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zadania 1-8

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Asiek 2024-01-04 21:36:25 +01:00
parent 97240bb7be
commit 81f7c45eaa
17 changed files with 8074 additions and 0 deletions
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1994
communities.data Normal file
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data6.tsv Normal file
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@ -0,0 +1,20 @@
21.252 -555.640
179.842 3840.141
118.162 2274.989
114.269 1146.575
121.444 1840.589
87.624 1663.894
170.039 3504.537
192.651 3708.239
12.390 -358.240
144.264 2444.162
169.900 3348.941
63.254 271.623
72.439 900.423
71.108 77.543
179.476 3313.424
169.084 2525.653
99.073 734.413
195.528 4067.410
131.023 2182.147
12.424 490.714
1 21.252 -555.640
2 179.842 3840.141
3 118.162 2274.989
4 114.269 1146.575
5 121.444 1840.589
6 87.624 1663.894
7 170.039 3504.537
8 192.651 3708.239
9 12.390 -358.240
10 144.264 2444.162
11 169.900 3348.941
12 63.254 271.623
13 72.439 900.423
14 71.108 77.543
15 179.476 3313.424
16 169.084 2525.653
17 99.073 734.413
18 195.528 4067.410
19 131.023 2182.147
20 12.424 490.714

42
fires_thefts.csv Normal file
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6.2,29
9.5,44
10.5,36
7.7,37
8.6,53
34.1,68
11,75
6.9,18
7.3,31
15.1,25
29.1,34
2.2,14
5.7,11
2,11
2.5,22
4,16
5.4,27
2.2,9
7.2,29
15.1,30
16.5,40
18.4,32
36.2,41
39.7,147
18.5,22
23.3,29
12.2,46
5.6,23
21.8,4
21.6,31
9,39
3.6,15
5,32
28.6,27
17.4,32
11.3,34
3.4,17
11.9,46
10.5,42
10.7,43
10.8,34
4.8,19
1 6.2 29
2 9.5 44
3 10.5 36
4 7.7 37
5 8.6 53
6 34.1 68
7 11 75
8 6.9 18
9 7.3 31
10 15.1 25
11 29.1 34
12 2.2 14
13 5.7 11
14 2 11
15 2.5 22
16 4 16
17 5.4 27
18 2.2 9
19 7.2 29
20 15.1 30
21 16.5 40
22 18.4 32
23 36.2 41
24 39.7 147
25 18.5 22
26 23.3 29
27 12.2 46
28 5.6 23
29 21.8 4
30 21.6 31
31 9 39
32 3.6 15
33 5 32
34 28.6 27
35 17.4 32
36 11.3 34
37 3.4 17
38 11.9 46
39 10.5 42
40 10.7 43
41 10.8 34
42 4.8 19

4939
flats_for_clustering.tsv Normal file
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titanic.tsv Normal file
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@ -0,0 +1,624 @@
"Survived" "PassengerId" "Pclass" "Name" "Sex" "Age" "SibSp" "Parch" "Ticket" "Fare" "Cabin" "Embarked"
0 530 2 "Hocking Mr. Richard George" "male" 23 2 1 "29104" 11.5 "" "S"
0 466 3 "Goncalves Mr. Manuel Estanslas" "male" 38 0 0 "SOTON/O.Q. 3101306" 7.05 "" "S"
0 753 3 "Vande Velde Mr. Johannes Joseph" "male" 33 0 0 "345780" 9.5 "" "S"
0 855 2 "Carter Mrs. Ernest Courtenay (Lilian Hughes)" "female" 44 1 0 "244252" 26 "" "S"
0 333 1 "Graham Mr. George Edward" "male" 38 0 1 "PC 17582" 153.4625 "C91" "S"
0 39 3 "Vander Planke Miss. Augusta Maria" "female" 18 2 0 "345764" 18 "" "S"
0 236 3 "Harknett Miss. Alice Phoebe" "female" NA 0 0 "W./C. 6609" 7.55 "" "S"
0 303 3 "Johnson Mr. William Cahoone Jr" "male" 19 0 0 "LINE" 0 "" "S"
1 18 2 "Williams Mr. Charles Eugene" "male" NA 0 0 "244373" 13 "" "S"
1 505 1 "Maioni Miss. Roberta" "female" 16 0 0 "110152" 86.5 "B79" "S"
1 670 1 "Taylor Mrs. Elmer Zebley (Juliet Cummins Wright)" "female" NA 1 0 "19996" 52 "C126" "S"
1 316 3 "Nilsson Miss. Helmina Josefina" "female" 26 0 0 "347470" 7.8542 "" "S"
1 690 1 "Madill Miss. Georgette Alexandra" "female" 15 0 1 "24160" 211.3375 "B5" "S"
1 718 2 "Troutt Miss. Edwina Celia ""Winnie""" "female" 27 0 0 "34218" 10.5 "E101" "S"
1 580 3 "Jussila Mr. Eiriik" "male" 32 0 0 "STON/O 2. 3101286" 7.925 "" "S"
0 697 3 "Kelly Mr. James" "male" 44 0 0 "363592" 8.05 "" "S"
1 193 3 "Andersen-Jensen Miss. Carla Christine Nielsine" "female" 19 1 0 "350046" 7.8542 "" "S"
0 634 1 "Parr Mr. William Henry Marsh" "male" NA 0 0 "112052" 0 "" "S"
1 858 1 "Daly Mr. Peter Denis " "male" 51 0 0 "113055" 26.55 "E17" "S"
1 329 3 "Goldsmith Mrs. Frank John (Emily Alice Brown)" "female" 31 1 1 "363291" 20.525 "" "S"
0 784 3 "Johnston Mr. Andrew G" "male" NA 1 2 "W./C. 6607" 23.45 "" "S"
0 407 3 "Widegren Mr. Carl/Charles Peter" "male" 51 0 0 "347064" 7.75 "" "S"
0 747 3 "Abbott Mr. Rossmore Edward" "male" 16 1 1 "C.A. 2673" 20.25 "" "S"
0 492 3 "Windelov Mr. Einar" "male" 21 0 0 "SOTON/OQ 3101317" 7.25 "" "S"
1 534 3 "Peter Mrs. Catherine (Catherine Rizk)" "female" NA 0 2 "2668" 22.3583 "" "C"
0 862 2 "Giles Mr. Frederick Edward" "male" 21 1 0 "28134" 11.5 "" "S"
0 724 2 "Hodges Mr. Henry Price" "male" 50 0 0 "250643" 13 "" "S"
0 685 2 "Brown Mr. Thomas William Solomon" "male" 60 1 1 "29750" 39 "" "S"
0 344 2 "Sedgwick Mr. Charles Frederick Waddington" "male" 25 0 0 "244361" 13 "" "S"
1 751 2 "Wells Miss. Joan" "female" 4 1 1 "29103" 23 "" "S"
0 734 2 "Berriman Mr. William John" "male" 23 0 0 "28425" 13 "" "S"
0 496 3 "Yousseff Mr. Gerious" "male" NA 0 0 "2627" 14.4583 "" "C"
0 296 1 "Lewy Mr. Ervin G" "male" NA 0 0 "PC 17612" 27.7208 "" "C"
0 516 1 "Walker Mr. William Anderson" "male" 47 0 0 "36967" 34.0208 "D46" "S"
0 282 3 "Olsson Mr. Nils Johan Goransson" "male" 28 0 0 "347464" 7.8542 "" "S"
0 218 2 "Jacobsohn Mr. Sidney Samuel" "male" 42 1 0 "243847" 27 "" "S"
1 107 3 "Salkjelsvik Miss. Anna Kristine" "female" 21 0 0 "343120" 7.65 "" "S"
0 878 3 "Petroff Mr. Nedelio" "male" 19 0 0 "349212" 7.8958 "" "S"
1 291 1 "Barber Miss. Ellen ""Nellie""" "female" 26 0 0 "19877" 78.85 "" "S"
0 722 3 "Jensen Mr. Svend Lauritz" "male" 17 1 0 "350048" 7.0542 "" "S"
0 826 3 "Flynn Mr. John" "male" NA 0 0 "368323" 6.95 "" "Q"
0 434 3 "Kallio Mr. Nikolai Erland" "male" 17 0 0 "STON/O 2. 3101274" 7.125 "" "S"
0 404 3 "Hakkarainen Mr. Pekka Pietari" "male" 28 1 0 "STON/O2. 3101279" 15.85 "" "S"
1 210 1 "Blank Mr. Henry" "male" 40 0 0 "112277" 31 "A31" "C"
1 166 3 "Goldsmith Master. Frank John William ""Frankie""" "male" 9 0 2 "363291" 20.525 "" "S"
0 201 3 "Vande Walle Mr. Nestor Cyriel" "male" 28 0 0 "345770" 9.5 "" "S"
0 361 3 "Skoog Mr. Wilhelm" "male" 40 1 4 "347088" 27.9 "" "S"
1 53 1 "Harper Mrs. Henry Sleeper (Myna Haxtun)" "female" 49 1 0 "PC 17572" 76.7292 "D33" "C"
0 612 3 "Jardin Mr. Jose Neto" "male" NA 0 0 "SOTON/O.Q. 3101305" 7.05 "" "S"
0 60 3 "Goodwin Master. William Frederick" "male" 11 5 2 "CA 2144" 46.9 "" "S"
1 262 3 "Asplund Master. Edvin Rojj Felix" "male" 3 4 2 "347077" 31.3875 "" "S"
1 674 2 "Wilhelms Mr. Charles" "male" 31 0 0 "244270" 13 "" "S"
0 63 1 "Harris Mr. Henry Birkhardt" "male" 45 1 0 "36973" 83.475 "C83" "S"
0 215 3 "Kiernan Mr. Philip" "male" NA 1 0 "367229" 7.75 "" "Q"
0 618 3 "Lobb Mrs. William Arthur (Cordelia K Stanlick)" "female" 26 1 0 "A/5. 3336" 16.1 "" "S"
1 789 3 "Dean Master. Bertram Vere" "male" 1 1 2 "C.A. 2315" 20.575 "" "S"
1 312 1 "Ryerson Miss. Emily Borie" "female" 18 2 2 "PC 17608" 262.375 "B57 B59 B63 B66" "C"
0 113 3 "Barton Mr. David John" "male" 22 0 0 "324669" 8.05 "" "S"
0 314 3 "Hendekovic Mr. Ignjac" "male" 28 0 0 "349243" 7.8958 "" "S"
1 517 2 "Lemore Mrs. (Amelia Milley)" "female" 34 0 0 "C.A. 34260" 10.5 "F33" "S"
0 174 3 "Sivola Mr. Antti Wilhelm" "male" 21 0 0 "STON/O 2. 3101280" 7.925 "" "S"
1 803 1 "Carter Master. William Thornton II" "male" 11 1 2 "113760" 120 "B96 B98" "S"
0 479 3 "Karlsson Mr. Nils August" "male" 22 0 0 "350060" 7.5208 "" "S"
1 445 3 "Johannesen-Bratthammer Mr. Bernt" "male" NA 0 0 "65306" 8.1125 "" "S"
0 684 3 "Goodwin Mr. Charles Edward" "male" 14 5 2 "CA 2144" 46.9 "" "S"
1 597 2 "Leitch Miss. Jessie Wills" "female" NA 0 0 "248727" 33 "" "S"
0 229 2 "Fahlstrom Mr. Arne Jonas" "male" 18 0 0 "236171" 13 "" "S"
0 121 2 "Hickman Mr. Stanley George" "male" 21 2 0 "S.O.C. 14879" 73.5 "" "S"
0 526 3 "Farrell Mr. James" "male" 40.5 0 0 "367232" 7.75 "" "Q"
1 360 3 "Mockler Miss. Helen Mary ""Ellie""" "female" NA 0 0 "330980" 7.8792 "" "Q"
1 20 3 "Masselmani Mrs. Fatima" "female" NA 0 0 "2649" 7.225 "" "C"
0 28 1 "Fortune Mr. Charles Alexander" "male" 19 3 2 "19950" 263 "C23 C25 C27" "S"
0 761 3 "Garfirth Mr. John" "male" NA 0 0 "358585" 14.5 "" "S"
1 487 1 "Hoyt Mrs. Frederick Maxfield (Jane Anne Forby)" "female" 35 1 0 "19943" 90 "C93" "S"
0 385 3 "Plotcharsky Mr. Vasil" "male" NA 0 0 "349227" 7.8958 "" "S"
0 364 3 "Asim Mr. Adola" "male" 35 0 0 "SOTON/O.Q. 3101310" 7.05 "" "S"
1 124 2 "Webber Miss. Susan" "female" 32.5 0 0 "27267" 13 "E101" "S"
0 165 3 "Panula Master. Eino Viljami" "male" 1 4 1 "3101295" 39.6875 "" "S"
0 668 3 "Rommetvedt Mr. Knud Paust" "male" NA 0 0 "312993" 7.775 "" "S"
0 596 3 "Van Impe Mr. Jean Baptiste" "male" 36 1 1 "345773" 24.15 "" "S"
0 845 3 "Culumovic Mr. Jeso" "male" 17 0 0 "315090" 8.6625 "" "S"
1 510 3 "Lang Mr. Fang" "male" 26 0 0 "1601" 56.4958 "" "S"
0 135 2 "Sobey Mr. Samuel James Hayden" "male" 25 0 0 "C.A. 29178" 13 "" "S"
1 196 1 "Lurette Miss. Elise" "female" 58 0 0 "PC 17569" 146.5208 "B80" "C"
1 377 3 "Landergren Miss. Aurora Adelia" "female" 22 0 0 "C 7077" 7.25 "" "S"
1 745 3 "Stranden Mr. Juho" "male" 31 0 0 "STON/O 2. 3101288" 7.925 "" "S"
0 729 2 "Bryhl Mr. Kurt Arnold Gottfrid" "male" 25 1 0 "236853" 26 "" "S"
1 661 1 "Frauenthal Dr. Henry William" "male" 50 2 0 "PC 17611" 133.65 "" "S"
0 437 3 "Ford Miss. Doolina Margaret ""Daisy""" "female" 21 2 2 "W./C. 6608" 34.375 "" "S"
1 9 3 "Johnson Mrs. Oscar W (Elisabeth Vilhelmina Berg)" "female" 27 0 2 "347742" 11.1333 "" "S"
0 835 3 "Allum Mr. Owen George" "male" 18 0 0 "2223" 8.3 "" "S"
0 794 1 "Hoyt Mr. William Fisher" "male" NA 0 0 "PC 17600" 30.6958 "" "C"
0 891 3 "Dooley Mr. Patrick" "male" 32 0 0 "370376" 7.75 "" "Q"
0 851 3 "Andersson Master. Sigvard Harald Elias" "male" 4 4 2 "347082" 31.275 "" "S"
1 854 1 "Lines Miss. Mary Conover" "female" 16 0 1 "PC 17592" 39.4 "D28" "S"
0 552 2 "Sharp Mr. Percival James R" "male" 27 0 0 "244358" 26 "" "S"
1 671 2 "Brown Mrs. Thomas William Solomon (Elizabeth Catherine Ford)" "female" 40 1 1 "29750" 39 "" "S"
0 228 3 "Lovell Mr. John Hall (""Henry"")" "male" 20.5 0 0 "A/5 21173" 7.25 "" "S"
1 763 3 "Barah Mr. Hanna Assi" "male" 20 0 0 "2663" 7.2292 "" "C"
0 591 3 "Rintamaki Mr. Matti" "male" 35 0 0 "STON/O 2. 3101273" 7.125 "" "S"
0 155 3 "Olsen Mr. Ole Martin" "male" NA 0 0 "Fa 265302" 7.3125 "" "S"
0 104 3 "Johansson Mr. Gustaf Joel" "male" 33 0 0 "7540" 8.6542 "" "S"
0 443 3 "Petterson Mr. Johan Emil" "male" 25 1 0 "347076" 7.775 "" "S"
1 592 1 "Stephenson Mrs. Walter Bertram (Martha Eustis)" "female" 52 1 0 "36947" 78.2667 "D20" "C"
0 584 1 "Ross Mr. John Hugo" "male" 36 0 0 "13049" 40.125 "A10" "C"
0 277 3 "Lindblom Miss. Augusta Charlotta" "female" 45 0 0 "347073" 7.75 "" "S"
1 514 1 "Rothschild Mrs. Martin (Elizabeth L. Barrett)" "female" 54 1 0 "PC 17603" 59.4 "" "C"
1 83 3 "McDermott Miss. Brigdet Delia" "female" NA 0 0 "330932" 7.7875 "" "Q"
1 856 3 "Aks Mrs. Sam (Leah Rosen)" "female" 18 0 1 "392091" 9.35 "" "S"
1 390 2 "Lehmann Miss. Bertha" "female" 17 0 0 "SC 1748" 12 "" "C"
0 579 3 "Caram Mrs. Joseph (Maria Elias)" "female" NA 1 0 "2689" 14.4583 "" "C"
0 500 3 "Svensson Mr. Olof" "male" 24 0 0 "350035" 7.7958 "" "S"
0 412 3 "Hart Mr. Henry" "male" NA 0 0 "394140" 6.8583 "" "Q"
0 687 3 "Panula Mr. Jaako Arnold" "male" 14 4 1 "3101295" 39.6875 "" "S"
0 73 2 "Hood Mr. Ambrose Jr" "male" 21 0 0 "S.O.C. 14879" 73.5 "" "S"
0 887 2 "Montvila Rev. Juozas" "male" 27 0 0 "211536" 13 "" "S"
0 503 3 "O'Sullivan Miss. Bridget Mary" "female" NA 0 0 "330909" 7.6292 "" "Q"
0 41 3 "Ahlin Mrs. Johan (Johanna Persdotter Larsson)" "female" 40 1 0 "7546" 9.475 "" "S"
1 654 3 "O'Leary Miss. Hanora ""Norah""" "female" NA 0 0 "330919" 7.8292 "" "Q"
1 484 3 "Turkula Mrs. (Hedwig)" "female" 63 0 0 "4134" 9.5875 "" "S"
0 426 3 "Wiseman Mr. Phillippe" "male" NA 0 0 "A/4. 34244" 7.25 "" "S"
1 438 2 "Richards Mrs. Sidney (Emily Hocking)" "female" 24 2 3 "29106" 18.75 "" "S"
0 625 3 "Bowen Mr. David John ""Dai""" "male" 21 0 0 "54636" 16.1 "" "S"
0 114 3 "Jussila Miss. Katriina" "female" 20 1 0 "4136" 9.825 "" "S"
0 614 3 "Horgan Mr. John" "male" NA 0 0 "370377" 7.75 "" "Q"
1 731 1 "Allen Miss. Elisabeth Walton" "female" 29 0 0 "24160" 211.3375 "B5" "S"
0 675 2 "Watson Mr. Ennis Hastings" "male" NA 0 0 "239856" 0 "" "S"
0 712 1 "Klaber Mr. Herman" "male" NA 0 0 "113028" 26.55 "C124" "S"
0 657 3 "Radeff Mr. Alexander" "male" NA 0 0 "349223" 7.8958 "" "S"
0 848 3 "Markoff Mr. Marin" "male" 35 0 0 "349213" 7.8958 "" "C"
0 809 2 "Meyer Mr. August" "male" 39 0 0 "248723" 13 "" "S"
1 577 2 "Garside Miss. Ethel" "female" 34 0 0 "243880" 13 "" "S"
0 343 2 "Collander Mr. Erik Gustaf" "male" 28 0 0 "248740" 13 "" "S"
0 252 3 "Strom Mrs. Wilhelm (Elna Matilda Persson)" "female" 29 1 1 "347054" 10.4625 "G6" "S"
0 518 3 "Ryan Mr. Patrick" "male" NA 0 0 "371110" 24.15 "" "Q"
0 515 3 "Coleff Mr. Satio" "male" 24 0 0 "349209" 7.4958 "" "S"
0 327 3 "Nysveen Mr. Johan Hansen" "male" 61 0 0 "345364" 6.2375 "" "S"
0 144 3 "Burke Mr. Jeremiah" "male" 19 0 0 "365222" 6.75 "" "Q"
0 629 3 "Bostandyeff Mr. Guentcho" "male" 26 0 0 "349224" 7.8958 "" "S"
0 469 3 "Scanlan Mr. James" "male" NA 0 0 "36209" 7.725 "" "Q"
1 199 3 "Madigan Miss. Margaret ""Maggie""" "female" NA 0 0 "370370" 7.75 "" "Q"
1 459 2 "Toomey Miss. Ellen" "female" 50 0 0 "F.C.C. 13531" 10.5 "" "S"
1 485 1 "Bishop Mr. Dickinson H" "male" 25 1 0 "11967" 91.0792 "B49" "C"
1 349 3 "Coutts Master. William Loch ""William""" "male" 3 1 1 "C.A. 37671" 15.9 "" "S"
0 716 3 "Soholt Mr. Peter Andreas Lauritz Andersen" "male" 19 0 0 "348124" 7.65 "F G73" "S"
0 742 1 "Cavendish Mr. Tyrell William" "male" 36 1 0 "19877" 78.85 "C46" "S"
0 520 3 "Pavlovic Mr. Stefo" "male" 32 0 0 "349242" 7.8958 "" "S"
1 764 1 "Carter Mrs. William Ernest (Lucile Polk)" "female" 36 1 2 "113760" 120 "B96 B98" "S"
0 19 3 "Vander Planke Mrs. Julius (Emelia Maria Vandemoortele)" "female" 31 1 0 "345763" 18 "" "S"
0 563 2 "Norman Mr. Robert Douglas" "male" 28 0 0 "218629" 13.5 "" "S"
1 331 3 "McCoy Miss. Agnes" "female" NA 2 0 "367226" 23.25 "" "Q"
0 251 3 "Reed Mr. James George" "male" NA 0 0 "362316" 7.25 "" "S"
1 850 1 "Goldenberg Mrs. Samuel L (Edwiga Grabowska)" "female" NA 1 0 "17453" 89.1042 "C92" "C"
1 778 3 "Emanuel Miss. Virginia Ethel" "female" 5 0 0 "364516" 12.475 "" "S"
1 458 1 "Kenyon Mrs. Frederick R (Marion)" "female" NA 1 0 "17464" 51.8625 "D21" "S"
0 457 1 "Millet Mr. Francis Davis" "male" 65 0 0 "13509" 26.55 "E38" "S"
1 433 2 "Louch Mrs. Charles Alexander (Alice Adelaide Slow)" "female" 42 1 0 "SC/AH 3085" 26 "" "S"
1 743 1 "Ryerson Miss. Susan Parker ""Suzette""" "female" 21 2 2 "PC 17608" 262.375 "B57 B59 B63 B66" "C"
1 741 1 "Hawksford Mr. Walter James" "male" NA 0 0 "16988" 30 "D45" "S"
1 234 3 "Asplund Miss. Lillian Gertrud" "female" 5 4 2 "347077" 31.3875 "" "S"
1 57 2 "Rugg Miss. Emily" "female" 21 0 0 "C.A. 31026" 10.5 "" "S"
0 816 1 "Fry Mr. Richard" "male" NA 0 0 "112058" 0 "B102" "S"
1 56 1 "Woolner Mr. Hugh" "male" NA 0 0 "19947" 35.5 "C52" "S"
0 169 1 "Baumann Mr. John D" "male" NA 0 0 "PC 17318" 25.925 "" "S"
0 168 3 "Skoog Mrs. William (Anna Bernhardina Karlsson)" "female" 45 1 4 "347088" 27.9 "" "S"
0 158 3 "Corn Mr. Harry" "male" 30 0 0 "SOTON/OQ 392090" 8.05 "" "S"
1 270 1 "Bissette Miss. Amelia" "female" 35 0 0 "PC 17760" 135.6333 "C99" "S"
0 243 2 "Coleridge Mr. Reginald Charles" "male" 29 0 0 "W./C. 14263" 10.5 "" "S"
0 240 2 "Hunt Mr. George Henry" "male" 33 0 0 "SCO/W 1585" 12.275 "" "S"
0 177 3 "Lefebre Master. Henry Forbes" "male" NA 3 1 "4133" 25.4667 "" "S"
1 608 1 "Daniel Mr. Robert Williams" "male" 27 0 0 "113804" 30.5 "" "S"
0 587 2 "Jarvis Mr. John Denzil" "male" 47 0 0 "237565" 15 "" "S"
1 508 1 "Bradley Mr. George (""George Arthur Brayton"")" "male" NA 0 0 "111427" 26.55 "" "S"
1 648 1 "Simonius-Blumer Col. Oberst Alfons" "male" 56 0 0 "13213" 35.5 "A26" "C"
0 255 3 "Rosblom Mrs. Viktor (Helena Wilhelmina)" "female" 41 0 2 "370129" 20.2125 "" "S"
0 602 3 "Slabenoff Mr. Petco" "male" NA 0 0 "349214" 7.8958 "" "S"
0 136 2 "Richard Mr. Emile" "male" 23 0 0 "SC/PARIS 2133" 15.0458 "" "C"
0 464 2 "Milling Mr. Jacob Christian" "male" 48 0 0 "234360" 13 "" "S"
1 570 3 "Jonsson Mr. Carl" "male" 32 0 0 "350417" 7.8542 "" "S"
1 126 3 "Nicola-Yarred Master. Elias" "male" 12 1 0 "2651" 11.2417 "" "C"
1 721 2 "Harper Miss. Annie Jessie ""Nina""" "female" 6 0 1 "248727" 33 "" "S"
0 31 1 "Uruchurtu Don. Manuel E" "male" 40 0 0 "PC 17601" 27.7208 "" "C"
0 261 3 "Smith Mr. Thomas" "male" NA 0 0 "384461" 7.75 "" "Q"
0 621 3 "Yasbeck Mr. Antoni" "male" 27 1 0 "2659" 14.4542 "" "C"
0 838 3 "Sirota Mr. Maurice" "male" NA 0 0 "392092" 8.05 "" "S"
0 68 3 "Crease Mr. Ernest James" "male" 19 0 0 "S.P. 3464" 8.1583 "" "S"
1 392 3 "Jansson Mr. Carl Olof" "male" 21 0 0 "350034" 7.7958 "" "S"
1 450 1 "Peuchen Major. Arthur Godfrey" "male" 52 0 0 "113786" 30.5 "C104" "S"
0 873 1 "Carlsson Mr. Frans Olof" "male" 33 0 0 "695" 5 "B51 B53 B55" "S"
1 11 3 "Sandstrom Miss. Marguerite Rut" "female" 4 1 1 "PP 9549" 16.7 "G6" "S"
1 187 3 "O'Brien Mrs. Thomas (Johanna ""Hannah"" Godfrey)" "female" NA 1 0 "370365" 15.5 "" "Q"
0 795 3 "Dantcheff Mr. Ristiu" "male" 25 0 0 "349203" 7.8958 "" "S"
1 780 1 "Robert Mrs. Edward Scott (Elisabeth Walton McMillan)" "female" 43 0 1 "24160" 211.3375 "B3" "S"
0 509 3 "Olsen Mr. Henry Margido" "male" 28 0 0 "C 4001" 22.525 "" "S"
0 285 1 "Smith Mr. Richard William" "male" NA 0 0 "113056" 26 "A19" "S"
0 34 2 "Wheadon Mr. Edward H" "male" 66 0 0 "C.A. 24579" 10.5 "" "S"
0 172 3 "Rice Master. Arthur" "male" 4 4 1 "382652" 29.125 "" "Q"
1 447 2 "Mellinger Miss. Madeleine Violet" "female" 13 0 1 "250644" 19.5 "" "S"
0 537 1 "Butt Major. Archibald Willingham" "male" 45 0 0 "113050" 26.55 "B38" "S"
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0 396 3 "Johansson Mr. Erik" "male" 22 0 0 "350052" 7.7958 "" "S"
0 100 2 "Kantor Mr. Sinai" "male" 34 1 0 "244367" 26 "" "S"
0 772 3 "Jensen Mr. Niels Peder" "male" 48 0 0 "350047" 7.8542 "" "S"
0 81 3 "Waelens Mr. Achille" "male" 22 0 0 "345767" 9 "" "S"
1 188 1 "Romaine Mr. Charles Hallace (""Mr C Rolmane"")" "male" 45 0 0 "111428" 26.55 "" "S"
0 576 3 "Patchett Mr. George" "male" 19 0 0 "358585" 14.5 "" "S"
1 324 2 "Caldwell Mrs. Albert Francis (Sylvia Mae Harbaugh)" "female" 22 1 1 "248738" 29 "" "S"
1 427 2 "Clarke Mrs. Charles V (Ada Maria Winfield)" "female" 28 1 0 "2003" 26 "" "S"
1 586 1 "Taussig Miss. Ruth" "female" 18 0 2 "110413" 79.65 "E68" "S"
1 557 1 "Duff Gordon Lady. (Lucille Christiana Sutherland) (""Mrs Morgan"")" "female" 48 1 0 "11755" 39.6 "A16" "C"
1 572 1 "Appleton Mrs. Edward Dale (Charlotte Lamson)" "female" 53 2 0 "11769" 51.4792 "C101" "S"
0 96 3 "Shorney Mr. Charles Joseph" "male" NA 0 0 "374910" 8.05 "" "S"
1 713 1 "Taylor Mr. Elmer Zebley" "male" 48 1 0 "19996" 52 "C126" "S"
0 141 3 "Boulos Mrs. Joseph (Sultana)" "female" NA 0 2 "2678" 15.2458 "" "C"
0 55 1 "Ostby Mr. Engelhart Cornelius" "male" 65 0 1 "113509" 61.9792 "B30" "C"
1 368 3 "Moussa Mrs. (Mantoura Boulos)" "female" NA 0 0 "2626" 7.2292 "" "C"
0 387 3 "Goodwin Master. Sidney Leonard" "male" 1 5 2 "CA 2144" 46.9 "" "S"
1 376 1 "Meyer Mrs. Edgar Joseph (Leila Saks)" "female" NA 1 0 "PC 17604" 82.1708 "" "C"
1 194 2 "Navratil Master. Michel M" "male" 3 1 1 "230080" 26 "F2" "S"
0 643 3 "Skoog Miss. Margit Elizabeth" "female" 2 3 2 "347088" 27.9 "" "S"
1 44 2 "Laroche Miss. Simonne Marie Anne Andree" "female" 3 1 2 "SC/Paris 2123" 41.5792 "" "C"
1 40 3 "Nicola-Yarred Miss. Jamila" "female" 14 1 0 "2651" 11.2417 "" "C"
1 588 1 "Frolicher-Stehli Mr. Maxmillian" "male" 60 1 1 "13567" 79.2 "B41" "C"
0 380 3 "Gustafsson Mr. Karl Gideon" "male" 19 0 0 "347069" 7.775 "" "S"
0 423 3 "Zimmerman Mr. Leo" "male" 29 0 0 "315082" 7.875 "" "S"
1 600 1 "Duff Gordon Sir. Cosmo Edmund (""Mr Morgan"")" "male" 49 1 0 "PC 17485" 56.9292 "A20" "C"
0 542 3 "Andersson Miss. Ingeborg Constanzia" "female" 9 4 2 "347082" 31.275 "" "S"
0 535 3 "Cacic Miss. Marija" "female" 30 0 0 "315084" 8.6625 "" "S"
1 804 3 "Thomas Master. Assad Alexander" "male" 0.42 0 1 "2625" 8.5167 "" "C"
1 866 2 "Bystrom Mrs. (Karolina)" "female" 42 0 0 "236852" 13 "" "S"
0 504 3 "Laitinen Miss. Kristina Sofia" "female" 37 0 0 "4135" 9.5875 "" "S"
0 647 3 "Cor Mr. Liudevit" "male" 19 0 0 "349231" 7.8958 "" "S"
0 749 1 "Marvin Mr. Daniel Warner" "male" 19 1 0 "113773" 53.1 "D30" "S"
1 821 1 "Hays Mrs. Charles Melville (Clara Jennings Gregg)" "female" 52 1 1 "12749" 93.5 "B69" "S"
1 787 3 "Sjoblom Miss. Anna Sofia" "female" 18 0 0 "3101265" 7.4958 "" "S"
1 184 2 "Becker Master. Richard F" "male" 1 2 1 "230136" 39 "F4" "S"
0 852 3 "Svensson Mr. Johan" "male" 74 0 0 "347060" 7.775 "" "S"
0 558 1 "Robbins Mr. Victor" "male" NA 0 0 "PC 17757" 227.525 "" "C"
0 163 3 "Bengtsson Mr. John Viktor" "male" 26 0 0 "347068" 7.775 "" "S"
0 455 3 "Peduzzi Mr. Joseph" "male" NA 0 0 "A/5 2817" 8.05 "" "S"
0 220 2 "Harris Mr. Walter" "male" 30 0 0 "W/C 14208" 10.5 "" "S"
0 245 3 "Attalah Mr. Sleiman" "male" 30 0 0 "2694" 7.225 "" "C"
0 422 3 "Charters Mr. David" "male" 21 0 0 "A/5. 13032" 7.7333 "" "Q"
0 884 2 "Banfield Mr. Frederick James" "male" 28 0 0 "C.A./SOTON 34068" 10.5 "" "S"
0 453 1 "Foreman Mr. Benjamin Laventall" "male" 30 0 0 "113051" 27.75 "C111" "C"
0 841 3 "Alhomaki Mr. Ilmari Rudolf" "male" 20 0 0 "SOTON/O2 3101287" 7.925 "" "S"
0 264 1 "Harrison Mr. William" "male" 40 0 0 "112059" 0 "B94" "S"
1 381 1 "Bidois Miss. Rosalie" "female" 42 0 0 "PC 17757" 227.525 "" "C"
1 24 1 "Sloper Mr. William Thompson" "male" 28 0 0 "113788" 35.5 "A6" "S"
1 708 1 "Calderhead Mr. Edward Pennington" "male" 42 0 0 "PC 17476" 26.2875 "E24" "S"
0 15 3 "Vestrom Miss. Hulda Amanda Adolfina" "female" 14 0 0 "350406" 7.8542 "" "S"
0 703 3 "Barbara Miss. Saiide" "female" 18 0 1 "2691" 14.4542 "" "C"
0 549 3 "Goldsmith Mr. Frank John" "male" 33 1 1 "363291" 20.525 "" "S"
1 54 2 "Faunthorpe Mrs. Lizzie (Elizabeth Anne Wilkinson)" "female" 29 1 0 "2926" 26 "" "S"
0 495 3 "Stanley Mr. Edward Roland" "male" 21 0 0 "A/4 45380" 8.05 "" "S"
0 686 2 "Laroche Mr. Joseph Philippe Lemercier" "male" 25 1 2 "SC/Paris 2123" 41.5792 "" "C"
0 116 3 "Pekoniemi Mr. Edvard" "male" 21 0 0 "STON/O 2. 3101294" 7.925 "" "S"
0 105 3 "Gustafsson Mr. Anders Vilhelm" "male" 37 2 0 "3101276" 7.925 "" "S"
1 738 1 "Lesurer Mr. Gustave J" "male" 35 0 0 "PC 17755" 512.3292 "B101" "C"
1 798 3 "Osman Mrs. Mara" "female" 31 0 0 "349244" 8.6833 "" "S"
0 615 3 "Brocklebank Mr. William Alfred" "male" 35 0 0 "364512" 8.05 "" "S"
0 815 3 "Tomlin Mr. Ernest Portage" "male" 30.5 0 0 "364499" 8.05 "" "S"
0 161 3 "Cribb Mr. John Hatfield" "male" 44 0 1 "371362" 16.1 "" "S"
1 863 1 "Swift Mrs. Frederick Joel (Margaret Welles Barron)" "female" 48 0 0 "17466" 25.9292 "D17" "S"
1 574 3 "Kelly Miss. Mary" "female" NA 0 0 "14312" 7.75 "" "Q"
0 498 3 "Shellard Mr. Frederick William" "male" NA 0 0 "C.A. 6212" 15.1 "" "S"
0 58 3 "Novel Mr. Mansouer" "male" 28.5 0 0 "2697" 7.2292 "" "C"
0 237 2 "Hold Mr. Stephen" "male" 44 1 0 "26707" 26 "" "S"
0 882 3 "Markun Mr. Johann" "male" 33 0 0 "349257" 7.8958 "" "S"
0 788 3 "Rice Master. George Hugh" "male" 8 4 1 "382652" 29.125 "" "Q"
1 693 3 "Lam Mr. Ali" "male" NA 0 0 "1601" 56.4958 "" "S"
0 673 2 "Mitchell Mr. Henry Michael" "male" 70 0 0 "C.A. 24580" 10.5 "" "S"
0 478 3 "Braund Mr. Lewis Richard" "male" 29 1 0 "3460" 7.0458 "" "S"
0 322 3 "Danoff Mr. Yoto" "male" 27 0 0 "349219" 7.8958 "" "S"
0 800 3 "Van Impe Mrs. Jean Baptiste (Rosalie Paula Govaert)" "female" 30 1 1 "345773" 24.15 "" "S"
0 739 3 "Ivanoff Mr. Kanio" "male" NA 0 0 "349201" 7.8958 "" "S"
0 1 3 "Braund Mr. Owen Harris" "male" 22 1 0 "A/5 21171" 7.25 "" "S"
0 883 3 "Dahlberg Miss. Gerda Ulrika" "female" 22 0 0 "7552" 10.5167 "" "S"
0 546 1 "Nicholson Mr. Arthur Ernest" "male" 64 0 0 "693" 26 "" "S"
1 756 2 "Hamalainen Master. Viljo" "male" 0.67 1 1 "250649" 14.5 "" "S"
0 501 3 "Calic Mr. Petar" "male" 17 0 0 "315086" 8.6625 "" "S"
0 35 1 "Meyer Mr. Edgar Joseph" "male" 28 1 0 "PC 17604" 82.1708 "" "C"
0 156 1 "Williams Mr. Charles Duane" "male" 51 0 1 "PC 17597" 61.3792 "" "C"
1 212 2 "Cameron Miss. Clear Annie" "female" 35 0 0 "F.C.C. 13528" 21 "" "S"
0 704 3 "Gallagher Mr. Martin" "male" 25 0 0 "36864" 7.7417 "" "Q"
0 877 3 "Gustafsson Mr. Alfred Ossian" "male" 20 0 0 "7534" 9.8458 "" "S"
0 719 3 "McEvoy Mr. Michael" "male" NA 0 0 "36568" 15.5 "" "Q"
1 474 2 "Jerwan Mrs. Amin S (Marie Marthe Thuillard)" "female" 23 0 0 "SC/AH Basle 541" 13.7917 "D" "C"
1 870 3 "Johnson Master. Harold Theodor" "male" 4 1 1 "347742" 11.1333 "" "S"
0 71 2 "Jenkin Mr. Stephen Curnow" "male" 32 0 0 "C.A. 33111" 10.5 "" "S"
0 353 3 "Elias Mr. Tannous" "male" 15 1 1 "2695" 7.2292 "" "C"
1 301 3 "Kelly Miss. Anna Katherine ""Annie Kate""" "female" NA 0 0 "9234" 7.75 "" "Q"
0 489 3 "Somerton Mr. Francis William" "male" 30 0 0 "A.5. 18509" 8.05 "" "S"
0 627 2 "Kirkland Rev. Charles Leonard" "male" 57 0 0 "219533" 12.35 "" "Q"
0 522 3 "Vovk Mr. Janko" "male" 22 0 0 "349252" 7.8958 "" "S"
1 527 2 "Ridsdale Miss. Lucy" "female" 50 0 0 "W./C. 14258" 10.5 "" "S"
0 638 2 "Collyer Mr. Harvey" "male" 31 1 1 "C.A. 31921" 26.25 "" "S"
0 340 1 "Blackwell Mr. Stephen Weart" "male" 45 0 0 "113784" 35.5 "T" "S"
1 830 1 "Stone Mrs. George Nelson (Martha Evelyn)" "female" 62 0 0 "113572" 80 "B28" ""
0 525 3 "Kassem Mr. Fared" "male" NA 0 0 "2700" 7.2292 "" "C"
0 111 1 "Porter Mr. Walter Chamberlain" "male" 47 0 0 "110465" 52 "C110" "S"
0 796 2 "Otter Mr. Richard" "male" 39 0 0 "28213" 13 "" "S"
0 140 1 "Giglio Mr. Victor" "male" 24 0 0 "PC 17593" 79.2 "B86" "C"
0 844 3 "Lemberopolous Mr. Peter L" "male" 34.5 0 0 "2683" 6.4375 "" "C"
0 92 3 "Andreasson Mr. Paul Edvin" "male" 20 0 0 "347466" 7.8542 "" "S"
0 770 3 "Gronnestad Mr. Daniel Danielsen" "male" 32 0 0 "8471" 8.3625 "" "S"
0 715 2 "Greenberg Mr. Samuel" "male" 52 0 0 "250647" 13 "" "S"
0 849 2 "Harper Rev. John" "male" 28 0 1 "248727" 33 "" "S"
0 864 3 "Sage Miss. Dorothy Edith ""Dolly""" "female" NA 8 2 "CA. 2343" 69.55 "" "S"
0 305 3 "Williams Mr. Howard Hugh ""Harry""" "male" NA 0 0 "A/5 2466" 8.05 "" "S"
1 709 1 "Cleaver Miss. Alice" "female" 22 0 0 "113781" 151.55 "" "S"
1 449 3 "Baclini Miss. Marie Catherine" "female" 5 2 1 "2666" 19.2583 "" "C"
1 216 1 "Newell Miss. Madeleine" "female" 31 1 0 "35273" 113.275 "D36" "C"
1 430 3 "Pickard Mr. Berk (Berk Trembisky)" "male" 32 0 0 "SOTON/O.Q. 392078" 8.05 "E10" "S"
0 203 3 "Johanson Mr. Jakob Alfred" "male" 34 0 0 "3101264" 6.4958 "" "S"
1 284 3 "Dorking Mr. Edward Arthur" "male" 19 0 0 "A/5. 10482" 8.05 "" "S"
1 822 3 "Lulic Mr. Nikola" "male" 27 0 0 "315098" 8.6625 "" "S"
0 792 2 "Gaskell Mr. Alfred" "male" 16 0 0 "239865" 26 "" "S"
1 370 1 "Aubart Mme. Leontine Pauline" "female" 24 0 0 "PC 17477" 69.3 "B35" "C"
0 233 2 "Sjostedt Mr. Ernst Adolf" "male" 59 0 0 "237442" 13.5 "" "S"
0 25 3 "Palsson Miss. Torborg Danira" "female" 8 3 1 "349909" 21.075 "" "S"
0 653 3 "Kalvik Mr. Johannes Halvorsen" "male" 21 0 0 "8475" 8.4333 "" "S"
1 289 2 "Hosono Mr. Masabumi" "male" 42 0 0 "237798" 13 "" "S"
1 473 2 "West Mrs. Edwy Arthur (Ada Mary Worth)" "female" 33 1 2 "C.A. 34651" 27.75 "" "S"
0 523 3 "Lahoud Mr. Sarkis" "male" NA 0 0 "2624" 7.225 "" "C"
0 6 3 "Moran Mr. James" "male" NA 0 0 "330877" 8.4583 "" "Q"
0 153 3 "Meo Mr. Alfonzo" "male" 55.5 0 0 "A.5. 11206" 8.05 "" "S"
1 260 2 "Parrish Mrs. (Lutie Davis)" "female" 50 0 1 "230433" 26 "" "S"
0 672 1 "Davidson Mr. Thornton" "male" 31 1 0 "F.C. 12750" 52 "B71" "S"
0 868 1 "Roebling Mr. Washington Augustus II" "male" 31 0 0 "PC 17590" 50.4958 "A24" "S"
0 17 3 "Rice Master. Eugene" "male" 2 4 1 "382652" 29.125 "" "Q"
1 147 3 "Andersson Mr. August Edvard (""Wennerstrom"")" "male" 27 0 0 "350043" 7.7958 "" "S"
1 581 2 "Christy Miss. Julie Rachel" "female" 25 1 1 "237789" 30 "" "S"
0 732 3 "Hassan Mr. Houssein G N" "male" 11 0 0 "2699" 18.7875 "" "C"
0 356 3 "Vanden Steen Mr. Leo Peter" "male" 28 0 0 "345783" 9.5 "" "S"
0 372 3 "Wiklund Mr. Jakob Alfred" "male" 18 1 0 "3101267" 6.4958 "" "S"
0 94 3 "Dean Mr. Bertram Frank" "male" 26 1 2 "C.A. 2315" 20.575 "" "S"
0 791 3 "Keane Mr. Andrew ""Andy""" "male" NA 0 0 "12460" 7.75 "" "Q"
1 167 1 "Chibnall Mrs. (Edith Martha Bowerman)" "female" NA 0 1 "113505" 55 "E33" "S"
0 297 3 "Hanna Mr. Mansour" "male" 23.5 0 0 "2693" 7.2292 "" "C"
0 632 3 "Lundahl Mr. Johan Svensson" "male" 51 0 0 "347743" 7.0542 "" "S"
0 801 2 "Ponesell Mr. Martin" "male" 34 0 0 "250647" 13 "" "S"
0 569 3 "Doharr Mr. Tannous" "male" NA 0 0 "2686" 7.2292 "" "C"
0 664 3 "Coleff Mr. Peju" "male" 36 0 0 "349210" 7.4958 "" "S"
1 330 1 "Hippach Miss. Jean Gertrude" "female" 16 0 1 "111361" 57.9792 "B18" "C"
1 642 1 "Sagesser Mlle. Emma" "female" 24 0 0 "PC 17477" 69.3 "B35" "C"
0 398 2 "McKane Mr. Peter David" "male" 46 0 0 "28403" 26 "" "S"
0 700 3 "Humblen Mr. Adolf Mathias Nicolai Olsen" "male" 42 0 0 "348121" 7.65 "F G63" "S"
0 78 3 "Moutal Mr. Rahamin Haim" "male" NA 0 0 "374746" 8.05 "" "S"
0 699 1 "Thayer Mr. John Borland" "male" 49 1 1 "17421" 110.8833 "C68" "C"
1 428 2 "Phillips Miss. Kate Florence (""Mrs Kate Louise Phillips Marshall"")" "female" 19 0 0 "250655" 26 "" "S"
0 70 3 "Kink Mr. Vincenz" "male" 26 2 0 "315151" 8.6625 "" "S"
0 846 3 "Abbing Mr. Anthony" "male" 42 0 0 "C.A. 5547" 7.55 "" "S"
0 768 3 "Mangan Miss. Mary" "female" 30.5 0 0 "364850" 7.75 "" "Q"
1 646 1 "Harper Mr. Henry Sleeper" "male" 48 1 0 "PC 17572" 76.7292 "D33" "C"
1 497 1 "Eustis Miss. Elizabeth Mussey" "female" 54 1 0 "36947" 78.2667 "D20" "C"
0 617 3 "Danbom Mr. Ernst Gilbert" "male" 34 1 1 "347080" 14.4 "" "S"
0 181 3 "Sage Miss. Constance Gladys" "female" NA 8 2 "CA. 2343" 69.55 "" "S"
0 65 1 "Stewart Mr. Albert A" "male" NA 0 0 "PC 17605" 27.7208 "" "C"
0 779 3 "Kilgannon Mr. Thomas J" "male" NA 0 0 "36865" 7.7375 "" "Q"
1 342 1 "Fortune Miss. Alice Elizabeth" "female" 24 3 2 "19950" 263 "C23 C25 C27" "S"
0 553 3 "O'Brien Mr. Timothy" "male" NA 0 0 "330979" 7.8292 "" "Q"
0 207 3 "Backstrom Mr. Karl Alfred" "male" 32 1 0 "3101278" 15.85 "" "S"
1 319 1 "Wick Miss. Mary Natalie" "female" 31 0 2 "36928" 164.8667 "C7" "S"
0 358 2 "Funk Miss. Annie Clemmer" "female" 38 0 0 "237671" 13 "" "S"
0 178 1 "Isham Miss. Ann Elizabeth" "female" 50 0 0 "PC 17595" 28.7125 "C49" "C"
0 213 3 "Perkin Mr. John Henry" "male" 22 0 0 "A/5 21174" 7.25 "" "S"
0 462 3 "Morley Mr. William" "male" 34 0 0 "364506" 8.05 "" "S"
0 170 3 "Ling Mr. Lee" "male" 28 0 0 "1601" 56.4958 "" "S"
0 865 2 "Gill Mr. John William" "male" 24 0 0 "233866" 13 "" "S"
1 217 3 "Honkanen Miss. Eliina" "female" 27 0 0 "STON/O2. 3101283" 7.925 "" "S"
1 66 3 "Moubarek Master. Gerios" "male" NA 1 1 "2661" 15.2458 "" "C"
0 389 3 "Sadlier Mr. Matthew" "male" NA 0 0 "367655" 7.7292 "" "Q"
0 293 2 "Levy Mr. Rene Jacques" "male" 36 0 0 "SC/Paris 2163" 12.875 "D" "C"
0 214 2 "Givard Mr. Hans Kristensen" "male" 30 0 0 "250646" 13 "" "S"
1 326 1 "Young Miss. Marie Grice" "female" 36 0 0 "PC 17760" 135.6333 "C32" "C"
0 283 3 "de Pelsmaeker Mr. Alfons" "male" 16 0 0 "345778" 9.5 "" "S"
0 481 3 "Goodwin Master. Harold Victor" "male" 9 5 2 "CA 2144" 46.9 "" "S"
0 192 2 "Carbines Mr. William" "male" 19 0 0 "28424" 13 "" "S"
0 345 2 "Fox Mr. Stanley Hubert" "male" 36 0 0 "229236" 13 "" "S"
1 609 2 "Laroche Mrs. Joseph (Juliette Marie Louise Lafargue)" "female" 22 1 2 "SC/Paris 2123" 41.5792 "" "C"
0 660 1 "Newell Mr. Arthur Webster" "male" 58 0 2 "35273" 113.275 "D48" "C"
1 85 2 "Ilett Miss. Bertha" "female" 17 0 0 "SO/C 14885" 10.5 "" "S"
1 521 1 "Perreault Miss. Anne" "female" 30 0 0 "12749" 93.5 "B73" "S"
1 644 3 "Foo Mr. Choong" "male" NA 0 0 "1601" 56.4958 "" "S"
1 831 3 "Yasbeck Mrs. Antoni (Selini Alexander)" "female" 15 1 0 "2659" 14.4542 "" "C"
1 Survived PassengerId Pclass Name Sex Age SibSp Parch Ticket Fare Cabin Embarked
2 0 530 2 Hocking Mr. Richard George male 23 2 1 29104 11.5 S
3 0 466 3 Goncalves Mr. Manuel Estanslas male 38 0 0 SOTON/O.Q. 3101306 7.05 S
4 0 753 3 Vande Velde Mr. Johannes Joseph male 33 0 0 345780 9.5 S
5 0 855 2 Carter Mrs. Ernest Courtenay (Lilian Hughes) female 44 1 0 244252 26 S
6 0 333 1 Graham Mr. George Edward male 38 0 1 PC 17582 153.4625 C91 S
7 0 39 3 Vander Planke Miss. Augusta Maria female 18 2 0 345764 18 S
8 0 236 3 Harknett Miss. Alice Phoebe female NA 0 0 W./C. 6609 7.55 S
9 0 303 3 Johnson Mr. William Cahoone Jr male 19 0 0 LINE 0 S
10 1 18 2 Williams Mr. Charles Eugene male NA 0 0 244373 13 S
11 1 505 1 Maioni Miss. Roberta female 16 0 0 110152 86.5 B79 S
12 1 670 1 Taylor Mrs. Elmer Zebley (Juliet Cummins Wright) female NA 1 0 19996 52 C126 S
13 1 316 3 Nilsson Miss. Helmina Josefina female 26 0 0 347470 7.8542 S
14 1 690 1 Madill Miss. Georgette Alexandra female 15 0 1 24160 211.3375 B5 S
15 1 718 2 Troutt Miss. Edwina Celia "Winnie" female 27 0 0 34218 10.5 E101 S
16 1 580 3 Jussila Mr. Eiriik male 32 0 0 STON/O 2. 3101286 7.925 S
17 0 697 3 Kelly Mr. James male 44 0 0 363592 8.05 S
18 1 193 3 Andersen-Jensen Miss. Carla Christine Nielsine female 19 1 0 350046 7.8542 S
19 0 634 1 Parr Mr. William Henry Marsh male NA 0 0 112052 0 S
20 1 858 1 Daly Mr. Peter Denis male 51 0 0 113055 26.55 E17 S
21 1 329 3 Goldsmith Mrs. Frank John (Emily Alice Brown) female 31 1 1 363291 20.525 S
22 0 784 3 Johnston Mr. Andrew G male NA 1 2 W./C. 6607 23.45 S
23 0 407 3 Widegren Mr. Carl/Charles Peter male 51 0 0 347064 7.75 S
24 0 747 3 Abbott Mr. Rossmore Edward male 16 1 1 C.A. 2673 20.25 S
25 0 492 3 Windelov Mr. Einar male 21 0 0 SOTON/OQ 3101317 7.25 S
26 1 534 3 Peter Mrs. Catherine (Catherine Rizk) female NA 0 2 2668 22.3583 C
27 0 862 2 Giles Mr. Frederick Edward male 21 1 0 28134 11.5 S
28 0 724 2 Hodges Mr. Henry Price male 50 0 0 250643 13 S
29 0 685 2 Brown Mr. Thomas William Solomon male 60 1 1 29750 39 S
30 0 344 2 Sedgwick Mr. Charles Frederick Waddington male 25 0 0 244361 13 S
31 1 751 2 Wells Miss. Joan female 4 1 1 29103 23 S
32 0 734 2 Berriman Mr. William John male 23 0 0 28425 13 S
33 0 496 3 Yousseff Mr. Gerious male NA 0 0 2627 14.4583 C
34 0 296 1 Lewy Mr. Ervin G male NA 0 0 PC 17612 27.7208 C
35 0 516 1 Walker Mr. William Anderson male 47 0 0 36967 34.0208 D46 S
36 0 282 3 Olsson Mr. Nils Johan Goransson male 28 0 0 347464 7.8542 S
37 0 218 2 Jacobsohn Mr. Sidney Samuel male 42 1 0 243847 27 S
38 1 107 3 Salkjelsvik Miss. Anna Kristine female 21 0 0 343120 7.65 S
39 0 878 3 Petroff Mr. Nedelio male 19 0 0 349212 7.8958 S
40 1 291 1 Barber Miss. Ellen "Nellie" female 26 0 0 19877 78.85 S
41 0 722 3 Jensen Mr. Svend Lauritz male 17 1 0 350048 7.0542 S
42 0 826 3 Flynn Mr. John male NA 0 0 368323 6.95 Q
43 0 434 3 Kallio Mr. Nikolai Erland male 17 0 0 STON/O 2. 3101274 7.125 S
44 0 404 3 Hakkarainen Mr. Pekka Pietari male 28 1 0 STON/O2. 3101279 15.85 S
45 1 210 1 Blank Mr. Henry male 40 0 0 112277 31 A31 C
46 1 166 3 Goldsmith Master. Frank John William "Frankie" male 9 0 2 363291 20.525 S
47 0 201 3 Vande Walle Mr. Nestor Cyriel male 28 0 0 345770 9.5 S
48 0 361 3 Skoog Mr. Wilhelm male 40 1 4 347088 27.9 S
49 1 53 1 Harper Mrs. Henry Sleeper (Myna Haxtun) female 49 1 0 PC 17572 76.7292 D33 C
50 0 612 3 Jardin Mr. Jose Neto male NA 0 0 SOTON/O.Q. 3101305 7.05 S
51 0 60 3 Goodwin Master. William Frederick male 11 5 2 CA 2144 46.9 S
52 1 262 3 Asplund Master. Edvin Rojj Felix male 3 4 2 347077 31.3875 S
53 1 674 2 Wilhelms Mr. Charles male 31 0 0 244270 13 S
54 0 63 1 Harris Mr. Henry Birkhardt male 45 1 0 36973 83.475 C83 S
55 0 215 3 Kiernan Mr. Philip male NA 1 0 367229 7.75 Q
56 0 618 3 Lobb Mrs. William Arthur (Cordelia K Stanlick) female 26 1 0 A/5. 3336 16.1 S
57 1 789 3 Dean Master. Bertram Vere male 1 1 2 C.A. 2315 20.575 S
58 1 312 1 Ryerson Miss. Emily Borie female 18 2 2 PC 17608 262.375 B57 B59 B63 B66 C
59 0 113 3 Barton Mr. David John male 22 0 0 324669 8.05 S
60 0 314 3 Hendekovic Mr. Ignjac male 28 0 0 349243 7.8958 S
61 1 517 2 Lemore Mrs. (Amelia Milley) female 34 0 0 C.A. 34260 10.5 F33 S
62 0 174 3 Sivola Mr. Antti Wilhelm male 21 0 0 STON/O 2. 3101280 7.925 S
63 1 803 1 Carter Master. William Thornton II male 11 1 2 113760 120 B96 B98 S
64 0 479 3 Karlsson Mr. Nils August male 22 0 0 350060 7.5208 S
65 1 445 3 Johannesen-Bratthammer Mr. Bernt male NA 0 0 65306 8.1125 S
66 0 684 3 Goodwin Mr. Charles Edward male 14 5 2 CA 2144 46.9 S
67 1 597 2 Leitch Miss. Jessie Wills female NA 0 0 248727 33 S
68 0 229 2 Fahlstrom Mr. Arne Jonas male 18 0 0 236171 13 S
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381 0 737 3 Ford Mrs. Edward (Margaret Ann Watson) female 48 1 3 W./C. 6608 34.375 S
382 1 26 3 Asplund Mrs. Carl Oscar (Selma Augusta Emilia Johansson) female 38 1 5 347077 31.3875 S
383 0 679 3 Goodwin Mrs. Frederick (Augusta Tyler) female 43 1 6 CA 2144 46.9 S
384 0 774 3 Elias Mr. Dibo male NA 0 0 2674 7.225 C
385 1 538 1 LeRoy Miss. Bertha female 30 0 0 PC 17761 106.425 C
386 0 198 3 Olsen Mr. Karl Siegwart Andreas male 42 0 1 4579 8.4042 S
387 0 818 2 Mallet Mr. Albert male 31 1 1 S.C./PARIS 2079 37.0042 C
388 1 143 3 Hakkarainen Mrs. Pekka Pietari (Elin Matilda Dolck) female 24 1 0 STON/O2. 3101279 15.85 S
389 1 782 1 Dick Mrs. Albert Adrian (Vera Gillespie) female 17 1 0 17474 57 B20 S
390 0 51 3 Panula Master. Juha Niilo male 7 4 1 3101295 39.6875 S
391 1 12 1 Bonnell Miss. Elizabeth female 58 0 0 113783 26.55 C103 S
392 0 595 2 Chapman Mr. John Henry male 37 1 0 SC/AH 29037 26 S
393 1 513 1 McGough Mr. James Robert male 36 0 0 PC 17473 26.2875 E25 S
394 1 610 1 Shutes Miss. Elizabeth W female 40 0 0 PC 17582 153.4625 C125 S
395 1 304 2 Keane Miss. Nora A female NA 0 0 226593 12.35 E101 Q
396 1 323 2 Slayter Miss. Hilda Mary female 30 0 0 234818 12.35 Q
397 1 280 3 Abbott Mrs. Stanton (Rosa Hunt) female 35 1 1 C.A. 2673 20.25 S
398 0 397 3 Olsson Miss. Elina female 31 0 0 350407 7.8542 S
399 0 886 3 Rice Mrs. William (Margaret Norton) female 39 0 5 382652 29.125 Q
400 1 682 1 Hassab Mr. Hammad male 27 0 0 PC 17572 76.7292 D49 C
401 0 38 3 Cann Mr. Ernest Charles male 21 0 0 A./5. 2152 8.05 S
402 0 696 2 Chapman Mr. Charles Henry male 52 0 0 248731 13.5 S
403 1 231 1 Harris Mrs. Henry Birkhardt (Irene Wallach) female 35 1 0 36973 83.475 C83 S
404 0 681 3 Peters Miss. Katie female NA 0 0 330935 8.1375 Q
405 1 310 1 Francatelli Miss. Laura Mabel female 30 0 0 PC 17485 56.9292 E36 C
406 1 348 3 Davison Mrs. Thomas Henry (Mary E Finck) female NA 1 0 386525 16.1 S
407 0 758 2 Bailey Mr. Percy Andrew male 18 0 0 29108 11.5 S
408 1 633 1 Stahelin-Maeglin Dr. Max male 32 0 0 13214 30.5 B50 C
409 0 793 3 Sage Miss. Stella Anna female NA 8 2 CA. 2343 69.55 S
410 1 605 1 Homer Mr. Harry ("Mr E Haven") male 35 0 0 111426 26.55 C
411 0 491 3 Hagland Mr. Konrad Mathias Reiersen male NA 1 0 65304 19.9667 S
412 1 613 3 Murphy Miss. Margaret Jane female NA 1 0 367230 15.5 Q
413 1 16 2 Hewlett Mrs. (Mary D Kingcome) female 55 0 0 248706 16 S
414 0 288 3 Naidenoff Mr. Penko male 22 0 0 349206 7.8958 S
415 1 619 2 Becker Miss. Marion Louise female 4 2 1 230136 39 F4 S
416 1 59 2 West Miss. Constance Mirium female 5 1 2 C.A. 34651 27.75 S
417 1 276 1 Andrews Miss. Kornelia Theodosia female 63 1 0 13502 77.9583 D7 S
418 0 750 3 Connaghton Mr. Michael male 31 0 0 335097 7.75 Q
419 0 733 2 Knight Mr. Robert J male NA 0 0 239855 0 S
420 0 471 3 Keefe Mr. Arthur male NA 0 0 323592 7.25 S
421 0 247 3 Lindahl Miss. Agda Thorilda Viktoria female 25 0 0 347071 7.775 S
422 1 205 3 Cohen Mr. Gurshon "Gus" male 18 0 0 A/5 3540 8.05 S
423 1 98 1 Greenfield Mr. William Bertram male 23 0 1 PC 17759 63.3583 D10 D12 C
424 0 318 2 Moraweck Dr. Ernest male 54 0 0 29011 14 S
425 0 91 3 Christmann Mr. Emil male 29 0 0 343276 8.05 S
426 0 783 1 Long Mr. Milton Clyde male 29 0 0 113501 30 D6 S
427 0 76 3 Moen Mr. Sigurd Hansen male 25 0 0 348123 7.65 F G73 S
428 0 506 1 Penasco y Castellana Mr. Victor de Satode male 18 1 0 PC 17758 108.9 C65 C
429 0 43 3 Kraeff Mr. Theodor male NA 0 0 349253 7.8958 C
430 1 867 2 Duran y More Miss. Asuncion female 27 1 0 SC/PARIS 2149 13.8583 C
431 0 606 3 Lindell Mr. Edvard Bengtsson male 36 1 0 349910 15.55 S
432 1 62 1 Icard Miss. Amelie female 38 0 0 113572 80 B28
433 1 134 2 Weisz Mrs. Leopold (Mathilde Francoise Pede) female 29 1 0 228414 26 S
434 0 762 3 Nirva Mr. Iisakki Antino Aijo male 41 0 0 SOTON/O2 3101272 7.125 S
435 1 195 1 Brown Mrs. James Joseph (Margaret Tobin) female 44 0 0 PC 17610 27.7208 B4 C
436 0 720 3 Johnson Mr. Malkolm Joackim male 33 0 0 347062 7.775 S
437 0 583 2 Downton Mr. William James male 54 0 0 28403 26 S
438 0 483 3 Rouse Mr. Richard Henry male 50 0 0 A/5 3594 8.05 S
439 0 396 3 Johansson Mr. Erik male 22 0 0 350052 7.7958 S
440 0 100 2 Kantor Mr. Sinai male 34 1 0 244367 26 S
441 0 772 3 Jensen Mr. Niels Peder male 48 0 0 350047 7.8542 S
442 0 81 3 Waelens Mr. Achille male 22 0 0 345767 9 S
443 1 188 1 Romaine Mr. Charles Hallace ("Mr C Rolmane") male 45 0 0 111428 26.55 S
444 0 576 3 Patchett Mr. George male 19 0 0 358585 14.5 S
445 1 324 2 Caldwell Mrs. Albert Francis (Sylvia Mae Harbaugh) female 22 1 1 248738 29 S
446 1 427 2 Clarke Mrs. Charles V (Ada Maria Winfield) female 28 1 0 2003 26 S
447 1 586 1 Taussig Miss. Ruth female 18 0 2 110413 79.65 E68 S
448 1 557 1 Duff Gordon Lady. (Lucille Christiana Sutherland) ("Mrs Morgan") female 48 1 0 11755 39.6 A16 C
449 1 572 1 Appleton Mrs. Edward Dale (Charlotte Lamson) female 53 2 0 11769 51.4792 C101 S
450 0 96 3 Shorney Mr. Charles Joseph male NA 0 0 374910 8.05 S
451 1 713 1 Taylor Mr. Elmer Zebley male 48 1 0 19996 52 C126 S
452 0 141 3 Boulos Mrs. Joseph (Sultana) female NA 0 2 2678 15.2458 C
453 0 55 1 Ostby Mr. Engelhart Cornelius male 65 0 1 113509 61.9792 B30 C
454 1 368 3 Moussa Mrs. (Mantoura Boulos) female NA 0 0 2626 7.2292 C
455 0 387 3 Goodwin Master. Sidney Leonard male 1 5 2 CA 2144 46.9 S
456 1 376 1 Meyer Mrs. Edgar Joseph (Leila Saks) female NA 1 0 PC 17604 82.1708 C
457 1 194 2 Navratil Master. Michel M male 3 1 1 230080 26 F2 S
458 0 643 3 Skoog Miss. Margit Elizabeth female 2 3 2 347088 27.9 S
459 1 44 2 Laroche Miss. Simonne Marie Anne Andree female 3 1 2 SC/Paris 2123 41.5792 C
460 1 40 3 Nicola-Yarred Miss. Jamila female 14 1 0 2651 11.2417 C
461 1 588 1 Frolicher-Stehli Mr. Maxmillian male 60 1 1 13567 79.2 B41 C
462 0 380 3 Gustafsson Mr. Karl Gideon male 19 0 0 347069 7.775 S
463 0 423 3 Zimmerman Mr. Leo male 29 0 0 315082 7.875 S
464 1 600 1 Duff Gordon Sir. Cosmo Edmund ("Mr Morgan") male 49 1 0 PC 17485 56.9292 A20 C
465 0 542 3 Andersson Miss. Ingeborg Constanzia female 9 4 2 347082 31.275 S
466 0 535 3 Cacic Miss. Marija female 30 0 0 315084 8.6625 S
467 1 804 3 Thomas Master. Assad Alexander male 0.42 0 1 2625 8.5167 C
468 1 866 2 Bystrom Mrs. (Karolina) female 42 0 0 236852 13 S
469 0 504 3 Laitinen Miss. Kristina Sofia female 37 0 0 4135 9.5875 S
470 0 647 3 Cor Mr. Liudevit male 19 0 0 349231 7.8958 S
471 0 749 1 Marvin Mr. Daniel Warner male 19 1 0 113773 53.1 D30 S
472 1 821 1 Hays Mrs. Charles Melville (Clara Jennings Gregg) female 52 1 1 12749 93.5 B69 S
473 1 787 3 Sjoblom Miss. Anna Sofia female 18 0 0 3101265 7.4958 S
474 1 184 2 Becker Master. Richard F male 1 2 1 230136 39 F4 S
475 0 852 3 Svensson Mr. Johan male 74 0 0 347060 7.775 S
476 0 558 1 Robbins Mr. Victor male NA 0 0 PC 17757 227.525 C
477 0 163 3 Bengtsson Mr. John Viktor male 26 0 0 347068 7.775 S
478 0 455 3 Peduzzi Mr. Joseph male NA 0 0 A/5 2817 8.05 S
479 0 220 2 Harris Mr. Walter male 30 0 0 W/C 14208 10.5 S
480 0 245 3 Attalah Mr. Sleiman male 30 0 0 2694 7.225 C
481 0 422 3 Charters Mr. David male 21 0 0 A/5. 13032 7.7333 Q
482 0 884 2 Banfield Mr. Frederick James male 28 0 0 C.A./SOTON 34068 10.5 S
483 0 453 1 Foreman Mr. Benjamin Laventall male 30 0 0 113051 27.75 C111 C
484 0 841 3 Alhomaki Mr. Ilmari Rudolf male 20 0 0 SOTON/O2 3101287 7.925 S
485 0 264 1 Harrison Mr. William male 40 0 0 112059 0 B94 S
486 1 381 1 Bidois Miss. Rosalie female 42 0 0 PC 17757 227.525 C
487 1 24 1 Sloper Mr. William Thompson male 28 0 0 113788 35.5 A6 S
488 1 708 1 Calderhead Mr. Edward Pennington male 42 0 0 PC 17476 26.2875 E24 S
489 0 15 3 Vestrom Miss. Hulda Amanda Adolfina female 14 0 0 350406 7.8542 S
490 0 703 3 Barbara Miss. Saiide female 18 0 1 2691 14.4542 C
491 0 549 3 Goldsmith Mr. Frank John male 33 1 1 363291 20.525 S
492 1 54 2 Faunthorpe Mrs. Lizzie (Elizabeth Anne Wilkinson) female 29 1 0 2926 26 S
493 0 495 3 Stanley Mr. Edward Roland male 21 0 0 A/4 45380 8.05 S
494 0 686 2 Laroche Mr. Joseph Philippe Lemercier male 25 1 2 SC/Paris 2123 41.5792 C
495 0 116 3 Pekoniemi Mr. Edvard male 21 0 0 STON/O 2. 3101294 7.925 S
496 0 105 3 Gustafsson Mr. Anders Vilhelm male 37 2 0 3101276 7.925 S
497 1 738 1 Lesurer Mr. Gustave J male 35 0 0 PC 17755 512.3292 B101 C
498 1 798 3 Osman Mrs. Mara female 31 0 0 349244 8.6833 S
499 0 615 3 Brocklebank Mr. William Alfred male 35 0 0 364512 8.05 S
500 0 815 3 Tomlin Mr. Ernest Portage male 30.5 0 0 364499 8.05 S
501 0 161 3 Cribb Mr. John Hatfield male 44 0 1 371362 16.1 S
502 1 863 1 Swift Mrs. Frederick Joel (Margaret Welles Barron) female 48 0 0 17466 25.9292 D17 S
503 1 574 3 Kelly Miss. Mary female NA 0 0 14312 7.75 Q
504 0 498 3 Shellard Mr. Frederick William male NA 0 0 C.A. 6212 15.1 S
505 0 58 3 Novel Mr. Mansouer male 28.5 0 0 2697 7.2292 C
506 0 237 2 Hold Mr. Stephen male 44 1 0 26707 26 S
507 0 882 3 Markun Mr. Johann male 33 0 0 349257 7.8958 S
508 0 788 3 Rice Master. George Hugh male 8 4 1 382652 29.125 Q
509 1 693 3 Lam Mr. Ali male NA 0 0 1601 56.4958 S
510 0 673 2 Mitchell Mr. Henry Michael male 70 0 0 C.A. 24580 10.5 S
511 0 478 3 Braund Mr. Lewis Richard male 29 1 0 3460 7.0458 S
512 0 322 3 Danoff Mr. Yoto male 27 0 0 349219 7.8958 S
513 0 800 3 Van Impe Mrs. Jean Baptiste (Rosalie Paula Govaert) female 30 1 1 345773 24.15 S
514 0 739 3 Ivanoff Mr. Kanio male NA 0 0 349201 7.8958 S
515 0 1 3 Braund Mr. Owen Harris male 22 1 0 A/5 21171 7.25 S
516 0 883 3 Dahlberg Miss. Gerda Ulrika female 22 0 0 7552 10.5167 S
517 0 546 1 Nicholson Mr. Arthur Ernest male 64 0 0 693 26 S
518 1 756 2 Hamalainen Master. Viljo male 0.67 1 1 250649 14.5 S
519 0 501 3 Calic Mr. Petar male 17 0 0 315086 8.6625 S
520 0 35 1 Meyer Mr. Edgar Joseph male 28 1 0 PC 17604 82.1708 C
521 0 156 1 Williams Mr. Charles Duane male 51 0 1 PC 17597 61.3792 C
522 1 212 2 Cameron Miss. Clear Annie female 35 0 0 F.C.C. 13528 21 S
523 0 704 3 Gallagher Mr. Martin male 25 0 0 36864 7.7417 Q
524 0 877 3 Gustafsson Mr. Alfred Ossian male 20 0 0 7534 9.8458 S
525 0 719 3 McEvoy Mr. Michael male NA 0 0 36568 15.5 Q
526 1 474 2 Jerwan Mrs. Amin S (Marie Marthe Thuillard) female 23 0 0 SC/AH Basle 541 13.7917 D C
527 1 870 3 Johnson Master. Harold Theodor male 4 1 1 347742 11.1333 S
528 0 71 2 Jenkin Mr. Stephen Curnow male 32 0 0 C.A. 33111 10.5 S
529 0 353 3 Elias Mr. Tannous male 15 1 1 2695 7.2292 C
530 1 301 3 Kelly Miss. Anna Katherine "Annie Kate" female NA 0 0 9234 7.75 Q
531 0 489 3 Somerton Mr. Francis William male 30 0 0 A.5. 18509 8.05 S
532 0 627 2 Kirkland Rev. Charles Leonard male 57 0 0 219533 12.35 Q
533 0 522 3 Vovk Mr. Janko male 22 0 0 349252 7.8958 S
534 1 527 2 Ridsdale Miss. Lucy female 50 0 0 W./C. 14258 10.5 S
535 0 638 2 Collyer Mr. Harvey male 31 1 1 C.A. 31921 26.25 S
536 0 340 1 Blackwell Mr. Stephen Weart male 45 0 0 113784 35.5 T S
537 1 830 1 Stone Mrs. George Nelson (Martha Evelyn) female 62 0 0 113572 80 B28
538 0 525 3 Kassem Mr. Fared male NA 0 0 2700 7.2292 C
539 0 111 1 Porter Mr. Walter Chamberlain male 47 0 0 110465 52 C110 S
540 0 796 2 Otter Mr. Richard male 39 0 0 28213 13 S
541 0 140 1 Giglio Mr. Victor male 24 0 0 PC 17593 79.2 B86 C
542 0 844 3 Lemberopolous Mr. Peter L male 34.5 0 0 2683 6.4375 C
543 0 92 3 Andreasson Mr. Paul Edvin male 20 0 0 347466 7.8542 S
544 0 770 3 Gronnestad Mr. Daniel Danielsen male 32 0 0 8471 8.3625 S
545 0 715 2 Greenberg Mr. Samuel male 52 0 0 250647 13 S
546 0 849 2 Harper Rev. John male 28 0 1 248727 33 S
547 0 864 3 Sage Miss. Dorothy Edith "Dolly" female NA 8 2 CA. 2343 69.55 S
548 0 305 3 Williams Mr. Howard Hugh "Harry" male NA 0 0 A/5 2466 8.05 S
549 1 709 1 Cleaver Miss. Alice female 22 0 0 113781 151.55 S
550 1 449 3 Baclini Miss. Marie Catherine female 5 2 1 2666 19.2583 C
551 1 216 1 Newell Miss. Madeleine female 31 1 0 35273 113.275 D36 C
552 1 430 3 Pickard Mr. Berk (Berk Trembisky) male 32 0 0 SOTON/O.Q. 392078 8.05 E10 S
553 0 203 3 Johanson Mr. Jakob Alfred male 34 0 0 3101264 6.4958 S
554 1 284 3 Dorking Mr. Edward Arthur male 19 0 0 A/5. 10482 8.05 S
555 1 822 3 Lulic Mr. Nikola male 27 0 0 315098 8.6625 S
556 0 792 2 Gaskell Mr. Alfred male 16 0 0 239865 26 S
557 1 370 1 Aubart Mme. Leontine Pauline female 24 0 0 PC 17477 69.3 B35 C
558 0 233 2 Sjostedt Mr. Ernst Adolf male 59 0 0 237442 13.5 S
559 0 25 3 Palsson Miss. Torborg Danira female 8 3 1 349909 21.075 S
560 0 653 3 Kalvik Mr. Johannes Halvorsen male 21 0 0 8475 8.4333 S
561 1 289 2 Hosono Mr. Masabumi male 42 0 0 237798 13 S
562 1 473 2 West Mrs. Edwy Arthur (Ada Mary Worth) female 33 1 2 C.A. 34651 27.75 S
563 0 523 3 Lahoud Mr. Sarkis male NA 0 0 2624 7.225 C
564 0 6 3 Moran Mr. James male NA 0 0 330877 8.4583 Q
565 0 153 3 Meo Mr. Alfonzo male 55.5 0 0 A.5. 11206 8.05 S
566 1 260 2 Parrish Mrs. (Lutie Davis) female 50 0 1 230433 26 S
567 0 672 1 Davidson Mr. Thornton male 31 1 0 F.C. 12750 52 B71 S
568 0 868 1 Roebling Mr. Washington Augustus II male 31 0 0 PC 17590 50.4958 A24 S
569 0 17 3 Rice Master. Eugene male 2 4 1 382652 29.125 Q
570 1 147 3 Andersson Mr. August Edvard ("Wennerstrom") male 27 0 0 350043 7.7958 S
571 1 581 2 Christy Miss. Julie Rachel female 25 1 1 237789 30 S
572 0 732 3 Hassan Mr. Houssein G N male 11 0 0 2699 18.7875 C
573 0 356 3 Vanden Steen Mr. Leo Peter male 28 0 0 345783 9.5 S
574 0 372 3 Wiklund Mr. Jakob Alfred male 18 1 0 3101267 6.4958 S
575 0 94 3 Dean Mr. Bertram Frank male 26 1 2 C.A. 2315 20.575 S
576 0 791 3 Keane Mr. Andrew "Andy" male NA 0 0 12460 7.75 Q
577 1 167 1 Chibnall Mrs. (Edith Martha Bowerman) female NA 0 1 113505 55 E33 S
578 0 297 3 Hanna Mr. Mansour male 23.5 0 0 2693 7.2292 C
579 0 632 3 Lundahl Mr. Johan Svensson male 51 0 0 347743 7.0542 S
580 0 801 2 Ponesell Mr. Martin male 34 0 0 250647 13 S
581 0 569 3 Doharr Mr. Tannous male NA 0 0 2686 7.2292 C
582 0 664 3 Coleff Mr. Peju male 36 0 0 349210 7.4958 S
583 1 330 1 Hippach Miss. Jean Gertrude female 16 0 1 111361 57.9792 B18 C
584 1 642 1 Sagesser Mlle. Emma female 24 0 0 PC 17477 69.3 B35 C
585 0 398 2 McKane Mr. Peter David male 46 0 0 28403 26 S
586 0 700 3 Humblen Mr. Adolf Mathias Nicolai Olsen male 42 0 0 348121 7.65 F G63 S
587 0 78 3 Moutal Mr. Rahamin Haim male NA 0 0 374746 8.05 S
588 0 699 1 Thayer Mr. John Borland male 49 1 1 17421 110.8833 C68 C
589 1 428 2 Phillips Miss. Kate Florence ("Mrs Kate Louise Phillips Marshall") female 19 0 0 250655 26 S
590 0 70 3 Kink Mr. Vincenz male 26 2 0 315151 8.6625 S
591 0 846 3 Abbing Mr. Anthony male 42 0 0 C.A. 5547 7.55 S
592 0 768 3 Mangan Miss. Mary female 30.5 0 0 364850 7.75 Q
593 1 646 1 Harper Mr. Henry Sleeper male 48 1 0 PC 17572 76.7292 D33 C
594 1 497 1 Eustis Miss. Elizabeth Mussey female 54 1 0 36947 78.2667 D20 C
595 0 617 3 Danbom Mr. Ernst Gilbert male 34 1 1 347080 14.4 S
596 0 181 3 Sage Miss. Constance Gladys female NA 8 2 CA. 2343 69.55 S
597 0 65 1 Stewart Mr. Albert A male NA 0 0 PC 17605 27.7208 C
598 0 779 3 Kilgannon Mr. Thomas J male NA 0 0 36865 7.7375 Q
599 1 342 1 Fortune Miss. Alice Elizabeth female 24 3 2 19950 263 C23 C25 C27 S
600 0 553 3 O'Brien Mr. Timothy male NA 0 0 330979 7.8292 Q
601 0 207 3 Backstrom Mr. Karl Alfred male 32 1 0 3101278 15.85 S
602 1 319 1 Wick Miss. Mary Natalie female 31 0 2 36928 164.8667 C7 S
603 0 358 2 Funk Miss. Annie Clemmer female 38 0 0 237671 13 S
604 0 178 1 Isham Miss. Ann Elizabeth female 50 0 0 PC 17595 28.7125 C49 C
605 0 213 3 Perkin Mr. John Henry male 22 0 0 A/5 21174 7.25 S
606 0 462 3 Morley Mr. William male 34 0 0 364506 8.05 S
607 0 170 3 Ling Mr. Lee male 28 0 0 1601 56.4958 S
608 0 865 2 Gill Mr. John William male 24 0 0 233866 13 S
609 1 217 3 Honkanen Miss. Eliina female 27 0 0 STON/O2. 3101283 7.925 S
610 1 66 3 Moubarek Master. Gerios male NA 1 1 2661 15.2458 C
611 0 389 3 Sadlier Mr. Matthew male NA 0 0 367655 7.7292 Q
612 0 293 2 Levy Mr. Rene Jacques male 36 0 0 SC/Paris 2163 12.875 D C
613 0 214 2 Givard Mr. Hans Kristensen male 30 0 0 250646 13 S
614 1 326 1 Young Miss. Marie Grice female 36 0 0 PC 17760 135.6333 C32 C
615 0 283 3 de Pelsmaeker Mr. Alfons male 16 0 0 345778 9.5 S
616 0 481 3 Goodwin Master. Harold Victor male 9 5 2 CA 2144 46.9 S
617 0 192 2 Carbines Mr. William male 19 0 0 28424 13 S
618 0 345 2 Fox Mr. Stanley Hubert male 36 0 0 229236 13 S
619 1 609 2 Laroche Mrs. Joseph (Juliette Marie Louise Lafargue) female 22 1 2 SC/Paris 2123 41.5792 C
620 0 660 1 Newell Mr. Arthur Webster male 58 0 2 35273 113.275 D48 C
621 1 85 2 Ilett Miss. Bertha female 17 0 0 SO/C 14885 10.5 S
622 1 521 1 Perreault Miss. Anne female 30 0 0 12749 93.5 B73 S
623 1 644 3 Foo Mr. Choong male NA 0 0 1601 56.4958 S
624 1 831 3 Yasbeck Mrs. Antoni (Selini Alexander) female 15 1 0 2659 14.4542 C

11
zad1.1.py Normal file
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import numpy as np
A_a = np.array([4,6,3,8,7,1,3,1,3]).reshape(3,3).astype(float)
A_m = np.matrix(A_a)
print('\nOperacja A**-1 na macierzy A w obiekcie typu array zwraca za wynik elementy macierzy odniesione do potęgi -1:\n')
print(A_a**-1)
print('\n')
print('Macierz A typu matrix po tej samej operacji zwraca odrotność macierzy:\n')
print(A_m**-1)

16
zad1.2.py Normal file
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import numpy as np
X = np.array([[1,2,3],[1,3,6]])
y = np.array([[5,6]]).T
X_m = np.matrix(X)
y_m = np.matrix(y)
# fi = (X.T * X)**-1 * X.T * y
fi = (X_m.T * X_m)**-1 * X_m.T * y_m
print('\nWynik działania (X.T * X)**-1 * X.T * y to:\n')
print(fi)

3
zad1.3.py Normal file
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def kwadraty(input_list):
output_list = [i**2 for i in input_list if i > 0]
return output_list

12
zad2.1.py Normal file
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import pandas as pd
import matplotlib.pyplot as plt
data = pd.read_csv("data2.csv", sep=",")
data_array = data.to_numpy()
x = data_array[:, 6]
y = data_array[:, 13]
plt.plot(x, y, "bo") # niebieskie kropki
plt.show()

31
zad2.2.py Normal file
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import numpy as np
import matplotlib.pyplot as plt
# nr indeksu: 464848
fig = plt.figure(figsize=(10,10))
x = np.arange(-10.0, 10.0, 0.01)
y1 = (8 - 4) * x ** 2 - (4 - 5) * x + (8 - 6)
y2 = (np.e**x)/((np.e**x) + 1.0)
ax1 = fig.add_subplot(2, 1, 1)
ax1.set_xlabel("x")
ax1.set_ylabel("y")
ax1.set_title("Podpunkt A.")
ax1.plot(x, y1, color="#ff2d10", lw=2)
ax2 = fig.add_subplot(2, 1, 2)
ax2.set_xlabel("x")
ax2.set_ylabel("y")
ax2.set_title("Podpunkt B.")
ax2.plot(x, y1, color="#31ae10", lw=2)
ax2.plot(x, y2, color="purple", lw=2)
plt.subplots_adjust(wspace=0.2, hspace=0.3)
plt.show()

19
zad2.3.py Normal file
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from mpl_toolkits.mplot3d import Axes3D
from matplotlib import cm
import matplotlib.pyplot as plt
import numpy as np
fig = plt.figure(figsize=(10,10))
ax = fig.add_subplot(111, projection="3d")
ax.set_xlabel("x")
ax.set_ylabel("y")
ax.set_zlabel("z")
X = np.arange(-15, 15, 0.5)
Y = np.arange(-15, 15, 0.5)
X, Y = np.meshgrid(X, Y)
Z = -(X**2 + Y**3)
surf = ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap=cm.jet, linewidth=0, antialiased=True)
plt.show()

77
zad3.py Normal file
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import numpy as np
import matplotlib.pyplot as plt
import csv
data = csv.reader(open("fires_thefts.csv"), delimiter=',')
x = list()
y = list()
for xi, yi in data:
x.append(float(xi))
y.append(float(yi))
def h(theta, x):
return theta[0] + theta[1] * x
def J(h, theta, x, y):
"""Funkcja kosztu"""
m = len(y)
return 1.0 / (2 * m) * sum((h(theta, x[i]) - y[i]) ** 2 for i in range(m))
def gradient_descent(h, cost_fun, theta, x, y, alpha, eps):
current_cost = cost_fun(h, theta, x, y)
history = [
[current_cost, theta]
] # zapiszmy wartości kosztu i parametrów, by potem zrobić wykres
m = len(y)
while True:
new_theta = [
theta[0] - alpha / float(m) * sum(h(theta, x[i]) - y[i] for i in range(m)),
theta[1]
- alpha / float(m) * sum((h(theta, x[i]) - y[i]) * x[i] for i in range(m)),
]
theta = new_theta # jednoczesna aktualizacja - używamy zmiennej tymczasowej
try:
prev_cost = current_cost
current_cost = cost_fun(h, theta, x, y)
except OverflowError:
break
if abs(prev_cost - current_cost) <= eps:
break
history.append([current_cost, theta])
return theta, history
alfa = 0.001
eps = 0.00001
best_theta, history = gradient_descent(h, J, [0.0, 0.0], x, y, alfa, eps)
print("Wynik = ", np.matrix(best_theta), ", J(θ) = %.4f" % history[-1][0], "po %d iteracjach" % len(history))
print("Wynik dla eps = ", float(eps), ", α = ", alfa)
print("Predykcja dla 50 pożarów: ", h(best_theta, 50))
print("Predykcja dla 100 pożarów: ", h(best_theta, 100))
print("Predykcja dla 200 pożarów: ", h(best_theta, 200))
best_theta, history_1 = gradient_descent(h, J, [0.0, 0.0], x, y, 0.01, eps)
best_theta, history_01 = gradient_descent(h, J, [0.0, 0.0], x, y, 0.025, eps)
best_theta, history_0076 = gradient_descent(h, J, [0.0, 0.0], x, y, 0.0076, eps)
fig = plt.figure(figsize=(10, 8))
ax = fig.add_subplot(1, 1, 1)
ax.set_ylabel('Warto funkcji kosztu J(θ)')
ax.set_xlabel('Ilość iteracji')
ax.set_title("Wykres zależności między kosztem a różnymi wartościami α")
x_axis = np.arange(0, 201, 1)
y_01 = [history_1[i][0] for i in x_axis]
y_025 = [history_01[i][0] for i in x_axis]
y_0076 = [history_0076[i][0] for i in x_axis]
ax.plot(x_axis, y_01, color='brown', marker="x", label='0.01')
ax.plot(x_axis, y_025, color='purple', marker="o", label='0.025')
ax.plot(x_axis, y_0076, color='orange', marker="^", label='0.0076')
ax.legend()
plt.axis([0, 180, 0, 10**10])
plt.show()

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zad4.py Normal file
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import numpy as np
import pandas as pd
from sklearn.linear_model import LinearRegression, LogisticRegression
from sklearn.metrics import precision_recall_fscore_support
from sklearn.model_selection import train_test_split
alldata = pd.read_csv(
"titanic.tsv",
header=0,
sep="\t",
usecols=[
"Survived",
"PassengerId",
"Pclass",
"Name",
"Sex",
"Age",
"SibSp",
"Parch",
"Ticket",
"Fare",
"Cabin",
"Embarked"
],
)
# 0 jeśli osoba jest kobietą, 1 jeśli mężczyzną
alldata["Sex"] = alldata["Sex"].apply(lambda x: 0 if x in ["female"] else 1)
# odrzucamy te kolumny przez dużą ilość nanów
alldata = alldata.drop(["Ticket", "Cabin"], axis=1)
# odrzucamy pozostałe nany z tych kolumn, które nam zostały
alldata = alldata.dropna()
# C = Cherbourg zamieniamy na 1, Q = Queenstown na 2, S = Southampton na 3
alldata["Embarked"] = alldata["Embarked"].apply(lambda x: 1 if x in ["C"] else 2 if x in ["Q"] else 3)
# odrzucamy bo nie dostarcza nam informacji
alldata = alldata.drop(["Name"], axis=1)
print(alldata)
FEATURES = [
"PassengerId",
"Pclass",
"Sex",
"Age",
"SibSp",
"Parch",
"Fare",
"Embarked"
]
columns = alldata.columns[1:]
alldata = alldata[FEATURES + ["Survived"]]
# Podział danych na zbiory uczący i testowy
data_train, data_test = train_test_split(alldata, test_size=0.3)
# Uczenie modelu
y_train = pd.DataFrame(data_train["Survived"])
x_train = pd.DataFrame(data_train[FEATURES])
model = LogisticRegression(solver='lbfgs', max_iter=10000) # definicja modelu
model.fit(x_train, y_train.values.ravel()) # dopasowanie modelu
# Predykcja wyników dla danych testowych
y_expected = pd.DataFrame(data_test["Survived"])
x_test = pd.DataFrame(data_test[FEATURES])
y_predicted = model.predict(x_test) # predykcja wyników na podstawie modelu
print(y_predicted[:10])
precision, recall, fscore, support = precision_recall_fscore_support(
y_expected, y_predicted, average="micro"
)
print(f"Precision: {precision}")
print(f"Recall: {recall}")
print(f"F-score: {fscore}")
score = model.score(x_test, y_expected)
print(f"Model score: {score}")

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import numpy as np
import pandas as pd
from sklearn.linear_model import LinearRegression, LogisticRegression
from sklearn.metrics import precision_recall_fscore_support
from sklearn.model_selection import train_test_split
alldata = pd.read_csv(
"titanic.tsv",
header=0,
sep="\t",
usecols=[
"Survived",
"PassengerId",
"Pclass",
"Name",
"Sex",
"Age",
"SibSp",
"Parch",
"Ticket",
"Fare",
"Cabin",
"Embarked"
],
)
# 0 jeśli osoba jest kobietą, 1 jeśli mężczyzną
alldata["Sex"] = alldata["Sex"].apply(lambda x: 0 if x in ["female"] else 1)
# odrzucamy te kolumny przez dużą ilość nanów
alldata = alldata.drop(["Ticket", "Cabin"], axis=1)
# odrzucamy pozostałe nany z tych kolumn, które nam zostały
alldata = alldata.dropna()
# C = Cherbourg zamieniamy na 1, Q = Queenstown na 2, S = Southampton na 3
alldata["Embarked"] = alldata["Embarked"].apply(lambda x: 1 if x in ["C"] else 2 if x in ["Q"] else 3)
# odrzucamy bo nie dostarcza nam informacji
alldata = alldata.drop(["Name"], axis=1)
print(alldata)
FEATURES = [
"PassengerId",
"Pclass",
"Sex",
"Age",
"SibSp",
"Parch",
"Fare",
"Embarked"
]
columns = alldata.columns[1:]
alldata = alldata[FEATURES + ["Survived"]]
# Podział danych na zbiory uczący i testowy
data_train, data_test = train_test_split(alldata, test_size=0.3)
# Uczenie modelu
y_train = pd.DataFrame(data_train["Survived"])
x_train = pd.DataFrame(data_train[FEATURES])
model = LogisticRegression(solver='lbfgs', max_iter=10000) # definicja modelu
model.fit(x_train, y_train.values.ravel()) # dopasowanie modelu
# Predykcja wyników dla danych testowych
y_expected = pd.DataFrame(data_test["Survived"])
x_test = pd.DataFrame(data_test[FEATURES])
y_predicted = model.predict(x_test) # predykcja wyników na podstawie modelu
print(y_predicted[:10])
precision, recall, fscore, support = precision_recall_fscore_support(
y_expected, y_predicted, average="micro"
)
print(f"Precision: {precision}")
print(f"Recall: {recall}")
print(f"F-score: {fscore}")
score = model.score(x_test, y_expected)
print(f"Model score: {score}")

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import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
from sklearn.preprocessing import PolynomialFeatures
from sklearn.linear_model import LinearRegression
data = pd.read_csv("data6.tsv", sep="\t")
x = data.iloc[:, 0].values
y = data.iloc[:, 1].values
x = x.reshape(-1, 1)
two_dim = PolynomialFeatures(degree=2)
five_dim = PolynomialFeatures(degree=5)
X_two_dim = two_dim.fit_transform(x)
X_five_dim = five_dim.fit_transform(x)
one_dim_reg = LinearRegression()
one_dim_reg.fit(x, y)
two_dim_reg = LinearRegression()
two_dim_reg.fit(X_two_dim, y)
five_dim_reg = LinearRegression()
five_dim_reg.fit(X_five_dim, y)
myline = np.linspace(min(x), max(x), 100).reshape(-1, 1)
one_dim_pred = one_dim_reg.predict(x)
two_dim_pred = two_dim_reg.predict(two_dim.fit_transform(myline))
five_dim_pred = five_dim_reg.predict(five_dim.fit_transform(myline))
fig1 = plt.figure(figsize=(6, 10))
ax1 = fig1.add_subplot(3, 1, 1)
ax1.set_title('Regresja pierwszego stopnia')
ax1.scatter(x, y)
ax1.plot(x, one_dim_pred, color="red")
ax2 = fig1.add_subplot(3, 1, 2)
ax2.set_title('Regresja drugiego stopnia')
ax2.scatter(x, y)
ax2.plot(myline, two_dim_pred, color="green")
ax3 = fig1.add_subplot(3, 1, 3)
ax3.set_title('Regresja piątego stopnia')
ax3.scatter(x, y)
ax3.plot(myline, five_dim_pred, color="orange")
plt.tight_layout()
plt.show()

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zad7.py Normal file
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import pandas as pd
from sklearn.model_selection import train_test_split
from sklearn.linear_model import LinearRegression, Ridge
from sklearn.preprocessing import StandardScaler
from sklearn.metrics import mean_squared_error
data = pd.read_csv('communities.data',
header=None,
delimiter=",",
na_values=["?"]
)
data = data.dropna()
data = data.drop(columns=[3])
x = data.iloc[:, :-1]
y = data.iloc[:, -1]
x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.2, random_state=42)
model = LinearRegression()
model_ridge = Ridge(alpha=1.0)
scaler = StandardScaler()
x_train_scaled = scaler.fit_transform(x_train)
x_test_scaled = scaler.transform(x_test)
model.fit(x_train_scaled, y_train)
model_ridge.fit(x_train_scaled, y_train)
y_pred = model.predict(x_test_scaled)
y_pred_ridge = model_ridge.predict(x_test_scaled)
rmse = mean_squared_error(y_test, y_pred, squared=False)
rmse_ridge = mean_squared_error(y_test, y_pred_ridge, squared=False)
print("Błąd średniokwadratowy dla regresji liniowej:", rmse)
print("Błąd średniokwadratowy dla regresji z regularyzacją:", rmse_ridge)

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zad8.py Normal file
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import numpy as np
import pandas as pd
from sklearn.preprocessing import StandardScaler
from sklearn.cluster import KMeans
from sklearn.decomposition import PCA
import matplotlib.pyplot as plt
data = pd.read_csv("flats_for_clustering.tsv",
header=0,
sep="\t")
data["Piętro"] = data["Piętro"].apply(
lambda x: 0 if x in ["parter", "niski parter"] else x
)
data["Piętro"] = data["Piętro"].apply(pd.to_numeric, errors="coerce")
data["cena"] = data["cena"].apply(
lambda x: np.NaN if x in [0] else x
)
data = data.loc[(data["Powierzchnia w m2"] < 500)] # pozbywamy się danych odstających
data = data.dropna()
scaler = StandardScaler()
scaled_data = scaler.fit_transform(data)
kmeans = KMeans(n_clusters=5)
clusters = kmeans.fit_predict(scaled_data)
pca = PCA(n_components=2)
pca_data = pca.fit_transform(scaled_data)
plt.scatter(pca_data[:, 0], pca_data[:, 1], c=clusters)
plt.title('Wizualizacja klastrów po zastosowaniu algorytmu PCA')
plt.xlabel('x1')
plt.ylabel('x2')
plt.show()