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fix planner serialization bug, add test data

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yzlin 2024-01-31 10:49:49 +08:00
parent f9519ca417
commit 56f5dc9f2e
6 changed files with 911 additions and 28 deletions
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4
metagpt/plan/planner.py
View file

@ -32,8 +32,8 @@ class Planner(BaseModel):
auto_run: bool = False
use_tools: bool = False
def __init__(self, goal: str, **kwargs):
plan = Plan(goal=goal)
def __init__(self, goal: str = "", plan: Plan = None, **kwargs):
plan = plan or Plan(goal=goal)
super().__init__(plan=plan, **kwargs)
@property

2
metagpt/roles/role.py
View file

@ -144,7 +144,7 @@ class Role(SerializationMixin, ContextMixin, BaseModel):
actions: list[SerializeAsAny[Action]] = Field(default=[], validate_default=True)
rc: RoleContext = Field(default_factory=RoleContext)
addresses: set[str] = set()
planner: Planner = None
planner: Planner = Field(default_factory=Planner)
# builtin variables
recovered: bool = False # to tag if a recovered role

180
tests/data/ml_datasets/titanic/split_eval.csv Normal file
View file

@ -0,0 +1,180 @@
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
1 PassengerId Survived Pclass Name Sex Age SibSp Parch Ticket Fare Cabin Embarked
2 206 0 3 Strom, Miss. Telma Matilda female 2.0 0 1 347054 10.4625 G6 S
3 45 1 3 Devaney, Miss. Margaret Delia female 19.0 0 0 330958 7.8792 Q
4 822 1 3 Lulic, Mr. Nikola male 27.0 0 0 315098 8.6625 S
5 459 1 2 Toomey, Miss. Ellen female 50.0 0 0 F.C.C. 13531 10.5 S
6 796 0 2 Otter, Mr. Richard male 39.0 0 0 28213 13.0 S
7 119 0 1 Baxter, Mr. Quigg Edmond male 24.0 0 1 PC 17558 247.5208 B58 B60 C
8 425 0 3 Rosblom, Mr. Viktor Richard male 18.0 1 1 370129 20.2125 S
9 679 0 3 Goodwin, Mrs. Frederick (Augusta Tyler) female 43.0 1 6 CA 2144 46.9 S
10 270 1 1 Bissette, Miss. Amelia female 35.0 0 0 PC 17760 135.6333 C99 S
11 230 0 3 Lefebre, Miss. Mathilde female 3 1 4133 25.4667 S
12 690 1 1 Madill, Miss. Georgette Alexandra female 15.0 0 1 24160 211.3375 B5 S
13 321 0 3 Dennis, Mr. Samuel male 22.0 0 0 A/5 21172 7.25 S
14 406 0 2 Gale, Mr. Shadrach male 34.0 1 0 28664 21.0 S
15 41 0 3 Ahlin, Mrs. Johan (Johanna Persdotter Larsson) female 40.0 1 0 7546 9.475 S
16 25 0 3 Palsson, Miss. Torborg Danira female 8.0 3 1 349909 21.075 S
17 554 1 3 Leeni, Mr. Fahim ("Philip Zenni") male 22.0 0 0 2620 7.225 C
18 413 1 1 Minahan, Miss. Daisy E female 33.0 1 0 19928 90.0 C78 Q
19 513 1 1 McGough, Mr. James Robert male 36.0 0 0 PC 17473 26.2875 E25 S
20 756 1 2 Hamalainen, Master. Viljo male 0.67 1 1 250649 14.5 S
21 392 1 3 Jansson, Mr. Carl Olof male 21.0 0 0 350034 7.7958 S
22 602 0 3 Slabenoff, Mr. Petco male 0 0 349214 7.8958 S
23 326 1 1 Young, Miss. Marie Grice female 36.0 0 0 PC 17760 135.6333 C32 C
24 373 0 3 Beavan, Mr. William Thomas male 19.0 0 0 323951 8.05 S
25 377 1 3 Landergren, Miss. Aurora Adelia female 22.0 0 0 C 7077 7.25 S
26 201 0 3 Vande Walle, Mr. Nestor Cyriel male 28.0 0 0 345770 9.5 S
27 512 0 3 Webber, Mr. James male 0 0 SOTON/OQ 3101316 8.05 S
28 601 1 2 Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy) female 24.0 2 1 243847 27.0 S
29 631 1 1 Barkworth, Mr. Algernon Henry Wilson male 80.0 0 0 27042 30.0 A23 S
30 364 0 3 Asim, Mr. Adola male 35.0 0 0 SOTON/O.Q. 3101310 7.05 S
31 144 0 3 Burke, Mr. Jeremiah male 19.0 0 0 365222 6.75 Q
32 202 0 3 Sage, Mr. Frederick male 8 2 CA. 2343 69.55 S
33 134 1 2 Weisz, Mrs. Leopold (Mathilde Francoise Pede) female 29.0 1 0 228414 26.0 S
34 431 1 1 Bjornstrom-Steffansson, Mr. Mauritz Hakan male 28.0 0 0 110564 26.55 C52 S
35 419 0 2 Matthews, Mr. William John male 30.0 0 0 28228 13.0 S
36 782 1 1 Dick, Mrs. Albert Adrian (Vera Gillespie) female 17.0 1 0 17474 57.0 B20 S
37 705 0 3 Hansen, Mr. Henrik Juul male 26.0 1 0 350025 7.8542 S
38 536 1 2 Hart, Miss. Eva Miriam female 7.0 0 2 F.C.C. 13529 26.25 S
39 335 1 1 Frauenthal, Mrs. Henry William (Clara Heinsheimer) female 1 0 PC 17611 133.65 S
40 273 1 2 Mellinger, Mrs. (Elizabeth Anne Maidment) female 41.0 0 1 250644 19.5 S
41 108 1 3 Moss, Mr. Albert Johan male 0 0 312991 7.775 S
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44 218 0 2 Jacobsohn, Mr. Sidney Samuel male 42.0 1 0 243847 27.0 S
45 789 1 3 Dean, Master. Bertram Vere male 1.0 1 2 C.A. 2315 20.575 S
46 160 0 3 Sage, Master. Thomas Henry male 8 2 CA. 2343 69.55 S
47 20 1 3 Masselmani, Mrs. Fatima female 0 0 2649 7.225 C
48 174 0 3 Sivola, Mr. Antti Wilhelm male 21.0 0 0 STON/O 2. 3101280 7.925 S
49 311 1 1 Hays, Miss. Margaret Bechstein female 24.0 0 0 11767 83.1583 C54 C
50 595 0 2 Chapman, Mr. John Henry male 37.0 1 0 SC/AH 29037 26.0 S
51 592 1 1 Stephenson, Mrs. Walter Bertram (Martha Eustis) female 52.0 1 0 36947 78.2667 D20 C
52 164 0 3 Calic, Mr. Jovo male 17.0 0 0 315093 8.6625 S
53 563 0 2 Norman, Mr. Robert Douglas male 28.0 0 0 218629 13.5 S
54 172 0 3 Rice, Master. Arthur male 4.0 4 1 382652 29.125 Q
55 871 0 3 Balkic, Mr. Cerin male 26.0 0 0 349248 7.8958 S
56 176 0 3 Klasen, Mr. Klas Albin male 18.0 1 1 350404 7.8542 S
57 434 0 3 Kallio, Mr. Nikolai Erland male 17.0 0 0 STON/O 2. 3101274 7.125 S
58 462 0 3 Morley, Mr. William male 34.0 0 0 364506 8.05 S
59 49 0 3 Samaan, Mr. Youssef male 2 0 2662 21.6792 C
60 126 1 3 Nicola-Yarred, Master. Elias male 12.0 1 0 2651 11.2417 C
61 125 0 1 White, Mr. Percival Wayland male 54.0 0 1 35281 77.2875 D26 S
62 266 0 2 Reeves, Mr. David male 36.0 0 0 C.A. 17248 10.5 S
63 550 1 2 Davies, Master. John Morgan Jr male 8.0 1 1 C.A. 33112 36.75 S
64 589 0 3 Gilinski, Mr. Eliezer male 22.0 0 0 14973 8.05 S
65 779 0 3 Kilgannon, Mr. Thomas J male 0 0 36865 7.7375 Q
66 179 0 2 Hale, Mr. Reginald male 30.0 0 0 250653 13.0 S
67 107 1 3 Salkjelsvik, Miss. Anna Kristine female 21.0 0 0 343120 7.65 S
68 624 0 3 Hansen, Mr. Henry Damsgaard male 21.0 0 0 350029 7.8542 S
69 115 0 3 Attalah, Miss. Malake female 17.0 0 0 2627 14.4583 C
70 42 0 2 Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott) female 27.0 1 0 11668 21.0 S
71 664 0 3 Coleff, Mr. Peju male 36.0 0 0 349210 7.4958 S
72 661 1 1 Frauenthal, Dr. Henry William male 50.0 2 0 PC 17611 133.65 S
73 762 0 3 Nirva, Mr. Iisakki Antino Aijo male 41.0 0 0 SOTON/O2 3101272 7.125 S
74 580 1 3 Jussila, Mr. Eiriik male 32.0 0 0 STON/O 2. 3101286 7.925 S
75 265 0 3 Henry, Miss. Delia female 0 0 382649 7.75 Q
76 757 0 3 Carlsson, Mr. August Sigfrid male 28.0 0 0 350042 7.7958 S
77 666 0 2 Hickman, Mr. Lewis male 32.0 2 0 S.O.C. 14879 73.5 S
78 634 0 1 Parr, Mr. William Henry Marsh male 0 0 112052 0.0 S
79 532 0 3 Toufik, Mr. Nakli male 0 0 2641 7.2292 C
80 640 0 3 Thorneycroft, Mr. Percival male 1 0 376564 16.1 S
81 599 0 3 Boulos, Mr. Hanna male 0 0 2664 7.225 C
82 220 0 2 Harris, Mr. Walter male 30.0 0 0 W/C 14208 10.5 S
83 150 0 2 Byles, Rev. Thomas Roussel Davids male 42.0 0 0 244310 13.0 S
84 269 1 1 Graham, Mrs. William Thompson (Edith Junkins) female 58.0 0 1 PC 17582 153.4625 C125 S
85 670 1 1 Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright) female 1 0 19996 52.0 C126 S
86 578 1 1 Silvey, Mrs. William Baird (Alice Munger) female 39.0 1 0 13507 55.9 E44 S
87 786 0 3 Harmer, Mr. Abraham (David Lishin) male 25.0 0 0 374887 7.25 S
88 82 1 3 Sheerlinck, Mr. Jan Baptist male 29.0 0 0 345779 9.5 S
89 400 1 2 Trout, Mrs. William H (Jessie L) female 28.0 0 0 240929 12.65 S
90 135 0 2 Sobey, Mr. Samuel James Hayden male 25.0 0 0 C.A. 29178 13.0 S
91 223 0 3 Green, Mr. George Henry male 51.0 0 0 21440 8.05 S
92 693 1 3 Lam, Mr. Ali male 0 0 1601 56.4958 S
93 280 1 3 Abbott, Mrs. Stanton (Rosa Hunt) female 35.0 1 1 C.A. 2673 20.25 S
94 102 0 3 Petroff, Mr. Pastcho ("Pentcho") male 0 0 349215 7.8958 S
95 288 0 3 Naidenoff, Mr. Penko male 22.0 0 0 349206 7.8958 S
96 711 1 1 Mayne, Mlle. Berthe Antonine ("Mrs de Villiers") female 24.0 0 0 PC 17482 49.5042 C90 C
97 256 1 3 Touma, Mrs. Darwis (Hanne Youssef Razi) female 29.0 0 2 2650 15.2458 C
98 23 1 3 McGowan, Miss. Anna "Annie" female 15.0 0 0 330923 8.0292 Q
99 582 1 1 Thayer, Mrs. John Borland (Marian Longstreth Morris) female 39.0 1 1 17421 110.8833 C68 C
100 564 0 3 Simmons, Mr. John male 0 0 SOTON/OQ 392082 8.05 S
101 405 0 3 Oreskovic, Miss. Marija female 20.0 0 0 315096 8.6625 S
102 429 0 3 Flynn, Mr. James male 0 0 364851 7.75 Q
103 848 0 3 Markoff, Mr. Marin male 35.0 0 0 349213 7.8958 C
104 726 0 3 Oreskovic, Mr. Luka male 20.0 0 0 315094 8.6625 S
105 721 1 2 Harper, Miss. Annie Jessie "Nina" female 6.0 0 1 248727 33.0 S
106 637 0 3 Leinonen, Mr. Antti Gustaf male 32.0 0 0 STON/O 2. 3101292 7.925 S
107 863 1 1 Swift, Mrs. Frederick Joel (Margaret Welles Barron) female 48.0 0 0 17466 25.9292 D17 S
108 615 0 3 Brocklebank, Mr. William Alfred male 35.0 0 0 364512 8.05 S
109 199 1 3 Madigan, Miss. Margaret "Maggie" female 0 0 370370 7.75 Q
110 787 1 3 Sjoblom, Miss. Anna Sofia female 18.0 0 0 3101265 7.4958 S
111 156 0 1 Williams, Mr. Charles Duane male 51.0 0 1 PC 17597 61.3792 C
112 190 0 3 Turcin, Mr. Stjepan male 36.0 0 0 349247 7.8958 S
113 556 0 1 Wright, Mr. George male 62.0 0 0 113807 26.55 S
114 890 1 1 Behr, Mr. Karl Howell male 26.0 0 0 111369 30.0 C148 C
115 827 0 3 Lam, Mr. Len male 0 0 1601 56.4958 S
116 534 1 3 Peter, Mrs. Catherine (Catherine Rizk) female 0 2 2668 22.3583 C
117 834 0 3 Augustsson, Mr. Albert male 23.0 0 0 347468 7.8542 S
118 279 0 3 Rice, Master. Eric male 7.0 4 1 382652 29.125 Q
119 189 0 3 Bourke, Mr. John male 40.0 1 1 364849 15.5 Q
120 561 0 3 Morrow, Mr. Thomas Rowan male 0 0 372622 7.75 Q
121 375 0 3 Palsson, Miss. Stina Viola female 3.0 3 1 349909 21.075 S
122 322 0 3 Danoff, Mr. Yoto male 27.0 0 0 349219 7.8958 S
123 158 0 3 Corn, Mr. Harry male 30.0 0 0 SOTON/OQ 392090 8.05 S
124 524 1 1 Hippach, Mrs. Louis Albert (Ida Sophia Fischer) female 44.0 0 1 111361 57.9792 B18 C
125 175 0 1 Smith, Mr. James Clinch male 56.0 0 0 17764 30.6958 A7 C
126 117 0 3 Connors, Mr. Patrick male 70.5 0 0 370369 7.75 Q
127 810 1 1 Chambers, Mrs. Norman Campbell (Bertha Griggs) female 33.0 1 0 113806 53.1 E8 S
128 472 0 3 Cacic, Mr. Luka male 38.0 0 0 315089 8.6625 S
129 228 0 3 Lovell, Mr. John Hall ("Henry") male 20.5 0 0 A/5 21173 7.25 S
130 330 1 1 Hippach, Miss. Jean Gertrude female 16.0 0 1 111361 57.9792 B18 C
131 147 1 3 Andersson, Mr. August Edvard ("Wennerstrom") male 27.0 0 0 350043 7.7958 S
132 98 1 1 Greenfield, Mr. William Bertram male 23.0 0 1 PC 17759 63.3583 D10 D12 C
133 493 0 1 Molson, Mr. Harry Markland male 55.0 0 0 113787 30.5 C30 S
134 73 0 2 Hood, Mr. Ambrose Jr male 21.0 0 0 S.O.C. 14879 73.5 S
135 645 1 3 Baclini, Miss. Eugenie female 0.75 2 1 2666 19.2583 C
136 303 0 3 Johnson, Mr. William Cahoone Jr male 19.0 0 0 LINE 0.0 S
137 699 0 1 Thayer, Mr. John Borland male 49.0 1 1 17421 110.8833 C68 C
138 704 0 3 Gallagher, Mr. Martin male 25.0 0 0 36864 7.7417 Q
139 639 0 3 Panula, Mrs. Juha (Maria Emilia Ojala) female 41.0 0 5 3101295 39.6875 S
140 99 1 2 Doling, Mrs. John T (Ada Julia Bone) female 34.0 0 1 231919 23.0 S
141 74 0 3 Chronopoulos, Mr. Apostolos male 26.0 1 0 2680 14.4542 C
142 157 1 3 Gilnagh, Miss. Katherine "Katie" female 16.0 0 0 35851 7.7333 Q
143 475 0 3 Strandberg, Miss. Ida Sofia female 22.0 0 0 7553 9.8375 S
144 240 0 2 Hunt, Mr. George Henry male 33.0 0 0 SCO/W 1585 12.275 S
145 801 0 2 Ponesell, Mr. Martin male 34.0 0 0 250647 13.0 S
146 829 1 3 McCormack, Mr. Thomas Joseph male 0 0 367228 7.75 Q
147 208 1 3 Albimona, Mr. Nassef Cassem male 26.0 0 0 2699 18.7875 C
148 29 1 3 O'Dwyer, Miss. Ellen "Nellie" female 0 0 330959 7.8792 Q
149 616 1 2 Herman, Miss. Alice female 24.0 1 2 220845 65.0 S
150 309 0 2 Abelson, Mr. Samuel male 30.0 1 0 P/PP 3381 24.0 C
151 382 1 3 Nakid, Miss. Maria ("Mary") female 1.0 0 2 2653 15.7417 C
152 703 0 3 Barbara, Miss. Saiide female 18.0 0 1 2691 14.4542 C
153 623 1 3 Nakid, Mr. Sahid male 20.0 1 1 2653 15.7417 C
154 26 1 3 Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson) female 38.0 1 5 347077 31.3875 S
155 519 1 2 Angle, Mrs. William A (Florence "Mary" Agnes Hughes) female 36.0 1 0 226875 26.0 S
156 638 0 2 Collyer, Mr. Harvey male 31.0 1 1 C.A. 31921 26.25 S
157 360 1 3 Mockler, Miss. Helen Mary "Ellie" female 0 0 330980 7.8792 Q
158 736 0 3 Williams, Mr. Leslie male 28.5 0 0 54636 16.1 S
159 101 0 3 Petranec, Miss. Matilda female 28.0 0 0 349245 7.8958 S
160 165 0 3 Panula, Master. Eino Viljami male 1.0 4 1 3101295 39.6875 S
161 591 0 3 Rintamaki, Mr. Matti male 35.0 0 0 STON/O 2. 3101273 7.125 S
162 11 1 3 Sandstrom, Miss. Marguerite Rut female 4.0 1 1 PP 9549 16.7 G6 S
163 217 1 3 Honkanen, Miss. Eliina female 27.0 0 0 STON/O2. 3101283 7.925 S
164 734 0 2 Berriman, Mr. William John male 23.0 0 0 28425 13.0 S
165 385 0 3 Plotcharsky, Mr. Vasil male 0 0 349227 7.8958 S
166 854 1 1 Lines, Miss. Mary Conover female 16.0 0 1 PC 17592 39.4 D28 S
167 860 0 3 Razi, Mr. Raihed male 0 0 2629 7.2292 C
168 359 1 3 McGovern, Miss. Mary female 0 0 330931 7.8792 Q
169 448 1 1 Seward, Mr. Frederic Kimber male 34.0 0 0 113794 26.55 S
170 214 0 2 Givard, Mr. Hans Kristensen male 30.0 0 0 250646 13.0 S
171 652 1 2 Doling, Miss. Elsie female 18.0 0 1 231919 23.0 S
172 192 0 2 Carbines, Mr. William male 19.0 0 0 28424 13.0 S
173 57 1 2 Rugg, Miss. Emily female 21.0 0 0 C.A. 31026 10.5 S
174 868 0 1 Roebling, Mr. Washington Augustus II male 31.0 0 0 PC 17590 50.4958 A24 S
175 531 1 2 Quick, Miss. Phyllis May female 2.0 1 1 26360 26.0 S
176 248 1 2 Hamalainen, Mrs. William (Anna) female 24.0 0 2 250649 14.5 S
177 260 1 2 Parrish, Mrs. (Lutie Davis) female 50.0 0 1 230433 26.0 S
178 354 0 3 Arnold-Franchi, Mr. Josef male 25.0 1 0 349237 17.8 S
179 784 0 3 Johnston, Mr. Andrew G male 1 2 W./C. 6607 23.45 S
180 853 0 3 Boulos, Miss. Nourelain female 9.0 1 1 2678 15.2458 C

713
tests/data/ml_datasets/titanic/split_train.csv Normal file
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@ -0,0 +1,713 @@
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
761,0,3,"Garfirth, Mr. John",male,,0,0,358585,14.5,,S
55,0,1,"Ostby, Mr. Engelhart Cornelius",male,65.0,0,1,113509,61.9792,B30,C
573,1,1,"Flynn, Mr. John Irwin (""Irving"")",male,36.0,0,0,PC 17474,26.3875,E25,S
379,0,3,"Betros, Mr. Tannous",male,20.0,0,0,2648,4.0125,,C
198,0,3,"Olsen, Mr. Karl Siegwart Andreas",male,42.0,0,1,4579,8.4042,,S
396,0,3,"Johansson, Mr. Erik",male,22.0,0,0,350052,7.7958,,S
111,0,1,"Porter, Mr. Walter Chamberlain",male,47.0,0,0,110465,52.0,C110,S
138,0,1,"Futrelle, Mr. Jacques Heath",male,37.0,1,0,113803,53.1,C123,S
312,1,1,"Ryerson, Miss. Emily Borie",female,18.0,2,2,PC 17608,262.375,B57 B59 B63 B66,C
391,1,1,"Carter, Mr. William Ernest",male,36.0,1,2,113760,120.0,B96 B98,S
24,1,1,"Sloper, Mr. William Thompson",male,28.0,0,0,113788,35.5,A6,S
818,0,2,"Mallet, Mr. Albert",male,31.0,1,1,S.C./PARIS 2079,37.0042,,C
110,1,3,"Moran, Miss. Bertha",female,,1,0,371110,24.15,,Q
302,1,3,"McCoy, Mr. Bernard",male,,2,0,367226,23.25,,Q
104,0,3,"Johansson, Mr. Gustaf Joel",male,33.0,0,0,7540,8.6542,,S
875,1,2,"Abelson, Mrs. Samuel (Hannah Wizosky)",female,28.0,1,0,P/PP 3381,24.0,,C
62,1,1,"Icard, Miss. Amelie",female,38.0,0,0,113572,80.0,B28,
154,0,3,"van Billiard, Mr. Austin Blyler",male,40.5,0,2,A/5. 851,14.5,,S
289,1,2,"Hosono, Mr. Masabumi",male,42.0,0,0,237798,13.0,,S
245,0,3,"Attalah, Mr. Sleiman",male,30.0,0,0,2694,7.225,,C
681,0,3,"Peters, Miss. Katie",female,,0,0,330935,8.1375,,Q
797,1,1,"Leader, Dr. Alice (Farnham)",female,49.0,0,0,17465,25.9292,D17,S
226,0,3,"Berglund, Mr. Karl Ivar Sven",male,22.0,0,0,PP 4348,9.35,,S
857,1,1,"Wick, Mrs. George Dennick (Mary Hitchcock)",female,45.0,1,1,36928,164.8667,,S
621,0,3,"Yasbeck, Mr. Antoni",male,27.0,1,0,2659,14.4542,,C
451,0,2,"West, Mr. Edwy Arthur",male,36.0,1,2,C.A. 34651,27.75,,S
424,0,3,"Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)",female,28.0,1,1,347080,14.4,,S
450,1,1,"Peuchen, Major. Arthur Godfrey",male,52.0,0,0,113786,30.5,C104,S
161,0,3,"Cribb, Mr. John Hatfield",male,44.0,0,1,371362,16.1,,S
743,1,1,"Ryerson, Miss. Susan Parker ""Suzette""",female,21.0,2,2,PC 17608,262.375,B57 B59 B63 B66,C
651,0,3,"Mitkoff, Mr. Mito",male,,0,0,349221,7.8958,,S
250,0,2,"Carter, Rev. Ernest Courtenay",male,54.0,1,0,244252,26.0,,S
540,1,1,"Frolicher, Miss. Hedwig Margaritha",female,22.0,0,2,13568,49.5,B39,C
414,0,2,"Cunningham, Mr. Alfred Fleming",male,,0,0,239853,0.0,,S
207,0,3,"Backstrom, Mr. Karl Alfred",male,32.0,1,0,3101278,15.85,,S
828,1,2,"Mallet, Master. Andre",male,1.0,0,2,S.C./PARIS 2079,37.0042,,C
484,1,3,"Turkula, Mrs. (Hedwig)",female,63.0,0,0,4134,9.5875,,S
607,0,3,"Karaic, Mr. Milan",male,30.0,0,0,349246,7.8958,,S
185,1,3,"Kink-Heilmann, Miss. Luise Gretchen",female,4.0,0,2,315153,22.025,,S
683,0,3,"Olsvigen, Mr. Thor Anderson",male,20.0,0,0,6563,9.225,,S
794,0,1,"Hoyt, Mr. William Fisher",male,,0,0,PC 17600,30.6958,,C
13,0,3,"Saundercock, Mr. William Henry",male,20.0,0,0,A/5. 2151,8.05,,S
118,0,2,"Turpin, Mr. William John Robert",male,29.0,1,0,11668,21.0,,S
483,0,3,"Rouse, Mr. Richard Henry",male,50.0,0,0,A/5 3594,8.05,,S
421,0,3,"Gheorgheff, Mr. Stanio",male,,0,0,349254,7.8958,,C
543,0,3,"Andersson, Miss. Sigrid Elisabeth",female,11.0,4,2,347082,31.275,,S
884,0,2,"Banfield, Mr. Frederick James",male,28.0,0,0,C.A./SOTON 34068,10.5,,S
877,0,3,"Gustafsson, Mr. Alfred Ossian",male,20.0,0,0,7534,9.8458,,S
109,0,3,"Rekic, Mr. Tido",male,38.0,0,0,349249,7.8958,,S
603,0,1,"Harrington, Mr. Charles H",male,,0,0,113796,42.4,,S
575,0,3,"Rush, Mr. Alfred George John",male,16.0,0,0,A/4. 20589,8.05,,S
253,0,1,"Stead, Mr. William Thomas",male,62.0,0,0,113514,26.55,C87,S
712,0,1,"Klaber, Mr. Herman",male,,0,0,113028,26.55,C124,S
397,0,3,"Olsson, Miss. Elina",female,31.0,0,0,350407,7.8542,,S
194,1,2,"Navratil, Master. Michel M",male,3.0,1,1,230080,26.0,F2,S
567,0,3,"Stoytcheff, Mr. Ilia",male,19.0,0,0,349205,7.8958,,S
204,0,3,"Youseff, Mr. Gerious",male,45.5,0,0,2628,7.225,,C
491,0,3,"Hagland, Mr. Konrad Mathias Reiersen",male,,1,0,65304,19.9667,,S
815,0,3,"Tomlin, Mr. Ernest Portage",male,30.5,0,0,364499,8.05,,S
219,1,1,"Bazzani, Miss. Albina",female,32.0,0,0,11813,76.2917,D15,C
446,1,1,"Dodge, Master. Washington",male,4.0,0,2,33638,81.8583,A34,S
490,1,3,"Coutts, Master. Eden Leslie ""Neville""",male,9.0,1,1,C.A. 37671,15.9,,S
112,0,3,"Zabour, Miss. Hileni",female,14.5,1,0,2665,14.4542,,C
731,1,1,"Allen, Miss. Elisabeth Walton",female,29.0,0,0,24160,211.3375,B5,S
106,0,3,"Mionoff, Mr. Stoytcho",male,28.0,0,0,349207,7.8958,,S
480,1,3,"Hirvonen, Miss. Hildur E",female,2.0,0,1,3101298,12.2875,,S
278,0,2,"Parkes, Mr. Francis ""Frank""",male,,0,0,239853,0.0,,S
70,0,3,"Kink, Mr. Vincenz",male,26.0,2,0,315151,8.6625,,S
86,1,3,"Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)",female,33.0,3,0,3101278,15.85,,S
795,0,3,"Dantcheff, Mr. Ristiu",male,25.0,0,0,349203,7.8958,,S
162,1,2,"Watt, Mrs. James (Elizabeth ""Bessie"" Inglis Milne)",female,40.0,0,0,C.A. 33595,15.75,,S
816,0,1,"Fry, Mr. Richard",male,,0,0,112058,0.0,B102,S
517,1,2,"Lemore, Mrs. (Amelia Milley)",female,34.0,0,0,C.A. 34260,10.5,F33,S
300,1,1,"Baxter, Mrs. James (Helene DeLaudeniere Chaput)",female,50.0,0,1,PC 17558,247.5208,B58 B60,C
455,0,3,"Peduzzi, Mr. Joseph",male,,0,0,A/5 2817,8.05,,S
60,0,3,"Goodwin, Master. William Frederick",male,11.0,5,2,CA 2144,46.9,,S
880,1,1,"Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)",female,56.0,0,1,11767,83.1583,C50,C
43,0,3,"Kraeff, Mr. Theodor",male,,0,0,349253,7.8958,,C
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488,0,1,"Kent, Mr. Edward Austin",male,58.0,0,0,11771,29.7,B37,C
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417,1,2,"Drew, Mrs. James Vivian (Lulu Thorne Christian)",female,34.0,1,1,28220,32.5,,S
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358,0,2,"Funk, Miss. Annie Clemmer",female,38.0,0,0,237671,13.0,,S
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166,1,3,"Goldsmith, Master. Frank John William ""Frankie""",male,9.0,0,2,363291,20.525,,S
799,0,3,"Ibrahim Shawah, Mr. Yousseff",male,30.0,0,0,2685,7.2292,,C
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785,0,3,"Ali, Mr. William",male,25.0,0,0,SOTON/O.Q. 3101312,7.05,,S
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383,0,3,"Tikkanen, Mr. Juho",male,32.0,0,0,STON/O 2. 3101293,7.925,,S
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878,0,3,"Petroff, Mr. Nedelio",male,19.0,0,0,349212,7.8958,,S
833,0,3,"Saad, Mr. Amin",male,,0,0,2671,7.2292,,C
75,1,3,"Bing, Mr. Lee",male,32.0,0,0,1601,56.4958,,S
722,0,3,"Jensen, Mr. Svend Lauritz",male,17.0,1,0,350048,7.0542,,S
251,0,3,"Reed, Mr. James George",male,,0,0,362316,7.25,,S
238,1,2,"Collyer, Miss. Marjorie ""Lottie""",female,8.0,0,2,C.A. 31921,26.25,,S
146,0,2,"Nicholls, Mr. Joseph Charles",male,19.0,1,1,C.A. 33112,36.75,,S
808,0,3,"Pettersson, Miss. Ellen Natalia",female,18.0,0,0,347087,7.775,,S
131,0,3,"Drazenoic, Mr. Jozef",male,33.0,0,0,349241,7.8958,,C
576,0,3,"Patchett, Mr. George",male,19.0,0,0,358585,14.5,,S
515,0,3,"Coleff, Mr. Satio",male,24.0,0,0,349209,7.4958,,S
847,0,3,"Sage, Mr. Douglas Bullen",male,,8,2,CA. 2343,69.55,,S
648,1,1,"Simonius-Blumer, Col. Oberst Alfons",male,56.0,0,0,13213,35.5,A26,C
443,0,3,"Petterson, Mr. Johan Emil",male,25.0,1,0,347076,7.775,,S
478,0,3,"Braund, Mr. Lewis Richard",male,29.0,1,0,3460,7.0458,,S
537,0,1,"Butt, Major. Archibald Willingham",male,45.0,0,0,113050,26.55,B38,S
169,0,1,"Baumann, Mr. John D",male,,0,0,PC 17318,25.925,,S
149,0,2,"Navratil, Mr. Michel (""Louis M Hoffman"")",male,36.5,0,2,230080,26.0,F2,S
290,1,3,"Connolly, Miss. Kate",female,22.0,0,0,370373,7.75,,Q
15,0,3,"Vestrom, Miss. Hulda Amanda Adolfina",female,14.0,0,0,350406,7.8542,,S
386,0,2,"Davies, Mr. Charles Henry",male,18.0,0,0,S.O.C. 14879,73.5,,S
811,0,3,"Alexander, Mr. William",male,26.0,0,0,3474,7.8875,,S
78,0,3,"Moutal, Mr. Rahamin Haim",male,,0,0,374746,8.05,,S
738,1,1,"Lesurer, Mr. Gustave J",male,35.0,0,0,PC 17755,512.3292,B101,C
452,0,3,"Hagland, Mr. Ingvald Olai Olsen",male,,1,0,65303,19.9667,,S
35,0,1,"Meyer, Mr. Edgar Joseph",male,28.0,1,0,PC 17604,82.1708,,C
347,1,2,"Smith, Miss. Marion Elsie",female,40.0,0,0,31418,13.0,,S
436,1,1,"Carter, Miss. Lucile Polk",female,14.0,1,2,113760,120.0,B96 B98,S
390,1,2,"Lehmann, Miss. Bertha",female,17.0,0,0,SC 1748,12.0,,C
657,0,3,"Radeff, Mr. Alexander",male,,0,0,349223,7.8958,,S
695,0,1,"Weir, Col. John",male,60.0,0,0,113800,26.55,,S
586,1,1,"Taussig, Miss. Ruth",female,18.0,0,2,110413,79.65,E68,S
384,1,1,"Holverson, Mrs. Alexander Oskar (Mary Aline Towner)",female,35.0,1,0,113789,52.0,,S
58,0,3,"Novel, Mr. Mansouer",male,28.5,0,0,2697,7.2292,,C
246,0,1,"Minahan, Dr. William Edward",male,44.0,2,0,19928,90.0,C78,Q
557,1,1,"Duff Gordon, Lady. (Lucille Christiana Sutherland) (""Mrs Morgan"")",female,48.0,1,0,11755,39.6,A16,C
605,1,1,"Homer, Mr. Harry (""Mr E Haven"")",male,35.0,0,0,111426,26.55,,C
350,0,3,"Dimic, Mr. Jovan",male,42.0,0,0,315088,8.6625,,S
659,0,2,"Eitemiller, Mr. George Floyd",male,23.0,0,0,29751,13.0,,S
415,1,3,"Sundman, Mr. Johan Julian",male,44.0,0,0,STON/O 2. 3101269,7.925,,S
713,1,1,"Taylor, Mr. Elmer Zebley",male,48.0,1,0,19996,52.0,C126,S
474,1,2,"Jerwan, Mrs. Amin S (Marie Marthe Thuillard)",female,23.0,0,0,SC/AH Basle 541,13.7917,D,C
139,0,3,"Osen, Mr. Olaf Elon",male,16.0,0,0,7534,9.2167,,S
224,0,3,"Nenkoff, Mr. Christo",male,,0,0,349234,7.8958,,S
221,1,3,"Sunderland, Mr. Victor Francis",male,16.0,0,0,SOTON/OQ 392089,8.05,,S
68,0,3,"Crease, Mr. Ernest James",male,19.0,0,0,S.P. 3464,8.1583,,S
622,1,1,"Kimball, Mr. Edwin Nelson Jr",male,42.0,1,0,11753,52.5542,D19,S
467,0,2,"Campbell, Mr. William",male,,0,0,239853,0.0,,S
525,0,3,"Kassem, Mr. Fared",male,,0,0,2700,7.2292,,C
17,0,3,"Rice, Master. Eugene",male,2.0,4,1,382652,29.125,,Q
430,1,3,"Pickard, Mr. Berk (Berk Trembisky)",male,32.0,0,0,SOTON/O.Q. 392078,8.05,E10,S
90,0,3,"Celotti, Mr. Francesco",male,24.0,0,0,343275,8.05,,S
486,0,3,"Lefebre, Miss. Jeannie",female,,3,1,4133,25.4667,,S
831,1,3,"Yasbeck, Mrs. Antoni (Selini Alexander)",female,15.0,1,0,2659,14.4542,,C
440,0,2,"Kvillner, Mr. Johan Henrik Johannesson",male,31.0,0,0,C.A. 18723,10.5,,S
244,0,3,"Maenpaa, Mr. Matti Alexanteri",male,22.0,0,0,STON/O 2. 3101275,7.125,,S
882,0,3,"Markun, Mr. Johann",male,33.0,0,0,349257,7.8958,,S
287,1,3,"de Mulder, Mr. Theodore",male,30.0,0,0,345774,9.5,,S
735,0,2,"Troupiansky, Mr. Moses Aaron",male,23.0,0,0,233639,13.0,,S
620,0,2,"Gavey, Mr. Lawrence",male,26.0,0,0,31028,10.5,,S
296,0,1,"Lewy, Mr. Ervin G",male,,0,0,PC 17612,27.7208,,C
187,1,3,"O'Brien, Mrs. Thomas (Johanna ""Hannah"" Godfrey)",female,,1,0,370365,15.5,,Q
629,0,3,"Bostandyeff, Mr. Guentcho",male,26.0,0,0,349224,7.8958,,S
123,0,2,"Nasser, Mr. Nicholas",male,32.5,1,0,237736,30.0708,,C
678,1,3,"Turja, Miss. Anna Sofia",female,18.0,0,0,4138,9.8417,,S
263,0,1,"Taussig, Mr. Emil",male,52.0,1,1,110413,79.65,E67,S
439,0,1,"Fortune, Mr. Mark",male,64.0,1,4,19950,263.0,C23 C25 C27,S
410,0,3,"Lefebre, Miss. Ida",female,,3,1,4133,25.4667,,S
497,1,1,"Eustis, Miss. Elizabeth Mussey",female,54.0,1,0,36947,78.2667,D20,C
522,0,3,"Vovk, Mr. Janko",male,22.0,0,0,349252,7.8958,,S
766,1,1,"Hogeboom, Mrs. John C (Anna Andrews)",female,51.0,1,0,13502,77.9583,D11,S
408,1,2,"Richards, Master. William Rowe",male,3.0,1,1,29106,18.75,,S
420,0,3,"Van Impe, Miss. Catharina",female,10.0,0,2,345773,24.15,,S
453,0,1,"Foreman, Mr. Benjamin Laventall",male,30.0,0,0,113051,27.75,C111,C
447,1,2,"Mellinger, Miss. Madeleine Violet",female,13.0,0,1,250644,19.5,,S
197,0,3,"Mernagh, Mr. Robert",male,,0,0,368703,7.75,,Q
227,1,2,"Mellors, Mr. William John",male,19.0,0,0,SW/PP 751,10.5,,S
852,0,3,"Svensson, Mr. Johan",male,74.0,0,0,347060,7.775,,S
763,1,3,"Barah, Mr. Hanna Assi",male,20.0,0,0,2663,7.2292,,C
257,1,1,"Thorne, Mrs. Gertrude Maybelle",female,,0,0,PC 17585,79.2,,C
407,0,3,"Widegren, Mr. Carl/Charles Peter",male,51.0,0,0,347064,7.75,,S
103,0,1,"White, Mr. Richard Frasar",male,21.0,0,1,35281,77.2875,D26,S
315,0,2,"Hart, Mr. Benjamin",male,43.0,1,1,F.C.C. 13529,26.25,,S
77,0,3,"Staneff, Mr. Ivan",male,,0,0,349208,7.8958,,S
632,0,3,"Lundahl, Mr. Johan Svensson",male,51.0,0,0,347743,7.0542,,S
750,0,3,"Connaghton, Mr. Michael",male,31.0,0,0,335097,7.75,,Q
627,0,2,"Kirkland, Rev. Charles Leonard",male,57.0,0,0,219533,12.35,,Q
96,0,3,"Shorney, Mr. Charles Joseph",male,,0,0,374910,8.05,,S
171,0,1,"Van der hoef, Mr. Wyckoff",male,61.0,0,0,111240,33.5,B19,S
881,1,2,"Shelley, Mrs. William (Imanita Parrish Hall)",female,25.0,0,1,230433,26.0,,S
95,0,3,"Coxon, Mr. Daniel",male,59.0,0,0,364500,7.25,,S
215,0,3,"Kiernan, Mr. Philip",male,,1,0,367229,7.75,,Q
39,0,3,"Vander Planke, Miss. Augusta Maria",female,18.0,2,0,345764,18.0,,S
774,0,3,"Elias, Mr. Dibo",male,,0,0,2674,7.225,,C
37,1,3,"Mamee, Mr. Hanna",male,,0,0,2677,7.2292,,C
181,0,3,"Sage, Miss. Constance Gladys",female,,8,2,CA. 2343,69.55,,S
177,0,3,"Lefebre, Master. Henry Forbes",male,,3,1,4133,25.4667,,S
812,0,3,"Lester, Mr. James",male,39.0,0,0,A/4 48871,24.15,,S
496,0,3,"Yousseff, Mr. Gerious",male,,0,0,2627,14.4583,,C
503,0,3,"O'Sullivan, Miss. Bridget Mary",female,,0,0,330909,7.6292,,Q
216,1,1,"Newell, Miss. Madeleine",female,31.0,1,0,35273,113.275,D36,C
395,1,3,"Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)",female,24.0,0,2,PP 9549,16.7,G6,S
720,0,3,"Johnson, Mr. Malkolm Joackim",male,33.0,0,0,347062,7.775,,S
213,0,3,"Perkin, Mr. John Henry",male,22.0,0,0,A/5 21174,7.25,,S
644,1,3,"Foo, Mr. Choong",male,,0,0,1601,56.4958,,S
583,0,2,"Downton, Mr. William James",male,54.0,0,0,28403,26.0,,S
132,0,3,"Coelho, Mr. Domingos Fernandeo",male,20.0,0,0,SOTON/O.Q. 3101307,7.05,,S
363,0,3,"Barbara, Mrs. (Catherine David)",female,45.0,0,1,2691,14.4542,,C
461,1,1,"Anderson, Mr. Harry",male,48.0,0,0,19952,26.55,E12,S
186,0,1,"Rood, Mr. Hugh Roscoe",male,,0,0,113767,50.0,A32,S
14,0,3,"Andersson, Mr. Anders Johan",male,39.0,1,5,347082,31.275,,S
1,0,3,"Braund, Mr. Owen Harris",male,22.0,1,0,A/5 21171,7.25,,S
694,0,3,"Saad, Mr. Khalil",male,25.0,0,0,2672,7.225,,C
476,0,1,"Clifford, Mr. George Quincy",male,,0,0,110465,52.0,A14,S
348,1,3,"Davison, Mrs. Thomas Henry (Mary E Finck)",female,,1,0,386525,16.1,,S
489,0,3,"Somerton, Mr. Francis William",male,30.0,0,0,A.5. 18509,8.05,,S
69,1,3,"Andersson, Miss. Erna Alexandra",female,17.0,4,2,3101281,7.925,,S
883,0,3,"Dahlberg, Miss. Gerda Ulrika",female,22.0,0,0,7552,10.5167,,S
18,1,2,"Williams, Mr. Charles Eugene",male,,0,0,244373,13.0,,S
31,0,1,"Uruchurtu, Don. Manuel E",male,40.0,0,0,PC 17601,27.7208,,C
619,1,2,"Becker, Miss. Marion Louise",female,4.0,2,1,230136,39.0,F4,S
526,0,3,"Farrell, Mr. James",male,40.5,0,0,367232,7.75,,Q
585,0,3,"Paulner, Mr. Uscher",male,,0,0,3411,8.7125,,C
274,0,1,"Natsch, Mr. Charles H",male,37.0,0,1,PC 17596,29.7,C118,C
715,0,2,"Greenberg, Mr. Samuel",male,52.0,0,0,250647,13.0,,S
438,1,2,"Richards, Mrs. Sidney (Emily Hocking)",female,24.0,2,3,29106,18.75,,S
193,1,3,"Andersen-Jensen, Miss. Carla Christine Nielsine",female,19.0,1,0,350046,7.8542,,S
275,1,3,"Healy, Miss. Hanora ""Nora""",female,,0,0,370375,7.75,,Q
173,1,3,"Johnson, Miss. Eleanor Ileen",female,1.0,1,1,347742,11.1333,,S
807,0,1,"Andrews, Mr. Thomas Jr",male,39.0,0,0,112050,0.0,A36,S
680,1,1,"Cardeza, Mr. Thomas Drake Martinez",male,36.0,0,1,PC 17755,512.3292,B51 B53 B55,C
304,1,2,"Keane, Miss. Nora A",female,,0,0,226593,12.35,E101,Q
370,1,1,"Aubart, Mme. Leontine Pauline",female,24.0,0,0,PC 17477,69.3,B35,C
239,0,2,"Pengelly, Mr. Frederick William",male,19.0,0,0,28665,10.5,,S
825,0,3,"Panula, Master. Urho Abraham",male,2.0,4,1,3101295,39.6875,,S
284,1,3,"Dorking, Mr. Edward Arthur",male,19.0,0,0,A/5. 10482,8.05,,S
182,0,2,"Pernot, Mr. Rene",male,,0,0,SC/PARIS 2131,15.05,,C
64,0,3,"Skoog, Master. Harald",male,4.0,3,2,347088,27.9,,S
404,0,3,"Hakkarainen, Mr. Pekka Pietari",male,28.0,1,0,STON/O2. 3101279,15.85,,S
479,0,3,"Karlsson, Mr. Nils August",male,22.0,0,0,350060,7.5208,,S
618,0,3,"Lobb, Mrs. William Arthur (Cordelia K Stanlick)",female,26.0,1,0,A/5. 3336,16.1,,S
3,1,3,"Heikkinen, Miss. Laina",female,26.0,0,0,STON/O2. 3101282,7.925,,S
337,0,1,"Pears, Mr. Thomas Clinton",male,29.0,1,0,113776,66.6,C2,S
764,1,1,"Carter, Mrs. William Ernest (Lucile Polk)",female,36.0,1,2,113760,120.0,B96 B98,S
696,0,2,"Chapman, Mr. Charles Henry",male,52.0,0,0,248731,13.5,,S
783,0,1,"Long, Mr. Milton Clyde",male,29.0,0,0,113501,30.0,D6,S
318,0,2,"Moraweck, Dr. Ernest",male,54.0,0,0,29011,14.0,,S
706,0,2,"Morley, Mr. Henry Samuel (""Mr Henry Marshall"")",male,39.0,0,0,250655,26.0,,S
432,1,3,"Thorneycroft, Mrs. Percival (Florence Kate White)",female,,1,0,376564,16.1,,S
50,0,3,"Arnold-Franchi, Mrs. Josef (Josefine Franchi)",female,18.0,1,0,349237,17.8,,S
136,0,2,"Richard, Mr. Emile",male,23.0,0,0,SC/PARIS 2133,15.0458,,C
889,0,3,"Johnston, Miss. Catherine Helen ""Carrie""",female,,1,2,W./C. 6607,23.45,,S
604,0,3,"Torber, Mr. Ernst William",male,44.0,0,0,364511,8.05,,S
5,0,3,"Allen, Mr. William Henry",male,35.0,0,0,373450,8.05,,S
613,1,3,"Murphy, Miss. Margaret Jane",female,,1,0,367230,15.5,,Q
724,0,2,"Hodges, Mr. Henry Price",male,50.0,0,0,250643,13.0,,S
758,0,2,"Bailey, Mr. Percy Andrew",male,18.0,0,0,29108,11.5,,S
142,1,3,"Nysten, Miss. Anna Sofia",female,22.0,0,0,347081,7.75,,S
416,0,3,"Meek, Mrs. Thomas (Annie Louise Rowley)",female,,0,0,343095,8.05,,S
668,0,3,"Rommetvedt, Mr. Knud Paust",male,,0,0,312993,7.775,,S
387,0,3,"Goodwin, Master. Sidney Leonard",male,1.0,5,2,CA 2144,46.9,,S
87,0,3,"Ford, Mr. William Neal",male,16.0,1,3,W./C. 6608,34.375,,S
94,0,3,"Dean, Mr. Bertram Frank",male,26.0,1,2,C.A. 2315,20.575,,S
650,1,3,"Stanley, Miss. Amy Zillah Elsie",female,23.0,0,0,CA. 2314,7.55,,S
508,1,1,"Bradley, Mr. George (""George Arthur Brayton"")",male,,0,0,111427,26.55,,S
571,1,2,"Harris, Mr. George",male,62.0,0,0,S.W./PP 752,10.5,,S
317,1,2,"Kantor, Mrs. Sinai (Miriam Sternin)",female,24.0,1,0,244367,26.0,,S
229,0,2,"Fahlstrom, Mr. Arne Jonas",male,18.0,0,0,236171,13.0,,S
656,0,2,"Hickman, Mr. Leonard Mark",male,24.0,2,0,S.O.C. 14879,73.5,,S
281,0,3,"Duane, Mr. Frank",male,65.0,0,0,336439,7.75,,Q
753,0,3,"Vande Velde, Mr. Johannes Joseph",male,33.0,0,0,345780,9.5,,S
803,1,1,"Carter, Master. William Thornton II",male,11.0,1,2,113760,120.0,B96 B98,S
527,1,2,"Ridsdale, Miss. Lucy",female,50.0,0,0,W./C. 14258,10.5,,S
739,0,3,"Ivanoff, Mr. Kanio",male,,0,0,349201,7.8958,,S
579,0,3,"Caram, Mrs. Joseph (Maria Elias)",female,,1,0,2689,14.4583,,C
54,1,2,"Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson)",female,29.0,1,0,2926,26.0,,S
867,1,2,"Duran y More, Miss. Asuncion",female,27.0,1,0,SC/PARIS 2149,13.8583,,C
351,0,3,"Odahl, Mr. Nils Martin",male,23.0,0,0,7267,9.225,,S
80,1,3,"Dowdell, Miss. Elizabeth",female,30.0,0,0,364516,12.475,,S
856,1,3,"Aks, Mrs. Sam (Leah Rosen)",female,18.0,0,1,392091,9.35,,S
872,1,1,"Beckwith, Mrs. Richard Leonard (Sallie Monypeny)",female,47.0,1,1,11751,52.5542,D35,S
836,1,1,"Compton, Miss. Sara Rebecca",female,39.0,1,1,PC 17756,83.1583,E49,C
793,0,3,"Sage, Miss. Stella Anna",female,,8,2,CA. 2343,69.55,,S
521,1,1,"Perreault, Miss. Anne",female,30.0,0,0,12749,93.5,B73,S
1 PassengerId Survived Pclass Name Sex Age SibSp Parch Ticket Fare Cabin Embarked
2 409 0 3 Birkeland, Mr. Hans Martin Monsen male 21.0 0 0 312992 7.775 S
3 481 0 3 Goodwin, Master. Harold Victor male 9.0 5 2 CA 2144 46.9 S
4 511 1 3 Daly, Mr. Eugene Patrick male 29.0 0 0 382651 7.75 Q
5 610 1 1 Shutes, Miss. Elizabeth W female 40.0 0 0 PC 17582 153.4625 C125 S
6 548 1 2 Padro y Manent, Mr. Julian male 0 0 SC/PARIS 2146 13.8625 C
7 710 1 3 Moubarek, Master. Halim Gonios ("William George") male 1 1 2661 15.2458 C
8 153 0 3 Meo, Mr. Alfonzo male 55.5 0 0 A.5. 11206 8.05 S
9 494 0 1 Artagaveytia, Mr. Ramon male 71.0 0 0 PC 17609 49.5042 C
10 393 0 3 Gustafsson, Mr. Johan Birger male 28.0 2 0 3101277 7.925 S
11 824 1 3 Moor, Mrs. (Beila) female 27.0 0 1 392096 12.475 E121 S
12 577 1 2 Garside, Miss. Ethel female 34.0 0 0 243880 13.0 S
13 773 0 2 Mack, Mrs. (Mary) female 57.0 0 0 S.O./P.P. 3 10.5 E77 S
14 745 1 3 Stranden, Mr. Juho male 31.0 0 0 STON/O 2. 3101288 7.925 S
15 328 1 2 Ball, Mrs. (Ada E Hall) female 36.0 0 0 28551 13.0 D S
16 460 0 3 O'Connor, Mr. Maurice male 0 0 371060 7.75 Q
17 222 0 2 Bracken, Mr. James H male 27.0 0 0 220367 13.0 S
18 851 0 3 Andersson, Master. Sigvard Harald Elias male 4.0 4 2 347082 31.275 S
19 558 0 1 Robbins, Mr. Victor male 0 0 PC 17757 227.525 C
20 47 0 3 Lennon, Mr. Denis male 1 0 370371 15.5 Q
21 449 1 3 Baclini, Miss. Marie Catherine female 5.0 2 1 2666 19.2583 C
22 371 1 1 Harder, Mr. George Achilles male 25.0 1 0 11765 55.4417 E50 C
23 196 1 1 Lurette, Miss. Elise female 58.0 0 0 PC 17569 146.5208 B80 C
24 761 0 3 Garfirth, Mr. John male 0 0 358585 14.5 S
25 55 0 1 Ostby, Mr. Engelhart Cornelius male 65.0 0 1 113509 61.9792 B30 C
26 573 1 1 Flynn, Mr. John Irwin ("Irving") male 36.0 0 0 PC 17474 26.3875 E25 S
27 379 0 3 Betros, Mr. Tannous male 20.0 0 0 2648 4.0125 C
28 198 0 3 Olsen, Mr. Karl Siegwart Andreas male 42.0 0 1 4579 8.4042 S
29 396 0 3 Johansson, Mr. Erik male 22.0 0 0 350052 7.7958 S
30 111 0 1 Porter, Mr. Walter Chamberlain male 47.0 0 0 110465 52.0 C110 S
31 138 0 1 Futrelle, Mr. Jacques Heath male 37.0 1 0 113803 53.1 C123 S
32 312 1 1 Ryerson, Miss. Emily Borie female 18.0 2 2 PC 17608 262.375 B57 B59 B63 B66 C
33 391 1 1 Carter, Mr. William Ernest male 36.0 1 2 113760 120.0 B96 B98 S
34 24 1 1 Sloper, Mr. William Thompson male 28.0 0 0 113788 35.5 A6 S
35 818 0 2 Mallet, Mr. Albert male 31.0 1 1 S.C./PARIS 2079 37.0042 C
36 110 1 3 Moran, Miss. Bertha female 1 0 371110 24.15 Q
37 302 1 3 McCoy, Mr. Bernard male 2 0 367226 23.25 Q
38 104 0 3 Johansson, Mr. Gustaf Joel male 33.0 0 0 7540 8.6542 S
39 875 1 2 Abelson, Mrs. Samuel (Hannah Wizosky) female 28.0 1 0 P/PP 3381 24.0 C
40 62 1 1 Icard, Miss. Amelie female 38.0 0 0 113572 80.0 B28
41 154 0 3 van Billiard, Mr. Austin Blyler male 40.5 0 2 A/5. 851 14.5 S
42 289 1 2 Hosono, Mr. Masabumi male 42.0 0 0 237798 13.0 S
43 245 0 3 Attalah, Mr. Sleiman male 30.0 0 0 2694 7.225 C
44 681 0 3 Peters, Miss. Katie female 0 0 330935 8.1375 Q
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24
tests/data/rsp_cache.json
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16
tests/metagpt/roles/test_ml_engineer.py
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@ -1,6 +1,5 @@
import pytest
from metagpt.const import DATA_PATH
from metagpt.logs import logger
from metagpt.roles.ml_engineer import MLEngineer
@ -11,21 +10,12 @@ def test_mle_init():
@pytest.mark.asyncio
@pytest.mark.parametrize("use_tools", [(True)])
async def test_code_interpreter(use_tools):
# requirement = "Run data analysis on sklearn Iris dataset, include a plot"
# requirement = "Run data analysis on sklearn Wine recognition dataset, include a plot, and train a model to predict wine class (20% as validation), and show validation accuracy"
data_path = f"{DATA_PATH}/titanic"
async def test_ml_engineer():
data_path = "tests/data/ml_datasets/titanic"
requirement = f"This is a titanic passenger survival dataset, your goal is to predict passenger survival outcome. The target column is Survived. Perform data analysis, data preprocessing, feature engineering, and modeling to predict the target. Report accuracy on the eval data. Train data path: '{data_path}/split_train.csv', eval data path: '{data_path}/split_eval.csv'."
# data_path = f"{DATA_PATH}/icr-identify-age-related-conditions"
# requirement = f"This is a medical dataset with over fifty anonymized health characteristics linked to three age-related conditions. Your goal is to predict whether a subject has or has not been diagnosed with one of these conditions.The target column is Class. Perform data analysis, data preprocessing, feature engineering, and modeling to predict the target. Report f1 score on the eval data. Train data path: {data_path}/split_train.csv, eval data path: {data_path}/split_eval.csv."
# data_path = f"{DATA_PATH}/santander-customer-transaction-prediction"
# requirement = f"This is a customers financial dataset. Your goal is to predict which customers will make a specific transaction in the future. The target column is target. Perform data analysis, data preprocessing, feature engineering, and modeling to predict the target. Report AUC Score on the eval data. Train data path: '{data_path}/split_train.csv', eval data path: '{data_path}/split_eval.csv' ."
# data_path = f"{DATA_PATH}/house-prices-advanced-regression-techniques"
# requirement = f"This is a house price dataset, your goal is to predict the sale price of a property based on its features. The target column is SalePrice. Perform data analysis, data preprocessing, feature engineering, and modeling to predict the target. Report RMSE between the logarithm of the predicted value and the logarithm of the observed sales price on the eval data. Train data path: '{data_path}/split_train.csv', eval data path: '{data_path}/split_eval.csv'."
tools = ["FillMissingValue", "CatCross", "dummy_tool"]
mle = MLEngineer(goal=requirement, auto_run=True, use_tools=use_tools, tools=tools)
mle = MLEngineer(goal=requirement, auto_run=True, use_tools=True, tools=tools)
rsp = await mle.run(requirement)
logger.info(rsp)
assert len(rsp.content) > 0