,TRUE,87.5,Democracy
+Botswana,Africa,TRUE,69.8,Democracy
+Burundi,Africa,FALSE,28.9,Autocracy
+Cape Verde,Africa,TRUE,74,Democracy
+Central African Republic,Africa,FALSE,27.3,Autocracy
+Chile,Americas,TRUE,62.7,Democracy
+Costa Rica,Americas,TRUE,91.9,Democracy
+Timor-Leste,Asia,TRUE,27.3,Democracy
+Ecuador,Americas,TRUE,66.8,Democracy
+France,Europe,TRUE,96.2,Democracy
+Germany,Europe,TRUE,94.5,Democracy
+Guatemala,Americas,TRUE,18.9,Democracy
+Iran,Asia,TRUE,79.3,Autocracy
+Iraq,Asia,FALSE,38,Autocracy
+Ireland,Europe,TRUE,83.7,Democracy
+Italy,Europe,TRUE,94.3,Democracy
+Jordan,Asia,TRUE,73.7,Autocracy
+Latvia,Europe,TRUE,89.1,Democracy
+Lesotho,Africa,TRUE,80.2,Democracy
+Liberia,Africa,TRUE,29.799999999999997,Democracy
+Malawi,Africa,TRUE,30.099999999999998,Democracy
+Maldives,Asia,FALSE,45.2,Autocracy
+Mongolia,Asia,TRUE,70.1,Democracy
+Morocco,Africa,TRUE,39,Autocracy
+Netherlands,Europe,TRUE,95.8,Democracy
+Panama,Americas,TRUE,62.6,Democracy
+Qatar,Asia,TRUE,95.3,Autocracy
+Sierra Leone,Africa,TRUE,41.699999999999996,Democracy
+Spain,Europe,TRUE,88.4,Democracy
+Syria,Asia,FALSE,12.1,Autocracy
+Tunisia,Africa,TRUE,69.5,Democracy
+Turkey,Asia,FALSE,68.2,Autocracy
+Ukraine,Europe,FALSE,79.3,Autocracy
+United Kingdom,Europe,TRUE,91.8,Democracy
+Uruguay,Americas,TRUE,91.3,Democracy
+Algeria,Africa,FALSE,75,Autocracy
+Angola,Africa,FALSE,17.7,Autocracy
+Armenia,Asia,TRUE,84.5,Autocracy
+Azerbaijan,Asia,FALSE,19.7,Autocracy
+Belarus,Europe,TRUE,90.5,Autocracy
+Cameroon,Africa,FALSE,33.4,Autocracy
+Chad,Africa,FALSE,21.7,Autocracy
+China,Asia,FALSE,41.8,Autocracy
+Democratic Republic of the Congo,Africa,FALSE,23.400000000000002,Autocracy
+Republic of the Congo,Africa,FALSE,32.6,Autocracy
+Djibouti,Africa,TRUE,29.5,Autocracy
+Dominican Republic,Americas,TRUE,26,Democracy
+Eritrea,Africa,FALSE,73.3,Autocracy
+Gabon,Africa,TRUE,67.30000000000001,Autocracy
+The Gambia,Africa,FALSE,45.4,Autocracy
+Georgia,Asia,TRUE,82.39999999999999,Democracy
+Guinea-Bissau,Africa,FALSE,29.4,Democracy
+Jamaica,Americas,TRUE,72.7,Democracy
+Kazakhstan,Asia,FALSE,69.8,Autocracy
+Kyrgyzstan,Asia,TRUE,64.5,Autocracy
+Laos,Asia,FALSE,44.1,Autocracy
+Libya,Africa,FALSE,41.699999999999996,Autocracy
+Madagascar,Africa,FALSE,15.8,Autocracy
+Moldova,Europe,TRUE,70,Democracy
+Namibia,Africa,TRUE,48.6,Democracy
+Rwanda,Africa,TRUE,81.8,Autocracy
+Somalia,Africa,FALSE,4.5,Autocracy
+Sri Lanka,Asia,TRUE,77.7,Democracy
+Tajikistan,Asia,FALSE,38.7,Autocracy
+Togo,Africa,TRUE,62.3,Democracy
+Trinidad and Tobago,Americas,TRUE,81,Democracy
+Turkmenistan,Asia,FALSE,43.3,Autocracy
+Uzbekistan,Asia,FALSE,58.599999999999994,Autocracy
+Austria,Europe,TRUE,93.8,Democracy
+Bahrain,Asia,FALSE,74.1,Autocracy
+Barbados,Americas,TRUE,94.1,Democracy
+Belgium,Europe,TRUE,94.89999999999999,Democracy
+Bosnia and Herzegovina,Europe,TRUE,68.30000000000001,Democracy
+Bulgaria,Europe,TRUE,74.7,Democracy
+Comoros,Africa,FALSE,41.099999999999994,Autocracy
+Croatia,Europe,TRUE,86.1,Democracy
+Cuba,Americas,FALSE,83.6,Autocracy
+Cyprus,Asia,TRUE,93.8,Democracy
+Czechia,Europe,TRUE,95.7,Democracy
+Denmark,Europe,TRUE,98.3,Democracy
+Equatorial Guinea,Africa,FALSE,29.4,Autocracy
+Estonia,Europe,TRUE,96,Democracy
+Finland,Europe,TRUE,95.6,Democracy
+Greece,Europe,TRUE,90.10000000000001,Democracy
+Guyana,Americas,TRUE,64.3,Democracy
+Iceland,Europe,TRUE,96.8,Democracy
+Israel,Asia,TRUE,86.4,Democracy
+Kuwait,Asia,TRUE,93.60000000000001,Autocracy
+Lithuania,Europe,TRUE,93.2,Democracy
+Luxembourg,Europe,TRUE,96.7,Democracy
+North Macedonia,Europe,TRUE,73.9,Autocracy
+Malaysia,Asia,TRUE,78.2,Autocracy
+Malta,Europe,TRUE,93.7,Democracy
+Mauritius,Africa,TRUE,92.5,Democracy
+Montenegro,Europe,TRUE,87.8,Autocracy
+Norway,Europe,TRUE,98.6,Democracy
+Oman,Asia,TRUE,81.89999999999999,Autocracy
+Paraguay,Americas,TRUE,14.899999999999999,Democracy
+Romania,Europe,TRUE,74.5,Democracy
+Sao Tome and Principe,Africa,TRUE,55.60000000000001,Democracy
+Saudi Arabia,Asia,TRUE,78.8,Autocracy
+Serbia,Europe,TRUE,82.39999999999999,Autocracy
+Seychelles,Africa,TRUE,89.4,Democracy
+Singapore,Asia,TRUE,93.89999999999999,Autocracy
+Slovakia,Europe,TRUE,82.8,Democracy
+Slovenia,Europe,TRUE,94.6,Democracy
+United Arab Emirates,Asia,TRUE,88.1,Autocracy
+Hungary,Europe,TRUE,72.2,Democracy
diff --git a/tests/data/titanic.csv b/tests/data/titanic.csv
new file mode 100644
index 0000000..57538b9
--- /dev/null
+++ b/tests/data/titanic.csv
@@ -0,0 +1,1313 @@
+Name,Passenger_Class,Woman,Survived
+"Allen, Miss Elisabeth Walton",1st,1,1
+"Allison, Miss Helen Loraine",1st,1,0
+"Allison, Mr Hudson Joshua Creighton",1st,0,0
+"Allison, Mrs Hudson JC (Bessie Waldo Daniels)",1st,1,0
+"Allison, Master Hudson Trevor",1st,0,1
+"Anderson, Mr Harry",1st,0,1
+"Andrews, Miss Kornelia Theodosia",1st,1,1
+"Andrews, Mr Thomas, jr",1st,0,0
+"Appleton, Mrs Edward Dale (Charlotte Lamson)",1st,1,1
+"Artagaveytia, Mr Ramon",1st,0,0
+"Astor, Colonel John Jacob",1st,0,0
+"Astor, Mrs John Jacob (Madeleine Talmadge Force)",1st,1,1
+"Aubert, Mrs Leontine Pauline",1st,1,1
+"Barkworth, Mr Algernon H",1st,0,1
+"Baumann, Mr John D",1st,0,0
+"Baxter, Mrs James (Helene DeLaudeniere Chaput)",1st,1,1
+"Baxter, Mr Quigg Edmond",1st,0,0
+"Beattie, Mr Thomson",1st,0,0
+"Beckwith, Mr Richard Leonard",1st,0,1
+"Beckwith, Mrs Richard Leonard (Sallie Monypeny)",1st,1,1
+"Behr, Mr Karl Howell",1st,0,1
+"Birnbaum, Mr Jakob",1st,0,0
+"Bishop, Mr Dickinson H",1st,0,1
+"Bishop, Mrs Dickinson H (Helen Walton)",1st,1,1
+"Bjornstrm-Steffansson, Mr Mauritz Hakan",1st,0,1
+"Blackwell, Mr Stephen Weart",1st,0,0
+"Blank, Mr Henry",1st,0,1
+"Bonnell, Miss Caroline",1st,1,1
+"Bonnell, Miss Elizabeth",1st,1,1
+"Borebank, Mr John James",1st,0,0
+"Bowen, Miss Grace Scott",1st,1,1
+"Bowerman, Miss Elsie Edith",1st,1,1
+"Bradley, Mr George",1st,0,1
+"Brady, Mr John Bertram",1st,0,0
+"Brandeis, Mr Emil",1st,0,0
+"Brewe, Dr Arthur Jackson",1st,0,0
+"Brown, Mrs James Joseph (Margaret Molly"" Tobin)""",1st,1,1
+"Brown, Mrs John Murray (Caroline Lane Lamson)",1st,1,1
+"Bucknell, Mrs William Robert (Emma Eliza Ward)",1st,1,1
+"Butt, Major Archibald Willingham",1st,0,0
+"Calderhead, Mr Edward P",1st,0,1
+"Candee, Mrs Edward (Helen Churchill Hungerford)",1st,1,1
+"Cardeza, Mrs James Warburton Martinez (Charlotte Wardle Drake)",1st,1,1
+"Cardeza, Mr Thomas Drake Martinez",1st,0,1
+"Carlsson, Mr Frans Olof",1st,0,0
+"Carrau, Mr Francisco M",1st,0,0
+"Carrau, Mr Jose Pedro",1st,0,0
+"Carter, Mr William Ernest",1st,0,1
+"Carter, Mrs William Ernest (Lucile Polk)",1st,1,1
+"Carter, Miss Lucile Polk",1st,1,1
+"Carter, Master William T II",1st,0,1
+"Case, Mr Howard Brown",1st,0,0
+"Cassebeer, Mrs Henry Arthur jr (Genevieve Fosdick)",1st,1,1
+"Cavendish, Mr Tyrell William",1st,0,0
+"Cavendish, Mrs Tyrell William Julia Florence Siegel",1st,1,1
+"Chaffee, Mr Herbert Fuller",1st,0,0
+"Chaffee, Mrs Herbert Fuller (Carrie Constance Toogood)",1st,1,1
+"Chambers, Mr Norman Campbell",1st,0,1
+"Chambers, Mrs Norman Campbell (Bertha Griggs)",1st,1,1
+"Cherry, Miss Gladys",1st,1,1
+"Chevre, Mr Paul",1st,0,1
+"Chibnall (Bowerman), Mrs Edith Martha",1st,1,1
+"Chisholm, Mr Roderick Robert",1st,0,0
+"Clark, Mr Walter Miller",1st,0,0
+"Clark, Mrs Walter Miller (Virginia McDowell)",1st,1,1
+"Clifford, Mr George Quincy",1st,0,0
+"Colley, Mr Edward Pomeroy",1st,0,0
+"Compton, Mrs Alexander Taylor (Mary Eliza Ingersoll)",1st,1,1
+"Compton, Mr Alexander Taylor, Jr",1st,0,0
+"Compton, Miss Sara Rebecca",1st,1,1
+"Cornell, Mrs Robert Clifford (Malvina Helen Lamson)",1st,1,1
+"Crafton, Mr John Bertram",1st,0,0
+"Crosby, Captain Edward Gifford",1st,0,0
+"Crosby, Mrs Edward Gifford (Catherine Elizabeth Halstead)",1st,1,1
+"Crosby, Miss Harriet R",1st,1,1
+"Cumings, Mr John Bradley",1st,0,0
+"Cumings, Mrs John Bradley (Florence Briggs Thayer)",1st,1,1
+"Daly, Mr Peter Denis ",1st,0,1
+"Daniel, Mr Robert Williams",1st,0,1
+"Davidson, Mr Thornton",1st,0,0
+"Davidson, Mrs Thornton (Orian Hays)",1st,1,1
+"de Villiers, Madame Berthe",1st,1,1
+"Dick, Mr Albert Adrian",1st,0,1
+"Dick, Mrs Albert Adrian Vera Gillespie",1st,1,1
+"Dodge, Dr Washington",1st,0,1
+"Dodge, Mrs Washington (Ruth Vidaver)",1st,1,1
+"Dodge, Master Washington",1st,0,1
+"Douglas, Mrs Frederick Charles (Suzette Baxter)",1st,1,1
+"Douglas, Mr Walter Donald",1st,0,0
+"Douglas, Mrs Walter Donald (Mahala Dutton)",1st,1,1
+"Duff Gordon, Sir Cosmo Edmund",1st,0,1
+"Duff Gordon, Lady (Lucille Wallace Sutherland)",1st,1,1
+"Dulles, Mr William Crothers",1st,0,0
+"Earnshaw, Mrs Boulton (Olive Potter)",1st,1,1
+"Eustis, Miss Elizabeth Mussey",1st,1,1
+"Evans, Miss Edith Corse",1st,1,0
+"Flegenheim, Mrs Alfred (Antoinette)",1st,1,1
+"Flynn, Mr John Irving",1st,0,1
+"Foreman, Mr Benjamin Laventall",1st,0,0
+"Fortune, Miss Alice Elizabeth",1st,1,1
+"Fortune, Mr Charles Alexander",1st,0,0
+"Fortune, Miss Ethel Flora",1st,1,1
+"Fortune, Miss Mabel",1st,1,1
+"Fortune, Mr Mark",1st,0,0
+"Fortune, Mrs Mark (Mary McDougald)",1st,1,1
+"Franklin, Mr Thomas Parham",1st,0,0
+"Frauenthal, Dr Henry William",1st,0,1
+"Frauenthal, Mrs Henry William (Clara Heinsheimer)",1st,1,1
+"Frauenthal, Mr Isaac Gerald",1st,0,1
+"Frolicher, Miss Marguerite",1st,1,1
+"Frolicher-Stehli, Mr Maxmillian",1st,0,1
+"Frolicher-Stehli, Mrs Maxmillian (Margaretha Emerentia Stehli)",1st,1,1
+"Futrelle, Mr Jacques",1st,0,0
+"Futrelle, Mrs Jacques (May Peel)",1st,1,1
+"Gee, Mr Arthur H",1st,0,0
+"Gibson, Miss Dorothy",1st,1,1
+"Gibson, Mrs Leonard (Pauline C Boeson)",1st,1,1
+"Goldenberg, Mr Samuel L",1st,0,1
+"Goldenberg, Mrs Samuel L (Edwiga Grabowsko)",1st,1,1
+"Goldschmidt, Mr George B",1st,0,0
+"Gracie, Colonel Archibald IV",1st,0,1
+"Graham, Mr George Edward",1st,0,0
+"Graham, Miss Margaret Edith",1st,1,1
+"Graham, Mrs William Thompson (Edith Junkins)",1st,1,1
+"Greenfield, Mrs Leo David (Blanche Strouse)",1st,1,1
+"Greenfield, Mr William Bertram",1st,0,1
+"Guggenheim, Mr Benjamin",1st,0,0
+"Harder, Mr George Achilles",1st,0,1
+"Harder, Mrs George Achilles (Dorothy Annan)",1st,1,1
+"Harper, Mr Henry Sleeper",1st,0,1
+"Harper, Mrs Henry Sleeper (Myna Haxtun)",1st,1,1
+"Harris, Mr Henry Birkhardt",1st,0,0
+"Harris, Mrs Henry Birkhardt (Irene Wallach)",1st,1,1
+"Hawksford, Mr Walter James",1st,0,1
+"Hays, Mr Charles Melville",1st,0,0
+"Hays, Mrs Charles Melville (Clara Jennings Gregg)",1st,1,1
+"Hays, Miss Margaret Bechstein",1st,1,1
+"Head, Mr Christopher",1st,0,0
+"Hilliard, Mr Herbert Henry",1st,0,0
+"Hipkins, Mr William Edward",1st,0,0
+"Hippach, Miss Jean Gertrude",1st,1,1
+"Hippach, Mrs Louis Albert (Ida Sophia Fischer)",1st,1,1
+"Hogeboom, Mrs John C (Anna Andrews)",1st,1,1
+"Holverson, Mr Alexander Oskar",1st,0,0
+"Holverson, Mrs Alexander Oskar (Mary Aline Towner)",1st,1,1
+"Homer, Mr Harry",1st,0,1
+"Hoyt, Mr Frederick Maxfield",1st,0,1
+"Hoyt, Mrs Frederick Maxfield (Jane Anne Forby)",1st,1,1
+"Hoyt, Mr William F",1st,0,0
+"Isham, Miss Anne Elizabeth",1st,1,0
+"Ismay, Mr Joseph Bruce",1st,0,1
+"Jones, Mr Charles Cresson",1st,0,0
+"Julian, Mr Henry Forbes",1st,0,0
+"Kent, Mr Edward Austin",1st,0,0
+"Kenyon, Mr Frederick R",1st,0,0
+"Kenyon, Mrs Frederick R (Marion)",1st,1,1
+"Kimball, Mr Edwin Nelson Jr",1st,0,1
+"Kimball, Mrs Edwin Nelson Jr (Gertrude Parsons)",1st,1,1
+"Klaber, Mr Herman",1st,0,0
+"Leader, Dr Alice Farnham",1st,1,1
+"Lewy, Mr Ervin G",1st,0,0
+"Lindeberg-Lind, Mr Erik Gustaf",1st,0,0
+"Lindstrom, Mrs Carl Johan (Sigrid Posse)",1st,1,1
+"Lines, Mrs Ernest H (Elizabeth Lindsey James)",1st,1,1
+"Lines, Miss Mary Conover",1st,1,1
+"Lingrey, Mr Edward",1st,0,0
+"Long, Mr Milton Clyde",1st,0,0
+"Longley, Miss Gretchen Fiske",1st,1,1
+"Loring, Mr Joseph Holland",1st,0,0
+"Madill, Miss Georgette Alexandra",1st,1,1
+"Maguire, Mr John Edward",1st,0,0
+"Marechal, Mr Pierre",1st,0,1
+"Marvin, Mr Daniel Warner",1st,0,0
+"Marvin, Mrs Daniel Warner (Mary Graham Carmichael Farquarson)",1st,1,1
+"McCaffry, Mr Thomas Francis",1st,0,0
+"McCarthy, Mr Timothy J",1st,0,0
+"McGough, Mr James R",1st,0,1
+"Meyer, Mr Edgar Joseph",1st,0,0
+"Meyer, Mrs Edgar Joseph (Leila Saks)",1st,1,1
+"Millet, Mr Francis Davis",1st,0,0
+"Minahan, Miss Daisy E",1st,1,1
+"Minahan, Dr William Edward",1st,0,0
+"Minahan, Mrs William Edward (Lillian E Thorpe)",1st,1,1
+"Mock, Mr Philip E",1st,0,1
+"Molson, Mr Harry Markland",1st,0,0
+"Moore, Mr Clarence Bloomfield",1st,0,0
+"Natsch, Mr Charles H",1st,0,0
+"Newell, Mr Arthur Webster",1st,0,0
+"Newell, Miss Madeleine",1st,1,1
+"Newell, Miss Marjorie",1st,1,1
+"Newsom, Miss Helen Monypeny",1st,1,1
+"Nicholson, Mr Arthur Ernest",1st,0,0
+"Omont, Mr A Fernand",1st,0,1
+"Ostby, Mr Engelhart Cornelius",1st,0,0
+"Ostby, Miss Helen Raghnild",1st,1,1
+"Ovies y Rodriguez, Mr Servando",1st,0,0
+"Parr, Mr William Henry Marsh",1st,0,0
+"Partner, Mr Austin",1st,0,0
+"Payne, Mr Vivian Ponsonby",1st,0,0
+"Pears, Mr Thomas",1st,0,0
+"Pears, Mrs Thomas (Edith)",1st,1,1
+"Penasco, Mr Victor de Satode",1st,0,0
+"Penasco, Mrs Victor de Satode (Josefa de Soto)",1st,1,1
+"Peuchen, Major Arthur Godfrey",1st,0,1
+"Porter, Mr Walter Chamberlain",1st,0,0
+"Potter, Mrs Thomas, Jr (Lily Alexenia Wilson)",1st,1,1
+"Reuchlin, Jonkheer John George",1st,0,0
+"Rheims, Mr George Lucien",1st,0,1
+"Robert, Mrs Edward Scott (Elisabeth Walton McMillan)",1st,1,1
+"Roebling, Mr Washington Augustus 2nd",1st,0,0
+"Romaine, Mr Charles Hallace",1st,0,1
+"Rood, Mr Hugh R",1st,0,0
+"Rosenbaum (Russell), Miss Edith Louise",1st,1,1
+"Ross, Mr John Hugo",1st,0,0
+"Rothes, the Countess of (Noel Lucy Martha Dyer-Edwardes)",1st,1,1
+"Rothschild, Mr Martin",1st,0,0
+"Rothschild, Mrs Martin (Elizabeth L Barrett)",1st,1,1
+"Rowe, Mr Alfred G",1st,0,0
+"Ryerson, Mr Arthur Larned",1st,0,0
+"Ryerson, Mrs Arthur Larned (Emily Maria Borie)",1st,1,1
+"Ryerson, Miss Emily Borie",1st,1,1
+"Ryerson, Master John Borie",1st,0,1
+"Ryerson, Miss Susan (Suzette) Parker",1st,1,1
+"Saalfeld, Mr Adolphe",1st,0,1
+"Salomon, Mr Abraham L",1st,0,1
+"Schabert, Mrs Paul (Emma Mock)",1st,1,1
+"Seward, Mr Frederic Kimber",1st,0,1
+"Shutes, Miss Elizabeth W",1st,1,1
+"Silverthorne, Mr Spencer Victor",1st,0,1
+"Silvey, Mr William Baird",1st,0,0
+"Silvey, Mrs William Baird (Alice Munger)",1st,1,1
+"Simonius-Blumer, Col Alfons",1st,0,1
+"Sloper, Mr William Thompson",1st,0,1
+"Smart, Mr John Montgomery",1st,0,0
+"Smith, Mr James Clinch",1st,0,0
+"Smith, Mr Lucien Philip",1st,0,0
+"Smith, Mrs Lucien Philip (Mary Eloise Hughes",1st,1,1
+"Smith, Mr Richard William",1st,0,0
+"Snyder, Mr John Pillsbury",1st,0,1
+"Snyder, Mrs John Pillsbury (Nelle Stevenson)",1st,1,1
+"Spedden, Mr Frederick Oakley",1st,0,1
+"Spedden, Mrs Frederick Oakley (Margaretta Corning Stone)",1st,1,1
+"Spedden, Master Robert Douglas",1st,0,1
+"Spencer, Mr William Augustus",1st,0,0
+"Spencer, Mrs William Augustus (Marie Eugenie)",1st,1,1
+"Staehlin, Dr Max",1st,0,1
+"Stead, Mr William Thomas",1st,0,0
+"Stengel, Mr Charles Emil Henry",1st,0,1
+"Stengel, Mrs Charles Emil Henry (Annie May Morris)",1st,1,1
+"Stephenson, Mrs Walter Bertram (Martha Eustis)",1st,1,1
+"Stewart, Mr Albert A",1st,0,0
+"Stone, Mrs George Nelson (Martha E)",1st,1,1
+"Straus, Mr Isidor",1st,0,0
+"Straus, Mrs Isidor (Ida Blun)",1st,1,0
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+"Taussig, Mr Emil",1st,0,0
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+"Taussig, Miss Ruth",1st,1,1
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+"Thayer, Mr John Borland",1st,0,0
+"Thayer, Mrs John Borland (Marian Longstreth Morris)",1st,1,1
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+"Thorne, Mr George (alias of: Mr George Rosenshine)",1st,0,0
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+"Tucker, Mr Gilbert Milligan, jr",1st,0,1
+"Uruchurtu, Mr Manuel E",1st,0,0
+"Van Derhoef, Mr Wyckoff",1st,0,0
+"Walker, Mr William Anderson",1st,0,0
+"Warren, Mr Frank Manley",1st,0,0
+"Warren, Mrs Frank Manley (Anna S Atkinson)",1st,1,1
+"Weir, Col John",1st,0,0
+"White, Mrs J Stuart (Ella Holmes)",1st,1,1
+"White, Mr Percival Wayland",1st,0,0
+"White, Mr Richard Frasar",1st,0,0
+"Wick, Mr George Dennick",1st,0,0
+"Wick, Mrs George Dennick (Martha Hitchcock)",1st,1,1
+"Wick, Miss Mary Natalie",1st,1,1
+"Widener, Mr George Dunton",1st,0,0
+"Widener, Mrs George Dunton (Eleanor Elkins)",1st,1,1
+"Widener, Mr Harry Elkins",1st,0,0
+"Willard, Miss Constance",1st,1,1
+"Williams, Mr Charles Duane",1st,0,0
+"Williams, Mr Fletcher Lambert",1st,0,0
+"Williams, Mr Richard Norris II",1st,0,1
+"Woolner, Mr Hugh",1st,0,1
+"Wright, Mr George",1st,0,0
+"Young, Miss Marie Grice",1st,1,1
+"Barber, Ms ",1st,1,1
+"Bazzani, Ms Albina",1st,1,1
+"Bidois, Miss Rosalie",1st,1,1
+"Bird, Ms Ellen",1st,1,1
+"Bissetti, Ms Amelia",1st,1,1
+"Burns, Ms Elizabeth Margaret",1st,1,1
+"Chaudanson, Ms         Victorine",1st,1,1
+"Cleaver, Ms Alice",1st,1,1
+"Daniels, Ms Sarah",1st,1,1
+"Endres, Miss Caroline Louise",1st,1,1
+"Farthing, Mr John",1st,0,0
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+"Fry, Mr Richard",1st,0,0
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+"Giglio, Mr Victor",1st,0,0
+"Harrington, Mr Charles",1st,0,0
+"Harrison, Mr William   Henry",1st,0,0
+"Hassah, Mr Hamad",1st,0,0
+"Icabad (Icabod), Ms",1st,1,1
+"Keeping, Mr Edwin",1st,0,0
+"Kenchen, Ms Amelia",1st,1,1
+"LeRoy, Miss Berthe",1st,1,1
+"Lesneur, Mr Gustave",1st,0,0
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+"Oliva, Mlle",1st,1,0
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+"Ringhini, Mr Sante",1st,0,0
+"Robbins, Mr Victor",1st,0,0
+"Segesser, Mlle Emma",1st,1,1
+"Seredeca, Ms",1st,1,0
+"Ward, Ms Anna",1st,1,0
+"Wilson, Ms Helen",1st,1,1
+"Abelson, Mr Samuel",2nd,0,0
+"Abelson, Mrs Samuel (Anna)",2nd,1,1
+"Andrew, Mr Edgar Samuel",2nd,0,0
+"Andrew, Mr Frank",2nd,0,0
+"Angle, Mr William A",2nd,0,0
+"Angle, Mrs William A (Florence)",2nd,1,1
+"Ashby, Mr John",2nd,0,0
+"Bailey, Mr Percy Andrew",2nd,0,0
+"Baimbrigge, Mr Charles R",2nd,0,0
+"Balls, Mrs Ada E Hall",2nd,1,1
+"Banfield, Mr Frederick J",2nd,0,0
+"Bateman, Rev Robert James",2nd,0,0
+"Beane, Mr Edward",2nd,0,1
+"Beane, Mrs Edward (Ethel Clarke)",2nd,1,1
+"Beauchamp, Mr Henry James",2nd,0,0
+"Becker, Mrs Allen Oliver (Nellie E Baumgardner)",2nd,1,1
+"Becker, Miss Marion Louise",2nd,1,1
+"Becker, Master Richard F",2nd,0,1
+"Becker, Miss Ruth Elizabeth",2nd,1,1
+"Beesley, Mr Lawrence",2nd,0,1
+"Bentham, Miss Lilian W",2nd,1,1
+"Berriman, Mr William S",2nd,0,0
+"Botsford, Mr William Hull",2nd,0,0
+"Bowenur, Mr Solomon",2nd,0,0
+"Bracken, Mr James H",2nd,0,0
+"Brown, Miss Edith E",2nd,1,1
+"Brown, Mr Thomas William Solomon",2nd,0,0
+"Brown, Mrs Thomas William Solomon (Elizabeth C)",2nd,1,1
+"Bryhl, Miss Dagmar",2nd,1,1
+"Bryhl, Mr Kurt Arnold Gottfrid",2nd,0,0
+"Buss, Miss Kate",2nd,1,1
+"Butler, Mr Reginald Fenton",2nd,0,0
+"Byles, Rev Thomas Roussel D",2nd,0,0
+"Bystrom, Mrs Carolina",2nd,1,1
+"Caldwell, Mr Albert Francis",2nd,0,1
+"Caldwell, Mrs Albert Francis (Sylvia Mae Harbaugh)",2nd,1,1
+"Caldwell, Master Alden Gates",2nd,0,1
+"Cameron, Miss Clear",2nd,1,1
+"Campbell, Mr William",2nd,0,0
+"Carbines, Mr William",2nd,0,0
+"Carter, Rev Ernest Courtenay",2nd,0,0
+"Carter, Mrs Ernest Courtenay (Lillian Hughes)",2nd,1,0
+"Chapman, Mr Charles Henry",2nd,0,0
+"Chapman, Mr John Henry",2nd,0,0
+"Chapman, Mrs John Henry (Elizabeth Lawry)",2nd,1,0
+"Christy, Mrs Alice Frances",2nd,1,1
+"Christy, Miss Julie",2nd,1,1
+"Clarke, Mr Charles V",2nd,0,0
+"Clarke, Mrs Charles V (Ada Maria)",2nd,1,1
+"Coleridge, Mr Reginald Charles",2nd,0,0
+"Collander, Mr Erik",2nd,0,0
+"Collett, Mr Sidney C Stuart",2nd,0,1
+"Collyer, Mr Harvey",2nd,0,0
+"Collyer, Mrs Harvey (Charlotte Tate)",2nd,1,1
+"Collyer, Miss Marjorie",2nd,1,1
+"Cook, Mrs Selena Rogers",2nd,1,0
+"Corbett, Mrs Walter H (Irene Colvin)",2nd,1,0
+"Corey, Mrs Percy C (Mary Phyllis Elizabeth Miller)",2nd,1,0
+"Cotterill, Mr Harry",2nd,0,0
+"Cunningham, Mr Alfred Fleming",2nd,0,0
+"Davies, Mr Charles Henry",2nd,0,0
+"Davis, Mrs Agnes",2nd,1,1
+"Davis, Master John Morgan",2nd,0,1
+"Davis, Miss Mary",2nd,1,1
+"Deacon, Mr Percy",2nd,0,0
+"de Brito, Mr Jose Joaquim",2nd,0,0
+"del Carlo, Mr Sebastiano",2nd,0,0
+"del Carlo, Mrs Sebastiano (Argenia Genovese)",2nd,1,1
+"Denbury, Mr Herbert",2nd,0,0
+"Dibden, Mr William",2nd,0,0
+"Doling, Mrs Ada",2nd,1,1
+"Doling, Miss Elsie",2nd,1,1
+"Downton (?Douton), Mr William James",2nd,0,0
+"Drew, Mr James Vivian",2nd,0,0
+"Drew, Mrs James Vivian (Lulu Thorne Christian)",2nd,1,1
+"Drew, Master Marshall Brines",2nd,0,1
+"Duran y More, Miss Asuncion",2nd,1,1
+"Duran y More, Miss Florentina",2nd,1,1
+"Eitemiller, Mr George Floyd",2nd,0,0
+"Enander, Mr Ingvar",2nd,0,0
+"Fahlstrom, Mr Arne Jonas",2nd,0,0
+"Faunthorpe, Mr Harry",2nd,0,0
+"Faunthorpe, Mrs Lizzie (see Wilkinson, E)",2nd,1,1
+"Fillbrook, Mr Charles",2nd,0,0
+"Fox, Mr Stanley H",2nd,0,0
+"Frost, Mr Anthony (Archie) W",2nd,0,0
+"Funk, Miss Annie C",2nd,1,0
+"Fynney, Mr Joseph J",2nd,0,0
+"Gale, Mr Harry",2nd,0,0
+"Gale, Mr Shadrach",2nd,0,0
+"Garside, Miss Ethel",2nd,1,1
+"Gaskell, Mr Alfred",2nd,0,0
+"Gavey, Mr Lawrence",2nd,0,0
+"Gilbert, Mr William",2nd,0,0
+"Giles, Mr Edgar",2nd,0,0
+"Giles, Mr Frederick",2nd,0,0
+"Giles, Mr Ralph",2nd,0,0
+"Gill, Mr John W",2nd,0,0
+"Gillespie, Mr William",2nd,0,0
+"Givard, Mr Hans Christensen",2nd,0,0
+"Greenberg, Mr Samuel",2nd,0,0
+"Hale, Mr Reginald",2nd,0,0
+"Hamalainen, Mrs William (Anna)",2nd,1,1
+"Hamalainen, Master Viljo",2nd,0,1
+"Harbeck, Mr William H",2nd,0,0
+"Harper, Rev John",2nd,0,0
+"Harper, Miss Nina",2nd,1,1
+"Harris, Mr George",2nd,0,1
+"Harris, Mr Walter",2nd,0,0
+"Hart, Mr Benjamin",2nd,0,0
+"Hart, Mrs Benjamin (Esther)",2nd,1,1
+"Hart, Miss Eva Miriam",2nd,1,1
+"Herman, Miss Alice",2nd,1,1
+"Herman, Miss Kate",2nd,1,1
+"Herman, Mr Samuel",2nd,0,0
+"Herman, Mrs Samuel (Jane Laver)",2nd,1,1
+"Hewlett, Mrs Mary D",2nd,1,1
+"Hickman, Mr Leonard Mark",2nd,0,0
+"Hickman, Mr Lewis",2nd,0,0
+"Hickman, Mr Stanley George",2nd,0,0
+"Hiltunen, Miss Marta",2nd,1,0
+"Hocking, Mrs Elizabeth",2nd,1,1
+"Hocking, Mr George",2nd,0,0
+"Hocking, Miss Ellen (Nellie)",2nd,1,1
+"Hocking, Mr Samuel James",2nd,0,0
+"Hodges, Mr Henry Price",2nd,0,0
+"Hold, Mr Stephen",2nd,0,0
+"Hold, Mrs Stephen (Annie Margaret)",2nd,1,1
+"Hood, Mr Ambrose, Jr",2nd,0,0
+"Hosono, Mr Masafumi",2nd,0,1
+"Howard, Mr Benjamin",2nd,0,0
+"Howard, Mrs Benjamin (Ellen Truelove)",2nd,1,0
+"Hunt, Mr George Henry",2nd,0,0
+"Ilett, Miss Bertha",2nd,1,1
+"Jacobsohn, Mrs Sidney Samuel (Amy Frances Christy)",2nd,1,1
+"Jarvis, Mr John Denzil",2nd,0,0
+"Jefferys, Mr Clifford",2nd,0,0
+"Jefferys, Mr Ernest",2nd,0,0
+"Jenkin, Mr Stephen Curnow",2nd,0,0
+"Jerwan, Mrs Amin S (Marie Thuillard)",2nd,1,1
+"Kantor, Mr Sinai",2nd,0,0
+"Kantor, Mrs Sinai (Miriam Sternim)",2nd,1,1
+"Karnes, Mrs J Frank (Claire Bennett)",2nd,1,0
+"Keane, Mr Daniel",2nd,0,0
+"Keane, Miss Nora A",2nd,1,1
+"Kelly, Mrs Florence (Fannie)",2nd,1,1
+"Kirkland, Rev Charles Leonard",2nd,0,0
+"Knight, Mr Robert",2nd,0,0
+"Kvillner, Mr Johan Henrik Johannesson",2nd,0,0
+"Lahtinen, Rev William",2nd,0,0
+"Lahtinen, Mrs William (Anna Sylvan)",2nd,1,0
+"Lamb, Mr John James",2nd,0,0
+"Lemore, Mrs Amelia",2nd,1,1
+"LaRoche, Mr Joseph",2nd,0,0
+"LaRoche, Mrs Joseph (Juliet)",2nd,1,1
+"LaRoche, Miss Louise",2nd,1,1
+"LaRoche, Miss Simonne",2nd,1,1
+"Lehmann, Miss Bertha",2nd,1,1
+"Leitch, Miss Jessie",2nd,1,1
+"Levy, Mr Rene Jacques",2nd,0,0
+"Leyson, Mr Robert William Norman",2nd,0,0
+"Lingan, Mr John",2nd,0,0
+"Louch, Mr Charles Alexander",2nd,0,0
+"Louch, Mrs Charles Alexander (Alice Adelaide)",2nd,1,1
+"Mack, Mrs Mary",2nd,1,0
+"Malachard, Mr Noel",2nd,0,0
+"Mallet, Mr Albert",2nd,0,0
+"Mallet, Mrs Albert (Antoinette)",2nd,1,1
+"Mallet, Master Andre",2nd,0,1
+"Mangiavacchi, Mr Serafino Emilio",2nd,0,0
+"Mantvila, Rev Joseph",2nd,0,0
+"Marshall, Mrs Kate Louise Phillips",2nd,1,1
+"Matthews, Mr William John",2nd,0,0
+"Maybery, Mr Frank H",2nd,0,0
+"McCrae, Mr Arthur Gordon",2nd,0,0
+"McCrie, Mr James Matthew",2nd,0,0
+"McKane, Mr Peter D",2nd,0,0
+"Mellenger, Mrs Elizabeth Anne",2nd,1,1
+"Mellenger, Miss Madeleine Violet",2nd,1,1
+"Mellor, Mr William John",2nd,0,1
+"Meyer, Mr August",2nd,0,0
+"Milling, Mr Jacob Christian",2nd,0,0
+"Mitchell, Mr Henry Michael",2nd,0,0
+"Moraweck, Dr Ernest",2nd,0,0
+"Morley, Mr William",2nd,0,0
+"Mudd, Mr Thomas C",2nd,0,0
+"Myles, Mr Thomas Francis",2nd,0,0
+"Nasser (Nasrallah), Mr Nicholas",2nd,0,0
+"Nasser (Nasrallah), Mrs Nicholas",2nd,1,1
+"Navratil, Master Edmond Roger",2nd,0,1
+"Navratil, Mr Michel",2nd,0,0
+"Navratil, Master Michel M",2nd,0,1
+"Nesson, Mr Israel",2nd,0,0
+"Nicholls, Mr Joseph Charles",2nd,0,0
+"Norman, Mr Robert Douglas",2nd,0,0
+"Nourney, Mr Alfred (aka Baron von Drachstedt)",2nd,0,1
+"Nye, Mrs Elizabeth Ramell",2nd,1,1
+"Otter, Mr Richard",2nd,0,0
+"Oxenham, Mr Percy Thomas",2nd,0,1
+"Padro y Manent, Mr Julian",2nd,0,1
+"Pain, Dr Alfred",2nd,0,0
+"Pallas y Castello, Mr Emilio",2nd,0,1
+"Parker, Mr Clifford R",2nd,0,0
+"Parkes, Mr Francis (Frank)",2nd,0,0
+"Parrish, Mrs Lutie Davis",2nd,1,1
+"Pengelly, Mr Frederick",2nd,0,0
+"Peruschitz, Rev Joseph M",2nd,0,0
+"Phillips, Miss Alice",2nd,1,1
+"Phillips, Mr Robert",2nd,0,0
+"Pinsky, Miss Rosa",2nd,1,1
+"Ponesell, Mr Martin",2nd,0,0
+"Portaluppi, Mr Emilio",2nd,0,1
+"Pulbaum, Mr Frank",2nd,0,0
+"Quick, Mrs Frederick C (Jane Richards)",2nd,1,1
+"Quick, Miss Phyllis May",2nd,1,1
+"Quick, Miss Winifred Vera",2nd,1,1
+"Reeves, Mr David",2nd,0,0
+"Renouf, Mr Peter Henry",2nd,0,0
+"Renouf, Mrs Peter Henry (Lillian Jefferys)",2nd,1,1
+"Reynaldo, Mrs Encarnacion",2nd,1,1
+"Richard, Mr Emil",2nd,0,0
+"Richards, Master George Sidney",2nd,0,1
+"Richards, Mrs Sidney (Emily Hocking)",2nd,1,1
+"Richards, Master William Rowe",2nd,0,1
+"Ridsdale, Miss Lucy",2nd,1,1
+"Rogers, Mr Harry",2nd,0,0
+"Rugg, Miss Emily",2nd,1,1
+"Sedgwick, Mr Charles Frederick Waddington",2nd,0,0
+"Sharp, Mr Percival",2nd,0,0
+"Shelley, Mrs William (Imanita)",2nd,1,1
+"Silven, Miss Lyyli",2nd,1,1
+"Sincock, Miss Maude",2nd,1,1
+"Siukonnen, Miss Anna",2nd,1,1
+"Sjostedt, Mr Ernst Adolf",2nd,0,0
+"Slayter, Miss Hilda Mary",2nd,1,1
+"Slemen, Mr Richard James",2nd,0,0
+"Smith (Schmidt), Mr Augustus",2nd,0,0
+"Smith, Miss Marion",2nd,1,1
+"Sobey, Mr Hayden",2nd,0,0
+"Stanton, Mr Samuel Ward",2nd,0,0
+"Stokes, Mr Philip Joseph",2nd,0,0
+"Sweet, Mr George",2nd,0,0
+"Toomey, Miss Ellen",2nd,1,1
+"Troupiansky, Mr Moses Aaron",2nd,0,0
+"Trout, Mrs William H (Jessie L)",2nd,1,1
+"Troutt, Miss Edwina Celia",2nd,1,1
+"Turpin, Mr William John",2nd,0,0
+"Turpin, Mrs William John (Dorothy Anne Wonnacott)",2nd,1,0
+"Veale, Mr James",2nd,0,0
+"Waelens, Mr Achille",2nd,0,0
+"Walcroft, Miss Nellie",2nd,1,1
+"Ware, Mr John James",2nd,0,0
+"Ware, Mrs John James (Florence Louise Long)",2nd,1,1
+"Ware, Mr William J",2nd,0,0
+"Watson, Mr Ennis Hastings",2nd,0,0
+"Watt, Miss Bertha",2nd,1,1
+"Watt, Mrs James (Bessie Inglis Milne)",2nd,1,1
+"Webber, Miss Susan",2nd,1,1
+"Weisz, Mr Leopold",2nd,0,0
+"Weisz, Mrs Leopold (Mathilde)",2nd,1,1
+"Wells, Mrs Arthur H (Addie Trevaskis)",2nd,1,1
+"Wells, Miss Joan",2nd,1,1
+"Wells, Master Ralph Lester",2nd,0,1
+"West, Miss Barbara J",2nd,1,1
+"West, Miss Constance Mirium",2nd,1,1
+"West, Mr Edwy Arthur",2nd,0,0
+"West, Mrs Edwy Arthur (Ada Mary)",2nd,1,1
+"Wheadon, Mr Edward",2nd,0,0
+"Wheeler, Mr Edwin",2nd,0,0
+"Wheeler, Mr Frederick",2nd,0,0
+"Wilhelms, Mr Charles",2nd,0,1
+"Wilkinson, Mrs Elizabeth Anne",2nd,1,1
+"Williams, Mr Charles Eugene",2nd,0,1
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+"Yrois, Miss Henriette",2nd,1,0
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+"Brown, Miss Mildred",2nd,1,1
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+"Abbing, Mr Anthony",3rd,0,0
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+"Abbott, Mrs Stanton (Rosa)",3rd,1,1
+"Abelseth, Miss Anna Karen",3rd,1,1
+"Abelseth, Mr Olaus",3rd,0,1
+"Abraham, Mrs Joseph (Sophie Easu)",3rd,1,1
+"Abrahamsson, Mr August",3rd,0,1
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+"Adams, Mr John",3rd,0,0
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+"Ahmed, Mr Ali",3rd,0,0
+"Aijo-Nirva, Mr Isak",3rd,0,0
+"Aks, Mrs Sam (Leah Rosen)",3rd,1,1
+"Aks, Master Philip",3rd,0,1
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+"Ali, Mr William",3rd,0,0
+"Allen, Mr William Henry",3rd,0,0
+"Allum, Mr Owen George",3rd,0,0
+"Andersen, Mr Albert Karvin",3rd,0,0
+"Andersen, Mr Thor Olsvigen",3rd,0,0
+"Andersson, Mr Anders Johan",3rd,0,0
+"Andersson, Mrs Anders Johan (Alfrida K Brogren)",3rd,1,0
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+"Andersson, Miss Ellis Anna Maria",3rd,1,0
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+"Andersson, Miss Ida Augusta Margareta",3rd,1,0
+"Andersson, Miss Ingeborg Constancia",3rd,1,0
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+"Andersson, Miss Sigrid Elizabeth",3rd,1,0
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+"Arnold, Mr Josef",3rd,0,0
+"Arnold, Mrs Josef (Josephine Frank)",3rd,1,0
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+"Asplund, Mr Carl Oscar Vilhelm Gustafsson",3rd,0,0
+"Asplund, Mrs Carl Oscar (Selma Augusta Johansson)",3rd,1,1
+"Asplund, Master Carl Edgar",3rd,0,0
+"Asplund, Master Clarence Gustaf Hugo",3rd,0,0
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+"Asplund, Master Filip Oscar",3rd,0,0
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+"Assaf, Mr Gerios",3rd,0,0
+"Assaf, Mrs Mariana",3rd,1,1
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+"Backstrom, Mr Karl Alfred",3rd,0,0
+"Backstrom, Mrs Karl Alfred (Maria Mathilda Gustafsson)",3rd,1,1
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+"Baclini, Miss Helene",3rd,1,1
+"Baclini, Miss Maria",3rd,1,1
+"Baclini, Mrs Solomon (Latifa)",3rd,1,1
+"Badman, Miss Emily Louisa",3rd,1,1
+"Badt, Mr Mohamed",3rd,0,0
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+"Barbara, Mrs Catherine",3rd,1,0
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+"Boulos, Mr Hanna",3rd,0,0
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+"Bourke, Miss Mary",3rd,1,0
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+"Coelho, Mr Domingos Fernandes",3rd,0,0
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+"Connolly, Miss Kate",3rd,1,1
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+"Cor, Mr Bartol",3rd,0,0
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+"Corn, Mr Harry",3rd,0,0
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+"Coutts, Master Neville",3rd,0,1
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+"Cribb, Mr John Hatfield",3rd,0,0
+"Cribb, Miss Laura Alice",3rd,1,1
+"Daher, Mr Tannous",3rd,0,0
+"Dahl, Mr Charles Edward",3rd,0,1
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+"Danbom, Mrs Ernst Gilbert (Anna Sigrid Maria Brogren)",3rd,1,0
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+"Davies, Mr Alfred",3rd,0,0
+"Davies, Mr Evan",3rd,0,0
+"Davies, Mr John",3rd,0,0
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+"Davison, Mr Thomas Henry",3rd,0,0
+"Davison, Mrs Thomas Henry (Mary Finck)",3rd,1,1
+"Dean, Mr Bertram",3rd,0,0
+"Dean, Mrs Bertram (Eva)",3rd,1,1
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+"Delalic, Mr Regyo",3rd,0,0
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+"De Messemaeker, Mrs William Joseph (Anna)",3rd,1,1
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+"Dennis, Mr William",3rd,0,0
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+"Dewan, Mr Frank",3rd,0,0
+"Dibo, Mr Elias",3rd,0,0
+"Dimic, Mr Jovan",3rd,0,0
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+"Dowdell, Miss Elizabeth",3rd,1,1
+"Doyle, Miss Elizabeth",3rd,1,0
+"Drapkin, Miss Jennie",3rd,1,1
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+"Driscoll, Miss Bridget",3rd,1,1
+"Duquemin, Mr Joseph",3rd,0,1
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+"Dyker, Mrs Adolf Fredrik (Anna Elizabeth Judith Andersson)",3rd,1,1
+"Econovic, Mr Joso",3rd,0,0
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+"Eklund, Mr Hans Linus",3rd,0,0
+"Ekstrom, Mr Johan",3rd,0,0
+"Elias, Mr Elias",3rd,0,0
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+"Elsbury, Mr James",3rd,0,0
+"Emanuel, Miss Virginia Ethel",3rd,1,1
+"Emmeth, Mr Thomas",3rd,0,0
+"Everett, Thomas James",3rd,0,0
+"Farrell, Mr James",3rd,0,0
+"Finoli, Mr Luigi",3rd,0,1
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+"Flynn, Mr James",3rd,0,0
+"Flynn, Mr John",3rd,0,0
+"Foley, Mr Joseph",3rd,0,0
+"Foley, Mr William",3rd,0,0
+"Foo, Mr Choong",3rd,0,1
+"Ford, Mr Arthur",3rd,0,0
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+"Ford, Miss Maggie",3rd,1,0
+"Ford, Mrs Edward (Margaret Ann)",3rd,1,0
+"Ford, Mr Neil Watson",3rd,0,0
+"Fox, Mr Patrick",3rd,0,0
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+"Gallagher, Mr Martin",3rd,0,0
+"Garfirth, Mr John",3rd,0,0
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+"Willer, Mr Aaron",3rd,0,0
+"Willey, Mr Edward",3rd,0,0
+"Williams, Mr Howard Hugh",3rd,0,0
+"Williams, Mr Leslie",3rd,0,0
+"Windelov, Mr Einar",3rd,0,0
+"Wirz, Mr Albert",3rd,0,0
+"Wiseman, Mr Phillippe",3rd,0,0
+"Wittevrongel, Mr Camiel",3rd,0,0
+"Yalsevac, Mr Ivan",3rd,0,1
+"Yasbeck, Mr Antoni",3rd,0,0
+"Yasbeck, Mrs Antoni",3rd,1,1
+"Youssef, Mr Gerios",3rd,0,0
+"Zabour, Miss Hileni",3rd,1,0
+"Zabour, Miss Tamini",3rd,1,0
+"Zakarian, Mr Artun",3rd,0,0
+"Zakarian, Mr Maprieder",3rd,0,0
+"Zenni, Mr Philip",3rd,0,0
+"Lievens, Mr Rene",3rd,0,0
+"Zimmerman, Leo",3rd,0,0
diff --git a/tests/images/jss/jss_01.png b/tests/images/jss/jss_01.png
new file mode 100644
index 0000000..06ad914
Binary files /dev/null and b/tests/images/jss/jss_01.png differ
diff --git a/tests/test_jss.py b/tests/test_jss.py
new file mode 100644
index 0000000..bf45edf
--- /dev/null
+++ b/tests/test_jss.py
@@ -0,0 +1,241 @@
+import numpy as np
+import polars as pl
+import statsmodels.formula.api as smf
+from marginaleffects import *
+from marginaleffects.classes import MarginaleffectsDataFrame
+from .utilities import *
+
+dat = pl.read_csv("tests/data/impartiality.csv") \
+  .with_columns(pl.col("impartial").cast(pl.Int8))
+
+m = smf.logit(
+  "impartial ~ equal * democracy + continent",
+  data = dat.to_pandas()
+).fit()
+
+
+def test_predictions():
+
+  p = predictions(m)
+  assert isinstance(p, pl.DataFrame)
+
+  p = predictions(m, newdata = dat.head())
+  assert isinstance(p, pl.DataFrame)
+
+  p = predictions(m, newdata = "mean")
+  assert isinstance(p, pl.DataFrame)
+
+  p = predictions(m,
+    newdata = datagrid(model = m, democracy = dat["democracy"].unique(), equal = [30, 90])
+  )
+  assert isinstance(p, pl.DataFrame)
+  assert p.shape[0] == 4
+
+  p1 = avg_predictions(m)
+  p2 = np.mean(m.predict(dat.to_pandas()).to_numpy())
+  assert isinstance(p1, pl.DataFrame)
+  assert p1.shape[0] == 1
+  assert p1["estimate"][0] == p2
+
+  p = predictions(m, by = "democracy")
+  assert isinstance(p, pl.DataFrame)
+  assert p.shape[0] == 2
+
+  p = plot_predictions(m, by = ["democracy", "continent"])
+  assert assert_image(p, label = "jss_01", file = "jss") is None
+
+
+
+# ## -----------------------------------------------------------------------------
+# coef(m)[c("continentAsia", "continentAmericas")]
+
+# hypotheses(m, hypothesis = "continentAsia = continentAmericas")
+
+
+# ## -----------------------------------------------------------------------------
+# avg_predictions(m,
+#   by = "democracy",
+#   type = "response")
+
+
+# ## -----------------------------------------------------------------------------
+# avg_predictions(m,
+#   by = "democracy",
+#   type = "response",
+#   hypothesis = "revpairwise")
+
+
+# ## -----------------------------------------------------------------------------
+# predictions(m,
+#   by = "democracy",
+#   type = "response",
+#   hypothesis = "b2 = b1 * 2")
+
+
+# ## ----include=FALSE------------------------------------------------------------
+# tmp = avg_predictions(m, by = "democracy", type = "response") 
+# res = sprintf("%.4f", tmp$estimate[2] - 2 * tmp$estimate[1])
+# tmp = transform(tmp, estimate = sprintf("%.4f", estimate))
+
+
+# ## -----------------------------------------------------------------------------
+# predictions(m,
+#   by = "democracy",
+#   type = "response",
+#   hypothesis = "b2 = b1 * 2",
+#   equivalence = c(-.2, .2))
+
+
+# ## ----comparisons-regime-original-data-----------------------------------------
+# comparisons(m, variables = "democracy")
+
+
+# ## ----comparisons-regime-avg---------------------------------------------------
+# avg_comparisons(m)
+
+
+# ## -----------------------------------------------------------------------------
+# dat_lo = transform(dat, democracy = "Autocracy")
+# dat_hi = transform(dat, democracy = "Democracy")
+# pred_lo = predict(m, newdata = dat_lo, type = "response")
+# pred_hi = predict(m, newdata = dat_hi, type = "response")
+# mean(pred_hi - pred_lo)
+
+
+# ## ----eval = FALSE-------------------------------------------------------------
+# ## avg_comparisons(m, variables = list("equal" = 4))
+# ## avg_comparisons(m, variables = list("equal" = "sd"))
+# ## avg_comparisons(m, variables = list("equal" = "iqr"))
+# ## avg_comparisons(m, variables = list("equal" = c(30, 90)))
+
+
+# ## -----------------------------------------------------------------------------
+# avg_comparisons(m, variables = "democracy", comparison = "ratio")
+
+
+# ## -----------------------------------------------------------------------------
+# avg_comparisons(m,
+#   comparison = "lnor",
+#   transform = exp)
+
+
+# ## -----------------------------------------------------------------------------
+# avg_comparisons(m,
+#   variables = "equal",
+#   comparison = \(hi, lo) mean(hi) / mean(lo))
+
+
+# ## ----include=FALSE------------------------------------------------------------
+# cmp = comparisons(m,
+#   by = "democracy",
+#   variables = list(equal = c(30, 90)))
+
+
+# ## -----------------------------------------------------------------------------
+# cmp = comparisons(m,
+#   by = "democracy",
+#   variables = list(equal = c(30, 90)))
+# cmp
+
+
+# ## ----fig.cap = "Effect of a change from 30 to 90 in resource equality on the predicted probability of having impartial public institutions.\\label{fig:comparisons-democracy}"----
+# plot_comparisons(m,
+#   by = "democracy",
+#   variables = list(equal = c(30, 90))) +
+#   labs(x = NULL, y = "Risk Difference (Impartiality)")
+
+
+# ## -----------------------------------------------------------------------------
+# cmp = comparisons(m,
+#   by = "democracy",
+#   variables = list(equal = c(30, 90)),
+#   hypothesis = "pairwise")
+# cmp
+
+
+# ## ----tangents, echo=FALSE, fig.cap = "Tangents to the prediction function at 25 and 50.", fig.pos="h"----
+# p = predictions(m, datagrid(equal = c(25, 50)))
+# s = slopes(m, datagrid(equal = c(25, 50)), variables = "equal")
+# tan1 = data.frame(x = c(25, 50), y = c(0.726, 0.726 + 0.01667 * (50 - 25)))
+# tan2 = data.frame(x = c(25, 75), y = c(0.956, 0.956 + 0.00355 * (75 - 50)))
+# plot_predictions(m, condition = "equal", vcov = FALSE) +
+#   geom_abline(slope = s$estimate[1], intercept = p$estimate[1] - 25 * s$estimate[1], color = "red", linetype = 2) +
+#   geom_abline(slope = s$estimate[2], intercept = p$estimate[2] - 50 * s$estimate[2], color = "red", linetype = 2) +
+#   theme_bw()
+
+
+# ## -----------------------------------------------------------------------------
+# slopes(m, newdata = datagrid(equal = c(25, 50)), variables = "equal")
+
+
+# ## -----------------------------------------------------------------------------
+# avg_slopes(m, variables = "equal")
+
+
+# ## -----------------------------------------------------------------------------
+# slopes(m, variables = "equal", newdata = "mean")
+
+
+# ## -----------------------------------------------------------------------------
+# slopes(m, variables = "equal", newdata = "median", by = "democracy")
+
+
+# ## -----------------------------------------------------------------------------
+# avg_slopes(m, variables = "equal", slope = "eyex")
+
+
+tit = pl.read_csv("tests/data/titanic.csv")
+mod_tit = smf.ols("Survived ~ Woman * Passenger_Class", data = tit.to_pandas()).fit()
+
+avg_predictions(mod_tit,
+    newdata = datagrid(
+      Passenger_Class = tit["Passenger_Class"].unique(),
+      Woman = tit["Woman"].unique(),
+      model = mod_tit),
+    by = "Woman")
+
+
+avg_predictions(mod_tit,
+    newdata = datagrid(
+      Passenger_Class = tit["Passenger_Class"].unique(),
+      Woman = tit["Woman"].unique(),
+      model = mod_tit),
+    by = "Woman",
+    hypothesis = "revpairwise")
+
+
+avg_comparisons(mod_tit,
+    variables = "Woman",
+    newdata = datagrid(
+      Passenger_Class = tit["Passenger_Class"].unique(),
+      Woman = tit["Woman"].unique(),
+      model = mod_tit))
+
+
+tit.group_by("Passenger_Class").count()
+
+
+avg_comparisons(mod_tit, variables = "Woman")
+
+
+# Risk difference by passenger class
+avg_comparisons(mod_tit,
+    variables = "Woman",
+    by = "Passenger_Class")
+
+
+avg_comparisons(mod_tit,
+    variables = "Woman",
+    by = "Passenger_Class",
+    hypothesis = "b1 - b3 = 0")
+
+
+
+def test_python_section():
+  p = avg_predictions(m, by="continent")
+  assert isinstance(p, pl.DataFrame)
+  assert p.shape[0] == 4
+
+  s = slopes(m, newdata="mean")
+  assert isinstance(s, pl.DataFrame)
+  assert s.shape[0] == 5