diff --git a/tests/data/ml_datasets/titanic/split_eval.csv b/tests/data/ml_datasets/titanic/split_eval.csv
deleted file mode 100644
index 6da6ff6b3..000000000
--- a/tests/data/ml_datasets/titanic/split_eval.csv
+++ /dev/null
@@ -1,180 +0,0 @@
-PassengerId,Survived,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked
-206,0,3,"Strom, Miss. Telma Matilda",female,2.0,0,1,347054,10.4625,G6,S
-45,1,3,"Devaney, Miss. Margaret Delia",female,19.0,0,0,330958,7.8792,,Q
-822,1,3,"Lulic, Mr. Nikola",male,27.0,0,0,315098,8.6625,,S
-459,1,2,"Toomey, Miss. Ellen",female,50.0,0,0,F.C.C. 13531,10.5,,S
-796,0,2,"Otter, Mr. Richard",male,39.0,0,0,28213,13.0,,S
-119,0,1,"Baxter, Mr. Quigg Edmond",male,24.0,0,1,PC 17558,247.5208,B58 B60,C
-425,0,3,"Rosblom, Mr. Viktor Richard",male,18.0,1,1,370129,20.2125,,S
-679,0,3,"Goodwin, Mrs. Frederick (Augusta Tyler)",female,43.0,1,6,CA 2144,46.9,,S
-270,1,1,"Bissette, Miss. Amelia",female,35.0,0,0,PC 17760,135.6333,C99,S
-230,0,3,"Lefebre, Miss. Mathilde",female,,3,1,4133,25.4667,,S
-690,1,1,"Madill, Miss. Georgette Alexandra",female,15.0,0,1,24160,211.3375,B5,S
-321,0,3,"Dennis, Mr. Samuel",male,22.0,0,0,A/5 21172,7.25,,S
-406,0,2,"Gale, Mr. Shadrach",male,34.0,1,0,28664,21.0,,S
-41,0,3,"Ahlin, Mrs. Johan (Johanna Persdotter Larsson)",female,40.0,1,0,7546,9.475,,S
-25,0,3,"Palsson, Miss. Torborg Danira",female,8.0,3,1,349909,21.075,,S
-554,1,3,"Leeni, Mr. Fahim (""Philip Zenni"")",male,22.0,0,0,2620,7.225,,C
-413,1,1,"Minahan, Miss. Daisy E",female,33.0,1,0,19928,90.0,C78,Q
-513,1,1,"McGough, Mr. James Robert",male,36.0,0,0,PC 17473,26.2875,E25,S
-756,1,2,"Hamalainen, Master. Viljo",male,0.67,1,1,250649,14.5,,S
-392,1,3,"Jansson, Mr. Carl Olof",male,21.0,0,0,350034,7.7958,,S
-602,0,3,"Slabenoff, Mr. Petco",male,,0,0,349214,7.8958,,S
-326,1,1,"Young, Miss. Marie Grice",female,36.0,0,0,PC 17760,135.6333,C32,C
-373,0,3,"Beavan, Mr. William Thomas",male,19.0,0,0,323951,8.05,,S
-377,1,3,"Landergren, Miss. Aurora Adelia",female,22.0,0,0,C 7077,7.25,,S
-201,0,3,"Vande Walle, Mr. Nestor Cyriel",male,28.0,0,0,345770,9.5,,S
-512,0,3,"Webber, Mr. James",male,,0,0,SOTON/OQ 3101316,8.05,,S
-601,1,2,"Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)",female,24.0,2,1,243847,27.0,,S
-631,1,1,"Barkworth, Mr. Algernon Henry Wilson",male,80.0,0,0,27042,30.0,A23,S
-364,0,3,"Asim, Mr. Adola",male,35.0,0,0,SOTON/O.Q. 3101310,7.05,,S
-144,0,3,"Burke, Mr. Jeremiah",male,19.0,0,0,365222,6.75,,Q
-202,0,3,"Sage, Mr. Frederick",male,,8,2,CA. 2343,69.55,,S
-134,1,2,"Weisz, Mrs. Leopold (Mathilde Francoise Pede)",female,29.0,1,0,228414,26.0,,S
-431,1,1,"Bjornstrom-Steffansson, Mr. Mauritz Hakan",male,28.0,0,0,110564,26.55,C52,S
-419,0,2,"Matthews, Mr. William John",male,30.0,0,0,28228,13.0,,S
-782,1,1,"Dick, Mrs. Albert Adrian (Vera Gillespie)",female,17.0,1,0,17474,57.0,B20,S
-705,0,3,"Hansen, Mr. Henrik Juul",male,26.0,1,0,350025,7.8542,,S
-536,1,2,"Hart, Miss. Eva Miriam",female,7.0,0,2,F.C.C. 13529,26.25,,S
-335,1,1,"Frauenthal, Mrs. Henry William (Clara Heinsheimer)",female,,1,0,PC 17611,133.65,,S
-273,1,2,"Mellinger, Mrs. (Elizabeth Anne Maidment)",female,41.0,0,1,250644,19.5,,S
-108,1,3,"Moss, Mr. Albert Johan",male,,0,0,312991,7.775,,S
-403,0,3,"Jussila, Miss. Mari Aina",female,21.0,1,0,4137,9.825,,S
-307,1,1,"Fleming, Miss. Margaret",female,,0,0,17421,110.8833,,C
-218,0,2,"Jacobsohn, Mr. Sidney Samuel",male,42.0,1,0,243847,27.0,,S
-789,1,3,"Dean, Master. Bertram Vere",male,1.0,1,2,C.A. 2315,20.575,,S
-160,0,3,"Sage, Master. Thomas Henry",male,,8,2,CA. 2343,69.55,,S
-20,1,3,"Masselmani, Mrs. Fatima",female,,0,0,2649,7.225,,C
-174,0,3,"Sivola, Mr. Antti Wilhelm",male,21.0,0,0,STON/O 2. 3101280,7.925,,S
-311,1,1,"Hays, Miss. Margaret Bechstein",female,24.0,0,0,11767,83.1583,C54,C
-595,0,2,"Chapman, Mr. John Henry",male,37.0,1,0,SC/AH 29037,26.0,,S
-592,1,1,"Stephenson, Mrs. Walter Bertram (Martha Eustis)",female,52.0,1,0,36947,78.2667,D20,C
-164,0,3,"Calic, Mr. Jovo",male,17.0,0,0,315093,8.6625,,S
-563,0,2,"Norman, Mr. Robert Douglas",male,28.0,0,0,218629,13.5,,S
-172,0,3,"Rice, Master. Arthur",male,4.0,4,1,382652,29.125,,Q
-871,0,3,"Balkic, Mr. Cerin",male,26.0,0,0,349248,7.8958,,S
-176,0,3,"Klasen, Mr. Klas Albin",male,18.0,1,1,350404,7.8542,,S
-434,0,3,"Kallio, Mr. Nikolai Erland",male,17.0,0,0,STON/O 2. 3101274,7.125,,S
-462,0,3,"Morley, Mr. William",male,34.0,0,0,364506,8.05,,S
-49,0,3,"Samaan, Mr. Youssef",male,,2,0,2662,21.6792,,C
-126,1,3,"Nicola-Yarred, Master. Elias",male,12.0,1,0,2651,11.2417,,C
-125,0,1,"White, Mr. Percival Wayland",male,54.0,0,1,35281,77.2875,D26,S
-266,0,2,"Reeves, Mr. David",male,36.0,0,0,C.A. 17248,10.5,,S
-550,1,2,"Davies, Master. John Morgan Jr",male,8.0,1,1,C.A. 33112,36.75,,S
-589,0,3,"Gilinski, Mr. Eliezer",male,22.0,0,0,14973,8.05,,S
-779,0,3,"Kilgannon, Mr. Thomas J",male,,0,0,36865,7.7375,,Q
-179,0,2,"Hale, Mr. Reginald",male,30.0,0,0,250653,13.0,,S
-107,1,3,"Salkjelsvik, Miss. Anna Kristine",female,21.0,0,0,343120,7.65,,S
-624,0,3,"Hansen, Mr. Henry Damsgaard",male,21.0,0,0,350029,7.8542,,S
-115,0,3,"Attalah, Miss. Malake",female,17.0,0,0,2627,14.4583,,C
-42,0,2,"Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott)",female,27.0,1,0,11668,21.0,,S
-664,0,3,"Coleff, Mr. Peju",male,36.0,0,0,349210,7.4958,,S
-661,1,1,"Frauenthal, Dr. Henry William",male,50.0,2,0,PC 17611,133.65,,S
-762,0,3,"Nirva, Mr. Iisakki Antino Aijo",male,41.0,0,0,SOTON/O2 3101272,7.125,,S
-580,1,3,"Jussila, Mr. Eiriik",male,32.0,0,0,STON/O 2. 3101286,7.925,,S
-265,0,3,"Henry, Miss. Delia",female,,0,0,382649,7.75,,Q
-757,0,3,"Carlsson, Mr. August Sigfrid",male,28.0,0,0,350042,7.7958,,S
-666,0,2,"Hickman, Mr. Lewis",male,32.0,2,0,S.O.C. 14879,73.5,,S
-634,0,1,"Parr, Mr. William Henry Marsh",male,,0,0,112052,0.0,,S
-532,0,3,"Toufik, Mr. Nakli",male,,0,0,2641,7.2292,,C
-640,0,3,"Thorneycroft, Mr. Percival",male,,1,0,376564,16.1,,S
-599,0,3,"Boulos, Mr. Hanna",male,,0,0,2664,7.225,,C
-220,0,2,"Harris, Mr. Walter",male,30.0,0,0,W/C 14208,10.5,,S
-150,0,2,"Byles, Rev. Thomas Roussel Davids",male,42.0,0,0,244310,13.0,,S
-269,1,1,"Graham, Mrs. William Thompson (Edith Junkins)",female,58.0,0,1,PC 17582,153.4625,C125,S
-670,1,1,"Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright)",female,,1,0,19996,52.0,C126,S
-578,1,1,"Silvey, Mrs. William Baird (Alice Munger)",female,39.0,1,0,13507,55.9,E44,S
-786,0,3,"Harmer, Mr. Abraham (David Lishin)",male,25.0,0,0,374887,7.25,,S
-82,1,3,"Sheerlinck, Mr. Jan Baptist",male,29.0,0,0,345779,9.5,,S
-400,1,2,"Trout, Mrs. William H (Jessie L)",female,28.0,0,0,240929,12.65,,S
-135,0,2,"Sobey, Mr. Samuel James Hayden",male,25.0,0,0,C.A. 29178,13.0,,S
-223,0,3,"Green, Mr. George Henry",male,51.0,0,0,21440,8.05,,S
-693,1,3,"Lam, Mr. Ali",male,,0,0,1601,56.4958,,S
-280,1,3,"Abbott, Mrs. Stanton (Rosa Hunt)",female,35.0,1,1,C.A. 2673,20.25,,S
-102,0,3,"Petroff, Mr. Pastcho (""Pentcho"")",male,,0,0,349215,7.8958,,S
-288,0,3,"Naidenoff, Mr. Penko",male,22.0,0,0,349206,7.8958,,S
-711,1,1,"Mayne, Mlle. Berthe Antonine (""Mrs de Villiers"")",female,24.0,0,0,PC 17482,49.5042,C90,C
-256,1,3,"Touma, Mrs. Darwis (Hanne Youssef Razi)",female,29.0,0,2,2650,15.2458,,C
-23,1,3,"McGowan, Miss. Anna ""Annie""",female,15.0,0,0,330923,8.0292,,Q
-582,1,1,"Thayer, Mrs. John Borland (Marian Longstreth Morris)",female,39.0,1,1,17421,110.8833,C68,C
-564,0,3,"Simmons, Mr. John",male,,0,0,SOTON/OQ 392082,8.05,,S
-405,0,3,"Oreskovic, Miss. Marija",female,20.0,0,0,315096,8.6625,,S
-429,0,3,"Flynn, Mr. James",male,,0,0,364851,7.75,,Q
-848,0,3,"Markoff, Mr. Marin",male,35.0,0,0,349213,7.8958,,C
-726,0,3,"Oreskovic, Mr. Luka",male,20.0,0,0,315094,8.6625,,S
-721,1,2,"Harper, Miss. Annie Jessie ""Nina""",female,6.0,0,1,248727,33.0,,S
-637,0,3,"Leinonen, Mr. Antti Gustaf",male,32.0,0,0,STON/O 2. 3101292,7.925,,S
-863,1,1,"Swift, Mrs. Frederick Joel (Margaret Welles Barron)",female,48.0,0,0,17466,25.9292,D17,S
-615,0,3,"Brocklebank, Mr. William Alfred",male,35.0,0,0,364512,8.05,,S
-199,1,3,"Madigan, Miss. Margaret ""Maggie""",female,,0,0,370370,7.75,,Q
-787,1,3,"Sjoblom, Miss. Anna Sofia",female,18.0,0,0,3101265,7.4958,,S
-156,0,1,"Williams, Mr. Charles Duane",male,51.0,0,1,PC 17597,61.3792,,C
-190,0,3,"Turcin, Mr. Stjepan",male,36.0,0,0,349247,7.8958,,S
-556,0,1,"Wright, Mr. George",male,62.0,0,0,113807,26.55,,S
-890,1,1,"Behr, Mr. Karl Howell",male,26.0,0,0,111369,30.0,C148,C
-827,0,3,"Lam, Mr. Len",male,,0,0,1601,56.4958,,S
-534,1,3,"Peter, Mrs. Catherine (Catherine Rizk)",female,,0,2,2668,22.3583,,C
-834,0,3,"Augustsson, Mr. Albert",male,23.0,0,0,347468,7.8542,,S
-279,0,3,"Rice, Master. Eric",male,7.0,4,1,382652,29.125,,Q
-189,0,3,"Bourke, Mr. John",male,40.0,1,1,364849,15.5,,Q
-561,0,3,"Morrow, Mr. Thomas Rowan",male,,0,0,372622,7.75,,Q
-375,0,3,"Palsson, Miss. Stina Viola",female,3.0,3,1,349909,21.075,,S
-322,0,3,"Danoff, Mr. Yoto",male,27.0,0,0,349219,7.8958,,S
-158,0,3,"Corn, Mr. Harry",male,30.0,0,0,SOTON/OQ 392090,8.05,,S
-524,1,1,"Hippach, Mrs. Louis Albert (Ida Sophia Fischer)",female,44.0,0,1,111361,57.9792,B18,C
-175,0,1,"Smith, Mr. James Clinch",male,56.0,0,0,17764,30.6958,A7,C
-117,0,3,"Connors, Mr. Patrick",male,70.5,0,0,370369,7.75,,Q
-810,1,1,"Chambers, Mrs. Norman Campbell (Bertha Griggs)",female,33.0,1,0,113806,53.1,E8,S
-472,0,3,"Cacic, Mr. Luka",male,38.0,0,0,315089,8.6625,,S
-228,0,3,"Lovell, Mr. John Hall (""Henry"")",male,20.5,0,0,A/5 21173,7.25,,S
-330,1,1,"Hippach, Miss. Jean Gertrude",female,16.0,0,1,111361,57.9792,B18,C
-147,1,3,"Andersson, Mr. August Edvard (""Wennerstrom"")",male,27.0,0,0,350043,7.7958,,S
-98,1,1,"Greenfield, Mr. William Bertram",male,23.0,0,1,PC 17759,63.3583,D10 D12,C
-493,0,1,"Molson, Mr. Harry Markland",male,55.0,0,0,113787,30.5,C30,S
-73,0,2,"Hood, Mr. Ambrose Jr",male,21.0,0,0,S.O.C. 14879,73.5,,S
-645,1,3,"Baclini, Miss. Eugenie",female,0.75,2,1,2666,19.2583,,C
-303,0,3,"Johnson, Mr. William Cahoone Jr",male,19.0,0,0,LINE,0.0,,S
-699,0,1,"Thayer, Mr. John Borland",male,49.0,1,1,17421,110.8833,C68,C
-704,0,3,"Gallagher, Mr. Martin",male,25.0,0,0,36864,7.7417,,Q
-639,0,3,"Panula, Mrs. Juha (Maria Emilia Ojala)",female,41.0,0,5,3101295,39.6875,,S
-99,1,2,"Doling, Mrs. John T (Ada Julia Bone)",female,34.0,0,1,231919,23.0,,S
-74,0,3,"Chronopoulos, Mr. Apostolos",male,26.0,1,0,2680,14.4542,,C
-157,1,3,"Gilnagh, Miss. Katherine ""Katie""",female,16.0,0,0,35851,7.7333,,Q
-475,0,3,"Strandberg, Miss. Ida Sofia",female,22.0,0,0,7553,9.8375,,S
-240,0,2,"Hunt, Mr. George Henry",male,33.0,0,0,SCO/W 1585,12.275,,S
-801,0,2,"Ponesell, Mr. Martin",male,34.0,0,0,250647,13.0,,S
-829,1,3,"McCormack, Mr. Thomas Joseph",male,,0,0,367228,7.75,,Q
-208,1,3,"Albimona, Mr. Nassef Cassem",male,26.0,0,0,2699,18.7875,,C
-29,1,3,"O'Dwyer, Miss. Ellen ""Nellie""",female,,0,0,330959,7.8792,,Q
-616,1,2,"Herman, Miss. Alice",female,24.0,1,2,220845,65.0,,S
-309,0,2,"Abelson, Mr. Samuel",male,30.0,1,0,P/PP 3381,24.0,,C
-382,1,3,"Nakid, Miss. Maria (""Mary"")",female,1.0,0,2,2653,15.7417,,C
-703,0,3,"Barbara, Miss. Saiide",female,18.0,0,1,2691,14.4542,,C
-623,1,3,"Nakid, Mr. Sahid",male,20.0,1,1,2653,15.7417,,C
-26,1,3,"Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)",female,38.0,1,5,347077,31.3875,,S
-519,1,2,"Angle, Mrs. William A (Florence ""Mary"" Agnes Hughes)",female,36.0,1,0,226875,26.0,,S
-638,0,2,"Collyer, Mr. Harvey",male,31.0,1,1,C.A. 31921,26.25,,S
-360,1,3,"Mockler, Miss. Helen Mary ""Ellie""",female,,0,0,330980,7.8792,,Q
-736,0,3,"Williams, Mr. Leslie",male,28.5,0,0,54636,16.1,,S
-101,0,3,"Petranec, Miss. Matilda",female,28.0,0,0,349245,7.8958,,S
-165,0,3,"Panula, Master. Eino Viljami",male,1.0,4,1,3101295,39.6875,,S
-591,0,3,"Rintamaki, Mr. Matti",male,35.0,0,0,STON/O 2. 3101273,7.125,,S
-11,1,3,"Sandstrom, Miss. Marguerite Rut",female,4.0,1,1,PP 9549,16.7,G6,S
-217,1,3,"Honkanen, Miss. Eliina",female,27.0,0,0,STON/O2. 3101283,7.925,,S
-734,0,2,"Berriman, Mr. William John",male,23.0,0,0,28425,13.0,,S
-385,0,3,"Plotcharsky, Mr. Vasil",male,,0,0,349227,7.8958,,S
-854,1,1,"Lines, Miss. Mary Conover",female,16.0,0,1,PC 17592,39.4,D28,S
-860,0,3,"Razi, Mr. Raihed",male,,0,0,2629,7.2292,,C
-359,1,3,"McGovern, Miss. Mary",female,,0,0,330931,7.8792,,Q
-448,1,1,"Seward, Mr. Frederic Kimber",male,34.0,0,0,113794,26.55,,S
-214,0,2,"Givard, Mr. Hans Kristensen",male,30.0,0,0,250646,13.0,,S
-652,1,2,"Doling, Miss. Elsie",female,18.0,0,1,231919,23.0,,S
-192,0,2,"Carbines, Mr. William",male,19.0,0,0,28424,13.0,,S
-57,1,2,"Rugg, Miss. Emily",female,21.0,0,0,C.A. 31026,10.5,,S
-868,0,1,"Roebling, Mr. Washington Augustus II",male,31.0,0,0,PC 17590,50.4958,A24,S
-531,1,2,"Quick, Miss. Phyllis May",female,2.0,1,1,26360,26.0,,S
-248,1,2,"Hamalainen, Mrs. William (Anna)",female,24.0,0,2,250649,14.5,,S
-260,1,2,"Parrish, Mrs. (Lutie Davis)",female,50.0,0,1,230433,26.0,,S
-354,0,3,"Arnold-Franchi, Mr. Josef",male,25.0,1,0,349237,17.8,,S
-784,0,3,"Johnston, Mr. Andrew G",male,,1,2,W./C. 6607,23.45,,S
-853,0,3,"Boulos, Miss. Nourelain",female,9.0,1,1,2678,15.2458,,C
diff --git a/tests/data/ml_datasets/titanic/split_train.csv b/tests/data/ml_datasets/titanic/split_train.csv
deleted file mode 100644
index a48680208..000000000
--- a/tests/data/ml_datasets/titanic/split_train.csv
+++ /dev/null
@@ -1,713 +0,0 @@
-PassengerId,Survived,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked
-409,0,3,"Birkeland, Mr. Hans Martin Monsen",male,21.0,0,0,312992,7.775,,S
-481,0,3,"Goodwin, Master. Harold Victor",male,9.0,5,2,CA 2144,46.9,,S
-511,1,3,"Daly, Mr. Eugene Patrick",male,29.0,0,0,382651,7.75,,Q
-610,1,1,"Shutes, Miss. Elizabeth W",female,40.0,0,0,PC 17582,153.4625,C125,S
-548,1,2,"Padro y Manent, Mr. Julian",male,,0,0,SC/PARIS 2146,13.8625,,C
-710,1,3,"Moubarek, Master. Halim Gonios (""William George"")",male,,1,1,2661,15.2458,,C
-153,0,3,"Meo, Mr. Alfonzo",male,55.5,0,0,A.5. 11206,8.05,,S
-494,0,1,"Artagaveytia, Mr. Ramon",male,71.0,0,0,PC 17609,49.5042,,C
-393,0,3,"Gustafsson, Mr. Johan Birger",male,28.0,2,0,3101277,7.925,,S
-824,1,3,"Moor, Mrs. (Beila)",female,27.0,0,1,392096,12.475,E121,S
-577,1,2,"Garside, Miss. Ethel",female,34.0,0,0,243880,13.0,,S
-773,0,2,"Mack, Mrs. (Mary)",female,57.0,0,0,S.O./P.P. 3,10.5,E77,S
-745,1,3,"Stranden, Mr. Juho",male,31.0,0,0,STON/O 2. 3101288,7.925,,S
-328,1,2,"Ball, Mrs. (Ada E Hall)",female,36.0,0,0,28551,13.0,D,S
-460,0,3,"O'Connor, Mr. Maurice",male,,0,0,371060,7.75,,Q
-222,0,2,"Bracken, Mr. James H",male,27.0,0,0,220367,13.0,,S
-851,0,3,"Andersson, Master. Sigvard Harald Elias",male,4.0,4,2,347082,31.275,,S
-558,0,1,"Robbins, Mr. Victor",male,,0,0,PC 17757,227.525,,C
-47,0,3,"Lennon, Mr. Denis",male,,1,0,370371,15.5,,Q
-449,1,3,"Baclini, Miss. Marie Catherine",female,5.0,2,1,2666,19.2583,,C
-371,1,1,"Harder, Mr. George Achilles",male,25.0,1,0,11765,55.4417,E50,C
-196,1,1,"Lurette, Miss. Elise",female,58.0,0,0,PC 17569,146.5208,B80,C
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