{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# The 'Magic' Methods of the vDataFrame" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "VerticaPy 0.3.2 introduces the 'Magic' methods, which offer some additional flexilibility for mathematical operations in the vDataFrame. These methods let you handle many operations in a 'pandas-like' or Pythonic style." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
123
pclass
Int
123
survived
Int
Abc
Varchar(164)
Abc
sex
Varchar(20)
123
age
Numeric(6,3)
123
sibsp
Int
123
parch
Int
Abc
ticket
Varchar(36)
123
fare
Numeric(10,5)
Abc
cabin
Varchar(30)
Abc
embarked
Varchar(20)
Abc
boat
Varchar(100)
123
body
Int
Abc
home.dest
Varchar(100)
110female2.012113781151.55C22 C26S[null][null]Montreal, PQ / Chesterville, ON
210male30.012113781151.55C22 C26S[null]135Montreal, PQ / Chesterville, ON
310female25.012113781151.55C22 C26S[null][null]Montreal, PQ / Chesterville, ON
410male39.0001120500.0A36S[null][null]Belfast, NI
510male71.000PC 1760949.5042[null]C[null]22Montevideo, Uruguay
610male47.010PC 17757227.525C62 C64C[null]124New York, NY
710male[null]00PC 1731825.925[null]S[null][null]New York, NY
810male24.001PC 17558247.5208B58 B60C[null][null]Montreal, PQ
910male36.0001305075.2417C6CA[null]Winnipeg, MN
1010male25.0001390526.0[null]C[null]148San Francisco, CA
1110male45.00011378435.5TS[null][null]Trenton, NJ
1210male42.00011048926.55D22S[null][null]London / Winnipeg, MB
1310male41.00011305430.5A21S[null][null]Pomeroy, WA
1410male48.000PC 1759150.4958B10C[null]208Omaha, NE
1510male[null]0011237939.6[null]C[null][null]Philadelphia, PA
1610male45.00011305026.55B38S[null][null]Washington, DC
1710male[null]0011379831.0[null]S[null][null][null]
1810male33.0006955.0B51 B53 B55S[null][null]New York, NY
1910male28.00011305947.1[null]S[null][null]Montevideo, Uruguay
2010male17.00011305947.1[null]S[null][null]Montevideo, Uruguay
2110male49.0001992426.0[null]S[null][null]Ascot, Berkshire / Rochester, NY
2210male36.0101987778.85C46S[null]172Little Onn Hall, Staffs
2310male46.010W.E.P. 573461.175E31S[null][null]Amenia, ND
2410male[null]001120510.0[null]S[null][null]Liverpool, England / Belfast
2510male27.01013508136.7792C89C[null][null]Los Angeles, CA
2610male[null]0011046552.0A14S[null][null]Stoughton, MA
2710male47.000572725.5875E58S[null][null]Victoria, BC
2810male37.011PC 1775683.1583E52C[null][null]Lakewood, NJ
2910male[null]0011379126.55[null]S[null][null]Roachdale, IN
3010male70.011WE/P 573571.0B22S[null]269Milwaukee, WI
3110male39.010PC 1759971.2833C85C[null][null]New York, NY
3210male31.010F.C. 1275052.0B71S[null][null]Montreal, PQ
3310male50.010PC 17761106.425C86C[null]62Deephaven, MN / Cedar Rapids, IA
3410male39.000PC 1758029.7A18C[null]133Philadelphia, PA
3510female36.000PC 1753131.6792A29C[null][null]New York, NY
3610male[null]00PC 17483221.7792C95S[null][null][null]
3710male30.00011305127.75C111C[null][null]New York, NY
3810male19.03219950263.0C23 C25 C27S[null][null]Winnipeg, MB
3910male64.01419950263.0C23 C25 C27S[null][null]Winnipeg, MB
4010male[null]0011377826.55D34S[null][null]Westcliff-on-Sea, Essex
4110male[null]001120580.0B102S[null][null][null]
4210male37.01011380353.1C123S[null][null]Scituate, MA
4310male47.00011132038.5E63S[null]275St Anne's-on-Sea, Lancashire
4410male24.000PC 1759379.2B86C[null][null][null]
4510male71.000PC 1775434.6542A5C[null][null]New York, NY
4610male38.001PC 17582153.4625C91S[null]147Winnipeg, MB
4710male46.000PC 1759379.2B82 B84C[null][null]New York, NY
4810male[null]0011379642.4[null]S[null][null][null]
4910male45.0103697383.475C83S[null][null]New York, NY
5010male40.0001120590.0B94S[null]110[null]
5110male55.0111274993.5B69S[null]307Montreal, PQ
5210male42.00011303842.5B11S[null][null]London / Middlesex
5310male[null]001746351.8625E46S[null][null]Brighton, MA
5410male55.00068050.0C39S[null][null]London / Birmingham
5510male42.01011378952.0[null]S[null]38New York, NY
5610male[null]00PC 1760030.6958[null]C14[null]New York, NY
5710female50.000PC 1759528.7125C49C[null][null]Paris, France New York, NY
5810male46.00069426.0[null]S[null]80Bennington, VT
5910male50.00011304426.0E60S[null][null]London
6010male32.500113503211.5C132C[null]45[null]
6110male58.0001177129.7B37C[null]258Buffalo, NY
6210male41.0101746451.8625D21S[null][null]Southington / Noank, CT
6310male[null]0011302826.55C124S[null][null]Portland, OR
6410male[null]00PC 1761227.7208[null]C[null][null]Chicago, IL
6510male29.00011350130.0D6S[null]126Springfield, MA
6610male30.00011380145.5[null]S[null][null]London / New York, NY
6710male30.00011046926.0C106S[null][null]Brockton, MA
6810male19.01011377353.1D30S[null][null]New York, NY
6910male46.0001305075.2417C6C[null]292Vancouver, BC
7010male54.0001746351.8625E46S[null]175Dorchester, MA
7110male28.010PC 1760482.1708[null]C[null][null]New York, NY
7210male65.0001350926.55E38S[null]249East Bridgewater, MA
7310male44.0201992890.0C78Q[null]230Fond du Lac, WI
7410male55.00011378730.5C30S[null][null]Montreal, PQ
7510male47.00011379642.4[null]S[null][null]Washington, DC
7610male37.001PC 1759629.7C118C[null][null]Brooklyn, NY
7710male58.00235273113.275D48C[null]122Lexington, MA
7810male64.00069326.0[null]S[null]263Isle of Wight, England
7910male65.00111350961.9792B30C[null]234Providence, RI
8010male28.500PC 1756227.7208D43C[null]189?Havana, Cuba
8110male[null]001120520.0[null]S[null][null]Belfast
8210male45.50011304328.5C124S[null]166Surbiton Hill, Surrey
8310male23.0001274993.5B24S[null][null]Montreal, PQ
8410male29.01011377666.6C2S[null][null]Isleworth, England
8510male18.010PC 17758108.9C65C[null][null]Madrid, Spain
8610male47.00011046552.0C110S[null]207Worcester, MA
8710male38.000199720.0[null]S[null][null]Rotterdam, Netherlands
8810male22.000PC 17760135.6333[null]C[null]232[null]
8910male[null]00PC 17757227.525[null]C[null][null][null]
9010male31.000PC 1759050.4958A24S[null][null]Trenton, NJ
9110male[null]0011376750.0A32S[null][null]Seattle, WA
9210male36.0001304940.125A10C[null][null]Winnipeg, MB
9310male55.010PC 1760359.4[null]C[null][null]New York, NY
9410male33.00011379026.55[null]S[null]109London
9510male61.013PC 17608262.375B57 B59 B63 B66C[null][null]Haverford, PA / Cooperstown, NY
9610male50.0101350755.9E44S[null][null]Duluth, MN
9710male56.00011379226.55[null]S[null][null]New York, NY
9810male56.0001776430.6958A7C[null][null]St James, Long Island, NY
9910male24.0101369560.0C31S[null][null]Huntington, WV
10010male[null]0011305626.0A19S[null][null]Streatham, Surrey
Rows: 1-100 | Columns: 14
" ], "text/plain": [ " pclass survived name \\\\\n", "1 1 0 Allison, Miss. Helen Loraine \\\\\n", "2 1 0 Allison, Mr. Hudson Joshua Creighton \\\\\n", "3 1 0 Allison, Mrs. Hudson J C (Bessie Wald... \\\\\n", "4 1 0 Andrews, Mr. Thomas Jr \\\\\n", "5 1 0 Artagaveytia, Mr. Ramon \\\\\n", "6 1 0 Astor, Col. John Jacob \\\\\n", "7 1 0 Baumann, Mr. John D \\\\\n", "8 1 0 Baxter, Mr. Quigg Edmond \\\\\n", "9 1 0 Beattie, Mr. Thomson \\\\\n", "10 1 0 Birnbaum, Mr. Jakob \\\\\n", "11 1 0 Blackwell, Mr. Stephen Weart \\\\\n", "12 1 0 Borebank, Mr. John James \\\\\n", "13 1 0 Brady, Mr. John Bertram \\\\\n", "14 1 0 Brandeis, Mr. Emil \\\\\n", "15 1 0 Brewe, Dr. Arthur Jackson \\\\\n", "16 1 0 Butt, Major. Archibald Willingham \\\\\n", "17 1 0 Cairns, Mr. Alexander \\\\\n", "18 1 0 Carlsson, Mr. Frans Olof \\\\\n", "19 1 0 Carrau, Mr. Francisco M \\\\\n", "20 1 0 Carrau, Mr. Jose Pedro \\\\\n", "21 1 0 Case, Mr. Howard Brown \\\\\n", "22 1 0 Cavendish, Mr. Tyrell William \\\\\n", "23 1 0 Chaffee, Mr. Herbert Fuller \\\\\n", "24 1 0 Chisholm, Mr. Roderick Robert Crispin \\\\\n", "25 1 0 Clark, Mr. Walter Miller \\\\\n", "26 1 0 Clifford, Mr. George Quincy \\\\\n", "27 1 0 Colley, Mr. Edward Pomeroy \\\\\n", "28 1 0 Compton, Mr. Alexander Taylor Jr \\\\\n", "29 1 0 Crafton, Mr. John Bertram \\\\\n", "30 1 0 Crosby, Capt. Edward Gifford \\\\\n", "31 1 0 Cumings, Mr. John Bradley \\\\\n", "32 1 0 Davidson, Mr. Thornton \\\\\n", "33 1 0 Douglas, Mr. Walter Donald \\\\\n", "34 1 0 Dulles, Mr. William Crothers \\\\\n", "35 1 0 Evans, Miss. Edith Corse \\\\\n", "36 1 0 Farthing, Mr. John \\\\\n", "37 1 0 Foreman, Mr. Benjamin Laventall \\\\\n", "38 1 0 Fortune, Mr. Charles Alexander \\\\\n", "39 1 0 Fortune, Mr. Mark \\\\\n", "40 1 0 Franklin, Mr. Thomas Parham \\\\\n", "41 1 0 Fry, Mr. Richard \\\\\n", "42 1 0 Futrelle, Mr. Jacques Heath \\\\\n", "43 1 0 Gee, Mr. Arthur H \\\\\n", "44 1 0 Giglio, Mr. Victor \\\\\n", "45 1 0 Goldschmidt, Mr. George B \\\\\n", "46 1 0 Graham, Mr. George Edward \\\\\n", "47 1 0 Guggenheim, Mr. Benjamin \\\\\n", "48 1 0 Harrington, Mr. Charles H \\\\\n", "49 1 0 Harris, Mr. Henry Birkhardt \\\\\n", "50 1 0 Harrison, Mr. William \\\\\n", "51 1 0 Hays, Mr. Charles Melville \\\\\n", "52 1 0 Head, Mr. Christopher \\\\\n", "53 1 0 Hilliard, Mr. Herbert Henry \\\\\n", "54 1 0 Hipkins, Mr. William Edward \\\\\n", "55 1 0 Holverson, Mr. Alexander Oskar \\\\\n", "56 1 0 Hoyt, Mr. William Fisher \\\\\n", "57 1 0 Isham, Miss. Ann Elizabeth \\\\\n", "58 1 0 Jones, Mr. Charles Cresson \\\\\n", "59 1 0 Julian, Mr. Henry Forbes \\\\\n", "60 1 0 Keeping, Mr. Edwin \\\\\n", "61 1 0 Kent, Mr. Edward Austin \\\\\n", "62 1 0 Kenyon, Mr. Frederick R \\\\\n", "63 1 0 Klaber, Mr. Herman \\\\\n", "64 1 0 Lewy, Mr. Ervin G \\\\\n", "65 1 0 Long, Mr. Milton Clyde \\\\\n", "66 1 0 Loring, Mr. Joseph Holland \\\\\n", "67 1 0 Maguire, Mr. John Edward \\\\\n", "68 1 0 Marvin, Mr. Daniel Warner \\\\\n", "69 1 0 McCaffry, Mr. Thomas Francis \\\\\n", "70 1 0 McCarthy, Mr. Timothy J \\\\\n", "71 1 0 Meyer, Mr. Edgar Joseph \\\\\n", "72 1 0 Millet, Mr. Francis Davis \\\\\n", "73 1 0 Minahan, Dr. William Edward \\\\\n", "74 1 0 Molson, Mr. Harry Markland \\\\\n", "75 1 0 Moore, Mr. Clarence Bloomfield \\\\\n", "76 1 0 Natsch, Mr. Charles H \\\\\n", "77 1 0 Newell, Mr. Arthur Webster \\\\\n", "78 1 0 Nicholson, Mr. Arthur Ernest \\\\\n", "79 1 0 Ostby, Mr. Engelhart Cornelius \\\\\n", "80 1 0 Ovies y Rodriguez, Mr. Servando \\\\\n", "81 1 0 Parr, Mr. William Henry Marsh \\\\\n", "82 1 0 Partner, Mr. Austen \\\\\n", "83 1 0 Payne, Mr. Vivian Ponsonby \\\\\n", "84 1 0 Pears, Mr. Thomas Clinton \\\\\n", "85 1 0 Penasco y Castellana, Mr. Victor de S... \\\\\n", "86 1 0 Porter, Mr. Walter Chamberlain \\\\\n", "87 1 0 Reuchlin, Jonkheer. John George \\\\\n", "88 1 0 Ringhini, Mr. Sante \\\\\n", "89 1 0 Robbins, Mr. Victor \\\\\n", "90 1 0 Roebling, Mr. Washington Augustus II \\\\\n", "91 1 0 Rood, Mr. Hugh Roscoe \\\\\n", "92 1 0 Ross, Mr. John Hugo \\\\\n", "93 1 0 Rothschild, Mr. Martin \\\\\n", "94 1 0 Rowe, Mr. Alfred G \\\\\n", "95 1 0 Ryerson, Mr. Arthur Larned \\\\\n", "96 1 0 Silvey, Mr. William Baird \\\\\n", "97 1 0 Smart, Mr. John Montgomery \\\\\n", "98 1 0 Smith, Mr. James Clinch \\\\\n", "99 1 0 Smith, Mr. Lucien Philip \\\\\n", "100 1 0 Smith, Mr. Richard William \\\\\n", " sex age sibsp parch ticket \\\\\n", "1 female 2.0 1 2 113781 \\\\\n", "2 male 30.0 1 2 113781 \\\\\n", "3 female 25.0 1 2 113781 \\\\\n", "4 male 39.0 0 0 112050 \\\\\n", "5 male 71.0 0 0 PC 17609 \\\\\n", "6 male 47.0 1 0 PC 17757 \\\\\n", "7 male None 0 0 PC 17318 \\\\\n", "8 male 24.0 0 1 PC 17558 \\\\\n", "9 male 36.0 0 0 13050 \\\\\n", "10 male 25.0 0 0 13905 \\\\\n", "11 male 45.0 0 0 113784 \\\\\n", "12 male 42.0 0 0 110489 \\\\\n", "13 male 41.0 0 0 113054 \\\\\n", "14 male 48.0 0 0 PC 17591 \\\\\n", "15 male None 0 0 112379 \\\\\n", "16 male 45.0 0 0 113050 \\\\\n", "17 male None 0 0 113798 \\\\\n", "18 male 33.0 0 0 695 \\\\\n", "19 male 28.0 0 0 113059 \\\\\n", "20 male 17.0 0 0 113059 \\\\\n", "21 male 49.0 0 0 19924 \\\\\n", "22 male 36.0 1 0 19877 \\\\\n", "23 male 46.0 1 0 W.E.P. 5734 \\\\\n", "24 male None 0 0 112051 \\\\\n", "25 male 27.0 1 0 13508 \\\\\n", "26 male None 0 0 110465 \\\\\n", "27 male 47.0 0 0 5727 \\\\\n", "28 male 37.0 1 1 PC 17756 \\\\\n", "29 male None 0 0 113791 \\\\\n", "30 male 70.0 1 1 WE/P 5735 \\\\\n", "31 male 39.0 1 0 PC 17599 \\\\\n", "32 male 31.0 1 0 F.C. 12750 \\\\\n", "33 male 50.0 1 0 PC 17761 \\\\\n", "34 male 39.0 0 0 PC 17580 \\\\\n", "35 female 36.0 0 0 PC 17531 \\\\\n", "36 male None 0 0 PC 17483 \\\\\n", "37 male 30.0 0 0 113051 \\\\\n", "38 male 19.0 3 2 19950 \\\\\n", "39 male 64.0 1 4 19950 \\\\\n", "40 male None 0 0 113778 \\\\\n", "41 male None 0 0 112058 \\\\\n", "42 male 37.0 1 0 113803 \\\\\n", "43 male 47.0 0 0 111320 \\\\\n", "44 male 24.0 0 0 PC 17593 \\\\\n", "45 male 71.0 0 0 PC 17754 \\\\\n", "46 male 38.0 0 1 PC 17582 \\\\\n", "47 male 46.0 0 0 PC 17593 \\\\\n", "48 male None 0 0 113796 \\\\\n", "49 male 45.0 1 0 36973 \\\\\n", "50 male 40.0 0 0 112059 \\\\\n", "51 male 55.0 1 1 12749 \\\\\n", "52 male 42.0 0 0 113038 \\\\\n", "53 male None 0 0 17463 \\\\\n", "54 male 55.0 0 0 680 \\\\\n", "55 male 42.0 1 0 113789 \\\\\n", "56 male None 0 0 PC 17600 \\\\\n", "57 female 50.0 0 0 PC 17595 \\\\\n", "58 male 46.0 0 0 694 \\\\\n", "59 male 50.0 0 0 113044 \\\\\n", "60 male 32.5 0 0 113503 \\\\\n", "61 male 58.0 0 0 11771 \\\\\n", "62 male 41.0 1 0 17464 \\\\\n", "63 male None 0 0 113028 \\\\\n", "64 male None 0 0 PC 17612 \\\\\n", "65 male 29.0 0 0 113501 \\\\\n", "66 male 30.0 0 0 113801 \\\\\n", "67 male 30.0 0 0 110469 \\\\\n", "68 male 19.0 1 0 113773 \\\\\n", "69 male 46.0 0 0 13050 \\\\\n", "70 male 54.0 0 0 17463 \\\\\n", "71 male 28.0 1 0 PC 17604 \\\\\n", "72 male 65.0 0 0 13509 \\\\\n", "73 male 44.0 2 0 19928 \\\\\n", "74 male 55.0 0 0 113787 \\\\\n", "75 male 47.0 0 0 113796 \\\\\n", "76 male 37.0 0 1 PC 17596 \\\\\n", "77 male 58.0 0 2 35273 \\\\\n", "78 male 64.0 0 0 693 \\\\\n", "79 male 65.0 0 1 113509 \\\\\n", "80 male 28.5 0 0 PC 17562 \\\\\n", "81 male None 0 0 112052 \\\\\n", "82 male 45.5 0 0 113043 \\\\\n", "83 male 23.0 0 0 12749 \\\\\n", "84 male 29.0 1 0 113776 \\\\\n", "85 male 18.0 1 0 PC 17758 \\\\\n", "86 male 47.0 0 0 110465 \\\\\n", "87 male 38.0 0 0 19972 \\\\\n", "88 male 22.0 0 0 PC 17760 \\\\\n", "89 male None 0 0 PC 17757 \\\\\n", "90 male 31.0 0 0 PC 17590 \\\\\n", "91 male None 0 0 113767 \\\\\n", "92 male 36.0 0 0 13049 \\\\\n", "93 male 55.0 1 0 PC 17603 \\\\\n", "94 male 33.0 0 0 113790 \\\\\n", "95 male 61.0 1 3 PC 17608 \\\\\n", "96 male 50.0 1 0 13507 \\\\\n", "97 male 56.0 0 0 113792 \\\\\n", "98 male 56.0 0 0 17764 \\\\\n", "99 male 24.0 1 0 13695 \\\\\n", "100 male None 0 0 113056 \\\\\n", " fare cabin embarked boat body \\\\\n", "1 151.55 C22 C26 S None None \\\\\n", "2 151.55 C22 C26 S None 135 \\\\\n", "3 151.55 C22 C26 S None None \\\\\n", "4 0.0 A36 S None None \\\\\n", "5 49.5042 None C None 22 \\\\\n", "6 227.525 C62 C64 C None 124 \\\\\n", "7 25.925 None S None None \\\\\n", "8 247.5208 B58 B60 C None None \\\\\n", "9 75.2417 C6 C A None \\\\\n", "10 26.0 None C None 148 \\\\\n", "11 35.5 T S None None \\\\\n", "12 26.55 D22 S None None \\\\\n", "13 30.5 A21 S None None \\\\\n", "14 50.4958 B10 C None 208 \\\\\n", "15 39.6 None C None None \\\\\n", "16 26.55 B38 S None None \\\\\n", "17 31.0 None S None None \\\\\n", "18 5.0 B51 B53 B55 S None None \\\\\n", "19 47.1 None S None None \\\\\n", "20 47.1 None S None None \\\\\n", "21 26.0 None S None None \\\\\n", "22 78.85 C46 S None 172 \\\\\n", "23 61.175 E31 S None None \\\\\n", "24 0.0 None S None None \\\\\n", "25 136.7792 C89 C None None \\\\\n", "26 52.0 A14 S None None \\\\\n", "27 25.5875 E58 S None None \\\\\n", "28 83.1583 E52 C None None \\\\\n", "29 26.55 None S None None \\\\\n", "30 71.0 B22 S None 269 \\\\\n", "31 71.2833 C85 C None None \\\\\n", "32 52.0 B71 S None None \\\\\n", "33 106.425 C86 C None 62 \\\\\n", "34 29.7 A18 C None 133 \\\\\n", "35 31.6792 A29 C None None \\\\\n", "36 221.7792 C95 S None None \\\\\n", "37 27.75 C111 C None None \\\\\n", "38 263.0 C23 C25 C27 S None None \\\\\n", "39 263.0 C23 C25 C27 S None None \\\\\n", "40 26.55 D34 S None None \\\\\n", "41 0.0 B102 S None None \\\\\n", "42 53.1 C123 S None None \\\\\n", "43 38.5 E63 S None 275 \\\\\n", "44 79.2 B86 C None None \\\\\n", "45 34.6542 A5 C None None \\\\\n", "46 153.4625 C91 S None 147 \\\\\n", "47 79.2 B82 B84 C None None \\\\\n", "48 42.4 None S None None \\\\\n", "49 83.475 C83 S None None \\\\\n", "50 0.0 B94 S None 110 \\\\\n", "51 93.5 B69 S None 307 \\\\\n", "52 42.5 B11 S None None \\\\\n", "53 51.8625 E46 S None None \\\\\n", "54 50.0 C39 S None None \\\\\n", "55 52.0 None S None 38 \\\\\n", "56 30.6958 None C 14 None \\\\\n", "57 28.7125 C49 C None None \\\\\n", "58 26.0 None S None 80 \\\\\n", "59 26.0 E60 S None None \\\\\n", "60 211.5 C132 C None 45 \\\\\n", "61 29.7 B37 C None 258 \\\\\n", "62 51.8625 D21 S None None \\\\\n", "63 26.55 C124 S None None \\\\\n", "64 27.7208 None C None None \\\\\n", "65 30.0 D6 S None 126 \\\\\n", "66 45.5 None S None None \\\\\n", "67 26.0 C106 S None None \\\\\n", "68 53.1 D30 S None None \\\\\n", "69 75.2417 C6 C None 292 \\\\\n", "70 51.8625 E46 S None 175 \\\\\n", "71 82.1708 None C None None \\\\\n", "72 26.55 E38 S None 249 \\\\\n", "73 90.0 C78 Q None 230 \\\\\n", "74 30.5 C30 S None None \\\\\n", "75 42.4 None S None None \\\\\n", "76 29.7 C118 C None None \\\\\n", "77 113.275 D48 C None 122 \\\\\n", "78 26.0 None S None 263 \\\\\n", "79 61.9792 B30 C None 234 \\\\\n", "80 27.7208 D43 C None 189 \\\\\n", "81 0.0 None S None None \\\\\n", "82 28.5 C124 S None 166 \\\\\n", "83 93.5 B24 S None None \\\\\n", "84 66.6 C2 S None None \\\\\n", "85 108.9 C65 C None None \\\\\n", "86 52.0 C110 S None 207 \\\\\n", "87 0.0 None S None None \\\\\n", "88 135.6333 None C None 232 \\\\\n", "89 227.525 None C None None \\\\\n", "90 50.4958 A24 S None None \\\\\n", "91 50.0 A32 S None None \\\\\n", "92 40.125 A10 C None None \\\\\n", "93 59.4 None C None None \\\\\n", "94 26.55 None S None 109 \\\\\n", "95 262.375 B57 B59 B63 B66 C None None \\\\\n", "96 55.9 E44 S None None \\\\\n", "97 26.55 None S None None \\\\\n", "98 30.6958 A7 C None None \\\\\n", "99 60.0 C31 S None None \\\\\n", "100 26.0 A19 S None None \\\\\n", " home.dest \n", "1 Montreal, PQ / Chesterville, ON \n", "2 Montreal, PQ / Chesterville, ON \n", "3 Montreal, PQ / Chesterville, ON \n", "4 Belfast, NI \n", "5 Montevideo, Uruguay \n", "6 New York, NY \n", "7 New York, NY \n", "8 Montreal, PQ \n", "9 Winnipeg, MN \n", "10 San Francisco, CA \n", "11 Trenton, NJ \n", "12 London / Winnipeg, MB \n", "13 Pomeroy, WA \n", "14 Omaha, NE \n", "15 Philadelphia, PA \n", "16 Washington, DC \n", "17 None \n", "18 New York, NY \n", "19 Montevideo, Uruguay \n", "20 Montevideo, Uruguay \n", "21 Ascot, Berkshire / Rochester, NY \n", "22 Little Onn Hall, Staffs \n", "23 Amenia, ND \n", "24 Liverpool, England / Belfast \n", "25 Los Angeles, CA \n", "26 Stoughton, MA \n", "27 Victoria, BC \n", "28 Lakewood, NJ \n", "29 Roachdale, IN \n", "30 Milwaukee, WI \n", "31 New York, NY \n", "32 Montreal, PQ \n", "33 Deephaven, MN / Cedar Rapids, IA \n", "34 Philadelphia, PA \n", "35 New York, NY \n", "36 None \n", "37 New York, NY \n", "38 Winnipeg, MB \n", "39 Winnipeg, MB \n", "40 Westcliff-on-Sea, Essex \n", "41 None \n", "42 Scituate, MA \n", "43 St Anne's-on-Sea, Lancashire \n", "44 None \n", "45 New York, NY \n", "46 Winnipeg, MB \n", "47 New York, NY \n", "48 None \n", "49 New York, NY \n", "50 None \n", "51 Montreal, PQ \n", "52 London / Middlesex \n", "53 Brighton, MA \n", "54 London / Birmingham \n", "55 New York, NY \n", "56 New York, NY \n", "57 Paris, France New York, NY \n", "58 Bennington, VT \n", "59 London \n", "60 None \n", "61 Buffalo, NY \n", "62 Southington / Noank, CT \n", "63 Portland, OR \n", "64 Chicago, IL \n", "65 Springfield, MA \n", "66 London / New York, NY \n", "67 Brockton, MA \n", "68 New York, NY \n", "69 Vancouver, BC \n", "70 Dorchester, MA \n", "71 New York, NY \n", "72 East Bridgewater, MA \n", "73 Fond du Lac, WI \n", "74 Montreal, PQ \n", "75 Washington, DC \n", "76 Brooklyn, NY \n", "77 Lexington, MA \n", "78 Isle of Wight, England \n", "79 Providence, RI \n", "80 ?Havana, Cuba \n", "81 Belfast \n", "82 Surbiton Hill, Surrey \n", "83 Montreal, PQ \n", "84 Isleworth, England \n", "85 Madrid, Spain \n", "86 Worcester, MA \n", "87 Rotterdam, Netherlands \n", "88 None \n", "89 None \n", "90 Trenton, NJ \n", "91 Seattle, WA \n", "92 Winnipeg, MB \n", "93 New York, NY \n", "94 London \n", "95 Haverford, PA / Cooperstown, NY \n", "96 Duluth, MN \n", "97 New York, NY \n", "98 St James, Long Island, NY \n", "99 Huntington, WV \n", "100 Streatham, Surrey \n", "Rows: 1-100 | Columns: 14" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from verticapy.datasets import load_titanic\n", "titanic = load_titanic()\n", "display(titanic)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Feature Engineering, 'pandas'-style" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can create new features with in a 'pandas' style." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
123
sibsp
Int
123
parch
Int
123
family_size
Int
1124
2124
3124
4001
5001
6102
7001
8012
9001
10001
11001
12001
13001
14001
15001
16001
17001
18001
19001
20001
21001
22102
23102
24001
25102
26001
27001
28113
29001
30113
31102
32102
33102
34001
35001
36001
37001
38326
39146
40001
41001
42102
43001
44001
45001
46012
47001
48001
49102
50001
51113
52001
53001
54001
55102
56001
57001
58001
59001
60001
61001
62102
63001
64001
65001
66001
67001
68102
69001
70001
71102
72001
73203
74001
75001
76012
77023
78001
79012
80001
81001
82001
83001
84102
85102
86001
87001
88001
89001
90001
91001
92001
93102
94001
95135
96102
97001
98001
99102
100001
Rows: 1-100 | Columns: 3
" ], "text/plain": [ " sibsp parch family_size \n", "1 1 2 4 \n", "2 1 2 4 \n", "3 1 2 4 \n", "4 0 0 1 \n", "5 0 0 1 \n", "6 1 0 2 \n", "7 0 0 1 \n", "8 0 1 2 \n", "9 0 0 1 \n", "10 0 0 1 \n", "11 0 0 1 \n", "12 0 0 1 \n", "13 0 0 1 \n", "14 0 0 1 \n", "15 0 0 1 \n", "16 0 0 1 \n", "17 0 0 1 \n", "18 0 0 1 \n", "19 0 0 1 \n", "20 0 0 1 \n", "21 0 0 1 \n", "22 1 0 2 \n", "23 1 0 2 \n", "24 0 0 1 \n", "25 1 0 2 \n", "26 0 0 1 \n", "27 0 0 1 \n", "28 1 1 3 \n", "29 0 0 1 \n", "30 1 1 3 \n", "31 1 0 2 \n", "32 1 0 2 \n", "33 1 0 2 \n", "34 0 0 1 \n", "35 0 0 1 \n", "36 0 0 1 \n", "37 0 0 1 \n", "38 3 2 6 \n", "39 1 4 6 \n", "40 0 0 1 \n", "41 0 0 1 \n", "42 1 0 2 \n", "43 0 0 1 \n", "44 0 0 1 \n", "45 0 0 1 \n", "46 0 1 2 \n", "47 0 0 1 \n", "48 0 0 1 \n", "49 1 0 2 \n", "50 0 0 1 \n", "51 1 1 3 \n", "52 0 0 1 \n", "53 0 0 1 \n", "54 0 0 1 \n", "55 1 0 2 \n", "56 0 0 1 \n", "57 0 0 1 \n", "58 0 0 1 \n", "59 0 0 1 \n", "60 0 0 1 \n", "61 0 0 1 \n", "62 1 0 2 \n", "63 0 0 1 \n", "64 0 0 1 \n", "65 0 0 1 \n", "66 0 0 1 \n", "67 0 0 1 \n", "68 1 0 2 \n", "69 0 0 1 \n", "70 0 0 1 \n", "71 1 0 2 \n", "72 0 0 1 \n", "73 2 0 3 \n", "74 0 0 1 \n", "75 0 0 1 \n", "76 0 1 2 \n", "77 0 2 3 \n", "78 0 0 1 \n", "79 0 1 2 \n", "80 0 0 1 \n", "81 0 0 1 \n", "82 0 0 1 \n", "83 0 0 1 \n", "84 1 0 2 \n", "85 1 0 2 \n", "86 0 0 1 \n", "87 0 0 1 \n", "88 0 0 1 \n", "89 0 0 1 \n", "90 0 0 1 \n", "91 0 0 1 \n", "92 0 0 1 \n", "93 1 0 2 \n", "94 0 0 1 \n", "95 1 3 5 \n", "96 1 0 2 \n", "97 0 0 1 \n", "98 0 0 1 \n", "99 1 0 2 \n", "100 0 0 1 \n", "Rows: 1-100 | Columns: 3" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titanic[\"family_size\"] = titanic[\"parch\"] + titanic[\"sibsp\"] + 1\n", "titanic[[\"sibsp\", \"parch\", \"family_size\"]]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also create features from various mathematical functions." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
123
fare
Numeric(10,5)
123
ln_fare
Float
1151.555.02091560350381
2151.555.02091560350381
3151.555.02091560350381
40.0-inf
549.50423.90205751446006
6227.5255.42726012246342
725.9253.25520775411559
8247.52085.51149461888159
975.24174.32070559854228
1026.03.25809653802148
1135.53.56953269648137
1226.553.27902974768795
1330.53.41772668361337
1450.49583.92189016450581
1539.63.67882911826043
1626.553.27902974768795
1731.03.43398720448515
185.01.6094379124341
1947.13.85227300102237
2047.13.85227300102237
2126.03.25809653802148
2278.854.36754731340905
2361.1754.11373860932874
240.0-inf
25136.77924.91836794684454
2652.03.95124371858143
2725.58753.24210395098741
2883.15834.42074602026042
2926.553.27902974768795
3071.04.26267987704132
3171.28334.26666207838721
3252.03.95124371858143
33106.4254.66744051171422
3429.73.39114704580865
3531.67923.45566031410212
36221.77925.40168229234028
3727.753.32323584019244
38263.05.57215403217776
39263.05.57215403217776
4026.553.27902974768795
410.0-inf
4253.13.97217692824789
4338.53.65065824129374
4479.24.37197629882038
4534.65423.54541893041153
46153.46255.03345623750696
4779.24.37197629882038
4842.43.74714836223791
4983.4754.42454718582972
500.0-inf
5193.54.53796143629464
5242.53.74950407593037
5351.86253.94859598565899
5450.03.91202300542815
5552.03.95124371858143
5630.69583.42412583741652
5728.71253.35733256801522
5826.03.25809653802148
5926.03.25809653802148
60211.55.35422499848633
6129.73.39114704580865
6251.86253.94859598565899
6326.553.27902974768795
6427.72083.32218303393412
6530.03.40119738166216
6645.53.8177123259569
6726.03.25809653802148
6853.13.97217692824789
6975.24174.32070559854228
7051.86253.94859598565899
7182.17084.40880000780905
7226.553.27902974768795
7390.04.49980967033027
7430.53.41772668361337
7542.43.74714836223791
7629.73.39114704580865
77113.2754.7298184905532
7826.03.25809653802148
7961.97924.12679884488682
8027.72083.32218303393412
810.0-inf
8228.53.3499040872746
8393.54.53796143629464
8466.64.19870457754634
85108.94.69043002993891
8652.03.95124371858143
870.0-inf
88135.63334.90995492057888
89227.5255.42726012246342
9050.49583.92189016450581
9150.03.91202300542815
9240.1253.69199958145018
9359.44.0842942263686
9426.553.27902974768795
95262.3755.5697747781408
9655.94.02356438016105
9726.553.27902974768795
9830.69583.42412583741652
9960.04.0943445622221
10026.03.25809653802148
Rows: 1-100 | Columns: 2
" ], "text/plain": [ " fare ln_fare \n", "1 151.55 5.02091560350381 \n", "2 151.55 5.02091560350381 \n", "3 151.55 5.02091560350381 \n", "4 0.0 -inf \n", "5 49.5042 3.90205751446006 \n", "6 227.525 5.42726012246342 \n", "7 25.925 3.25520775411559 \n", "8 247.5208 5.51149461888159 \n", "9 75.2417 4.32070559854228 \n", "10 26.0 3.25809653802148 \n", "11 35.5 3.56953269648137 \n", "12 26.55 3.27902974768795 \n", "13 30.5 3.41772668361337 \n", "14 50.4958 3.92189016450581 \n", "15 39.6 3.67882911826043 \n", "16 26.55 3.27902974768795 \n", "17 31.0 3.43398720448515 \n", "18 5.0 1.6094379124341 \n", "19 47.1 3.85227300102237 \n", "20 47.1 3.85227300102237 \n", "21 26.0 3.25809653802148 \n", "22 78.85 4.36754731340905 \n", "23 61.175 4.11373860932874 \n", "24 0.0 -inf \n", "25 136.7792 4.91836794684454 \n", "26 52.0 3.95124371858143 \n", "27 25.5875 3.24210395098741 \n", "28 83.1583 4.42074602026042 \n", "29 26.55 3.27902974768795 \n", "30 71.0 4.26267987704132 \n", "31 71.2833 4.26666207838721 \n", "32 52.0 3.95124371858143 \n", "33 106.425 4.66744051171422 \n", "34 29.7 3.39114704580865 \n", "35 31.6792 3.45566031410212 \n", "36 221.7792 5.40168229234028 \n", "37 27.75 3.32323584019244 \n", "38 263.0 5.57215403217776 \n", "39 263.0 5.57215403217776 \n", "40 26.55 3.27902974768795 \n", "41 0.0 -inf \n", "42 53.1 3.97217692824789 \n", "43 38.5 3.65065824129374 \n", "44 79.2 4.37197629882038 \n", "45 34.6542 3.54541893041153 \n", "46 153.4625 5.03345623750696 \n", "47 79.2 4.37197629882038 \n", "48 42.4 3.74714836223791 \n", "49 83.475 4.42454718582972 \n", "50 0.0 -inf \n", "51 93.5 4.53796143629464 \n", "52 42.5 3.74950407593037 \n", "53 51.8625 3.94859598565899 \n", "54 50.0 3.91202300542815 \n", "55 52.0 3.95124371858143 \n", "56 30.6958 3.42412583741652 \n", "57 28.7125 3.35733256801522 \n", "58 26.0 3.25809653802148 \n", "59 26.0 3.25809653802148 \n", "60 211.5 5.35422499848633 \n", "61 29.7 3.39114704580865 \n", "62 51.8625 3.94859598565899 \n", "63 26.55 3.27902974768795 \n", "64 27.7208 3.32218303393412 \n", "65 30.0 3.40119738166216 \n", "66 45.5 3.8177123259569 \n", "67 26.0 3.25809653802148 \n", "68 53.1 3.97217692824789 \n", "69 75.2417 4.32070559854228 \n", "70 51.8625 3.94859598565899 \n", "71 82.1708 4.40880000780905 \n", "72 26.55 3.27902974768795 \n", "73 90.0 4.49980967033027 \n", "74 30.5 3.41772668361337 \n", "75 42.4 3.74714836223791 \n", "76 29.7 3.39114704580865 \n", "77 113.275 4.7298184905532 \n", "78 26.0 3.25809653802148 \n", "79 61.9792 4.12679884488682 \n", "80 27.7208 3.32218303393412 \n", "81 0.0 -inf \n", "82 28.5 3.3499040872746 \n", "83 93.5 4.53796143629464 \n", "84 66.6 4.19870457754634 \n", "85 108.9 4.69043002993891 \n", "86 52.0 3.95124371858143 \n", "87 0.0 -inf \n", "88 135.6333 4.90995492057888 \n", "89 227.525 5.42726012246342 \n", "90 50.4958 3.92189016450581 \n", "91 50.0 3.91202300542815 \n", "92 40.125 3.69199958145018 \n", "93 59.4 4.0842942263686 \n", "94 26.55 3.27902974768795 \n", "95 262.375 5.5697747781408 \n", "96 55.9 4.02356438016105 \n", "97 26.55 3.27902974768795 \n", "98 30.6958 3.42412583741652 \n", "99 60.0 4.0943445622221 \n", "100 26.0 3.25809653802148 \n", "Rows: 1-100 | Columns: 2" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import verticapy.stats as st\n", "titanic[\"ln_fare\"] = st.ln(titanic[\"fare\"])\n", "titanic[[\"fare\", \"ln_fare\"]]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
123
fare
Numeric(10,5)
123
x
Float
1151.551.0
2151.551.0
3151.551.0
40.00.0
549.50421.0
6227.5251.0
725.9250.999999999994493
8247.52081.0
975.24171.0
1026.00.999999999994891
1135.51.0
1226.550.999999999997052
1330.50.999999999999943
1450.49581.0
1539.61.0
1626.550.999999999997052
1731.00.999999999999966
185.00.993262053000915
1947.11.0
2047.11.0
2126.00.999999999994891
2278.851.0
2361.1751.0
240.00.0
25136.77921.0
2652.01.0
2725.58750.999999999992282
2883.15831.0
2926.550.999999999997052
3071.01.0
3171.28331.0
3252.01.0
33106.4251.0
3429.70.999999999999874
3531.67920.999999999999983
36221.77921.0
3727.750.999999999999112
38263.01.0
39263.01.0
4026.550.999999999997052
410.00.0
4253.11.0
4338.51.0
4479.21.0
4534.65420.999999999999999
46153.46251.0
4779.21.0
4842.41.0
4983.4751.0
500.00.0
5193.51.0
5242.51.0
5351.86251.0
5450.01.0
5552.01.0
5630.69580.999999999999953
5728.71250.999999999999661
5826.00.999999999994891
5926.00.999999999994891
60211.51.0
6129.70.999999999999874
6251.86251.0
6326.550.999999999997052
6427.72080.999999999999086
6530.00.999999999999906
6645.51.0
6726.00.999999999994891
6853.11.0
6975.24171.0
7051.86251.0
7182.17081.0
7226.550.999999999997052
7390.01.0
7430.50.999999999999943
7542.41.0
7629.70.999999999999874
77113.2751.0
7826.00.999999999994891
7961.97921.0
8027.72080.999999999999086
810.00.0
8228.50.999999999999581
8393.51.0
8466.61.0
85108.91.0
8652.01.0
870.00.0
88135.63331.0
89227.5251.0
9050.49581.0
9150.01.0
9240.1251.0
9359.41.0
9426.550.999999999997052
95262.3751.0
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9830.69580.999999999999953
9960.01.0
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Rows: 1-100 | Columns: 2
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" ], "text/plain": [ " pclass survived name \\\\\n", "1 1 0 Andrews, Mr. Thomas Jr \\\\\n", "2 1 0 Artagaveytia, Mr. Ramon \\\\\n", "3 1 0 Baumann, Mr. John D \\\\\n", "4 1 0 Beattie, Mr. Thomson \\\\\n", "5 1 0 Birnbaum, Mr. Jakob \\\\\n", "6 1 0 Blackwell, Mr. Stephen Weart \\\\\n", "7 1 0 Borebank, Mr. John James \\\\\n", "8 1 0 Brady, Mr. John Bertram \\\\\n", "9 1 0 Brandeis, Mr. Emil \\\\\n", "10 1 0 Brewe, Dr. Arthur Jackson \\\\\n", "11 1 0 Butt, Major. Archibald Willingham \\\\\n", "12 1 0 Cairns, Mr. Alexander \\\\\n", "13 1 0 Carlsson, Mr. Frans Olof \\\\\n", "14 1 0 Carrau, Mr. Francisco M \\\\\n", "15 1 0 Carrau, Mr. Jose Pedro \\\\\n", "16 1 0 Case, Mr. Howard Brown \\\\\n", "17 1 0 Chisholm, Mr. Roderick Robert Crispin \\\\\n", "18 1 0 Clifford, Mr. George Quincy \\\\\n", "19 1 0 Colley, Mr. Edward Pomeroy \\\\\n", "20 1 0 Crafton, Mr. John Bertram \\\\\n", "21 1 0 Dulles, Mr. William Crothers \\\\\n", "22 1 0 Evans, Miss. Edith Corse \\\\\n", "23 1 0 Farthing, Mr. John \\\\\n", "24 1 0 Foreman, Mr. Benjamin Laventall \\\\\n", "25 1 0 Franklin, Mr. Thomas Parham \\\\\n", "26 1 0 Fry, Mr. Richard \\\\\n", "27 1 0 Gee, Mr. Arthur H \\\\\n", "28 1 0 Giglio, Mr. Victor \\\\\n", "29 1 0 Goldschmidt, Mr. George B \\\\\n", "30 1 0 Guggenheim, Mr. Benjamin \\\\\n", "31 1 0 Harrington, Mr. Charles H \\\\\n", "32 1 0 Harrison, Mr. William \\\\\n", "33 1 0 Head, Mr. Christopher \\\\\n", "34 1 0 Hilliard, Mr. Herbert Henry \\\\\n", "35 1 0 Hipkins, Mr. William Edward \\\\\n", "36 1 0 Hoyt, Mr. William Fisher \\\\\n", "37 1 0 Isham, Miss. Ann Elizabeth \\\\\n", "38 1 0 Jones, Mr. Charles Cresson \\\\\n", "39 1 0 Julian, Mr. Henry Forbes \\\\\n", "40 1 0 Keeping, Mr. Edwin \\\\\n", "41 1 0 Kent, Mr. Edward Austin \\\\\n", "42 1 0 Klaber, Mr. Herman \\\\\n", "43 1 0 Lewy, Mr. Ervin G \\\\\n", "44 1 0 Long, Mr. Milton Clyde \\\\\n", "45 1 0 Loring, Mr. Joseph Holland \\\\\n", "46 1 0 Maguire, Mr. John Edward \\\\\n", "47 1 0 McCaffry, Mr. Thomas Francis \\\\\n", "48 1 0 McCarthy, Mr. Timothy J \\\\\n", "49 1 0 Millet, Mr. Francis Davis \\\\\n", "50 1 0 Molson, Mr. Harry Markland \\\\\n", "51 1 0 Moore, Mr. Clarence Bloomfield \\\\\n", "52 1 0 Nicholson, Mr. Arthur Ernest \\\\\n", "53 1 0 Ovies y Rodriguez, Mr. Servando \\\\\n", "54 1 0 Parr, Mr. William Henry Marsh \\\\\n", "55 1 0 Partner, Mr. Austen \\\\\n", "56 1 0 Payne, Mr. Vivian Ponsonby \\\\\n", "57 1 0 Porter, Mr. Walter Chamberlain \\\\\n", "58 1 0 Reuchlin, Jonkheer. John George \\\\\n", "59 1 0 Ringhini, Mr. Sante \\\\\n", "60 1 0 Robbins, Mr. Victor \\\\\n", "61 1 0 Roebling, Mr. Washington Augustus II \\\\\n", "62 1 0 Rood, Mr. Hugh Roscoe \\\\\n", "63 1 0 Ross, Mr. John Hugo \\\\\n", "64 1 0 Rowe, Mr. Alfred G \\\\\n", "65 1 0 Smart, Mr. John Montgomery \\\\\n", "66 1 0 Smith, Mr. James Clinch \\\\\n", "67 1 0 Smith, Mr. Richard William \\\\\n", "68 1 0 Stead, Mr. William Thomas \\\\\n", "69 1 0 Stewart, Mr. Albert A \\\\\n", "70 1 0 Sutton, Mr. Frederick \\\\\n", "71 1 0 Uruchurtu, Don. Manuel E \\\\\n", "72 1 0 Van der hoef, Mr. Wyckoff \\\\\n", "73 1 0 Walker, Mr. William Anderson \\\\\n", "74 1 0 Weir, Col. John \\\\\n", "75 1 0 Williams-Lambert, Mr. Fletcher Fellows \\\\\n", "76 1 0 Wright, Mr. George \\\\\n", "77 1 1 Allen, Miss. Elisabeth Walton \\\\\n", "78 1 1 Anderson, Mr. Harry \\\\\n", "79 1 1 Aubart, Mme. Leontine Pauline \\\\\n", "80 1 1 Barkworth, Mr. Algernon Henry Wilson \\\\\n", "81 1 1 Bazzani, Miss. Albina \\\\\n", "82 1 1 Behr, Mr. Karl Howell \\\\\n", "83 1 1 Bidois, Miss. Rosalie \\\\\n", "84 1 1 Bird, Miss. Ellen \\\\\n", "85 1 1 Bissette, Miss. Amelia \\\\\n", "86 1 1 Bjornstrom-Steffansson, Mr. Mauritz H... \\\\\n", "87 1 1 Blank, Mr. Henry \\\\\n", "88 1 1 Bonnell, Miss. Caroline \\\\\n", "89 1 1 Bonnell, Miss. Elizabeth \\\\\n", "90 1 1 Bowen, Miss. Grace Scott \\\\\n", "91 1 1 Brown, Mrs. James Joseph (Margaret To... \\\\\n", "92 1 1 Bucknell, Mrs. William Robert (Emma E... \\\\\n", "93 1 1 Burns, Miss. Elizabeth Margaret \\\\\n", "94 1 1 Calderhead, Mr. Edward Pennington \\\\\n", "95 1 1 Candee, Mrs. Edward (Helen Churchill ... \\\\\n", "96 1 1 Cassebeer, Mrs. Henry Arthur Jr (Elea... \\\\\n", "97 1 1 Chaudanson, Miss. Victorine \\\\\n", "98 1 1 Cherry, Miss. Gladys \\\\\n", "99 1 1 Chevre, Mr. Paul Romaine \\\\\n", "100 1 1 Cleaver, Miss. Alice \\\\\n", " sex age sibsp parch ticket \\\\\n", "1 male 39.0 0 0 112050 \\\\\n", "2 male 71.0 0 0 PC 17609 \\\\\n", "3 male None 0 0 PC 17318 \\\\\n", "4 male 36.0 0 0 13050 \\\\\n", "5 male 25.0 0 0 13905 \\\\\n", "6 male 45.0 0 0 113784 \\\\\n", "7 male 42.0 0 0 110489 \\\\\n", "8 male 41.0 0 0 113054 \\\\\n", "9 male 48.0 0 0 PC 17591 \\\\\n", "10 male None 0 0 112379 \\\\\n", "11 male 45.0 0 0 113050 \\\\\n", "12 male None 0 0 113798 \\\\\n", "13 male 33.0 0 0 695 \\\\\n", "14 male 28.0 0 0 113059 \\\\\n", "15 male 17.0 0 0 113059 \\\\\n", "16 male 49.0 0 0 19924 \\\\\n", "17 male None 0 0 112051 \\\\\n", "18 male None 0 0 110465 \\\\\n", "19 male 47.0 0 0 5727 \\\\\n", "20 male None 0 0 113791 \\\\\n", "21 male 39.0 0 0 PC 17580 \\\\\n", "22 female 36.0 0 0 PC 17531 \\\\\n", "23 male None 0 0 PC 17483 \\\\\n", "24 male 30.0 0 0 113051 \\\\\n", "25 male None 0 0 113778 \\\\\n", "26 male None 0 0 112058 \\\\\n", "27 male 47.0 0 0 111320 \\\\\n", "28 male 24.0 0 0 PC 17593 \\\\\n", "29 male 71.0 0 0 PC 17754 \\\\\n", "30 male 46.0 0 0 PC 17593 \\\\\n", "31 male None 0 0 113796 \\\\\n", "32 male 40.0 0 0 112059 \\\\\n", "33 male 42.0 0 0 113038 \\\\\n", "34 male None 0 0 17463 \\\\\n", "35 male 55.0 0 0 680 \\\\\n", "36 male None 0 0 PC 17600 \\\\\n", "37 female 50.0 0 0 PC 17595 \\\\\n", "38 male 46.0 0 0 694 \\\\\n", "39 male 50.0 0 0 113044 \\\\\n", "40 male 32.5 0 0 113503 \\\\\n", "41 male 58.0 0 0 11771 \\\\\n", "42 male None 0 0 113028 \\\\\n", "43 male None 0 0 PC 17612 \\\\\n", "44 male 29.0 0 0 113501 \\\\\n", "45 male 30.0 0 0 113801 \\\\\n", "46 male 30.0 0 0 110469 \\\\\n", "47 male 46.0 0 0 13050 \\\\\n", "48 male 54.0 0 0 17463 \\\\\n", "49 male 65.0 0 0 13509 \\\\\n", "50 male 55.0 0 0 113787 \\\\\n", "51 male 47.0 0 0 113796 \\\\\n", "52 male 64.0 0 0 693 \\\\\n", "53 male 28.5 0 0 PC 17562 \\\\\n", "54 male None 0 0 112052 \\\\\n", "55 male 45.5 0 0 113043 \\\\\n", "56 male 23.0 0 0 12749 \\\\\n", "57 male 47.0 0 0 110465 \\\\\n", "58 male 38.0 0 0 19972 \\\\\n", "59 male 22.0 0 0 PC 17760 \\\\\n", "60 male None 0 0 PC 17757 \\\\\n", "61 male 31.0 0 0 PC 17590 \\\\\n", "62 male None 0 0 113767 \\\\\n", "63 male 36.0 0 0 13049 \\\\\n", "64 male 33.0 0 0 113790 \\\\\n", "65 male 56.0 0 0 113792 \\\\\n", "66 male 56.0 0 0 17764 \\\\\n", "67 male None 0 0 113056 \\\\\n", "68 male 62.0 0 0 113514 \\\\\n", "69 male None 0 0 PC 17605 \\\\\n", "70 male 61.0 0 0 36963 \\\\\n", "71 male 40.0 0 0 PC 17601 \\\\\n", "72 male 61.0 0 0 111240 \\\\\n", "73 male 47.0 0 0 36967 \\\\\n", "74 male 60.0 0 0 113800 \\\\\n", "75 male None 0 0 113510 \\\\\n", "76 male 62.0 0 0 113807 \\\\\n", "77 female 29.0 0 0 24160 \\\\\n", "78 male 48.0 0 0 19952 \\\\\n", "79 female 24.0 0 0 PC 17477 \\\\\n", "80 male 80.0 0 0 27042 \\\\\n", "81 female 32.0 0 0 11813 \\\\\n", "82 male 26.0 0 0 111369 \\\\\n", "83 female 42.0 0 0 PC 17757 \\\\\n", "84 female 29.0 0 0 PC 17483 \\\\\n", "85 female 35.0 0 0 PC 17760 \\\\\n", "86 male 28.0 0 0 110564 \\\\\n", "87 male 40.0 0 0 112277 \\\\\n", "88 female 30.0 0 0 36928 \\\\\n", "89 female 58.0 0 0 113783 \\\\\n", "90 female 45.0 0 0 PC 17608 \\\\\n", "91 female 44.0 0 0 PC 17610 \\\\\n", "92 female 60.0 0 0 11813 \\\\\n", "93 female 41.0 0 0 16966 \\\\\n", "94 male 42.0 0 0 PC 17476 \\\\\n", "95 female 53.0 0 0 PC 17606 \\\\\n", "96 female None 0 0 17770 \\\\\n", "97 female 36.0 0 0 PC 17608 \\\\\n", "98 female 30.0 0 0 110152 \\\\\n", "99 male 45.0 0 0 PC 17594 \\\\\n", "100 female 22.0 0 0 113781 \\\\\n", " fare cabin embarked boat body \\\\\n", "1 0.0 A36 S None None \\\\\n", "2 49.5042 None C None 22 \\\\\n", "3 25.925 None S None None \\\\\n", "4 75.2417 C6 C A None \\\\\n", "5 26.0 None C None 148 \\\\\n", "6 35.5 T S None None \\\\\n", "7 26.55 D22 S None None \\\\\n", "8 30.5 A21 S None None \\\\\n", "9 50.4958 B10 C None 208 \\\\\n", "10 39.6 None C None None \\\\\n", "11 26.55 B38 S None None \\\\\n", "12 31.0 None S None None \\\\\n", "13 5.0 B51 B53 B55 S None None \\\\\n", "14 47.1 None S None None \\\\\n", "15 47.1 None S None None \\\\\n", "16 26.0 None S None None \\\\\n", "17 0.0 None S None None \\\\\n", "18 52.0 A14 S None None \\\\\n", "19 25.5875 E58 S None None \\\\\n", "20 26.55 None S None None \\\\\n", "21 29.7 A18 C None 133 \\\\\n", "22 31.6792 A29 C None None \\\\\n", "23 221.7792 C95 S None None \\\\\n", "24 27.75 C111 C None None \\\\\n", "25 26.55 D34 S None None \\\\\n", "26 0.0 B102 S None None \\\\\n", "27 38.5 E63 S None 275 \\\\\n", "28 79.2 B86 C None None \\\\\n", "29 34.6542 A5 C None None \\\\\n", "30 79.2 B82 B84 C None None \\\\\n", "31 42.4 None S None None \\\\\n", "32 0.0 B94 S None 110 \\\\\n", "33 42.5 B11 S None None \\\\\n", "34 51.8625 E46 S None None \\\\\n", "35 50.0 C39 S None None \\\\\n", "36 30.6958 None C 14 None \\\\\n", "37 28.7125 C49 C None None \\\\\n", "38 26.0 None S None 80 \\\\\n", "39 26.0 E60 S None None \\\\\n", "40 211.5 C132 C None 45 \\\\\n", "41 29.7 B37 C None 258 \\\\\n", "42 26.55 C124 S None None \\\\\n", "43 27.7208 None C None None \\\\\n", "44 30.0 D6 S None 126 \\\\\n", "45 45.5 None S None None \\\\\n", "46 26.0 C106 S None None \\\\\n", "47 75.2417 C6 C None 292 \\\\\n", "48 51.8625 E46 S None 175 \\\\\n", "49 26.55 E38 S None 249 \\\\\n", "50 30.5 C30 S None None \\\\\n", "51 42.4 None S None None \\\\\n", "52 26.0 None S None 263 \\\\\n", "53 27.7208 D43 C None 189 \\\\\n", "54 0.0 None S None None \\\\\n", "55 28.5 C124 S None 166 \\\\\n", "56 93.5 B24 S None None \\\\\n", "57 52.0 C110 S None 207 \\\\\n", "58 0.0 None S None None \\\\\n", "59 135.6333 None C None 232 \\\\\n", "60 227.525 None C None None \\\\\n", "61 50.4958 A24 S None None \\\\\n", "62 50.0 A32 S None None \\\\\n", "63 40.125 A10 C None None \\\\\n", "64 26.55 None S None 109 \\\\\n", "65 26.55 None S None None \\\\\n", "66 30.6958 A7 C None None \\\\\n", "67 26.0 A19 S None None \\\\\n", "68 26.55 C87 S None None \\\\\n", "69 27.7208 None C None None \\\\\n", "70 32.3208 D50 S None 46 \\\\\n", "71 27.7208 None C None None \\\\\n", "72 33.5 B19 S None 245 \\\\\n", "73 34.0208 D46 S None None \\\\\n", "74 26.55 None S None None \\\\\n", "75 35.0 C128 S None None \\\\\n", "76 26.55 None S None None \\\\\n", "77 211.3375 B5 S 2 None \\\\\n", "78 26.55 E12 S 3 None \\\\\n", "79 69.3 B35 C 9 None \\\\\n", "80 30.0 A23 S B None \\\\\n", "81 76.2917 D15 C 8 None \\\\\n", "82 30.0 C148 C 5 None \\\\\n", "83 227.525 None C 4 None \\\\\n", "84 221.7792 C97 S 8 None \\\\\n", "85 135.6333 C99 S 8 None \\\\\n", "86 26.55 C52 S D None \\\\\n", "87 31.0 A31 C 7 None \\\\\n", "88 164.8667 C7 S 8 None \\\\\n", "89 26.55 C103 S 8 None \\\\\n", "90 262.375 None C 4 None \\\\\n", "91 27.7208 B4 C 6 None \\\\\n", "92 76.2917 D15 C 8 None \\\\\n", "93 134.5 E40 C 3 None \\\\\n", "94 26.2875 E24 S 5 None \\\\\n", "95 27.4458 None C 6 None \\\\\n", "96 27.7208 None C 5 None \\\\\n", "97 262.375 B61 C 4 None \\\\\n", "98 86.5 B77 S 8 None \\\\\n", "99 29.7 A9 C 7 None \\\\\n", "100 151.55 None S 11 None \\\\\n", " home.dest family_size \n", "1 Belfast, NI 1 \n", "2 Montevideo, Uruguay 1 \n", "3 New York, NY 1 \n", "4 Winnipeg, MN 1 \n", "5 San Francisco, CA 1 \n", "6 Trenton, NJ 1 \n", "7 London / Winnipeg, MB 1 \n", "8 Pomeroy, WA 1 \n", "9 Omaha, NE 1 \n", "10 Philadelphia, PA 1 \n", "11 Washington, DC 1 \n", "12 None 1 \n", "13 New York, NY 1 \n", "14 Montevideo, Uruguay 1 \n", "15 Montevideo, Uruguay 1 \n", "16 Ascot, Berkshire / Rochester, NY 1 \n", "17 Liverpool, England / Belfast 1 \n", "18 Stoughton, MA 1 \n", "19 Victoria, BC 1 \n", "20 Roachdale, IN 1 \n", "21 Philadelphia, PA 1 \n", "22 New York, NY 1 \n", "23 None 1 \n", "24 New York, NY 1 \n", "25 Westcliff-on-Sea, Essex 1 \n", "26 None 1 \n", "27 St Anne's-on-Sea, Lancashire 1 \n", "28 None 1 \n", "29 New York, NY 1 \n", "30 New York, NY 1 \n", "31 None 1 \n", "32 None 1 \n", "33 London / Middlesex 1 \n", "34 Brighton, MA 1 \n", "35 London / Birmingham 1 \n", "36 New York, NY 1 \n", "37 Paris, France New York, NY 1 \n", "38 Bennington, VT 1 \n", "39 London 1 \n", "40 None 1 \n", "41 Buffalo, NY 1 \n", "42 Portland, OR 1 \n", "43 Chicago, IL 1 \n", "44 Springfield, MA 1 \n", "45 London / New York, NY 1 \n", "46 Brockton, MA 1 \n", "47 Vancouver, BC 1 \n", "48 Dorchester, MA 1 \n", "49 East Bridgewater, MA 1 \n", "50 Montreal, PQ 1 \n", "51 Washington, DC 1 \n", "52 Isle of Wight, England 1 \n", "53 ?Havana, Cuba 1 \n", "54 Belfast 1 \n", "55 Surbiton Hill, Surrey 1 \n", "56 Montreal, PQ 1 \n", "57 Worcester, MA 1 \n", "58 Rotterdam, Netherlands 1 \n", "59 None 1 \n", "60 None 1 \n", "61 Trenton, NJ 1 \n", "62 Seattle, WA 1 \n", "63 Winnipeg, MB 1 \n", "64 London 1 \n", "65 New York, NY 1 \n", "66 St James, Long Island, NY 1 \n", "67 Streatham, Surrey 1 \n", "68 Wimbledon Park, London / Hayling Isla... 1 \n", "69 Gallipolis, Ohio / ? Paris / New York 1 \n", "70 Haddenfield, NJ 1 \n", "71 Mexico City, Mexico 1 \n", "72 Brooklyn, NY 1 \n", "73 East Orange, NJ 1 \n", "74 England Salt Lake City, Utah 1 \n", "75 London, England 1 \n", "76 Halifax, NS 1 \n", "77 St Louis, MO 1 \n", "78 New York, NY 1 \n", "79 Paris, France 1 \n", "80 Hessle, Yorks 1 \n", "81 None 1 \n", "82 New York, NY 1 \n", "83 None 1 \n", "84 None 1 \n", "85 None 1 \n", "86 Stockholm, Sweden / Washington, DC 1 \n", "87 Glen Ridge, NJ 1 \n", "88 Youngstown, OH 1 \n", "89 Birkdale, England Cleveland, Ohio 1 \n", "90 Cooperstown, NY 1 \n", "91 Denver, CO 1 \n", "92 Philadelphia, PA 1 \n", "93 None 1 \n", "94 New York, NY 1 \n", "95 Washington, DC 1 \n", "96 New York, NY 1 \n", "97 None 1 \n", "98 London, England 1 \n", "99 Paris, France 1 \n", "100 None 1 \n", "Rows: 1-100 | Columns: 15" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Identifies the passengers who came alone\n", "\n", "single_family = titanic[titanic[\"family_size\"] == 1]\n", "single_family" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And Operator (&)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
123
pclass
Int
123
survived
Int
Abc
Varchar(164)
Abc
sex
Varchar(20)
123
age
Numeric(6,3)
123
sibsp
Int
123
parch
Int
Abc
ticket
Varchar(36)
123
fare
Numeric(10,5)
Abc
cabin
Varchar(30)
Abc
embarked
Varchar(20)
Abc
boat
Varchar(100)
123
body
Int
Abc
Varchar(100)
123
family_size
Int
123
ln_fare
Float
123
x
Float
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Rows: 1-100 | Columns: 17
" ], "text/plain": [ " pclass survived name \\\\\n", "1 1 0 Carrau, Mr. Jose Pedro \\\\\n", "2 1 0 Giglio, Mr. Victor \\\\\n", "3 1 0 Payne, Mr. Vivian Ponsonby \\\\\n", "4 1 0 Ringhini, Mr. Sante \\\\\n", "5 1 1 Aubart, Mme. Leontine Pauline \\\\\n", "6 1 1 Cleaver, Miss. Alice \\\\\n", "7 1 1 Graham, Miss. Margaret Edith \\\\\n", "8 1 1 Hays, Miss. Margaret Bechstein \\\\\n", "9 1 1 Longley, Miss. Gretchen Fiske \\\\\n", "10 1 1 Maioni, Miss. Roberta \\\\\n", "11 1 1 Sagesser, Mlle. Emma \\\\\n", "12 1 1 Willard, Miss. Constance \\\\\n", "13 2 0 Andrew, Mr. Edgardo Samuel \\\\\n", "14 2 0 Bailey, Mr. Percy Andrew \\\\\n", "15 2 0 Baimbrigge, Mr. Charles Robert \\\\\n", "16 2 0 Berriman, Mr. William John \\\\\n", "17 2 0 Carbines, Mr. William \\\\\n", "18 2 0 Davies, Mr. Charles Henry \\\\\n", "19 2 0 Deacon, Mr. Percy William \\\\\n", "20 2 0 Dibden, Mr. William \\\\\n", "21 2 0 Eitemiller, Mr. George Floyd \\\\\n", "22 2 0 Enander, Mr. Ingvar \\\\\n", "23 2 0 Fahlstrom, Mr. Arne Jonas \\\\\n", "24 2 0 Fillbrook, Mr. Joseph Charles \\\\\n", "25 2 0 Gaskell, Mr. Alfred \\\\\n", "26 2 0 Giles, Mr. Ralph \\\\\n", "27 2 0 Gill, Mr. John William \\\\\n", "28 2 0 Hood, Mr. Ambrose Jr \\\\\n", "29 2 0 Karnes, Mrs. J Frank (Claire Bennett) \\\\\n", "30 2 0 Leyson, Mr. Robert William Norman \\\\\n", "31 2 0 Mudd, Mr. Thomas Charles \\\\\n", "32 2 0 Pain, Dr. Alfred \\\\\n", "33 2 0 Pengelly, Mr. Frederick William \\\\\n", "34 2 0 Richard, Mr. Emile \\\\\n", "35 2 0 Rogers, Mr. Reginald Harry \\\\\n", "36 2 0 Swane, Mr. George \\\\\n", "37 2 0 Troupiansky, Mr. Moses Aaron \\\\\n", "38 2 1 Bentham, Miss. Lilian W \\\\\n", "39 2 1 Collett, Mr. Sidney C Stuart \\\\\n", "40 2 1 Cook, Mrs. (Selena Rogers) \\\\\n", "41 2 1 Ilett, Miss. Bertha \\\\\n", "42 2 1 Jerwan, Mrs. Amin S (Marie Marthe Thu... \\\\\n", "43 2 1 Lehmann, Miss. Bertha \\\\\n", "44 2 1 Mellors, Mr. William John \\\\\n", "45 2 1 Oxenham, Mr. Percy Thomas \\\\\n", "46 2 1 Rugg, Miss. Emily \\\\\n", "47 2 1 Sincock, Miss. Maude \\\\\n", "48 3 0 Alhomaki, Mr. Ilmari Rudolf \\\\\n", "49 3 0 Ali, Mr. Ahmed \\\\\n", "50 3 0 Allum, Mr. Owen George \\\\\n", "51 3 0 Andreasson, Mr. Paul Edvin \\\\\n", "52 3 0 Aronsson, Mr. Ernst Axel Algot \\\\\n", "53 3 0 Assaf, Mr. Gerios \\\\\n", "54 3 0 Assam, Mr. Ali \\\\\n", "55 3 0 Attalah, Miss. Malake \\\\\n", "56 3 0 Augustsson, Mr. Albert \\\\\n", "57 3 0 Baccos, Mr. Raffull \\\\\n", "58 3 0 Barton, Mr. David John \\\\\n", "59 3 0 Beavan, Mr. William Thomas \\\\\n", "60 3 0 Berglund, Mr. Karl Ivar Sven \\\\\n", "61 3 0 Betros, Mr. Tannous \\\\\n", "62 3 0 Birkeland, Mr. Hans Martin Monsen \\\\\n", "63 3 0 Bjorklund, Mr. Ernst Herbert \\\\\n", "64 3 0 Braf, Miss. Elin Ester Maria \\\\\n", "65 3 0 Brobeck, Mr. Karl Rudolf \\\\\n", "66 3 0 Buckley, Miss. Katherine \\\\\n", "67 3 0 Burke, Mr. Jeremiah \\\\\n", "68 3 0 Burns, Miss. Mary Delia \\\\\n", "69 3 0 Cacic, Miss. Manda \\\\\n", "70 3 0 Cacic, Mr. Jego Grga \\\\\n", "71 3 0 Calic, Mr. Jovo \\\\\n", "72 3 0 Calic, Mr. Petar \\\\\n", "73 3 0 Canavan, Miss. Mary \\\\\n", "74 3 0 Canavan, Mr. Patrick \\\\\n", "75 3 0 Cann, Mr. Ernest Charles \\\\\n", "76 3 0 Carlsson, Mr. Carl Robert \\\\\n", "77 3 0 Celotti, Mr. Francesco \\\\\n", "78 3 0 Charters, Mr. David \\\\\n", "79 3 0 Coelho, Mr. Domingos Fernandeo \\\\\n", "80 3 0 Colbert, Mr. Patrick \\\\\n", "81 3 0 Coleff, Mr. Satio \\\\\n", "82 3 0 Cor, Mr. Liudevit \\\\\n", "83 3 0 Crease, Mr. Ernest James \\\\\n", "84 3 0 Culumovic, Mr. Jeso \\\\\n", "85 3 0 Daher, Mr. Shedid \\\\\n", "86 3 0 Dahlberg, Miss. Gerda Ulrika \\\\\n", "87 3 0 Dakic, Mr. Branko \\\\\n", "88 3 0 Davies, Mr. Evan \\\\\n", "89 3 0 Dennis, Mr. Samuel \\\\\n", "90 3 0 Dika, Mr. Mirko \\\\\n", "91 3 0 Doyle, Miss. Elizabeth \\\\\n", "92 3 0 Edvardsson, Mr. Gustaf Hjalmar \\\\\n", "93 3 0 Eklund, Mr. Hans Linus \\\\\n", "94 3 0 Fischer, Mr. Eberhard Thelander \\\\\n", "95 3 0 Gilinski, Mr. Eliezer \\\\\n", "96 3 0 Gustafsson, Mr. Alfred Ossian \\\\\n", "97 3 0 Gustafsson, Mr. Karl Gideon \\\\\n", "98 3 0 Haas, Miss. Aloisia \\\\\n", "99 3 0 Hagardon, Miss. Kate \\\\\n", "100 3 0 Hampe, Mr. Leon \\\\\n", " sex age sibsp parch ticket \\\\\n", "1 male 17.0 0 0 113059 \\\\\n", "2 male 24.0 0 0 PC 17593 \\\\\n", "3 male 23.0 0 0 12749 \\\\\n", "4 male 22.0 0 0 PC 17760 \\\\\n", "5 female 24.0 0 0 PC 17477 \\\\\n", "6 female 22.0 0 0 113781 \\\\\n", "7 female 19.0 0 0 112053 \\\\\n", "8 female 24.0 0 0 11767 \\\\\n", "9 female 21.0 0 0 13502 \\\\\n", "10 female 16.0 0 0 110152 \\\\\n", "11 female 24.0 0 0 PC 17477 \\\\\n", "12 female 21.0 0 0 113795 \\\\\n", "13 male 18.0 0 0 231945 \\\\\n", "14 male 18.0 0 0 29108 \\\\\n", "15 male 23.0 0 0 C.A. 31030 \\\\\n", "16 male 23.0 0 0 28425 \\\\\n", "17 male 19.0 0 0 28424 \\\\\n", "18 male 18.0 0 0 S.O.C. 14879 \\\\\n", "19 male 17.0 0 0 S.O.C. 14879 \\\\\n", "20 male 18.0 0 0 S.O.C. 14879 \\\\\n", "21 male 23.0 0 0 29751 \\\\\n", "22 male 21.0 0 0 236854 \\\\\n", "23 male 18.0 0 0 236171 \\\\\n", "24 male 18.0 0 0 C.A. 15185 \\\\\n", "25 male 16.0 0 0 239865 \\\\\n", "26 male 24.0 0 0 248726 \\\\\n", "27 male 24.0 0 0 233866 \\\\\n", "28 male 21.0 0 0 S.O.C. 14879 \\\\\n", "29 female 22.0 0 0 F.C.C. 13534 \\\\\n", "30 male 24.0 0 0 C.A. 29566 \\\\\n", "31 male 16.0 0 0 S.O./P.P. 3 \\\\\n", "32 male 23.0 0 0 244278 \\\\\n", "33 male 19.0 0 0 28665 \\\\\n", "34 male 23.0 0 0 SC/PARIS 2133 \\\\\n", "35 male 19.0 0 0 28004 \\\\\n", "36 male 18.5 0 0 248734 \\\\\n", "37 male 23.0 0 0 233639 \\\\\n", "38 female 19.0 0 0 28404 \\\\\n", "39 male 24.0 0 0 28034 \\\\\n", "40 female 22.0 0 0 W./C. 14266 \\\\\n", "41 female 17.0 0 0 SO/C 14885 \\\\\n", "42 female 23.0 0 0 SC/AH Basle 541 \\\\\n", "43 female 17.0 0 0 SC 1748 \\\\\n", "44 male 19.0 0 0 SW/PP 751 \\\\\n", "45 male 22.0 0 0 W./C. 14260 \\\\\n", "46 female 21.0 0 0 C.A. 31026 \\\\\n", "47 female 20.0 0 0 C.A. 33112 \\\\\n", "48 male 20.0 0 0 SOTON/O2 3101287 \\\\\n", "49 male 24.0 0 0 SOTON/O.Q. 3101311 \\\\\n", "50 male 18.0 0 0 2223 \\\\\n", "51 male 20.0 0 0 347466 \\\\\n", "52 male 24.0 0 0 349911 \\\\\n", "53 male 21.0 0 0 2692 \\\\\n", "54 male 23.0 0 0 SOTON/O.Q. 3101309 \\\\\n", "55 female 17.0 0 0 2627 \\\\\n", "56 male 23.0 0 0 347468 \\\\\n", "57 male 20.0 0 0 2679 \\\\\n", "58 male 22.0 0 0 324669 \\\\\n", "59 male 19.0 0 0 323951 \\\\\n", "60 male 22.0 0 0 PP 4348 \\\\\n", "61 male 20.0 0 0 2648 \\\\\n", "62 male 21.0 0 0 312992 \\\\\n", "63 male 18.0 0 0 347090 \\\\\n", "64 female 20.0 0 0 347471 \\\\\n", "65 male 22.0 0 0 350045 \\\\\n", "66 female 18.5 0 0 329944 \\\\\n", "67 male 19.0 0 0 365222 \\\\\n", "68 female 18.0 0 0 330963 \\\\\n", "69 female 21.0 0 0 315087 \\\\\n", "70 male 18.0 0 0 315091 \\\\\n", "71 male 17.0 0 0 315093 \\\\\n", "72 male 17.0 0 0 315086 \\\\\n", "73 female 21.0 0 0 364846 \\\\\n", "74 male 21.0 0 0 364858 \\\\\n", "75 male 21.0 0 0 A./5. 2152 \\\\\n", "76 male 24.0 0 0 350409 \\\\\n", "77 male 24.0 0 0 343275 \\\\\n", "78 male 21.0 0 0 A/5. 13032 \\\\\n", "79 male 20.0 0 0 SOTON/O.Q. 3101307 \\\\\n", "80 male 24.0 0 0 371109 \\\\\n", "81 male 24.0 0 0 349209 \\\\\n", "82 male 19.0 0 0 349231 \\\\\n", "83 male 19.0 0 0 S.P. 3464 \\\\\n", "84 male 17.0 0 0 315090 \\\\\n", "85 male 22.5 0 0 2698 \\\\\n", "86 female 22.0 0 0 7552 \\\\\n", "87 male 19.0 0 0 349228 \\\\\n", "88 male 22.0 0 0 SC/A4 23568 \\\\\n", "89 male 22.0 0 0 A/5 21172 \\\\\n", "90 male 17.0 0 0 349232 \\\\\n", "91 female 24.0 0 0 368702 \\\\\n", "92 male 18.0 0 0 349912 \\\\\n", "93 male 16.0 0 0 347074 \\\\\n", "94 male 18.0 0 0 350036 \\\\\n", "95 male 22.0 0 0 14973 \\\\\n", "96 male 20.0 0 0 7534 \\\\\n", "97 male 19.0 0 0 347069 \\\\\n", "98 female 24.0 0 0 349236 \\\\\n", "99 female 17.0 0 0 AQ/3. 30631 \\\\\n", "100 male 20.0 0 0 345769 \\\\\n", " fare cabin embarked boat body \\\\\n", "1 47.1 None S None None \\\\\n", "2 79.2 B86 C None None \\\\\n", "3 93.5 B24 S None None \\\\\n", "4 135.6333 None C None 232 \\\\\n", "5 69.3 B35 C 9 None \\\\\n", "6 151.55 None S 11 None \\\\\n", "7 30.0 B42 S 3 None \\\\\n", "8 83.1583 C54 C 7 None \\\\\n", "9 77.9583 D9 S 10 None \\\\\n", "10 86.5 B79 S 8 None \\\\\n", "11 69.3 B35 C 9 None \\\\\n", "12 26.55 None S 8 10 None \\\\\n", "13 11.5 None S None None \\\\\n", "14 11.5 None S None None \\\\\n", "15 10.5 None S None None \\\\\n", "16 13.0 None S None None \\\\\n", "17 13.0 None S None 18 \\\\\n", "18 73.5 None S None None \\\\\n", "19 73.5 None S None None \\\\\n", "20 73.5 None S None None \\\\\n", "21 13.0 None S None None \\\\\n", "22 13.0 None S None None \\\\\n", "23 13.0 None S None None \\\\\n", "24 10.5 None S None None \\\\\n", "25 26.0 None S None None \\\\\n", "26 13.5 None S None 297 \\\\\n", "27 13.0 None S None 155 \\\\\n", "28 73.5 None S None None \\\\\n", "29 21.0 None S None None \\\\\n", "30 10.5 None S None 108 \\\\\n", "31 10.5 None S None None \\\\\n", "32 10.5 None S None None \\\\\n", "33 10.5 None S None None \\\\\n", "34 15.0458 None C None None \\\\\n", "35 10.5 None S None None \\\\\n", "36 13.0 F S None 294 \\\\\n", "37 13.0 None S None None \\\\\n", "38 13.0 None S 12 None \\\\\n", "39 10.5 None S 9 None \\\\\n", "40 10.5 F33 S 14 None \\\\\n", "41 10.5 None S None None \\\\\n", "42 13.7917 D C 11 None \\\\\n", "43 12.0 None C 12 None \\\\\n", "44 10.5 None S B None \\\\\n", "45 10.5 None S 13 None \\\\\n", "46 10.5 None S 12 None \\\\\n", "47 36.75 None S 11 None \\\\\n", "48 7.925 None S None None \\\\\n", "49 7.05 None S None None \\\\\n", "50 8.3 None S None 259 \\\\\n", "51 7.8542 None S None None \\\\\n", "52 7.775 None S None None \\\\\n", "53 7.225 None C None None \\\\\n", "54 7.05 None S None None \\\\\n", "55 14.4583 None C None None \\\\\n", "56 7.8542 None S None None \\\\\n", "57 7.225 None C None None \\\\\n", "58 8.05 None S None None \\\\\n", "59 8.05 None S None None \\\\\n", "60 9.35 None S None None \\\\\n", "61 4.0125 None C None None \\\\\n", "62 7.775 None S None None \\\\\n", "63 7.75 None S None None \\\\\n", "64 7.8542 None S None None \\\\\n", "65 7.7958 None S None None \\\\\n", "66 7.2833 None Q None 299 \\\\\n", "67 6.75 None Q None None \\\\\n", "68 7.8792 None Q None None \\\\\n", "69 8.6625 None S None None \\\\\n", "70 8.6625 None S None None \\\\\n", "71 8.6625 None S None None \\\\\n", "72 8.6625 None S None None \\\\\n", "73 7.75 None Q None None \\\\\n", "74 7.75 None Q None None \\\\\n", "75 8.05 None S None None \\\\\n", "76 7.8542 None S None None \\\\\n", "77 8.05 None S None None \\\\\n", "78 7.7333 None Q None None \\\\\n", "79 7.05 None S None None \\\\\n", "80 7.25 None Q None None \\\\\n", "81 7.4958 None S None None \\\\\n", "82 7.8958 None S None None \\\\\n", "83 8.1583 None S None None \\\\\n", "84 8.6625 None S None None \\\\\n", "85 7.225 None C None 9 \\\\\n", "86 10.5167 None S None None \\\\\n", "87 10.1708 None S None None \\\\\n", "88 8.05 None S None None \\\\\n", "89 7.25 None S None None \\\\\n", "90 7.8958 None S None None \\\\\n", "91 7.75 None Q None None \\\\\n", "92 7.775 None S None None \\\\\n", "93 7.775 None S None None \\\\\n", "94 7.7958 None S None None \\\\\n", "95 8.05 None S None 47 \\\\\n", "96 9.8458 None S None None \\\\\n", "97 7.775 None S None None \\\\\n", "98 8.85 None S None None \\\\\n", "99 7.7333 None Q None None \\\\\n", "100 9.5 None S None None \\\\\n", " home.dest family_size ln_fare \\\\\n", "1 Montevideo, Uruguay 1 3.85227300102237 \\\\\n", "2 None 1 4.37197629882038 \\\\\n", "3 Montreal, PQ 1 4.53796143629464 \\\\\n", "4 None 1 4.90995492057888 \\\\\n", "5 Paris, France 1 4.23844490619586 \\\\\n", "6 None 1 5.02091560350381 \\\\\n", "7 Greenwich, CT 1 3.40119738166216 \\\\\n", "8 New York, NY 1 4.42074602026042 \\\\\n", "9 Hudson, NY 1 4.35617406834722 \\\\\n", "10 None 1 4.46014441393783 \\\\\n", "11 None 1 4.23844490619586 \\\\\n", "12 Duluth, MN 1 3.27902974768795 \\\\\n", "13 Buenos Aires, Argentina / New Jersey, NJ 1 2.4423470353692 \\\\\n", "14 Penzance, Cornwall / Akron, OH 1 2.4423470353692 \\\\\n", "15 Guernsey 1 2.35137525716348 \\\\\n", "16 St Ives, Cornwall / Calumet, MI 1 2.56494935746154 \\\\\n", "17 St Ives, Cornwall / Calumet, MI 1 2.56494935746154 \\\\\n", "18 Lyndhurst, England 1 4.29728540621879 \\\\\n", "19 None 1 4.29728540621879 \\\\\n", "20 New Forest, England 1 4.29728540621879 \\\\\n", "21 England / Detroit, MI 1 2.56494935746154 \\\\\n", "22 Goteborg, Sweden / Rockford, IL 1 2.56494935746154 \\\\\n", "23 Oslo, Norway Bayonne, NJ 1 2.56494935746154 \\\\\n", "24 Cornwall / Houghton, MI 1 2.35137525716348 \\\\\n", "25 Liverpool / Montreal, PQ 1 3.25809653802148 \\\\\n", "26 West Kensington, London 1 2.60268968544438 \\\\\n", "27 Clevedon, England 1 2.56494935746154 \\\\\n", "28 New Forest, England 1 4.29728540621879 \\\\\n", "29 India / Pittsburgh, PA 1 3.04452243772342 \\\\\n", "30 None 1 2.35137525716348 \\\\\n", "31 Halesworth, England 1 2.35137525716348 \\\\\n", "32 Hamilton, ON 1 2.35137525716348 \\\\\n", "33 Gunnislake, England / Butte, MT 1 2.35137525716348 \\\\\n", "34 Paris / Montreal, PQ 1 2.71109888248023 \\\\\n", "35 None 1 2.35137525716348 \\\\\n", "36 None 1 2.56494935746154 \\\\\n", "37 None 1 2.56494935746154 \\\\\n", "38 Rochester, NY 1 2.56494935746154 \\\\\n", "39 London / Fort Byron, NY 1 2.35137525716348 \\\\\n", "40 Pennsylvania 1 2.35137525716348 \\\\\n", "41 Guernsey 1 2.35137525716348 \\\\\n", "42 New York, NY 1 2.62406696194463 \\\\\n", "43 Berne, Switzerland / Central City, IA 1 2.484906649788 \\\\\n", "44 Chelsea, London 1 2.35137525716348 \\\\\n", "45 Pondersend, England / New Durham, NJ 1 2.35137525716348 \\\\\n", "46 Guernsey / Wilmington, DE 1 2.35137525716348 \\\\\n", "47 Cornwall / Hancock, MI 1 3.60413822565885 \\\\\n", "48 Salo, Finland Astoria, OR 1 2.07002231976334 \\\\\n", "49 None 1 1.95302761682418 \\\\\n", "50 Windsor, England New York, NY 1 2.11625551480255 \\\\\n", "51 Sweden Chicago, IL 1 2.06104842056294 \\\\\n", "52 Sweden Joliet, IL 1 2.0509134580653 \\\\\n", "53 Ottawa, ON 1 1.9775472339985 \\\\\n", "54 None 1 1.95302761682418 \\\\\n", "55 None 1 2.67126864412075 \\\\\n", "56 Krakoryd, Sweden Bloomington, IL 1 2.06104842056294 \\\\\n", "57 None 1 1.9775472339985 \\\\\n", "58 England New York, NY 1 2.08567209143047 \\\\\n", "59 England 1 2.08567209143047 \\\\\n", "60 Tranvik, Finland New York 1 2.2353763433006 \\\\\n", "61 Syria 1 1.38941448845613 \\\\\n", "62 Brennes, Norway New York 1 2.0509134580653 \\\\\n", "63 Stockholm, Sweden New York 1 2.04769284336526 \\\\\n", "64 Medeltorp, Sweden Chicago, IL 1 2.06104842056294 \\\\\n", "65 Sweden Worcester, MA 1 2.05358512713461 \\\\\n", "66 Co Cork, Ireland Roxbury, MA 1 1.98558405620398 \\\\\n", "67 Co Cork, Ireland Charlestown, MA 1 1.90954250488444 \\\\\n", "68 Co Sligo, Ireland New York, NY 1 2.06422637587336 \\\\\n", "69 None 1 2.15900336451602 \\\\\n", "70 None 1 2.15900336451602 \\\\\n", "71 None 1 2.15900336451602 \\\\\n", "72 None 1 2.15900336451602 \\\\\n", "73 None 1 2.04769284336526 \\\\\n", "74 Ireland Philadelphia, PA 1 2.04769284336526 \\\\\n", "75 None 1 2.08567209143047 \\\\\n", "76 Goteborg, Sweden Huntley, IL 1 2.06104842056294 \\\\\n", "77 London 1 2.08567209143047 \\\\\n", "78 Ireland New York, NY 1 2.04553567965004 \\\\\n", "79 Portugal 1 1.95302761682418 \\\\\n", "80 Co Limerick, Ireland Sherbrooke, PQ 1 1.98100146886658 \\\\\n", "81 None 1 2.0143428636837 \\\\\n", "82 Austria 1 2.06633097252974 \\\\\n", "83 Bristol, England Cleveland, OH 1 2.09903581393828 \\\\\n", "84 Austria-Hungary 1 2.15900336451602 \\\\\n", "85 None 1 1.9775472339985 \\\\\n", "86 Norrlot, Sweden Chicago, IL 1 2.3529644698862 \\\\\n", "87 Austria 1 2.31952086970025 \\\\\n", "88 None 1 2.08567209143047 \\\\\n", "89 None 1 1.98100146886658 \\\\\n", "90 None 1 2.06633097252974 \\\\\n", "91 Ireland New York, NY 1 2.04769284336526 \\\\\n", "92 Tofta, Sweden Joliet, IL 1 2.0509134580653 \\\\\n", "93 Karberg, Sweden Jerome Junction, AZ 1 2.0509134580653 \\\\\n", "94 None 1 2.05358512713461 \\\\\n", "95 None 1 2.08567209143047 \\\\\n", "96 Waukegan, Chicago, IL 1 2.28704496831231 \\\\\n", "97 Myren, Sweden New York, NY 1 2.0509134580653 \\\\\n", "98 None 1 2.18041745901984 \\\\\n", "99 None 1 2.04553567965004 \\\\\n", "100 None 1 2.2512917986065 \\\\\n", " x \n", "1 1.0 \n", "2 1.0 \n", "3 1.0 \n", "4 1.0 \n", "5 1.0 \n", "6 1.0 \n", "7 0.999999999999906 \n", "8 1.0 \n", "9 1.0 \n", "10 1.0 \n", "11 1.0 \n", "12 0.999999999997052 \n", "13 0.999989869906401 \n", "14 0.999989869906401 \n", "15 0.99997246355065 \n", "16 0.999997739670593 \n", "17 0.999997739670593 \n", "18 1.0 \n", "19 1.0 \n", "20 1.0 \n", "21 0.999997739670593 \n", "22 0.999997739670593 \n", "23 0.999997739670593 \n", "24 0.99997246355065 \n", "25 0.999999999994891 \n", "26 0.999998629040914 \n", "27 0.999997739670593 \n", "28 1.0 \n", "29 0.999999999241744 \n", "30 0.99997246355065 \n", "31 0.99997246355065 \n", "32 0.99997246355065 \n", "33 0.99997246355065 \n", "34 0.999999707792012 \n", "35 0.99997246355065 \n", "36 0.999997739670593 \n", "37 0.999997739670593 \n", "38 0.999997739670593 \n", "39 0.99997246355065 \n", "40 0.99997246355065 \n", "41 0.99997246355065 \n", "42 0.999998975903707 \n", "43 0.999993855787647 \n", "44 0.99997246355065 \n", "45 0.99997246355065 \n", "46 0.99997246355065 \n", "47 1.0 \n", "48 0.99963841015017 \n", "49 0.999132591042693 \n", "50 0.999751483172892 \n", "51 0.999611881557209 \n", "52 0.999579892530644 \n", "53 0.999271847460911 \n", "54 0.999132591042693 \n", "55 0.999999474176378 \n", "56 0.999611881557209 \n", "57 0.999271847460911 \n", "58 0.999680898077519 \n", "59 0.999680898077519 \n", "60 0.999913034580906 \n", "61 0.981911881631624 \n", "62 0.999579892530644 \n", "63 0.999569257459424 \n", "64 0.999611881557209 \n", "65 0.999588540515181 \n", "66 0.999313085000176 \n", "67 0.998829120379209 \n", "68 0.999621464235705 \n", "69 0.999827048612489 \n", "70 0.999827048612489 \n", "71 0.999827048612489 \n", "72 0.999827048612489 \n", "73 0.999569257459424 \n", "74 0.999569257459424 \n", "75 0.999680898077519 \n", "76 0.999611881557209 \n", "77 0.999680898077519 \n", "78 0.999562003658341 \n", "79 0.999132591042693 \n", "80 0.999289825611157 \n", "81 0.999444587790457 \n", "82 0.99962769606213 \n", "83 0.999713651225826 \n", "84 0.999827048612489 \n", "85 0.999271847460911 \n", "86 0.99997291959082 \n", "87 0.999961728306189 \n", "88 0.999680898077519 \n", "89 0.999289825611157 \n", "90 0.99962769606213 \n", "91 0.999569257459424 \n", "92 0.999579892530644 \n", "93 0.999579892530644 \n", "94 0.999588540515181 \n", "95 0.999680898077519 \n", "96 0.999947030802892 \n", "97 0.999579892530644 \n", "98 0.999856618263724 \n", "99 0.999562003658341 \n", "100 0.999925148170112 \n", "Rows: 1-100 | Columns: 17" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Identifies the passengers who came alone and \n", "# who are between 15 and 24 years old...\n", "\n", "# ...with comparison operators\n", "single_family[(titanic[\"age\"] >= 15) & (titanic[\"age\"] <= 24)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Between Operator (_between)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
123
pclass
Int
123
survived
Int
Abc
Varchar(164)
Abc
sex
Varchar(20)
123
age
Numeric(6,3)
123
sibsp
Int
123
parch
Int
Abc
ticket
Varchar(36)
123
fare
Numeric(10,5)
Abc
cabin
Varchar(30)
Abc
embarked
Varchar(20)
Abc
boat
Varchar(100)
123
body
Int
Abc
Varchar(100)
123
family_size
Int
123
ln_fare
Float
123
x
Float
110male17.00011305947.1[null]S[null][null]13.852273001022371.0
210male24.000PC 1759379.2B86C[null][null]14.371976298820381.0
310male23.0001274993.5B24S[null][null]14.537961436294641.0
410male22.000PC 17760135.6333[null]C[null]23214.909954920578881.0
511female24.000PC 1747769.3B35C9[null]14.238444906195861.0
611female22.000113781151.55[null]S11[null]15.020915603503811.0
711female19.00011205330.0B42S3[null]13.401197381662160.999999999999906
811female24.0001176783.1583C54C7[null]14.420746020260421.0
911female21.0001350277.9583D9S10[null]14.356174068347221.0
1011female16.00011015286.5B79S8[null]14.460144413937831.0
1111female24.000PC 1747769.3B35C9[null]14.238444906195861.0
1211female21.00011379526.55[null]S8 10[null]13.279029747687950.999999999997052
1320male18.00023194511.5[null]S[null][null]12.44234703536920.999989869906401
1420male18.0002910811.5[null]S[null][null]12.44234703536920.999989869906401
1520male23.000C.A. 3103010.5[null]S[null][null]12.351375257163480.99997246355065
1620male23.0002842513.0[null]S[null][null]12.564949357461540.999997739670593
1720male19.0002842413.0[null]S[null]1812.564949357461540.999997739670593
1820male18.000S.O.C. 1487973.5[null]S[null][null]14.297285406218791.0
1920male17.000S.O.C. 1487973.5[null]S[null][null]14.297285406218791.0
2020male18.000S.O.C. 1487973.5[null]S[null][null]14.297285406218791.0
2120male23.0002975113.0[null]S[null][null]12.564949357461540.999997739670593
2220male21.00023685413.0[null]S[null][null]12.564949357461540.999997739670593
2320male18.00023617113.0[null]S[null][null]12.564949357461540.999997739670593
2420male18.000C.A. 1518510.5[null]S[null][null]12.351375257163480.99997246355065
2520male16.00023986526.0[null]S[null][null]13.258096538021480.999999999994891
2620male24.00024872613.5[null]S[null]29712.602689685444380.999998629040914
2720male24.00023386613.0[null]S[null]15512.564949357461540.999997739670593
2820male21.000S.O.C. 1487973.5[null]S[null][null]14.297285406218791.0
2920female22.000F.C.C. 1353421.0[null]S[null][null]13.044522437723420.999999999241744
3020male24.000C.A. 2956610.5[null]S[null]10812.351375257163480.99997246355065
3120male16.000S.O./P.P. 310.5[null]S[null][null]12.351375257163480.99997246355065
3220male23.00024427810.5[null]S[null][null]12.351375257163480.99997246355065
3320male19.0002866510.5[null]S[null][null]12.351375257163480.99997246355065
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3921male24.0002803410.5[null]S9[null]12.351375257163480.99997246355065
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4121female17.000SO/C 1488510.5[null]S[null][null]12.351375257163480.99997246355065
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4621female21.000C.A. 3102610.5[null]S12[null]12.351375257163480.99997246355065
4721female20.000C.A. 3311236.75[null]S11[null]13.604138225658851.0
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5030male18.00022238.3[null]S[null]25912.116255514802550.999751483172892
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7030male18.0003150918.6625[null]S[null][null]12.159003364516020.999827048612489
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7230male17.0003150868.6625[null]S[null][null]12.159003364516020.999827048612489
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7430male21.0003648587.75[null]Q[null][null]12.047692843365260.999569257459424
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7630male24.0003504097.8542[null]S[null][null]12.061048420562940.999611881557209
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7830male21.000A/5. 130327.7333[null]Q[null][null]12.045535679650040.999562003658341
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8030male24.0003711097.25[null]Q[null][null]11.981001468866580.999289825611157
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Rows: 1-100 | Columns: 17
" ], "text/plain": [ " pclass survived name \\\\\n", "1 1 0 Carrau, Mr. Jose Pedro \\\\\n", "2 1 0 Giglio, Mr. Victor \\\\\n", "3 1 0 Payne, Mr. Vivian Ponsonby \\\\\n", "4 1 0 Ringhini, Mr. Sante \\\\\n", "5 1 1 Aubart, Mme. Leontine Pauline \\\\\n", "6 1 1 Cleaver, Miss. Alice \\\\\n", "7 1 1 Graham, Miss. Margaret Edith \\\\\n", "8 1 1 Hays, Miss. Margaret Bechstein \\\\\n", "9 1 1 Longley, Miss. Gretchen Fiske \\\\\n", "10 1 1 Maioni, Miss. Roberta \\\\\n", "11 1 1 Sagesser, Mlle. Emma \\\\\n", "12 1 1 Willard, Miss. Constance \\\\\n", "13 2 0 Andrew, Mr. Edgardo Samuel \\\\\n", "14 2 0 Bailey, Mr. Percy Andrew \\\\\n", "15 2 0 Baimbrigge, Mr. Charles Robert \\\\\n", "16 2 0 Berriman, Mr. William John \\\\\n", "17 2 0 Carbines, Mr. William \\\\\n", "18 2 0 Davies, Mr. Charles Henry \\\\\n", "19 2 0 Deacon, Mr. Percy William \\\\\n", "20 2 0 Dibden, Mr. William \\\\\n", "21 2 0 Eitemiller, Mr. George Floyd \\\\\n", "22 2 0 Enander, Mr. Ingvar \\\\\n", "23 2 0 Fahlstrom, Mr. Arne Jonas \\\\\n", "24 2 0 Fillbrook, Mr. Joseph Charles \\\\\n", "25 2 0 Gaskell, Mr. Alfred \\\\\n", "26 2 0 Giles, Mr. Ralph \\\\\n", "27 2 0 Gill, Mr. John William \\\\\n", "28 2 0 Hood, Mr. Ambrose Jr \\\\\n", "29 2 0 Karnes, Mrs. J Frank (Claire Bennett) \\\\\n", "30 2 0 Leyson, Mr. Robert William Norman \\\\\n", "31 2 0 Mudd, Mr. Thomas Charles \\\\\n", "32 2 0 Pain, Dr. Alfred \\\\\n", "33 2 0 Pengelly, Mr. Frederick William \\\\\n", "34 2 0 Richard, Mr. Emile \\\\\n", "35 2 0 Rogers, Mr. Reginald Harry \\\\\n", "36 2 0 Swane, Mr. George \\\\\n", "37 2 0 Troupiansky, Mr. Moses Aaron \\\\\n", "38 2 1 Bentham, Miss. Lilian W \\\\\n", "39 2 1 Collett, Mr. Sidney C Stuart \\\\\n", "40 2 1 Cook, Mrs. (Selena Rogers) \\\\\n", "41 2 1 Ilett, Miss. Bertha \\\\\n", "42 2 1 Jerwan, Mrs. Amin S (Marie Marthe Thu... \\\\\n", "43 2 1 Lehmann, Miss. Bertha \\\\\n", "44 2 1 Mellors, Mr. William John \\\\\n", "45 2 1 Oxenham, Mr. Percy Thomas \\\\\n", "46 2 1 Rugg, Miss. Emily \\\\\n", "47 2 1 Sincock, Miss. Maude \\\\\n", "48 3 0 Alhomaki, Mr. Ilmari Rudolf \\\\\n", "49 3 0 Ali, Mr. Ahmed \\\\\n", "50 3 0 Allum, Mr. Owen George \\\\\n", "51 3 0 Andreasson, Mr. Paul Edvin \\\\\n", "52 3 0 Aronsson, Mr. Ernst Axel Algot \\\\\n", "53 3 0 Assaf, Mr. Gerios \\\\\n", "54 3 0 Assam, Mr. Ali \\\\\n", "55 3 0 Attalah, Miss. Malake \\\\\n", "56 3 0 Augustsson, Mr. Albert \\\\\n", "57 3 0 Baccos, Mr. Raffull \\\\\n", "58 3 0 Barton, Mr. David John \\\\\n", "59 3 0 Beavan, Mr. William Thomas \\\\\n", "60 3 0 Berglund, Mr. Karl Ivar Sven \\\\\n", "61 3 0 Betros, Mr. Tannous \\\\\n", "62 3 0 Birkeland, Mr. Hans Martin Monsen \\\\\n", "63 3 0 Bjorklund, Mr. Ernst Herbert \\\\\n", "64 3 0 Braf, Miss. Elin Ester Maria \\\\\n", "65 3 0 Brobeck, Mr. Karl Rudolf \\\\\n", "66 3 0 Buckley, Miss. Katherine \\\\\n", "67 3 0 Burke, Mr. Jeremiah \\\\\n", "68 3 0 Burns, Miss. Mary Delia \\\\\n", "69 3 0 Cacic, Miss. Manda \\\\\n", "70 3 0 Cacic, Mr. Jego Grga \\\\\n", "71 3 0 Calic, Mr. Jovo \\\\\n", "72 3 0 Calic, Mr. Petar \\\\\n", "73 3 0 Canavan, Miss. Mary \\\\\n", "74 3 0 Canavan, Mr. Patrick \\\\\n", "75 3 0 Cann, Mr. Ernest Charles \\\\\n", "76 3 0 Carlsson, Mr. Carl Robert \\\\\n", "77 3 0 Celotti, Mr. Francesco \\\\\n", "78 3 0 Charters, Mr. David \\\\\n", "79 3 0 Coelho, Mr. Domingos Fernandeo \\\\\n", "80 3 0 Colbert, Mr. Patrick \\\\\n", "81 3 0 Coleff, Mr. Satio \\\\\n", "82 3 0 Cor, Mr. Liudevit \\\\\n", "83 3 0 Crease, Mr. Ernest James \\\\\n", "84 3 0 Culumovic, Mr. Jeso \\\\\n", "85 3 0 Daher, Mr. Shedid \\\\\n", "86 3 0 Dahlberg, Miss. Gerda Ulrika \\\\\n", "87 3 0 Dakic, Mr. Branko \\\\\n", "88 3 0 Davies, Mr. Evan \\\\\n", "89 3 0 Dennis, Mr. Samuel \\\\\n", "90 3 0 Dika, Mr. Mirko \\\\\n", "91 3 0 Doyle, Miss. Elizabeth \\\\\n", "92 3 0 Edvardsson, Mr. Gustaf Hjalmar \\\\\n", "93 3 0 Eklund, Mr. Hans Linus \\\\\n", "94 3 0 Fischer, Mr. Eberhard Thelander \\\\\n", "95 3 0 Gilinski, Mr. Eliezer \\\\\n", "96 3 0 Gustafsson, Mr. Alfred Ossian \\\\\n", "97 3 0 Gustafsson, Mr. Karl Gideon \\\\\n", "98 3 0 Haas, Miss. Aloisia \\\\\n", "99 3 0 Hagardon, Miss. Kate \\\\\n", "100 3 0 Hampe, Mr. Leon \\\\\n", " sex age sibsp parch ticket \\\\\n", "1 male 17.0 0 0 113059 \\\\\n", "2 male 24.0 0 0 PC 17593 \\\\\n", "3 male 23.0 0 0 12749 \\\\\n", "4 male 22.0 0 0 PC 17760 \\\\\n", "5 female 24.0 0 0 PC 17477 \\\\\n", "6 female 22.0 0 0 113781 \\\\\n", "7 female 19.0 0 0 112053 \\\\\n", "8 female 24.0 0 0 11767 \\\\\n", "9 female 21.0 0 0 13502 \\\\\n", "10 female 16.0 0 0 110152 \\\\\n", "11 female 24.0 0 0 PC 17477 \\\\\n", "12 female 21.0 0 0 113795 \\\\\n", "13 male 18.0 0 0 231945 \\\\\n", "14 male 18.0 0 0 29108 \\\\\n", "15 male 23.0 0 0 C.A. 31030 \\\\\n", "16 male 23.0 0 0 28425 \\\\\n", "17 male 19.0 0 0 28424 \\\\\n", "18 male 18.0 0 0 S.O.C. 14879 \\\\\n", "19 male 17.0 0 0 S.O.C. 14879 \\\\\n", "20 male 18.0 0 0 S.O.C. 14879 \\\\\n", "21 male 23.0 0 0 29751 \\\\\n", "22 male 21.0 0 0 236854 \\\\\n", "23 male 18.0 0 0 236171 \\\\\n", "24 male 18.0 0 0 C.A. 15185 \\\\\n", "25 male 16.0 0 0 239865 \\\\\n", "26 male 24.0 0 0 248726 \\\\\n", "27 male 24.0 0 0 233866 \\\\\n", "28 male 21.0 0 0 S.O.C. 14879 \\\\\n", "29 female 22.0 0 0 F.C.C. 13534 \\\\\n", "30 male 24.0 0 0 C.A. 29566 \\\\\n", "31 male 16.0 0 0 S.O./P.P. 3 \\\\\n", "32 male 23.0 0 0 244278 \\\\\n", "33 male 19.0 0 0 28665 \\\\\n", "34 male 23.0 0 0 SC/PARIS 2133 \\\\\n", "35 male 19.0 0 0 28004 \\\\\n", "36 male 18.5 0 0 248734 \\\\\n", "37 male 23.0 0 0 233639 \\\\\n", "38 female 19.0 0 0 28404 \\\\\n", "39 male 24.0 0 0 28034 \\\\\n", "40 female 22.0 0 0 W./C. 14266 \\\\\n", "41 female 17.0 0 0 SO/C 14885 \\\\\n", "42 female 23.0 0 0 SC/AH Basle 541 \\\\\n", "43 female 17.0 0 0 SC 1748 \\\\\n", "44 male 19.0 0 0 SW/PP 751 \\\\\n", "45 male 22.0 0 0 W./C. 14260 \\\\\n", "46 female 21.0 0 0 C.A. 31026 \\\\\n", "47 female 20.0 0 0 C.A. 33112 \\\\\n", "48 male 20.0 0 0 SOTON/O2 3101287 \\\\\n", "49 male 24.0 0 0 SOTON/O.Q. 3101311 \\\\\n", "50 male 18.0 0 0 2223 \\\\\n", "51 male 20.0 0 0 347466 \\\\\n", "52 male 24.0 0 0 349911 \\\\\n", "53 male 21.0 0 0 2692 \\\\\n", "54 male 23.0 0 0 SOTON/O.Q. 3101309 \\\\\n", "55 female 17.0 0 0 2627 \\\\\n", "56 male 23.0 0 0 347468 \\\\\n", "57 male 20.0 0 0 2679 \\\\\n", "58 male 22.0 0 0 324669 \\\\\n", "59 male 19.0 0 0 323951 \\\\\n", "60 male 22.0 0 0 PP 4348 \\\\\n", "61 male 20.0 0 0 2648 \\\\\n", "62 male 21.0 0 0 312992 \\\\\n", "63 male 18.0 0 0 347090 \\\\\n", "64 female 20.0 0 0 347471 \\\\\n", "65 male 22.0 0 0 350045 \\\\\n", "66 female 18.5 0 0 329944 \\\\\n", "67 male 19.0 0 0 365222 \\\\\n", "68 female 18.0 0 0 330963 \\\\\n", "69 female 21.0 0 0 315087 \\\\\n", "70 male 18.0 0 0 315091 \\\\\n", "71 male 17.0 0 0 315093 \\\\\n", "72 male 17.0 0 0 315086 \\\\\n", "73 female 21.0 0 0 364846 \\\\\n", "74 male 21.0 0 0 364858 \\\\\n", "75 male 21.0 0 0 A./5. 2152 \\\\\n", "76 male 24.0 0 0 350409 \\\\\n", "77 male 24.0 0 0 343275 \\\\\n", "78 male 21.0 0 0 A/5. 13032 \\\\\n", "79 male 20.0 0 0 SOTON/O.Q. 3101307 \\\\\n", "80 male 24.0 0 0 371109 \\\\\n", "81 male 24.0 0 0 349209 \\\\\n", "82 male 19.0 0 0 349231 \\\\\n", "83 male 19.0 0 0 S.P. 3464 \\\\\n", "84 male 17.0 0 0 315090 \\\\\n", "85 male 22.5 0 0 2698 \\\\\n", "86 female 22.0 0 0 7552 \\\\\n", "87 male 19.0 0 0 349228 \\\\\n", "88 male 22.0 0 0 SC/A4 23568 \\\\\n", "89 male 22.0 0 0 A/5 21172 \\\\\n", "90 male 17.0 0 0 349232 \\\\\n", "91 female 24.0 0 0 368702 \\\\\n", "92 male 18.0 0 0 349912 \\\\\n", "93 male 16.0 0 0 347074 \\\\\n", "94 male 18.0 0 0 350036 \\\\\n", "95 male 22.0 0 0 14973 \\\\\n", "96 male 20.0 0 0 7534 \\\\\n", "97 male 19.0 0 0 347069 \\\\\n", "98 female 24.0 0 0 349236 \\\\\n", "99 female 17.0 0 0 AQ/3. 30631 \\\\\n", "100 male 20.0 0 0 345769 \\\\\n", " fare cabin embarked boat body \\\\\n", "1 47.1 None S None None \\\\\n", "2 79.2 B86 C None None \\\\\n", "3 93.5 B24 S None None \\\\\n", "4 135.6333 None C None 232 \\\\\n", "5 69.3 B35 C 9 None \\\\\n", "6 151.55 None S 11 None \\\\\n", "7 30.0 B42 S 3 None \\\\\n", "8 83.1583 C54 C 7 None \\\\\n", "9 77.9583 D9 S 10 None \\\\\n", "10 86.5 B79 S 8 None \\\\\n", "11 69.3 B35 C 9 None \\\\\n", "12 26.55 None S 8 10 None \\\\\n", "13 11.5 None S None None \\\\\n", "14 11.5 None S None None \\\\\n", "15 10.5 None S None None \\\\\n", "16 13.0 None S None None \\\\\n", "17 13.0 None S None 18 \\\\\n", "18 73.5 None S None None \\\\\n", "19 73.5 None S None None \\\\\n", "20 73.5 None S None None \\\\\n", "21 13.0 None S None None \\\\\n", "22 13.0 None S None None \\\\\n", "23 13.0 None S None None \\\\\n", "24 10.5 None S None None \\\\\n", "25 26.0 None S None None \\\\\n", "26 13.5 None S None 297 \\\\\n", "27 13.0 None S None 155 \\\\\n", "28 73.5 None S None None \\\\\n", "29 21.0 None S None None \\\\\n", "30 10.5 None S None 108 \\\\\n", "31 10.5 None S None None \\\\\n", "32 10.5 None S None None \\\\\n", "33 10.5 None S None None \\\\\n", "34 15.0458 None C None None \\\\\n", "35 10.5 None S None None \\\\\n", "36 13.0 F S None 294 \\\\\n", "37 13.0 None S None None \\\\\n", "38 13.0 None S 12 None \\\\\n", "39 10.5 None S 9 None \\\\\n", "40 10.5 F33 S 14 None \\\\\n", "41 10.5 None S None None \\\\\n", "42 13.7917 D C 11 None \\\\\n", "43 12.0 None C 12 None \\\\\n", "44 10.5 None S B None \\\\\n", "45 10.5 None S 13 None \\\\\n", "46 10.5 None S 12 None \\\\\n", "47 36.75 None S 11 None \\\\\n", "48 7.925 None S None None \\\\\n", "49 7.05 None S None None \\\\\n", "50 8.3 None S None 259 \\\\\n", "51 7.8542 None S None None \\\\\n", "52 7.775 None S None None \\\\\n", "53 7.225 None C None None \\\\\n", "54 7.05 None S None None \\\\\n", "55 14.4583 None C None None \\\\\n", "56 7.8542 None S None None \\\\\n", "57 7.225 None C None None \\\\\n", "58 8.05 None S None None \\\\\n", "59 8.05 None S None None \\\\\n", "60 9.35 None S None None \\\\\n", "61 4.0125 None C None None \\\\\n", "62 7.775 None S None None \\\\\n", "63 7.75 None S None None \\\\\n", "64 7.8542 None S None None \\\\\n", "65 7.7958 None S None None \\\\\n", "66 7.2833 None Q None 299 \\\\\n", "67 6.75 None Q None None \\\\\n", "68 7.8792 None Q None None \\\\\n", "69 8.6625 None S None None \\\\\n", "70 8.6625 None S None None \\\\\n", "71 8.6625 None S None None \\\\\n", "72 8.6625 None S None None \\\\\n", "73 7.75 None Q None None \\\\\n", "74 7.75 None Q None None \\\\\n", "75 8.05 None S None None \\\\\n", "76 7.8542 None S None None \\\\\n", "77 8.05 None S None None \\\\\n", "78 7.7333 None Q None None \\\\\n", "79 7.05 None S None None \\\\\n", "80 7.25 None Q None None \\\\\n", "81 7.4958 None S None None \\\\\n", "82 7.8958 None S None None \\\\\n", "83 8.1583 None S None None \\\\\n", "84 8.6625 None S None None \\\\\n", "85 7.225 None C None 9 \\\\\n", "86 10.5167 None S None None \\\\\n", "87 10.1708 None S None None \\\\\n", "88 8.05 None S None None \\\\\n", "89 7.25 None S None None \\\\\n", "90 7.8958 None S None None \\\\\n", "91 7.75 None Q None None \\\\\n", "92 7.775 None S None None \\\\\n", "93 7.775 None S None None \\\\\n", "94 7.7958 None S None None \\\\\n", "95 8.05 None S None 47 \\\\\n", "96 9.8458 None S None None \\\\\n", "97 7.775 None S None None \\\\\n", "98 8.85 None S None None \\\\\n", "99 7.7333 None Q None None \\\\\n", "100 9.5 None S None None \\\\\n", " home.dest family_size ln_fare \\\\\n", "1 Montevideo, Uruguay 1 3.85227300102237 \\\\\n", "2 None 1 4.37197629882038 \\\\\n", "3 Montreal, PQ 1 4.53796143629464 \\\\\n", "4 None 1 4.90995492057888 \\\\\n", "5 Paris, France 1 4.23844490619586 \\\\\n", "6 None 1 5.02091560350381 \\\\\n", "7 Greenwich, CT 1 3.40119738166216 \\\\\n", "8 New York, NY 1 4.42074602026042 \\\\\n", "9 Hudson, NY 1 4.35617406834722 \\\\\n", "10 None 1 4.46014441393783 \\\\\n", "11 None 1 4.23844490619586 \\\\\n", "12 Duluth, MN 1 3.27902974768795 \\\\\n", "13 Buenos Aires, Argentina / New Jersey, NJ 1 2.4423470353692 \\\\\n", "14 Penzance, Cornwall / Akron, OH 1 2.4423470353692 \\\\\n", "15 Guernsey 1 2.35137525716348 \\\\\n", "16 St Ives, Cornwall / Calumet, MI 1 2.56494935746154 \\\\\n", "17 St Ives, Cornwall / Calumet, MI 1 2.56494935746154 \\\\\n", "18 Lyndhurst, England 1 4.29728540621879 \\\\\n", "19 None 1 4.29728540621879 \\\\\n", "20 New Forest, England 1 4.29728540621879 \\\\\n", "21 England / Detroit, MI 1 2.56494935746154 \\\\\n", "22 Goteborg, Sweden / Rockford, IL 1 2.56494935746154 \\\\\n", "23 Oslo, Norway Bayonne, NJ 1 2.56494935746154 \\\\\n", "24 Cornwall / Houghton, MI 1 2.35137525716348 \\\\\n", "25 Liverpool / Montreal, PQ 1 3.25809653802148 \\\\\n", "26 West Kensington, London 1 2.60268968544438 \\\\\n", "27 Clevedon, England 1 2.56494935746154 \\\\\n", "28 New Forest, England 1 4.29728540621879 \\\\\n", "29 India / Pittsburgh, PA 1 3.04452243772342 \\\\\n", "30 None 1 2.35137525716348 \\\\\n", "31 Halesworth, England 1 2.35137525716348 \\\\\n", "32 Hamilton, ON 1 2.35137525716348 \\\\\n", "33 Gunnislake, England / Butte, MT 1 2.35137525716348 \\\\\n", "34 Paris / Montreal, PQ 1 2.71109888248023 \\\\\n", "35 None 1 2.35137525716348 \\\\\n", "36 None 1 2.56494935746154 \\\\\n", "37 None 1 2.56494935746154 \\\\\n", "38 Rochester, NY 1 2.56494935746154 \\\\\n", "39 London / Fort Byron, NY 1 2.35137525716348 \\\\\n", "40 Pennsylvania 1 2.35137525716348 \\\\\n", "41 Guernsey 1 2.35137525716348 \\\\\n", "42 New York, NY 1 2.62406696194463 \\\\\n", "43 Berne, Switzerland / Central City, IA 1 2.484906649788 \\\\\n", "44 Chelsea, London 1 2.35137525716348 \\\\\n", "45 Pondersend, England / New Durham, NJ 1 2.35137525716348 \\\\\n", "46 Guernsey / Wilmington, DE 1 2.35137525716348 \\\\\n", "47 Cornwall / Hancock, MI 1 3.60413822565885 \\\\\n", "48 Salo, Finland Astoria, OR 1 2.07002231976334 \\\\\n", "49 None 1 1.95302761682418 \\\\\n", "50 Windsor, England New York, NY 1 2.11625551480255 \\\\\n", "51 Sweden Chicago, IL 1 2.06104842056294 \\\\\n", "52 Sweden Joliet, IL 1 2.0509134580653 \\\\\n", "53 Ottawa, ON 1 1.9775472339985 \\\\\n", "54 None 1 1.95302761682418 \\\\\n", "55 None 1 2.67126864412075 \\\\\n", "56 Krakoryd, Sweden Bloomington, IL 1 2.06104842056294 \\\\\n", "57 None 1 1.9775472339985 \\\\\n", "58 England New York, NY 1 2.08567209143047 \\\\\n", "59 England 1 2.08567209143047 \\\\\n", "60 Tranvik, Finland New York 1 2.2353763433006 \\\\\n", "61 Syria 1 1.38941448845613 \\\\\n", "62 Brennes, Norway New York 1 2.0509134580653 \\\\\n", "63 Stockholm, Sweden New York 1 2.04769284336526 \\\\\n", "64 Medeltorp, Sweden Chicago, IL 1 2.06104842056294 \\\\\n", "65 Sweden Worcester, MA 1 2.05358512713461 \\\\\n", "66 Co Cork, Ireland Roxbury, MA 1 1.98558405620398 \\\\\n", "67 Co Cork, Ireland Charlestown, MA 1 1.90954250488444 \\\\\n", "68 Co Sligo, Ireland New York, NY 1 2.06422637587336 \\\\\n", "69 None 1 2.15900336451602 \\\\\n", "70 None 1 2.15900336451602 \\\\\n", "71 None 1 2.15900336451602 \\\\\n", "72 None 1 2.15900336451602 \\\\\n", "73 None 1 2.04769284336526 \\\\\n", "74 Ireland Philadelphia, PA 1 2.04769284336526 \\\\\n", "75 None 1 2.08567209143047 \\\\\n", "76 Goteborg, Sweden Huntley, IL 1 2.06104842056294 \\\\\n", "77 London 1 2.08567209143047 \\\\\n", "78 Ireland New York, NY 1 2.04553567965004 \\\\\n", "79 Portugal 1 1.95302761682418 \\\\\n", "80 Co Limerick, Ireland Sherbrooke, PQ 1 1.98100146886658 \\\\\n", "81 None 1 2.0143428636837 \\\\\n", "82 Austria 1 2.06633097252974 \\\\\n", "83 Bristol, England Cleveland, OH 1 2.09903581393828 \\\\\n", "84 Austria-Hungary 1 2.15900336451602 \\\\\n", "85 None 1 1.9775472339985 \\\\\n", "86 Norrlot, Sweden Chicago, IL 1 2.3529644698862 \\\\\n", "87 Austria 1 2.31952086970025 \\\\\n", "88 None 1 2.08567209143047 \\\\\n", "89 None 1 1.98100146886658 \\\\\n", "90 None 1 2.06633097252974 \\\\\n", "91 Ireland New York, NY 1 2.04769284336526 \\\\\n", "92 Tofta, Sweden Joliet, IL 1 2.0509134580653 \\\\\n", "93 Karberg, Sweden Jerome Junction, AZ 1 2.0509134580653 \\\\\n", "94 None 1 2.05358512713461 \\\\\n", "95 None 1 2.08567209143047 \\\\\n", "96 Waukegan, Chicago, IL 1 2.28704496831231 \\\\\n", "97 Myren, Sweden New York, NY 1 2.0509134580653 \\\\\n", "98 None 1 2.18041745901984 \\\\\n", "99 None 1 2.04553567965004 \\\\\n", "100 None 1 2.2512917986065 \\\\\n", " x \n", "1 1.0 \n", "2 1.0 \n", "3 1.0 \n", "4 1.0 \n", "5 1.0 \n", "6 1.0 \n", "7 0.999999999999906 \n", "8 1.0 \n", "9 1.0 \n", "10 1.0 \n", "11 1.0 \n", "12 0.999999999997052 \n", "13 0.999989869906401 \n", "14 0.999989869906401 \n", "15 0.99997246355065 \n", "16 0.999997739670593 \n", "17 0.999997739670593 \n", "18 1.0 \n", "19 1.0 \n", "20 1.0 \n", "21 0.999997739670593 \n", "22 0.999997739670593 \n", "23 0.999997739670593 \n", "24 0.99997246355065 \n", "25 0.999999999994891 \n", "26 0.999998629040914 \n", "27 0.999997739670593 \n", "28 1.0 \n", "29 0.999999999241744 \n", "30 0.99997246355065 \n", "31 0.99997246355065 \n", "32 0.99997246355065 \n", "33 0.99997246355065 \n", "34 0.999999707792012 \n", "35 0.99997246355065 \n", "36 0.999997739670593 \n", "37 0.999997739670593 \n", "38 0.999997739670593 \n", "39 0.99997246355065 \n", "40 0.99997246355065 \n", "41 0.99997246355065 \n", "42 0.999998975903707 \n", "43 0.999993855787647 \n", "44 0.99997246355065 \n", "45 0.99997246355065 \n", "46 0.99997246355065 \n", "47 1.0 \n", "48 0.99963841015017 \n", "49 0.999132591042693 \n", "50 0.999751483172892 \n", "51 0.999611881557209 \n", "52 0.999579892530644 \n", "53 0.999271847460911 \n", "54 0.999132591042693 \n", "55 0.999999474176378 \n", "56 0.999611881557209 \n", "57 0.999271847460911 \n", "58 0.999680898077519 \n", "59 0.999680898077519 \n", "60 0.999913034580906 \n", "61 0.981911881631624 \n", "62 0.999579892530644 \n", "63 0.999569257459424 \n", "64 0.999611881557209 \n", "65 0.999588540515181 \n", "66 0.999313085000176 \n", "67 0.998829120379209 \n", "68 0.999621464235705 \n", "69 0.999827048612489 \n", "70 0.999827048612489 \n", "71 0.999827048612489 \n", "72 0.999827048612489 \n", "73 0.999569257459424 \n", "74 0.999569257459424 \n", "75 0.999680898077519 \n", "76 0.999611881557209 \n", "77 0.999680898077519 \n", "78 0.999562003658341 \n", "79 0.999132591042693 \n", "80 0.999289825611157 \n", "81 0.999444587790457 \n", "82 0.99962769606213 \n", "83 0.999713651225826 \n", "84 0.999827048612489 \n", "85 0.999271847460911 \n", "86 0.99997291959082 \n", "87 0.999961728306189 \n", "88 0.999680898077519 \n", "89 0.999289825611157 \n", "90 0.99962769606213 \n", "91 0.999569257459424 \n", "92 0.999579892530644 \n", "93 0.999579892530644 \n", "94 0.999588540515181 \n", "95 0.999680898077519 \n", "96 0.999947030802892 \n", "97 0.999579892530644 \n", "98 0.999856618263724 \n", "99 0.999562003658341 \n", "100 0.999925148170112 \n", "Rows: 1-100 | Columns: 17" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ...with the 'between' function\n", "single_family[titanic[\"age\"]._between(15, 24)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In Operator (_in)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
123
pclass
Int
123
survived
Int
Abc
Varchar(164)
Abc
sex
Varchar(20)
123
age
Numeric(6,3)
123
sibsp
Int
123
parch
Int
Abc
ticket
Varchar(36)
123
fare
Numeric(10,5)
Abc
cabin
Varchar(30)
Abc
embarked
Varchar(20)
Abc
boat
Varchar(100)
123
body
Int
Abc
Varchar(100)
123
family_size
Int
123
ln_fare
Float
123
x
Float
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Rows: 1-100 | Columns: 17
" ], "text/plain": [ " pclass survived name \\\\\n", "1 1 0 Andrews, Mr. Thomas Jr \\\\\n", "2 1 0 Artagaveytia, Mr. Ramon \\\\\n", "3 1 0 Baumann, Mr. John D \\\\\n", "4 1 0 Beattie, Mr. Thomson \\\\\n", "5 1 0 Birnbaum, Mr. Jakob \\\\\n", "6 1 0 Blackwell, Mr. Stephen Weart \\\\\n", "7 1 0 Borebank, Mr. John James \\\\\n", "8 1 0 Brady, Mr. John Bertram \\\\\n", "9 1 0 Brandeis, Mr. Emil \\\\\n", "10 1 0 Brewe, Dr. Arthur Jackson \\\\\n", "11 1 0 Butt, Major. Archibald Willingham \\\\\n", "12 1 0 Cairns, Mr. Alexander \\\\\n", "13 1 0 Carlsson, Mr. Frans Olof \\\\\n", "14 1 0 Carrau, Mr. Francisco M \\\\\n", "15 1 0 Carrau, Mr. Jose Pedro \\\\\n", "16 1 0 Case, Mr. Howard Brown \\\\\n", "17 1 0 Chisholm, Mr. Roderick Robert Crispin \\\\\n", "18 1 0 Clifford, Mr. George Quincy \\\\\n", "19 1 0 Colley, Mr. Edward Pomeroy \\\\\n", "20 1 0 Crafton, Mr. John Bertram \\\\\n", "21 1 0 Dulles, Mr. William Crothers \\\\\n", "22 1 0 Evans, Miss. Edith Corse \\\\\n", "23 1 0 Farthing, Mr. John \\\\\n", "24 1 0 Foreman, Mr. Benjamin Laventall \\\\\n", "25 1 0 Franklin, Mr. Thomas Parham \\\\\n", "26 1 0 Fry, Mr. Richard \\\\\n", "27 1 0 Gee, Mr. Arthur H \\\\\n", "28 1 0 Giglio, Mr. Victor \\\\\n", "29 1 0 Goldschmidt, Mr. George B \\\\\n", "30 1 0 Guggenheim, Mr. Benjamin \\\\\n", "31 1 0 Harrington, Mr. Charles H \\\\\n", "32 1 0 Harrison, Mr. William \\\\\n", "33 1 0 Head, Mr. Christopher \\\\\n", "34 1 0 Hilliard, Mr. Herbert Henry \\\\\n", "35 1 0 Hipkins, Mr. William Edward \\\\\n", "36 1 0 Hoyt, Mr. William Fisher \\\\\n", "37 1 0 Isham, Miss. Ann Elizabeth \\\\\n", "38 1 0 Jones, Mr. Charles Cresson \\\\\n", "39 1 0 Julian, Mr. Henry Forbes \\\\\n", "40 1 0 Keeping, Mr. Edwin \\\\\n", "41 1 0 Kent, Mr. Edward Austin \\\\\n", "42 1 0 Klaber, Mr. Herman \\\\\n", "43 1 0 Lewy, Mr. Ervin G \\\\\n", "44 1 0 Long, Mr. Milton Clyde \\\\\n", "45 1 0 Loring, Mr. Joseph Holland \\\\\n", "46 1 0 Maguire, Mr. John Edward \\\\\n", "47 1 0 McCaffry, Mr. Thomas Francis \\\\\n", "48 1 0 McCarthy, Mr. Timothy J \\\\\n", "49 1 0 Millet, Mr. Francis Davis \\\\\n", "50 1 0 Molson, Mr. Harry Markland \\\\\n", "51 1 0 Moore, Mr. Clarence Bloomfield \\\\\n", "52 1 0 Nicholson, Mr. Arthur Ernest \\\\\n", "53 1 0 Ovies y Rodriguez, Mr. Servando \\\\\n", "54 1 0 Parr, Mr. William Henry Marsh \\\\\n", "55 1 0 Partner, Mr. Austen \\\\\n", "56 1 0 Payne, Mr. Vivian Ponsonby \\\\\n", "57 1 0 Porter, Mr. Walter Chamberlain \\\\\n", "58 1 0 Reuchlin, Jonkheer. John George \\\\\n", "59 1 0 Ringhini, Mr. Sante \\\\\n", "60 1 0 Robbins, Mr. Victor \\\\\n", "61 1 0 Roebling, Mr. Washington Augustus II \\\\\n", "62 1 0 Rood, Mr. Hugh Roscoe \\\\\n", "63 1 0 Ross, Mr. John Hugo \\\\\n", "64 1 0 Rowe, Mr. Alfred G \\\\\n", "65 1 0 Smart, Mr. John Montgomery \\\\\n", "66 1 0 Smith, Mr. James Clinch \\\\\n", "67 1 0 Smith, Mr. Richard William \\\\\n", "68 1 0 Stead, Mr. William Thomas \\\\\n", "69 1 0 Stewart, Mr. Albert A \\\\\n", "70 1 0 Sutton, Mr. Frederick \\\\\n", "71 1 0 Uruchurtu, Don. Manuel E \\\\\n", "72 1 0 Van der hoef, Mr. Wyckoff \\\\\n", "73 1 0 Walker, Mr. William Anderson \\\\\n", "74 1 0 Weir, Col. John \\\\\n", "75 1 0 Williams-Lambert, Mr. Fletcher Fellows \\\\\n", "76 1 0 Wright, Mr. George \\\\\n", "77 1 1 Allen, Miss. Elisabeth Walton \\\\\n", "78 1 1 Anderson, Mr. Harry \\\\\n", "79 1 1 Aubart, Mme. Leontine Pauline \\\\\n", "80 1 1 Barkworth, Mr. Algernon Henry Wilson \\\\\n", "81 1 1 Bazzani, Miss. Albina \\\\\n", "82 1 1 Behr, Mr. Karl Howell \\\\\n", "83 1 1 Bidois, Miss. Rosalie \\\\\n", "84 1 1 Bird, Miss. Ellen \\\\\n", "85 1 1 Bissette, Miss. Amelia \\\\\n", "86 1 1 Bjornstrom-Steffansson, Mr. Mauritz H... \\\\\n", "87 1 1 Blank, Mr. Henry \\\\\n", "88 1 1 Bonnell, Miss. Caroline \\\\\n", "89 1 1 Bonnell, Miss. Elizabeth \\\\\n", "90 1 1 Bowen, Miss. Grace Scott \\\\\n", "91 1 1 Brown, Mrs. James Joseph (Margaret To... \\\\\n", "92 1 1 Bucknell, Mrs. William Robert (Emma E... \\\\\n", "93 1 1 Burns, Miss. Elizabeth Margaret \\\\\n", "94 1 1 Calderhead, Mr. Edward Pennington \\\\\n", "95 1 1 Candee, Mrs. Edward (Helen Churchill ... \\\\\n", "96 1 1 Cassebeer, Mrs. Henry Arthur Jr (Elea... \\\\\n", "97 1 1 Chaudanson, Miss. Victorine \\\\\n", "98 1 1 Cherry, Miss. Gladys \\\\\n", "99 1 1 Chevre, Mr. Paul Romaine \\\\\n", "100 1 1 Cleaver, Miss. Alice \\\\\n", " sex age sibsp parch ticket \\\\\n", "1 male 39.0 0 0 112050 \\\\\n", "2 male 71.0 0 0 PC 17609 \\\\\n", "3 male None 0 0 PC 17318 \\\\\n", "4 male 36.0 0 0 13050 \\\\\n", "5 male 25.0 0 0 13905 \\\\\n", "6 male 45.0 0 0 113784 \\\\\n", "7 male 42.0 0 0 110489 \\\\\n", "8 male 41.0 0 0 113054 \\\\\n", "9 male 48.0 0 0 PC 17591 \\\\\n", "10 male None 0 0 112379 \\\\\n", "11 male 45.0 0 0 113050 \\\\\n", "12 male None 0 0 113798 \\\\\n", "13 male 33.0 0 0 695 \\\\\n", "14 male 28.0 0 0 113059 \\\\\n", "15 male 17.0 0 0 113059 \\\\\n", "16 male 49.0 0 0 19924 \\\\\n", "17 male None 0 0 112051 \\\\\n", "18 male None 0 0 110465 \\\\\n", "19 male 47.0 0 0 5727 \\\\\n", "20 male None 0 0 113791 \\\\\n", "21 male 39.0 0 0 PC 17580 \\\\\n", "22 female 36.0 0 0 PC 17531 \\\\\n", "23 male None 0 0 PC 17483 \\\\\n", "24 male 30.0 0 0 113051 \\\\\n", "25 male None 0 0 113778 \\\\\n", "26 male None 0 0 112058 \\\\\n", "27 male 47.0 0 0 111320 \\\\\n", "28 male 24.0 0 0 PC 17593 \\\\\n", "29 male 71.0 0 0 PC 17754 \\\\\n", "30 male 46.0 0 0 PC 17593 \\\\\n", "31 male None 0 0 113796 \\\\\n", "32 male 40.0 0 0 112059 \\\\\n", "33 male 42.0 0 0 113038 \\\\\n", "34 male None 0 0 17463 \\\\\n", "35 male 55.0 0 0 680 \\\\\n", "36 male None 0 0 PC 17600 \\\\\n", "37 female 50.0 0 0 PC 17595 \\\\\n", "38 male 46.0 0 0 694 \\\\\n", "39 male 50.0 0 0 113044 \\\\\n", "40 male 32.5 0 0 113503 \\\\\n", "41 male 58.0 0 0 11771 \\\\\n", "42 male None 0 0 113028 \\\\\n", "43 male None 0 0 PC 17612 \\\\\n", "44 male 29.0 0 0 113501 \\\\\n", "45 male 30.0 0 0 113801 \\\\\n", "46 male 30.0 0 0 110469 \\\\\n", "47 male 46.0 0 0 13050 \\\\\n", "48 male 54.0 0 0 17463 \\\\\n", "49 male 65.0 0 0 13509 \\\\\n", "50 male 55.0 0 0 113787 \\\\\n", "51 male 47.0 0 0 113796 \\\\\n", "52 male 64.0 0 0 693 \\\\\n", "53 male 28.5 0 0 PC 17562 \\\\\n", "54 male None 0 0 112052 \\\\\n", "55 male 45.5 0 0 113043 \\\\\n", "56 male 23.0 0 0 12749 \\\\\n", "57 male 47.0 0 0 110465 \\\\\n", "58 male 38.0 0 0 19972 \\\\\n", "59 male 22.0 0 0 PC 17760 \\\\\n", "60 male None 0 0 PC 17757 \\\\\n", "61 male 31.0 0 0 PC 17590 \\\\\n", "62 male None 0 0 113767 \\\\\n", "63 male 36.0 0 0 13049 \\\\\n", "64 male 33.0 0 0 113790 \\\\\n", "65 male 56.0 0 0 113792 \\\\\n", "66 male 56.0 0 0 17764 \\\\\n", "67 male None 0 0 113056 \\\\\n", "68 male 62.0 0 0 113514 \\\\\n", "69 male None 0 0 PC 17605 \\\\\n", "70 male 61.0 0 0 36963 \\\\\n", "71 male 40.0 0 0 PC 17601 \\\\\n", "72 male 61.0 0 0 111240 \\\\\n", "73 male 47.0 0 0 36967 \\\\\n", "74 male 60.0 0 0 113800 \\\\\n", "75 male None 0 0 113510 \\\\\n", "76 male 62.0 0 0 113807 \\\\\n", "77 female 29.0 0 0 24160 \\\\\n", "78 male 48.0 0 0 19952 \\\\\n", "79 female 24.0 0 0 PC 17477 \\\\\n", "80 male 80.0 0 0 27042 \\\\\n", "81 female 32.0 0 0 11813 \\\\\n", "82 male 26.0 0 0 111369 \\\\\n", "83 female 42.0 0 0 PC 17757 \\\\\n", "84 female 29.0 0 0 PC 17483 \\\\\n", "85 female 35.0 0 0 PC 17760 \\\\\n", "86 male 28.0 0 0 110564 \\\\\n", "87 male 40.0 0 0 112277 \\\\\n", "88 female 30.0 0 0 36928 \\\\\n", "89 female 58.0 0 0 113783 \\\\\n", "90 female 45.0 0 0 PC 17608 \\\\\n", "91 female 44.0 0 0 PC 17610 \\\\\n", "92 female 60.0 0 0 11813 \\\\\n", "93 female 41.0 0 0 16966 \\\\\n", "94 male 42.0 0 0 PC 17476 \\\\\n", "95 female 53.0 0 0 PC 17606 \\\\\n", "96 female None 0 0 17770 \\\\\n", "97 female 36.0 0 0 PC 17608 \\\\\n", "98 female 30.0 0 0 110152 \\\\\n", "99 male 45.0 0 0 PC 17594 \\\\\n", "100 female 22.0 0 0 113781 \\\\\n", " fare cabin embarked boat body \\\\\n", "1 0.0 A36 S None None \\\\\n", "2 49.5042 None C None 22 \\\\\n", "3 25.925 None S None None \\\\\n", "4 75.2417 C6 C A None \\\\\n", "5 26.0 None C None 148 \\\\\n", "6 35.5 T S None None \\\\\n", "7 26.55 D22 S None None \\\\\n", "8 30.5 A21 S None None \\\\\n", "9 50.4958 B10 C None 208 \\\\\n", "10 39.6 None C None None \\\\\n", "11 26.55 B38 S None None \\\\\n", "12 31.0 None S None None \\\\\n", "13 5.0 B51 B53 B55 S None None \\\\\n", "14 47.1 None S None None \\\\\n", "15 47.1 None S None None \\\\\n", "16 26.0 None S None None \\\\\n", "17 0.0 None S None None \\\\\n", "18 52.0 A14 S None None \\\\\n", "19 25.5875 E58 S None None \\\\\n", "20 26.55 None S None None \\\\\n", "21 29.7 A18 C None 133 \\\\\n", "22 31.6792 A29 C None None \\\\\n", "23 221.7792 C95 S None None \\\\\n", "24 27.75 C111 C None None \\\\\n", "25 26.55 D34 S None None \\\\\n", "26 0.0 B102 S None None \\\\\n", "27 38.5 E63 S None 275 \\\\\n", "28 79.2 B86 C None None \\\\\n", "29 34.6542 A5 C None None \\\\\n", "30 79.2 B82 B84 C None None \\\\\n", "31 42.4 None S None None \\\\\n", "32 0.0 B94 S None 110 \\\\\n", "33 42.5 B11 S None None \\\\\n", "34 51.8625 E46 S None None \\\\\n", "35 50.0 C39 S None None \\\\\n", "36 30.6958 None C 14 None \\\\\n", "37 28.7125 C49 C None None \\\\\n", "38 26.0 None S None 80 \\\\\n", "39 26.0 E60 S None None \\\\\n", "40 211.5 C132 C None 45 \\\\\n", "41 29.7 B37 C None 258 \\\\\n", "42 26.55 C124 S None None \\\\\n", "43 27.7208 None C None None \\\\\n", "44 30.0 D6 S None 126 \\\\\n", "45 45.5 None S None None \\\\\n", "46 26.0 C106 S None None \\\\\n", "47 75.2417 C6 C None 292 \\\\\n", "48 51.8625 E46 S None 175 \\\\\n", "49 26.55 E38 S None 249 \\\\\n", "50 30.5 C30 S None None \\\\\n", "51 42.4 None S None None \\\\\n", "52 26.0 None S None 263 \\\\\n", "53 27.7208 D43 C None 189 \\\\\n", "54 0.0 None S None None \\\\\n", "55 28.5 C124 S None 166 \\\\\n", "56 93.5 B24 S None None \\\\\n", "57 52.0 C110 S None 207 \\\\\n", "58 0.0 None S None None \\\\\n", "59 135.6333 None C None 232 \\\\\n", "60 227.525 None C None None \\\\\n", "61 50.4958 A24 S None None \\\\\n", "62 50.0 A32 S None None \\\\\n", "63 40.125 A10 C None None \\\\\n", "64 26.55 None S None 109 \\\\\n", "65 26.55 None S None None \\\\\n", "66 30.6958 A7 C None None \\\\\n", "67 26.0 A19 S None None \\\\\n", "68 26.55 C87 S None None \\\\\n", "69 27.7208 None C None None \\\\\n", "70 32.3208 D50 S None 46 \\\\\n", "71 27.7208 None C None None \\\\\n", "72 33.5 B19 S None 245 \\\\\n", "73 34.0208 D46 S None None \\\\\n", "74 26.55 None S None None \\\\\n", "75 35.0 C128 S None None \\\\\n", "76 26.55 None S None None \\\\\n", "77 211.3375 B5 S 2 None \\\\\n", "78 26.55 E12 S 3 None \\\\\n", "79 69.3 B35 C 9 None \\\\\n", "80 30.0 A23 S B None \\\\\n", "81 76.2917 D15 C 8 None \\\\\n", "82 30.0 C148 C 5 None \\\\\n", "83 227.525 None C 4 None \\\\\n", "84 221.7792 C97 S 8 None \\\\\n", "85 135.6333 C99 S 8 None \\\\\n", "86 26.55 C52 S D None \\\\\n", "87 31.0 A31 C 7 None \\\\\n", "88 164.8667 C7 S 8 None \\\\\n", "89 26.55 C103 S 8 None \\\\\n", "90 262.375 None C 4 None \\\\\n", "91 27.7208 B4 C 6 None \\\\\n", "92 76.2917 D15 C 8 None \\\\\n", "93 134.5 E40 C 3 None \\\\\n", "94 26.2875 E24 S 5 None \\\\\n", "95 27.4458 None C 6 None \\\\\n", "96 27.7208 None C 5 None \\\\\n", "97 262.375 B61 C 4 None \\\\\n", "98 86.5 B77 S 8 None \\\\\n", "99 29.7 A9 C 7 None \\\\\n", "100 151.55 None S 11 None \\\\\n", " home.dest family_size ln_fare \\\\\n", "1 Belfast, NI 1 -inf \\\\\n", "2 Montevideo, Uruguay 1 3.90205751446006 \\\\\n", "3 New York, NY 1 3.25520775411559 \\\\\n", "4 Winnipeg, MN 1 4.32070559854228 \\\\\n", "5 San Francisco, CA 1 3.25809653802148 \\\\\n", "6 Trenton, NJ 1 3.56953269648137 \\\\\n", "7 London / Winnipeg, MB 1 3.27902974768795 \\\\\n", "8 Pomeroy, WA 1 3.41772668361337 \\\\\n", "9 Omaha, NE 1 3.92189016450581 \\\\\n", "10 Philadelphia, PA 1 3.67882911826043 \\\\\n", "11 Washington, DC 1 3.27902974768795 \\\\\n", "12 None 1 3.43398720448515 \\\\\n", "13 New York, NY 1 1.6094379124341 \\\\\n", "14 Montevideo, Uruguay 1 3.85227300102237 \\\\\n", "15 Montevideo, Uruguay 1 3.85227300102237 \\\\\n", "16 Ascot, Berkshire / Rochester, NY 1 3.25809653802148 \\\\\n", "17 Liverpool, England / Belfast 1 -inf \\\\\n", "18 Stoughton, MA 1 3.95124371858143 \\\\\n", "19 Victoria, BC 1 3.24210395098741 \\\\\n", "20 Roachdale, IN 1 3.27902974768795 \\\\\n", "21 Philadelphia, PA 1 3.39114704580865 \\\\\n", "22 New York, NY 1 3.45566031410212 \\\\\n", "23 None 1 5.40168229234028 \\\\\n", "24 New York, NY 1 3.32323584019244 \\\\\n", "25 Westcliff-on-Sea, Essex 1 3.27902974768795 \\\\\n", "26 None 1 -inf \\\\\n", "27 St Anne's-on-Sea, Lancashire 1 3.65065824129374 \\\\\n", "28 None 1 4.37197629882038 \\\\\n", "29 New York, NY 1 3.54541893041153 \\\\\n", "30 New York, NY 1 4.37197629882038 \\\\\n", "31 None 1 3.74714836223791 \\\\\n", "32 None 1 -inf \\\\\n", "33 London / Middlesex 1 3.74950407593037 \\\\\n", "34 Brighton, MA 1 3.94859598565899 \\\\\n", "35 London / Birmingham 1 3.91202300542815 \\\\\n", "36 New York, NY 1 3.42412583741652 \\\\\n", "37 Paris, France New York, NY 1 3.35733256801522 \\\\\n", "38 Bennington, VT 1 3.25809653802148 \\\\\n", "39 London 1 3.25809653802148 \\\\\n", "40 None 1 5.35422499848633 \\\\\n", "41 Buffalo, NY 1 3.39114704580865 \\\\\n", "42 Portland, OR 1 3.27902974768795 \\\\\n", "43 Chicago, IL 1 3.32218303393412 \\\\\n", "44 Springfield, MA 1 3.40119738166216 \\\\\n", "45 London / New York, NY 1 3.8177123259569 \\\\\n", "46 Brockton, MA 1 3.25809653802148 \\\\\n", "47 Vancouver, BC 1 4.32070559854228 \\\\\n", "48 Dorchester, MA 1 3.94859598565899 \\\\\n", "49 East Bridgewater, MA 1 3.27902974768795 \\\\\n", "50 Montreal, PQ 1 3.41772668361337 \\\\\n", "51 Washington, DC 1 3.74714836223791 \\\\\n", "52 Isle of Wight, England 1 3.25809653802148 \\\\\n", "53 ?Havana, Cuba 1 3.32218303393412 \\\\\n", "54 Belfast 1 -inf \\\\\n", "55 Surbiton Hill, Surrey 1 3.3499040872746 \\\\\n", "56 Montreal, PQ 1 4.53796143629464 \\\\\n", "57 Worcester, MA 1 3.95124371858143 \\\\\n", "58 Rotterdam, Netherlands 1 -inf \\\\\n", "59 None 1 4.90995492057888 \\\\\n", "60 None 1 5.42726012246342 \\\\\n", "61 Trenton, NJ 1 3.92189016450581 \\\\\n", "62 Seattle, WA 1 3.91202300542815 \\\\\n", "63 Winnipeg, MB 1 3.69199958145018 \\\\\n", "64 London 1 3.27902974768795 \\\\\n", "65 New York, NY 1 3.27902974768795 \\\\\n", "66 St James, Long Island, NY 1 3.42412583741652 \\\\\n", "67 Streatham, Surrey 1 3.25809653802148 \\\\\n", "68 Wimbledon Park, London / Hayling Isla... 1 3.27902974768795 \\\\\n", "69 Gallipolis, Ohio / ? Paris / New York 1 3.32218303393412 \\\\\n", "70 Haddenfield, NJ 1 3.4757109858218 \\\\\n", "71 Mexico City, Mexico 1 3.32218303393412 \\\\\n", "72 Brooklyn, NY 1 3.51154543883102 \\\\\n", "73 East Orange, NJ 1 3.5269721022703 \\\\\n", "74 England Salt Lake City, Utah 1 3.27902974768795 \\\\\n", "75 London, England 1 3.55534806148941 \\\\\n", "76 Halifax, NS 1 3.27902974768795 \\\\\n", "77 St Louis, MO 1 5.35345638166308 \\\\\n", "78 New York, NY 1 3.27902974768795 \\\\\n", "79 Paris, France 1 4.23844490619586 \\\\\n", "80 Hessle, Yorks 1 3.40119738166216 \\\\\n", "81 None 1 4.33456415124619 \\\\\n", "82 New York, NY 1 3.40119738166216 \\\\\n", "83 None 1 5.42726012246342 \\\\\n", "84 None 1 5.40168229234028 \\\\\n", "85 None 1 4.90995492057888 \\\\\n", "86 Stockholm, Sweden / Washington, DC 1 3.27902974768795 \\\\\n", "87 Glen Ridge, NJ 1 3.43398720448515 \\\\\n", "88 Youngstown, OH 1 5.10513726860277 \\\\\n", "89 Birkdale, England Cleveland, Ohio 1 3.27902974768795 \\\\\n", "90 Cooperstown, NY 1 5.5697747781408 \\\\\n", "91 Denver, CO 1 3.32218303393412 \\\\\n", "92 Philadelphia, PA 1 4.33456415124619 \\\\\n", "93 None 1 4.90156419904189 \\\\\n", "94 New York, NY 1 3.26909354102882 \\\\\n", "95 Washington, DC 1 3.31221315078453 \\\\\n", "96 New York, NY 1 3.32218303393412 \\\\\n", "97 None 1 5.5697747781408 \\\\\n", "98 London, England 1 4.46014441393783 \\\\\n", "99 Paris, France 1 3.39114704580865 \\\\\n", "100 None 1 5.02091560350381 \\\\\n", " x \n", "1 0.0 \n", "2 1.0 \n", "3 0.999999999994493 \n", "4 1.0 \n", "5 0.999999999994891 \n", "6 1.0 \n", "7 0.999999999997052 \n", "8 0.999999999999943 \n", "9 1.0 \n", "10 1.0 \n", "11 0.999999999997052 \n", "12 0.999999999999966 \n", "13 0.993262053000915 \n", "14 1.0 \n", "15 1.0 \n", "16 0.999999999994891 \n", "17 0.0 \n", "18 1.0 \n", "19 0.999999999992282 \n", "20 0.999999999997052 \n", "21 0.999999999999874 \n", "22 0.999999999999983 \n", "23 1.0 \n", "24 0.999999999999112 \n", "25 0.999999999997052 \n", "26 0.0 \n", "27 1.0 \n", "28 1.0 \n", "29 0.999999999999999 \n", "30 1.0 \n", "31 1.0 \n", "32 0.0 \n", "33 1.0 \n", "34 1.0 \n", "35 1.0 \n", "36 0.999999999999953 \n", "37 0.999999999999661 \n", "38 0.999999999994891 \n", "39 0.999999999994891 \n", "40 1.0 \n", "41 0.999999999999874 \n", "42 0.999999999997052 \n", "43 0.999999999999086 \n", "44 0.999999999999906 \n", "45 1.0 \n", "46 0.999999999994891 \n", "47 1.0 \n", "48 1.0 \n", "49 0.999999999997052 \n", "50 0.999999999999943 \n", "51 1.0 \n", "52 0.999999999994891 \n", "53 0.999999999999086 \n", "54 0.0 \n", "55 0.999999999999581 \n", "56 1.0 \n", "57 1.0 \n", "58 0.0 \n", "59 1.0 \n", "60 1.0 \n", "61 1.0 \n", "62 1.0 \n", "63 1.0 \n", "64 0.999999999997052 \n", "65 0.999999999997052 \n", "66 0.999999999999953 \n", "67 0.999999999994891 \n", "68 0.999999999997052 \n", "69 0.999999999999086 \n", "70 0.999999999999991 \n", "71 0.999999999999086 \n", "72 0.999999999999997 \n", "73 0.999999999999998 \n", "74 0.999999999997052 \n", "75 0.999999999999999 \n", "76 0.999999999997052 \n", "77 1.0 \n", "78 0.999999999997052 \n", "79 1.0 \n", "80 0.999999999999906 \n", "81 1.0 \n", "82 0.999999999999906 \n", "83 1.0 \n", "84 1.0 \n", "85 1.0 \n", "86 0.999999999997052 \n", "87 0.999999999999966 \n", "88 1.0 \n", "89 0.999999999997052 \n", "90 1.0 \n", "91 0.999999999999086 \n", "92 1.0 \n", "93 1.0 \n", "94 0.999999999996168 \n", "95 0.999999999998797 \n", "96 0.999999999999086 \n", "97 1.0 \n", "98 1.0 \n", "99 0.999999999999874 \n", "100 1.0 \n", "Rows: 1-100 | Columns: 17" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Identifies the passengers who came alone in 1st and 3rd class...\n", "\n", "# ...with the 'in' method\n", "single_family[titanic[\"pclass\"]._in(1, 3)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Not In Operator (_not_in)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
123
pclass
Int
123
survived
Int
Abc
Varchar(164)
Abc
sex
Varchar(20)
123
age
Numeric(6,3)
123
sibsp
Int
123
parch
Int
Abc
ticket
Varchar(36)
123
fare
Numeric(10,5)
Abc
cabin
Varchar(30)
Abc
embarked
Varchar(20)
Abc
boat
Varchar(100)
123
body
Int
Abc
Varchar(100)
123
family_size
Int
110male39.0001120500.0A36S[null][null]1
210male71.000PC 1760949.5042[null]C[null]221
310male[null]00PC 1731825.925[null]S[null][null]1
410male36.0001305075.2417C6CA[null]1
510male25.0001390526.0[null]C[null]1481
610male45.00011378435.5TS[null][null]1
710male42.00011048926.55D22S[null][null]1
810male41.00011305430.5A21S[null][null]1
910male48.000PC 1759150.4958B10C[null]2081
1010male[null]0011237939.6[null]C[null][null]1
1110male45.00011305026.55B38S[null][null]1
1210male[null]0011379831.0[null]S[null][null]1
1310male33.0006955.0B51 B53 B55S[null][null]1
1410male28.00011305947.1[null]S[null][null]1
1510male17.00011305947.1[null]S[null][null]1
1610male49.0001992426.0[null]S[null][null]1
1710male[null]001120510.0[null]S[null][null]1
1810male[null]0011046552.0A14S[null][null]1
1910male47.000572725.5875E58S[null][null]1
2010male[null]0011379126.55[null]S[null][null]1
2110male39.000PC 1758029.7A18C[null]1331
2210female36.000PC 1753131.6792A29C[null][null]1
2310male[null]00PC 17483221.7792C95S[null][null]1
2410male30.00011305127.75C111C[null][null]1
2510male[null]0011377826.55D34S[null][null]1
2610male[null]001120580.0B102S[null][null]1
2710male47.00011132038.5E63S[null]2751
2810male24.000PC 1759379.2B86C[null][null]1
2910male71.000PC 1775434.6542A5C[null][null]1
3010male46.000PC 1759379.2B82 B84C[null][null]1
3110male[null]0011379642.4[null]S[null][null]1
3210male40.0001120590.0B94S[null]1101
3310male42.00011303842.5B11S[null][null]1
3410male[null]001746351.8625E46S[null][null]1
3510male55.00068050.0C39S[null][null]1
3610male[null]00PC 1760030.6958[null]C14[null]1
3710female50.000PC 1759528.7125C49C[null][null]1
3810male46.00069426.0[null]S[null]801
3910male50.00011304426.0E60S[null][null]1
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4110male58.0001177129.7B37C[null]2581
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Rows: 1-100 | Columns: 15
" ], "text/plain": [ " pclass survived name \\\\\n", "1 1 0 Andrews, Mr. Thomas Jr \\\\\n", "2 1 0 Artagaveytia, Mr. Ramon \\\\\n", "3 1 0 Baumann, Mr. John D \\\\\n", "4 1 0 Beattie, Mr. Thomson \\\\\n", "5 1 0 Birnbaum, Mr. Jakob \\\\\n", "6 1 0 Blackwell, Mr. Stephen Weart \\\\\n", "7 1 0 Borebank, Mr. John James \\\\\n", "8 1 0 Brady, Mr. John Bertram \\\\\n", "9 1 0 Brandeis, Mr. Emil \\\\\n", "10 1 0 Brewe, Dr. Arthur Jackson \\\\\n", "11 1 0 Butt, Major. Archibald Willingham \\\\\n", "12 1 0 Cairns, Mr. Alexander \\\\\n", "13 1 0 Carlsson, Mr. Frans Olof \\\\\n", "14 1 0 Carrau, Mr. Francisco M \\\\\n", "15 1 0 Carrau, Mr. Jose Pedro \\\\\n", "16 1 0 Case, Mr. Howard Brown \\\\\n", "17 1 0 Chisholm, Mr. Roderick Robert Crispin \\\\\n", "18 1 0 Clifford, Mr. George Quincy \\\\\n", "19 1 0 Colley, Mr. Edward Pomeroy \\\\\n", "20 1 0 Crafton, Mr. John Bertram \\\\\n", "21 1 0 Dulles, Mr. William Crothers \\\\\n", "22 1 0 Evans, Miss. Edith Corse \\\\\n", "23 1 0 Farthing, Mr. John \\\\\n", "24 1 0 Foreman, Mr. Benjamin Laventall \\\\\n", "25 1 0 Franklin, Mr. Thomas Parham \\\\\n", "26 1 0 Fry, Mr. Richard \\\\\n", "27 1 0 Gee, Mr. Arthur H \\\\\n", "28 1 0 Giglio, Mr. Victor \\\\\n", "29 1 0 Goldschmidt, Mr. George B \\\\\n", "30 1 0 Guggenheim, Mr. Benjamin \\\\\n", "31 1 0 Harrington, Mr. Charles H \\\\\n", "32 1 0 Harrison, Mr. William \\\\\n", "33 1 0 Head, Mr. Christopher \\\\\n", "34 1 0 Hilliard, Mr. Herbert Henry \\\\\n", "35 1 0 Hipkins, Mr. William Edward \\\\\n", "36 1 0 Hoyt, Mr. William Fisher \\\\\n", "37 1 0 Isham, Miss. Ann Elizabeth \\\\\n", "38 1 0 Jones, Mr. Charles Cresson \\\\\n", "39 1 0 Julian, Mr. Henry Forbes \\\\\n", "40 1 0 Keeping, Mr. Edwin \\\\\n", "41 1 0 Kent, Mr. Edward Austin \\\\\n", "42 1 0 Klaber, Mr. Herman \\\\\n", "43 1 0 Lewy, Mr. Ervin G \\\\\n", "44 1 0 Long, Mr. Milton Clyde \\\\\n", "45 1 0 Loring, Mr. Joseph Holland \\\\\n", "46 1 0 Maguire, Mr. John Edward \\\\\n", "47 1 0 McCaffry, Mr. Thomas Francis \\\\\n", "48 1 0 McCarthy, Mr. Timothy J \\\\\n", "49 1 0 Millet, Mr. Francis Davis \\\\\n", "50 1 0 Molson, Mr. Harry Markland \\\\\n", "51 1 0 Moore, Mr. Clarence Bloomfield \\\\\n", "52 1 0 Nicholson, Mr. Arthur Ernest \\\\\n", "53 1 0 Ovies y Rodriguez, Mr. Servando \\\\\n", "54 1 0 Parr, Mr. William Henry Marsh \\\\\n", "55 1 0 Partner, Mr. Austen \\\\\n", "56 1 0 Payne, Mr. Vivian Ponsonby \\\\\n", "57 1 0 Porter, Mr. Walter Chamberlain \\\\\n", "58 1 0 Reuchlin, Jonkheer. John George \\\\\n", "59 1 0 Ringhini, Mr. Sante \\\\\n", "60 1 0 Robbins, Mr. Victor \\\\\n", "61 1 0 Roebling, Mr. Washington Augustus II \\\\\n", "62 1 0 Rood, Mr. Hugh Roscoe \\\\\n", "63 1 0 Ross, Mr. John Hugo \\\\\n", "64 1 0 Rowe, Mr. Alfred G \\\\\n", "65 1 0 Smart, Mr. John Montgomery \\\\\n", "66 1 0 Smith, Mr. James Clinch \\\\\n", "67 1 0 Smith, Mr. Richard William \\\\\n", "68 1 0 Stead, Mr. William Thomas \\\\\n", "69 1 0 Stewart, Mr. Albert A \\\\\n", "70 1 0 Sutton, Mr. Frederick \\\\\n", "71 1 0 Uruchurtu, Don. Manuel E \\\\\n", "72 1 0 Van der hoef, Mr. Wyckoff \\\\\n", "73 1 0 Walker, Mr. William Anderson \\\\\n", "74 1 0 Weir, Col. John \\\\\n", "75 1 0 Williams-Lambert, Mr. Fletcher Fellows \\\\\n", "76 1 0 Wright, Mr. George \\\\\n", "77 1 1 Allen, Miss. Elisabeth Walton \\\\\n", "78 1 1 Anderson, Mr. Harry \\\\\n", "79 1 1 Aubart, Mme. Leontine Pauline \\\\\n", "80 1 1 Barkworth, Mr. Algernon Henry Wilson \\\\\n", "81 1 1 Bazzani, Miss. Albina \\\\\n", "82 1 1 Behr, Mr. Karl Howell \\\\\n", "83 1 1 Bidois, Miss. Rosalie \\\\\n", "84 1 1 Bird, Miss. Ellen \\\\\n", "85 1 1 Bissette, Miss. Amelia \\\\\n", "86 1 1 Bjornstrom-Steffansson, Mr. Mauritz H... \\\\\n", "87 1 1 Blank, Mr. Henry \\\\\n", "88 1 1 Bonnell, Miss. Caroline \\\\\n", "89 1 1 Bonnell, Miss. Elizabeth \\\\\n", "90 1 1 Bowen, Miss. Grace Scott \\\\\n", "91 1 1 Brown, Mrs. James Joseph (Margaret To... \\\\\n", "92 1 1 Bucknell, Mrs. William Robert (Emma E... \\\\\n", "93 1 1 Burns, Miss. Elizabeth Margaret \\\\\n", "94 1 1 Calderhead, Mr. Edward Pennington \\\\\n", "95 1 1 Candee, Mrs. Edward (Helen Churchill ... \\\\\n", "96 1 1 Cassebeer, Mrs. Henry Arthur Jr (Elea... \\\\\n", "97 1 1 Chaudanson, Miss. Victorine \\\\\n", "98 1 1 Cherry, Miss. Gladys \\\\\n", "99 1 1 Chevre, Mr. Paul Romaine \\\\\n", "100 1 1 Cleaver, Miss. Alice \\\\\n", " sex age sibsp parch ticket \\\\\n", "1 male 39.0 0 0 112050 \\\\\n", "2 male 71.0 0 0 PC 17609 \\\\\n", "3 male None 0 0 PC 17318 \\\\\n", "4 male 36.0 0 0 13050 \\\\\n", "5 male 25.0 0 0 13905 \\\\\n", "6 male 45.0 0 0 113784 \\\\\n", "7 male 42.0 0 0 110489 \\\\\n", "8 male 41.0 0 0 113054 \\\\\n", "9 male 48.0 0 0 PC 17591 \\\\\n", "10 male None 0 0 112379 \\\\\n", "11 male 45.0 0 0 113050 \\\\\n", "12 male None 0 0 113798 \\\\\n", "13 male 33.0 0 0 695 \\\\\n", "14 male 28.0 0 0 113059 \\\\\n", "15 male 17.0 0 0 113059 \\\\\n", "16 male 49.0 0 0 19924 \\\\\n", "17 male None 0 0 112051 \\\\\n", "18 male None 0 0 110465 \\\\\n", "19 male 47.0 0 0 5727 \\\\\n", "20 male None 0 0 113791 \\\\\n", "21 male 39.0 0 0 PC 17580 \\\\\n", "22 female 36.0 0 0 PC 17531 \\\\\n", "23 male None 0 0 PC 17483 \\\\\n", "24 male 30.0 0 0 113051 \\\\\n", "25 male None 0 0 113778 \\\\\n", "26 male None 0 0 112058 \\\\\n", "27 male 47.0 0 0 111320 \\\\\n", "28 male 24.0 0 0 PC 17593 \\\\\n", "29 male 71.0 0 0 PC 17754 \\\\\n", "30 male 46.0 0 0 PC 17593 \\\\\n", "31 male None 0 0 113796 \\\\\n", "32 male 40.0 0 0 112059 \\\\\n", "33 male 42.0 0 0 113038 \\\\\n", "34 male None 0 0 17463 \\\\\n", "35 male 55.0 0 0 680 \\\\\n", "36 male None 0 0 PC 17600 \\\\\n", "37 female 50.0 0 0 PC 17595 \\\\\n", "38 male 46.0 0 0 694 \\\\\n", "39 male 50.0 0 0 113044 \\\\\n", "40 male 32.5 0 0 113503 \\\\\n", "41 male 58.0 0 0 11771 \\\\\n", "42 male None 0 0 113028 \\\\\n", "43 male None 0 0 PC 17612 \\\\\n", "44 male 29.0 0 0 113501 \\\\\n", "45 male 30.0 0 0 113801 \\\\\n", "46 male 30.0 0 0 110469 \\\\\n", "47 male 46.0 0 0 13050 \\\\\n", "48 male 54.0 0 0 17463 \\\\\n", "49 male 65.0 0 0 13509 \\\\\n", "50 male 55.0 0 0 113787 \\\\\n", "51 male 47.0 0 0 113796 \\\\\n", "52 male 64.0 0 0 693 \\\\\n", "53 male 28.5 0 0 PC 17562 \\\\\n", "54 male None 0 0 112052 \\\\\n", "55 male 45.5 0 0 113043 \\\\\n", "56 male 23.0 0 0 12749 \\\\\n", "57 male 47.0 0 0 110465 \\\\\n", "58 male 38.0 0 0 19972 \\\\\n", "59 male 22.0 0 0 PC 17760 \\\\\n", "60 male None 0 0 PC 17757 \\\\\n", "61 male 31.0 0 0 PC 17590 \\\\\n", "62 male None 0 0 113767 \\\\\n", "63 male 36.0 0 0 13049 \\\\\n", "64 male 33.0 0 0 113790 \\\\\n", "65 male 56.0 0 0 113792 \\\\\n", "66 male 56.0 0 0 17764 \\\\\n", "67 male None 0 0 113056 \\\\\n", "68 male 62.0 0 0 113514 \\\\\n", "69 male None 0 0 PC 17605 \\\\\n", "70 male 61.0 0 0 36963 \\\\\n", "71 male 40.0 0 0 PC 17601 \\\\\n", "72 male 61.0 0 0 111240 \\\\\n", "73 male 47.0 0 0 36967 \\\\\n", "74 male 60.0 0 0 113800 \\\\\n", "75 male None 0 0 113510 \\\\\n", "76 male 62.0 0 0 113807 \\\\\n", "77 female 29.0 0 0 24160 \\\\\n", "78 male 48.0 0 0 19952 \\\\\n", "79 female 24.0 0 0 PC 17477 \\\\\n", "80 male 80.0 0 0 27042 \\\\\n", "81 female 32.0 0 0 11813 \\\\\n", "82 male 26.0 0 0 111369 \\\\\n", "83 female 42.0 0 0 PC 17757 \\\\\n", "84 female 29.0 0 0 PC 17483 \\\\\n", "85 female 35.0 0 0 PC 17760 \\\\\n", "86 male 28.0 0 0 110564 \\\\\n", "87 male 40.0 0 0 112277 \\\\\n", "88 female 30.0 0 0 36928 \\\\\n", "89 female 58.0 0 0 113783 \\\\\n", "90 female 45.0 0 0 PC 17608 \\\\\n", "91 female 44.0 0 0 PC 17610 \\\\\n", "92 female 60.0 0 0 11813 \\\\\n", "93 female 41.0 0 0 16966 \\\\\n", "94 male 42.0 0 0 PC 17476 \\\\\n", "95 female 53.0 0 0 PC 17606 \\\\\n", "96 female None 0 0 17770 \\\\\n", "97 female 36.0 0 0 PC 17608 \\\\\n", "98 female 30.0 0 0 110152 \\\\\n", "99 male 45.0 0 0 PC 17594 \\\\\n", "100 female 22.0 0 0 113781 \\\\\n", " fare cabin embarked boat body \\\\\n", "1 0.0 A36 S None None \\\\\n", "2 49.5042 None C None 22 \\\\\n", "3 25.925 None S None None \\\\\n", "4 75.2417 C6 C A None \\\\\n", "5 26.0 None C None 148 \\\\\n", "6 35.5 T S None None \\\\\n", "7 26.55 D22 S None None \\\\\n", "8 30.5 A21 S None None \\\\\n", "9 50.4958 B10 C None 208 \\\\\n", "10 39.6 None C None None \\\\\n", "11 26.55 B38 S None None \\\\\n", "12 31.0 None S None None \\\\\n", "13 5.0 B51 B53 B55 S None None \\\\\n", "14 47.1 None S None None \\\\\n", "15 47.1 None S None None \\\\\n", "16 26.0 None S None None \\\\\n", "17 0.0 None S None None \\\\\n", "18 52.0 A14 S None None \\\\\n", "19 25.5875 E58 S None None \\\\\n", "20 26.55 None S None None \\\\\n", "21 29.7 A18 C None 133 \\\\\n", "22 31.6792 A29 C None None \\\\\n", "23 221.7792 C95 S None None \\\\\n", "24 27.75 C111 C None None \\\\\n", "25 26.55 D34 S None None \\\\\n", "26 0.0 B102 S None None \\\\\n", "27 38.5 E63 S None 275 \\\\\n", "28 79.2 B86 C None None \\\\\n", "29 34.6542 A5 C None None \\\\\n", "30 79.2 B82 B84 C None None \\\\\n", "31 42.4 None S None None \\\\\n", "32 0.0 B94 S None 110 \\\\\n", "33 42.5 B11 S None None \\\\\n", "34 51.8625 E46 S None None \\\\\n", "35 50.0 C39 S None None \\\\\n", "36 30.6958 None C 14 None \\\\\n", "37 28.7125 C49 C None None \\\\\n", "38 26.0 None S None 80 \\\\\n", "39 26.0 E60 S None None \\\\\n", "40 211.5 C132 C None 45 \\\\\n", "41 29.7 B37 C None 258 \\\\\n", "42 26.55 C124 S None None \\\\\n", "43 27.7208 None C None None \\\\\n", "44 30.0 D6 S None 126 \\\\\n", "45 45.5 None S None None \\\\\n", "46 26.0 C106 S None None \\\\\n", "47 75.2417 C6 C None 292 \\\\\n", "48 51.8625 E46 S None 175 \\\\\n", "49 26.55 E38 S None 249 \\\\\n", "50 30.5 C30 S None None \\\\\n", "51 42.4 None S None None \\\\\n", "52 26.0 None S None 263 \\\\\n", "53 27.7208 D43 C None 189 \\\\\n", "54 0.0 None S None None \\\\\n", "55 28.5 C124 S None 166 \\\\\n", "56 93.5 B24 S None None \\\\\n", "57 52.0 C110 S None 207 \\\\\n", "58 0.0 None S None None \\\\\n", "59 135.6333 None C None 232 \\\\\n", "60 227.525 None C None None \\\\\n", "61 50.4958 A24 S None None \\\\\n", "62 50.0 A32 S None None \\\\\n", "63 40.125 A10 C None None \\\\\n", "64 26.55 None S None 109 \\\\\n", "65 26.55 None S None None \\\\\n", "66 30.6958 A7 C None None \\\\\n", "67 26.0 A19 S None None \\\\\n", "68 26.55 C87 S None None \\\\\n", "69 27.7208 None C None None \\\\\n", "70 32.3208 D50 S None 46 \\\\\n", "71 27.7208 None C None None \\\\\n", "72 33.5 B19 S None 245 \\\\\n", "73 34.0208 D46 S None None \\\\\n", "74 26.55 None S None None \\\\\n", "75 35.0 C128 S None None \\\\\n", "76 26.55 None S None None \\\\\n", "77 211.3375 B5 S 2 None \\\\\n", "78 26.55 E12 S 3 None \\\\\n", "79 69.3 B35 C 9 None \\\\\n", "80 30.0 A23 S B None \\\\\n", "81 76.2917 D15 C 8 None \\\\\n", "82 30.0 C148 C 5 None \\\\\n", "83 227.525 None C 4 None \\\\\n", "84 221.7792 C97 S 8 None \\\\\n", "85 135.6333 C99 S 8 None \\\\\n", "86 26.55 C52 S D None \\\\\n", "87 31.0 A31 C 7 None \\\\\n", "88 164.8667 C7 S 8 None \\\\\n", "89 26.55 C103 S 8 None \\\\\n", "90 262.375 None C 4 None \\\\\n", "91 27.7208 B4 C 6 None \\\\\n", "92 76.2917 D15 C 8 None \\\\\n", "93 134.5 E40 C 3 None \\\\\n", "94 26.2875 E24 S 5 None \\\\\n", "95 27.4458 None C 6 None \\\\\n", "96 27.7208 None C 5 None \\\\\n", "97 262.375 B61 C 4 None \\\\\n", "98 86.5 B77 S 8 None \\\\\n", "99 29.7 A9 C 7 None \\\\\n", "100 151.55 None S 11 None \\\\\n", " home.dest family_size \n", "1 Belfast, NI 1 \n", "2 Montevideo, Uruguay 1 \n", "3 New York, NY 1 \n", "4 Winnipeg, MN 1 \n", "5 San Francisco, CA 1 \n", "6 Trenton, NJ 1 \n", "7 London / Winnipeg, MB 1 \n", "8 Pomeroy, WA 1 \n", "9 Omaha, NE 1 \n", "10 Philadelphia, PA 1 \n", "11 Washington, DC 1 \n", "12 None 1 \n", "13 New York, NY 1 \n", "14 Montevideo, Uruguay 1 \n", "15 Montevideo, Uruguay 1 \n", "16 Ascot, Berkshire / Rochester, NY 1 \n", "17 Liverpool, England / Belfast 1 \n", "18 Stoughton, MA 1 \n", "19 Victoria, BC 1 \n", "20 Roachdale, IN 1 \n", "21 Philadelphia, PA 1 \n", "22 New York, NY 1 \n", "23 None 1 \n", "24 New York, NY 1 \n", "25 Westcliff-on-Sea, Essex 1 \n", "26 None 1 \n", "27 St Anne's-on-Sea, Lancashire 1 \n", "28 None 1 \n", "29 New York, NY 1 \n", "30 New York, NY 1 \n", "31 None 1 \n", "32 None 1 \n", "33 London / Middlesex 1 \n", "34 Brighton, MA 1 \n", "35 London / Birmingham 1 \n", "36 New York, NY 1 \n", "37 Paris, France New York, NY 1 \n", "38 Bennington, VT 1 \n", "39 London 1 \n", "40 None 1 \n", "41 Buffalo, NY 1 \n", "42 Portland, OR 1 \n", "43 Chicago, IL 1 \n", "44 Springfield, MA 1 \n", "45 London / New York, NY 1 \n", "46 Brockton, MA 1 \n", "47 Vancouver, BC 1 \n", "48 Dorchester, MA 1 \n", "49 East Bridgewater, MA 1 \n", "50 Montreal, PQ 1 \n", "51 Washington, DC 1 \n", "52 Isle of Wight, England 1 \n", "53 ?Havana, Cuba 1 \n", "54 Belfast 1 \n", "55 Surbiton Hill, Surrey 1 \n", "56 Montreal, PQ 1 \n", "57 Worcester, MA 1 \n", "58 Rotterdam, Netherlands 1 \n", "59 None 1 \n", "60 None 1 \n", "61 Trenton, NJ 1 \n", "62 Seattle, WA 1 \n", "63 Winnipeg, MB 1 \n", "64 London 1 \n", "65 New York, NY 1 \n", "66 St James, Long Island, NY 1 \n", "67 Streatham, Surrey 1 \n", "68 Wimbledon Park, London / Hayling Isla... 1 \n", "69 Gallipolis, Ohio / ? Paris / New York 1 \n", "70 Haddenfield, NJ 1 \n", "71 Mexico City, Mexico 1 \n", "72 Brooklyn, NY 1 \n", "73 East Orange, NJ 1 \n", "74 England Salt Lake City, Utah 1 \n", "75 London, England 1 \n", "76 Halifax, NS 1 \n", "77 St Louis, MO 1 \n", "78 New York, NY 1 \n", "79 Paris, France 1 \n", "80 Hessle, Yorks 1 \n", "81 None 1 \n", "82 New York, NY 1 \n", "83 None 1 \n", "84 None 1 \n", "85 None 1 \n", "86 Stockholm, Sweden / Washington, DC 1 \n", "87 Glen Ridge, NJ 1 \n", "88 Youngstown, OH 1 \n", "89 Birkdale, England Cleveland, Ohio 1 \n", "90 Cooperstown, NY 1 \n", "91 Denver, CO 1 \n", "92 Philadelphia, PA 1 \n", "93 None 1 \n", "94 New York, NY 1 \n", "95 Washington, DC 1 \n", "96 New York, NY 1 \n", "97 None 1 \n", "98 London, England 1 \n", "99 Paris, France 1 \n", "100 None 1 \n", "Rows: 1-100 | Columns: 15" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ...with the 'not_in' method\n", "single_family[titanic[\"pclass\"]._not_in(2)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or Operator (|)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
123
pclass
Int
123
survived
Int
Abc
Varchar(164)
Abc
sex
Varchar(20)
123
age
Numeric(6,3)
123
sibsp
Int
123
parch
Int
Abc
ticket
Varchar(36)
123
fare
Numeric(10,5)
Abc
cabin
Varchar(30)
Abc
embarked
Varchar(20)
Abc
boat
Varchar(100)
123
body
Int
Abc
Varchar(100)
123
family_size
Int
123
ln_fare
Float
123
x
Float
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610male45.00011378435.5TS[null][null]13.569532696481371.0
710male42.00011048926.55D22S[null][null]13.279029747687950.999999999997052
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1010male[null]0011237939.6[null]C[null][null]13.678829118260431.0
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1210male[null]0011379831.0[null]S[null][null]13.433987204485150.999999999999966
1310male33.0006955.0B51 B53 B55S[null][null]11.60943791243410.993262053000915
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1510male17.00011305947.1[null]S[null][null]13.852273001022371.0
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2210female36.000PC 1753131.6792A29C[null][null]13.455660314102120.999999999999983
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2910male71.000PC 1775434.6542A5C[null][null]13.545418930411530.999999999999999
3010male46.000PC 1759379.2B82 B84C[null][null]14.371976298820381.0
3110male[null]0011379642.4[null]S[null][null]13.747148362237911.0
3210male40.0001120590.0B94S[null]1101-inf0.0
3310male42.00011303842.5B11S[null][null]13.749504075930371.0
3410male[null]001746351.8625E46S[null][null]13.948595985658991.0
3510male55.00068050.0C39S[null][null]13.912023005428151.0
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3710female50.000PC 1759528.7125C49C[null][null]13.357332568015220.999999999999661
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3910male50.00011304426.0E60S[null][null]13.258096538021480.999999999994891
4010male32.500113503211.5C132C[null]4515.354224998486331.0
4110male58.0001177129.7B37C[null]25813.391147045808650.999999999999874
4210male[null]0011302826.55C124S[null][null]13.279029747687950.999999999997052
4310male[null]00PC 1761227.7208[null]C[null][null]13.322183033934120.999999999999086
4410male29.00011350130.0D6S[null]12613.401197381662160.999999999999906
4510male30.00011380145.5[null]S[null][null]13.81771232595691.0
4610male30.00011046926.0C106S[null][null]13.258096538021480.999999999994891
4710male46.0001305075.2417C6C[null]29214.320705598542281.0
4810male54.0001746351.8625E46S[null]17513.948595985658991.0
4910male65.0001350926.55E38S[null]24913.279029747687950.999999999997052
5010male55.00011378730.5C30S[null][null]13.417726683613370.999999999999943
5110male47.00011379642.4[null]S[null][null]13.747148362237911.0
5210male64.00069326.0[null]S[null]26313.258096538021480.999999999994891
5310male28.500PC 1756227.7208D43C[null]18913.322183033934120.999999999999086
5410male[null]001120520.0[null]S[null][null]1-inf0.0
5510male45.50011304328.5C124S[null]16613.34990408727460.999999999999581
5610male23.0001274993.5B24S[null][null]14.537961436294641.0
5710male47.00011046552.0C110S[null]20713.951243718581431.0
5810male38.000199720.0[null]S[null][null]1-inf0.0
5910male22.000PC 17760135.6333[null]C[null]23214.909954920578881.0
6010male[null]00PC 17757227.525[null]C[null][null]15.427260122463421.0
6110male31.000PC 1759050.4958A24S[null][null]13.921890164505811.0
6210male[null]0011376750.0A32S[null][null]13.912023005428151.0
6310male36.0001304940.125A10C[null][null]13.691999581450181.0
6410male33.00011379026.55[null]S[null]10913.279029747687950.999999999997052
6510male56.00011379226.55[null]S[null][null]13.279029747687950.999999999997052
6610male56.0001776430.6958A7C[null][null]13.424125837416520.999999999999953
6710male[null]0011305626.0A19S[null][null]13.258096538021480.999999999994891
6810male62.00011351426.55C87S[null][null]13.279029747687950.999999999997052
6910male[null]00PC 1760527.7208[null]C[null][null]13.322183033934120.999999999999086
7010male61.0003696332.3208D50S[null]4613.47571098582180.999999999999991
7110male40.000PC 1760127.7208[null]C[null][null]13.322183033934120.999999999999086
7210male61.00011124033.5B19S[null]24513.511545438831020.999999999999997
7310male47.0003696734.0208D46S[null][null]13.52697210227030.999999999999998
7410male60.00011380026.55[null]S[null][null]13.279029747687950.999999999997052
7510male[null]0011351035.0C128S[null][null]13.555348061489410.999999999999999
7610male62.00011380726.55[null]S[null][null]13.279029747687950.999999999997052
7711female29.00024160211.3375B5S2[null]15.353456381663081.0
7811male48.0001995226.55E12S3[null]13.279029747687950.999999999997052
7911female24.000PC 1747769.3B35C9[null]14.238444906195861.0
8011male80.0002704230.0A23SB[null]13.401197381662160.999999999999906
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8211male26.00011136930.0C148C5[null]13.401197381662160.999999999999906
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8411female29.000PC 17483221.7792C97S8[null]15.401682292340281.0
8511female35.000PC 17760135.6333C99S8[null]14.909954920578881.0
8611male28.00011056426.55C52SD[null]13.279029747687950.999999999997052
8711male40.00011227731.0A31C7[null]13.433987204485150.999999999999966
8811female30.00036928164.8667C7S8[null]15.105137268602771.0
8911female58.00011378326.55C103S8[null]13.279029747687950.999999999997052
9011female45.000PC 17608262.375[null]C4[null]15.56977477814081.0
9111female44.000PC 1761027.7208B4C6[null]13.322183033934120.999999999999086
9211female60.0001181376.2917D15C8[null]14.334564151246191.0
9311female41.00016966134.5E40C3[null]14.901564199041891.0
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9511female53.000PC 1760627.4458[null]C6[null]13.312213150784530.999999999998797
9611female[null]001777027.7208[null]C5[null]13.322183033934120.999999999999086
9711female36.000PC 17608262.375B61C4[null]15.56977477814081.0
9811female30.00011015286.5B77S8[null]14.460144413937831.0
9911male45.000PC 1759429.7A9C7[null]13.391147045808650.999999999999874
10011female22.000113781151.55[null]S11[null]15.020915603503811.0
Rows: 1-100 | Columns: 17
" ], "text/plain": [ " pclass survived name \\\\\n", "1 1 0 Andrews, Mr. Thomas Jr \\\\\n", "2 1 0 Artagaveytia, Mr. Ramon \\\\\n", "3 1 0 Baumann, Mr. John D \\\\\n", "4 1 0 Beattie, Mr. Thomson \\\\\n", "5 1 0 Birnbaum, Mr. Jakob \\\\\n", "6 1 0 Blackwell, Mr. Stephen Weart \\\\\n", "7 1 0 Borebank, Mr. John James \\\\\n", "8 1 0 Brady, Mr. John Bertram \\\\\n", "9 1 0 Brandeis, Mr. Emil \\\\\n", "10 1 0 Brewe, Dr. Arthur Jackson \\\\\n", "11 1 0 Butt, Major. Archibald Willingham \\\\\n", "12 1 0 Cairns, Mr. Alexander \\\\\n", "13 1 0 Carlsson, Mr. Frans Olof \\\\\n", "14 1 0 Carrau, Mr. Francisco M \\\\\n", "15 1 0 Carrau, Mr. Jose Pedro \\\\\n", "16 1 0 Case, Mr. Howard Brown \\\\\n", "17 1 0 Chisholm, Mr. Roderick Robert Crispin \\\\\n", "18 1 0 Clifford, Mr. George Quincy \\\\\n", "19 1 0 Colley, Mr. Edward Pomeroy \\\\\n", "20 1 0 Crafton, Mr. John Bertram \\\\\n", "21 1 0 Dulles, Mr. William Crothers \\\\\n", "22 1 0 Evans, Miss. Edith Corse \\\\\n", "23 1 0 Farthing, Mr. John \\\\\n", "24 1 0 Foreman, Mr. Benjamin Laventall \\\\\n", "25 1 0 Franklin, Mr. Thomas Parham \\\\\n", "26 1 0 Fry, Mr. Richard \\\\\n", "27 1 0 Gee, Mr. Arthur H \\\\\n", "28 1 0 Giglio, Mr. Victor \\\\\n", "29 1 0 Goldschmidt, Mr. George B \\\\\n", "30 1 0 Guggenheim, Mr. Benjamin \\\\\n", "31 1 0 Harrington, Mr. Charles H \\\\\n", "32 1 0 Harrison, Mr. William \\\\\n", "33 1 0 Head, Mr. Christopher \\\\\n", "34 1 0 Hilliard, Mr. Herbert Henry \\\\\n", "35 1 0 Hipkins, Mr. William Edward \\\\\n", "36 1 0 Hoyt, Mr. William Fisher \\\\\n", "37 1 0 Isham, Miss. Ann Elizabeth \\\\\n", "38 1 0 Jones, Mr. Charles Cresson \\\\\n", "39 1 0 Julian, Mr. Henry Forbes \\\\\n", "40 1 0 Keeping, Mr. Edwin \\\\\n", "41 1 0 Kent, Mr. Edward Austin \\\\\n", "42 1 0 Klaber, Mr. Herman \\\\\n", "43 1 0 Lewy, Mr. Ervin G \\\\\n", "44 1 0 Long, Mr. Milton Clyde \\\\\n", "45 1 0 Loring, Mr. Joseph Holland \\\\\n", "46 1 0 Maguire, Mr. John Edward \\\\\n", "47 1 0 McCaffry, Mr. Thomas Francis \\\\\n", "48 1 0 McCarthy, Mr. Timothy J \\\\\n", "49 1 0 Millet, Mr. Francis Davis \\\\\n", "50 1 0 Molson, Mr. Harry Markland \\\\\n", "51 1 0 Moore, Mr. Clarence Bloomfield \\\\\n", "52 1 0 Nicholson, Mr. Arthur Ernest \\\\\n", "53 1 0 Ovies y Rodriguez, Mr. Servando \\\\\n", "54 1 0 Parr, Mr. William Henry Marsh \\\\\n", "55 1 0 Partner, Mr. Austen \\\\\n", "56 1 0 Payne, Mr. Vivian Ponsonby \\\\\n", "57 1 0 Porter, Mr. Walter Chamberlain \\\\\n", "58 1 0 Reuchlin, Jonkheer. John George \\\\\n", "59 1 0 Ringhini, Mr. Sante \\\\\n", "60 1 0 Robbins, Mr. Victor \\\\\n", "61 1 0 Roebling, Mr. Washington Augustus II \\\\\n", "62 1 0 Rood, Mr. Hugh Roscoe \\\\\n", "63 1 0 Ross, Mr. John Hugo \\\\\n", "64 1 0 Rowe, Mr. Alfred G \\\\\n", "65 1 0 Smart, Mr. John Montgomery \\\\\n", "66 1 0 Smith, Mr. James Clinch \\\\\n", "67 1 0 Smith, Mr. Richard William \\\\\n", "68 1 0 Stead, Mr. William Thomas \\\\\n", "69 1 0 Stewart, Mr. Albert A \\\\\n", "70 1 0 Sutton, Mr. Frederick \\\\\n", "71 1 0 Uruchurtu, Don. Manuel E \\\\\n", "72 1 0 Van der hoef, Mr. Wyckoff \\\\\n", "73 1 0 Walker, Mr. William Anderson \\\\\n", "74 1 0 Weir, Col. John \\\\\n", "75 1 0 Williams-Lambert, Mr. Fletcher Fellows \\\\\n", "76 1 0 Wright, Mr. George \\\\\n", "77 1 1 Allen, Miss. Elisabeth Walton \\\\\n", "78 1 1 Anderson, Mr. Harry \\\\\n", "79 1 1 Aubart, Mme. Leontine Pauline \\\\\n", "80 1 1 Barkworth, Mr. Algernon Henry Wilson \\\\\n", "81 1 1 Bazzani, Miss. Albina \\\\\n", "82 1 1 Behr, Mr. Karl Howell \\\\\n", "83 1 1 Bidois, Miss. Rosalie \\\\\n", "84 1 1 Bird, Miss. Ellen \\\\\n", "85 1 1 Bissette, Miss. Amelia \\\\\n", "86 1 1 Bjornstrom-Steffansson, Mr. Mauritz H... \\\\\n", "87 1 1 Blank, Mr. Henry \\\\\n", "88 1 1 Bonnell, Miss. Caroline \\\\\n", "89 1 1 Bonnell, Miss. Elizabeth \\\\\n", "90 1 1 Bowen, Miss. Grace Scott \\\\\n", "91 1 1 Brown, Mrs. James Joseph (Margaret To... \\\\\n", "92 1 1 Bucknell, Mrs. William Robert (Emma E... \\\\\n", "93 1 1 Burns, Miss. Elizabeth Margaret \\\\\n", "94 1 1 Calderhead, Mr. Edward Pennington \\\\\n", "95 1 1 Candee, Mrs. Edward (Helen Churchill ... \\\\\n", "96 1 1 Cassebeer, Mrs. Henry Arthur Jr (Elea... \\\\\n", "97 1 1 Chaudanson, Miss. Victorine \\\\\n", "98 1 1 Cherry, Miss. Gladys \\\\\n", "99 1 1 Chevre, Mr. Paul Romaine \\\\\n", "100 1 1 Cleaver, Miss. Alice \\\\\n", " sex age sibsp parch ticket \\\\\n", "1 male 39.0 0 0 112050 \\\\\n", "2 male 71.0 0 0 PC 17609 \\\\\n", "3 male None 0 0 PC 17318 \\\\\n", "4 male 36.0 0 0 13050 \\\\\n", "5 male 25.0 0 0 13905 \\\\\n", "6 male 45.0 0 0 113784 \\\\\n", "7 male 42.0 0 0 110489 \\\\\n", "8 male 41.0 0 0 113054 \\\\\n", "9 male 48.0 0 0 PC 17591 \\\\\n", "10 male None 0 0 112379 \\\\\n", "11 male 45.0 0 0 113050 \\\\\n", "12 male None 0 0 113798 \\\\\n", "13 male 33.0 0 0 695 \\\\\n", "14 male 28.0 0 0 113059 \\\\\n", "15 male 17.0 0 0 113059 \\\\\n", "16 male 49.0 0 0 19924 \\\\\n", "17 male None 0 0 112051 \\\\\n", "18 male None 0 0 110465 \\\\\n", "19 male 47.0 0 0 5727 \\\\\n", "20 male None 0 0 113791 \\\\\n", "21 male 39.0 0 0 PC 17580 \\\\\n", "22 female 36.0 0 0 PC 17531 \\\\\n", "23 male None 0 0 PC 17483 \\\\\n", "24 male 30.0 0 0 113051 \\\\\n", "25 male None 0 0 113778 \\\\\n", "26 male None 0 0 112058 \\\\\n", "27 male 47.0 0 0 111320 \\\\\n", "28 male 24.0 0 0 PC 17593 \\\\\n", "29 male 71.0 0 0 PC 17754 \\\\\n", "30 male 46.0 0 0 PC 17593 \\\\\n", "31 male None 0 0 113796 \\\\\n", "32 male 40.0 0 0 112059 \\\\\n", "33 male 42.0 0 0 113038 \\\\\n", "34 male None 0 0 17463 \\\\\n", "35 male 55.0 0 0 680 \\\\\n", "36 male None 0 0 PC 17600 \\\\\n", "37 female 50.0 0 0 PC 17595 \\\\\n", "38 male 46.0 0 0 694 \\\\\n", "39 male 50.0 0 0 113044 \\\\\n", "40 male 32.5 0 0 113503 \\\\\n", "41 male 58.0 0 0 11771 \\\\\n", "42 male None 0 0 113028 \\\\\n", "43 male None 0 0 PC 17612 \\\\\n", "44 male 29.0 0 0 113501 \\\\\n", "45 male 30.0 0 0 113801 \\\\\n", "46 male 30.0 0 0 110469 \\\\\n", "47 male 46.0 0 0 13050 \\\\\n", "48 male 54.0 0 0 17463 \\\\\n", "49 male 65.0 0 0 13509 \\\\\n", "50 male 55.0 0 0 113787 \\\\\n", "51 male 47.0 0 0 113796 \\\\\n", "52 male 64.0 0 0 693 \\\\\n", "53 male 28.5 0 0 PC 17562 \\\\\n", "54 male None 0 0 112052 \\\\\n", "55 male 45.5 0 0 113043 \\\\\n", "56 male 23.0 0 0 12749 \\\\\n", "57 male 47.0 0 0 110465 \\\\\n", "58 male 38.0 0 0 19972 \\\\\n", "59 male 22.0 0 0 PC 17760 \\\\\n", "60 male None 0 0 PC 17757 \\\\\n", "61 male 31.0 0 0 PC 17590 \\\\\n", "62 male None 0 0 113767 \\\\\n", "63 male 36.0 0 0 13049 \\\\\n", "64 male 33.0 0 0 113790 \\\\\n", "65 male 56.0 0 0 113792 \\\\\n", "66 male 56.0 0 0 17764 \\\\\n", "67 male None 0 0 113056 \\\\\n", "68 male 62.0 0 0 113514 \\\\\n", "69 male None 0 0 PC 17605 \\\\\n", "70 male 61.0 0 0 36963 \\\\\n", "71 male 40.0 0 0 PC 17601 \\\\\n", "72 male 61.0 0 0 111240 \\\\\n", "73 male 47.0 0 0 36967 \\\\\n", "74 male 60.0 0 0 113800 \\\\\n", "75 male None 0 0 113510 \\\\\n", "76 male 62.0 0 0 113807 \\\\\n", "77 female 29.0 0 0 24160 \\\\\n", "78 male 48.0 0 0 19952 \\\\\n", "79 female 24.0 0 0 PC 17477 \\\\\n", "80 male 80.0 0 0 27042 \\\\\n", "81 female 32.0 0 0 11813 \\\\\n", "82 male 26.0 0 0 111369 \\\\\n", "83 female 42.0 0 0 PC 17757 \\\\\n", "84 female 29.0 0 0 PC 17483 \\\\\n", "85 female 35.0 0 0 PC 17760 \\\\\n", "86 male 28.0 0 0 110564 \\\\\n", "87 male 40.0 0 0 112277 \\\\\n", "88 female 30.0 0 0 36928 \\\\\n", "89 female 58.0 0 0 113783 \\\\\n", "90 female 45.0 0 0 PC 17608 \\\\\n", "91 female 44.0 0 0 PC 17610 \\\\\n", "92 female 60.0 0 0 11813 \\\\\n", "93 female 41.0 0 0 16966 \\\\\n", "94 male 42.0 0 0 PC 17476 \\\\\n", "95 female 53.0 0 0 PC 17606 \\\\\n", "96 female None 0 0 17770 \\\\\n", "97 female 36.0 0 0 PC 17608 \\\\\n", "98 female 30.0 0 0 110152 \\\\\n", "99 male 45.0 0 0 PC 17594 \\\\\n", "100 female 22.0 0 0 113781 \\\\\n", " fare cabin embarked boat body \\\\\n", "1 0.0 A36 S None None \\\\\n", "2 49.5042 None C None 22 \\\\\n", "3 25.925 None S None None \\\\\n", "4 75.2417 C6 C A None \\\\\n", "5 26.0 None C None 148 \\\\\n", "6 35.5 T S None None \\\\\n", "7 26.55 D22 S None None \\\\\n", "8 30.5 A21 S None None \\\\\n", "9 50.4958 B10 C None 208 \\\\\n", "10 39.6 None C None None \\\\\n", "11 26.55 B38 S None None \\\\\n", "12 31.0 None S None None \\\\\n", "13 5.0 B51 B53 B55 S None None \\\\\n", "14 47.1 None S None None \\\\\n", "15 47.1 None S None None \\\\\n", "16 26.0 None S None None \\\\\n", "17 0.0 None S None None \\\\\n", "18 52.0 A14 S None None \\\\\n", "19 25.5875 E58 S None None \\\\\n", "20 26.55 None S None None \\\\\n", "21 29.7 A18 C None 133 \\\\\n", "22 31.6792 A29 C None None \\\\\n", "23 221.7792 C95 S None None \\\\\n", "24 27.75 C111 C None None \\\\\n", "25 26.55 D34 S None None \\\\\n", "26 0.0 B102 S None None \\\\\n", "27 38.5 E63 S None 275 \\\\\n", "28 79.2 B86 C None None \\\\\n", "29 34.6542 A5 C None None \\\\\n", "30 79.2 B82 B84 C None None \\\\\n", "31 42.4 None S None None \\\\\n", "32 0.0 B94 S None 110 \\\\\n", "33 42.5 B11 S None None \\\\\n", "34 51.8625 E46 S None None \\\\\n", "35 50.0 C39 S None None \\\\\n", "36 30.6958 None C 14 None \\\\\n", "37 28.7125 C49 C None None \\\\\n", "38 26.0 None S None 80 \\\\\n", "39 26.0 E60 S None None \\\\\n", "40 211.5 C132 C None 45 \\\\\n", "41 29.7 B37 C None 258 \\\\\n", "42 26.55 C124 S None None \\\\\n", "43 27.7208 None C None None \\\\\n", "44 30.0 D6 S None 126 \\\\\n", "45 45.5 None S None None \\\\\n", "46 26.0 C106 S None None \\\\\n", "47 75.2417 C6 C None 292 \\\\\n", "48 51.8625 E46 S None 175 \\\\\n", "49 26.55 E38 S None 249 \\\\\n", "50 30.5 C30 S None None \\\\\n", "51 42.4 None S None None \\\\\n", "52 26.0 None S None 263 \\\\\n", "53 27.7208 D43 C None 189 \\\\\n", "54 0.0 None S None None \\\\\n", "55 28.5 C124 S None 166 \\\\\n", "56 93.5 B24 S None None \\\\\n", "57 52.0 C110 S None 207 \\\\\n", "58 0.0 None S None None \\\\\n", "59 135.6333 None C None 232 \\\\\n", "60 227.525 None C None None \\\\\n", "61 50.4958 A24 S None None \\\\\n", "62 50.0 A32 S None None \\\\\n", "63 40.125 A10 C None None \\\\\n", "64 26.55 None S None 109 \\\\\n", "65 26.55 None S None None \\\\\n", "66 30.6958 A7 C None None \\\\\n", "67 26.0 A19 S None None \\\\\n", "68 26.55 C87 S None None \\\\\n", "69 27.7208 None C None None \\\\\n", "70 32.3208 D50 S None 46 \\\\\n", "71 27.7208 None C None None \\\\\n", "72 33.5 B19 S None 245 \\\\\n", "73 34.0208 D46 S None None \\\\\n", "74 26.55 None S None None \\\\\n", "75 35.0 C128 S None None \\\\\n", "76 26.55 None S None None \\\\\n", "77 211.3375 B5 S 2 None \\\\\n", "78 26.55 E12 S 3 None \\\\\n", "79 69.3 B35 C 9 None \\\\\n", "80 30.0 A23 S B None \\\\\n", "81 76.2917 D15 C 8 None \\\\\n", "82 30.0 C148 C 5 None \\\\\n", "83 227.525 None C 4 None \\\\\n", "84 221.7792 C97 S 8 None \\\\\n", "85 135.6333 C99 S 8 None \\\\\n", "86 26.55 C52 S D None \\\\\n", "87 31.0 A31 C 7 None \\\\\n", "88 164.8667 C7 S 8 None \\\\\n", "89 26.55 C103 S 8 None \\\\\n", "90 262.375 None C 4 None \\\\\n", "91 27.7208 B4 C 6 None \\\\\n", "92 76.2917 D15 C 8 None \\\\\n", "93 134.5 E40 C 3 None \\\\\n", "94 26.2875 E24 S 5 None \\\\\n", "95 27.4458 None C 6 None \\\\\n", "96 27.7208 None C 5 None \\\\\n", "97 262.375 B61 C 4 None \\\\\n", "98 86.5 B77 S 8 None \\\\\n", "99 29.7 A9 C 7 None \\\\\n", "100 151.55 None S 11 None \\\\\n", " home.dest family_size ln_fare \\\\\n", "1 Belfast, NI 1 -inf \\\\\n", "2 Montevideo, Uruguay 1 3.90205751446006 \\\\\n", "3 New York, NY 1 3.25520775411559 \\\\\n", "4 Winnipeg, MN 1 4.32070559854228 \\\\\n", "5 San Francisco, CA 1 3.25809653802148 \\\\\n", "6 Trenton, NJ 1 3.56953269648137 \\\\\n", "7 London / Winnipeg, MB 1 3.27902974768795 \\\\\n", "8 Pomeroy, WA 1 3.41772668361337 \\\\\n", "9 Omaha, NE 1 3.92189016450581 \\\\\n", "10 Philadelphia, PA 1 3.67882911826043 \\\\\n", "11 Washington, DC 1 3.27902974768795 \\\\\n", "12 None 1 3.43398720448515 \\\\\n", "13 New York, NY 1 1.6094379124341 \\\\\n", "14 Montevideo, Uruguay 1 3.85227300102237 \\\\\n", "15 Montevideo, Uruguay 1 3.85227300102237 \\\\\n", "16 Ascot, Berkshire / Rochester, NY 1 3.25809653802148 \\\\\n", "17 Liverpool, England / Belfast 1 -inf \\\\\n", "18 Stoughton, MA 1 3.95124371858143 \\\\\n", "19 Victoria, BC 1 3.24210395098741 \\\\\n", "20 Roachdale, IN 1 3.27902974768795 \\\\\n", "21 Philadelphia, PA 1 3.39114704580865 \\\\\n", "22 New York, NY 1 3.45566031410212 \\\\\n", "23 None 1 5.40168229234028 \\\\\n", "24 New York, NY 1 3.32323584019244 \\\\\n", "25 Westcliff-on-Sea, Essex 1 3.27902974768795 \\\\\n", "26 None 1 -inf \\\\\n", "27 St Anne's-on-Sea, Lancashire 1 3.65065824129374 \\\\\n", "28 None 1 4.37197629882038 \\\\\n", "29 New York, NY 1 3.54541893041153 \\\\\n", "30 New York, NY 1 4.37197629882038 \\\\\n", "31 None 1 3.74714836223791 \\\\\n", "32 None 1 -inf \\\\\n", "33 London / Middlesex 1 3.74950407593037 \\\\\n", "34 Brighton, MA 1 3.94859598565899 \\\\\n", "35 London / Birmingham 1 3.91202300542815 \\\\\n", "36 New York, NY 1 3.42412583741652 \\\\\n", "37 Paris, France New York, NY 1 3.35733256801522 \\\\\n", "38 Bennington, VT 1 3.25809653802148 \\\\\n", "39 London 1 3.25809653802148 \\\\\n", "40 None 1 5.35422499848633 \\\\\n", "41 Buffalo, NY 1 3.39114704580865 \\\\\n", "42 Portland, OR 1 3.27902974768795 \\\\\n", "43 Chicago, IL 1 3.32218303393412 \\\\\n", "44 Springfield, MA 1 3.40119738166216 \\\\\n", "45 London / New York, NY 1 3.8177123259569 \\\\\n", "46 Brockton, MA 1 3.25809653802148 \\\\\n", "47 Vancouver, BC 1 4.32070559854228 \\\\\n", "48 Dorchester, MA 1 3.94859598565899 \\\\\n", "49 East Bridgewater, MA 1 3.27902974768795 \\\\\n", "50 Montreal, PQ 1 3.41772668361337 \\\\\n", "51 Washington, DC 1 3.74714836223791 \\\\\n", "52 Isle of Wight, England 1 3.25809653802148 \\\\\n", "53 ?Havana, Cuba 1 3.32218303393412 \\\\\n", "54 Belfast 1 -inf \\\\\n", "55 Surbiton Hill, Surrey 1 3.3499040872746 \\\\\n", "56 Montreal, PQ 1 4.53796143629464 \\\\\n", "57 Worcester, MA 1 3.95124371858143 \\\\\n", "58 Rotterdam, Netherlands 1 -inf \\\\\n", "59 None 1 4.90995492057888 \\\\\n", "60 None 1 5.42726012246342 \\\\\n", "61 Trenton, NJ 1 3.92189016450581 \\\\\n", "62 Seattle, WA 1 3.91202300542815 \\\\\n", "63 Winnipeg, MB 1 3.69199958145018 \\\\\n", "64 London 1 3.27902974768795 \\\\\n", "65 New York, NY 1 3.27902974768795 \\\\\n", "66 St James, Long Island, NY 1 3.42412583741652 \\\\\n", "67 Streatham, Surrey 1 3.25809653802148 \\\\\n", "68 Wimbledon Park, London / Hayling Isla... 1 3.27902974768795 \\\\\n", "69 Gallipolis, Ohio / ? Paris / New York 1 3.32218303393412 \\\\\n", "70 Haddenfield, NJ 1 3.4757109858218 \\\\\n", "71 Mexico City, Mexico 1 3.32218303393412 \\\\\n", "72 Brooklyn, NY 1 3.51154543883102 \\\\\n", "73 East Orange, NJ 1 3.5269721022703 \\\\\n", "74 England Salt Lake City, Utah 1 3.27902974768795 \\\\\n", "75 London, England 1 3.55534806148941 \\\\\n", "76 Halifax, NS 1 3.27902974768795 \\\\\n", "77 St Louis, MO 1 5.35345638166308 \\\\\n", "78 New York, NY 1 3.27902974768795 \\\\\n", "79 Paris, France 1 4.23844490619586 \\\\\n", "80 Hessle, Yorks 1 3.40119738166216 \\\\\n", "81 None 1 4.33456415124619 \\\\\n", "82 New York, NY 1 3.40119738166216 \\\\\n", "83 None 1 5.42726012246342 \\\\\n", "84 None 1 5.40168229234028 \\\\\n", "85 None 1 4.90995492057888 \\\\\n", "86 Stockholm, Sweden / Washington, DC 1 3.27902974768795 \\\\\n", "87 Glen Ridge, NJ 1 3.43398720448515 \\\\\n", "88 Youngstown, OH 1 5.10513726860277 \\\\\n", "89 Birkdale, England Cleveland, Ohio 1 3.27902974768795 \\\\\n", "90 Cooperstown, NY 1 5.5697747781408 \\\\\n", "91 Denver, CO 1 3.32218303393412 \\\\\n", "92 Philadelphia, PA 1 4.33456415124619 \\\\\n", "93 None 1 4.90156419904189 \\\\\n", "94 New York, NY 1 3.26909354102882 \\\\\n", "95 Washington, DC 1 3.31221315078453 \\\\\n", "96 New York, NY 1 3.32218303393412 \\\\\n", "97 None 1 5.5697747781408 \\\\\n", "98 London, England 1 4.46014441393783 \\\\\n", "99 Paris, France 1 3.39114704580865 \\\\\n", "100 None 1 5.02091560350381 \\\\\n", " x \n", "1 0.0 \n", "2 1.0 \n", "3 0.999999999994493 \n", "4 1.0 \n", "5 0.999999999994891 \n", "6 1.0 \n", "7 0.999999999997052 \n", "8 0.999999999999943 \n", "9 1.0 \n", "10 1.0 \n", "11 0.999999999997052 \n", "12 0.999999999999966 \n", "13 0.993262053000915 \n", "14 1.0 \n", "15 1.0 \n", "16 0.999999999994891 \n", "17 0.0 \n", "18 1.0 \n", "19 0.999999999992282 \n", "20 0.999999999997052 \n", "21 0.999999999999874 \n", "22 0.999999999999983 \n", "23 1.0 \n", "24 0.999999999999112 \n", "25 0.999999999997052 \n", "26 0.0 \n", "27 1.0 \n", "28 1.0 \n", "29 0.999999999999999 \n", "30 1.0 \n", "31 1.0 \n", "32 0.0 \n", "33 1.0 \n", "34 1.0 \n", "35 1.0 \n", "36 0.999999999999953 \n", "37 0.999999999999661 \n", "38 0.999999999994891 \n", "39 0.999999999994891 \n", "40 1.0 \n", "41 0.999999999999874 \n", "42 0.999999999997052 \n", "43 0.999999999999086 \n", "44 0.999999999999906 \n", "45 1.0 \n", "46 0.999999999994891 \n", "47 1.0 \n", "48 1.0 \n", "49 0.999999999997052 \n", "50 0.999999999999943 \n", "51 1.0 \n", "52 0.999999999994891 \n", "53 0.999999999999086 \n", "54 0.0 \n", "55 0.999999999999581 \n", "56 1.0 \n", "57 1.0 \n", "58 0.0 \n", "59 1.0 \n", "60 1.0 \n", "61 1.0 \n", "62 1.0 \n", "63 1.0 \n", "64 0.999999999997052 \n", "65 0.999999999997052 \n", "66 0.999999999999953 \n", "67 0.999999999994891 \n", "68 0.999999999997052 \n", "69 0.999999999999086 \n", "70 0.999999999999991 \n", "71 0.999999999999086 \n", "72 0.999999999999997 \n", "73 0.999999999999998 \n", "74 0.999999999997052 \n", "75 0.999999999999999 \n", "76 0.999999999997052 \n", "77 1.0 \n", "78 0.999999999997052 \n", "79 1.0 \n", "80 0.999999999999906 \n", "81 1.0 \n", "82 0.999999999999906 \n", "83 1.0 \n", "84 1.0 \n", "85 1.0 \n", "86 0.999999999997052 \n", "87 0.999999999999966 \n", "88 1.0 \n", "89 0.999999999997052 \n", "90 1.0 \n", "91 0.999999999999086 \n", "92 1.0 \n", "93 1.0 \n", "94 0.999999999996168 \n", "95 0.999999999998797 \n", "96 0.999999999999086 \n", "97 1.0 \n", "98 1.0 \n", "99 0.999999999999874 \n", "100 1.0 \n", "Rows: 1-100 | Columns: 17" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Or operator\n", "single_family[(titanic[\"pclass\"] == 1) | (titanic[\"pclass\"] == 3)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Not Equal Operator (!=)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
123
pclass
Int
123
survived
Int
Abc
Varchar(164)
Abc
sex
Varchar(20)
123
age
Numeric(6,3)
123
sibsp
Int
123
parch
Int
Abc
ticket
Varchar(36)
123
fare
Numeric(10,5)
Abc
cabin
Varchar(30)
Abc
embarked
Varchar(20)
Abc
boat
Varchar(100)
123
body
Int
Abc
Varchar(100)
123
family_size
Int
123
ln_fare
Float
123
x
Float
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5510male45.50011304328.5C124S[null]16613.34990408727460.999999999999581
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Rows: 1-100 | Columns: 17
" ], "text/plain": [ " pclass survived name \\\\\n", "1 1 0 Andrews, Mr. Thomas Jr \\\\\n", "2 1 0 Artagaveytia, Mr. Ramon \\\\\n", "3 1 0 Baumann, Mr. John D \\\\\n", "4 1 0 Beattie, Mr. Thomson \\\\\n", "5 1 0 Birnbaum, Mr. Jakob \\\\\n", "6 1 0 Blackwell, Mr. Stephen Weart \\\\\n", "7 1 0 Borebank, Mr. John James \\\\\n", "8 1 0 Brady, Mr. John Bertram \\\\\n", "9 1 0 Brandeis, Mr. Emil \\\\\n", "10 1 0 Brewe, Dr. Arthur Jackson \\\\\n", "11 1 0 Butt, Major. Archibald Willingham \\\\\n", "12 1 0 Cairns, Mr. Alexander \\\\\n", "13 1 0 Carlsson, Mr. Frans Olof \\\\\n", "14 1 0 Carrau, Mr. Francisco M \\\\\n", "15 1 0 Carrau, Mr. Jose Pedro \\\\\n", "16 1 0 Case, Mr. Howard Brown \\\\\n", "17 1 0 Chisholm, Mr. Roderick Robert Crispin \\\\\n", "18 1 0 Clifford, Mr. George Quincy \\\\\n", "19 1 0 Colley, Mr. Edward Pomeroy \\\\\n", "20 1 0 Crafton, Mr. John Bertram \\\\\n", "21 1 0 Dulles, Mr. William Crothers \\\\\n", "22 1 0 Evans, Miss. Edith Corse \\\\\n", "23 1 0 Farthing, Mr. John \\\\\n", "24 1 0 Foreman, Mr. Benjamin Laventall \\\\\n", "25 1 0 Franklin, Mr. Thomas Parham \\\\\n", "26 1 0 Fry, Mr. Richard \\\\\n", "27 1 0 Gee, Mr. Arthur H \\\\\n", "28 1 0 Giglio, Mr. Victor \\\\\n", "29 1 0 Goldschmidt, Mr. George B \\\\\n", "30 1 0 Guggenheim, Mr. Benjamin \\\\\n", "31 1 0 Harrington, Mr. Charles H \\\\\n", "32 1 0 Harrison, Mr. William \\\\\n", "33 1 0 Head, Mr. Christopher \\\\\n", "34 1 0 Hilliard, Mr. Herbert Henry \\\\\n", "35 1 0 Hipkins, Mr. William Edward \\\\\n", "36 1 0 Hoyt, Mr. William Fisher \\\\\n", "37 1 0 Isham, Miss. Ann Elizabeth \\\\\n", "38 1 0 Jones, Mr. Charles Cresson \\\\\n", "39 1 0 Julian, Mr. Henry Forbes \\\\\n", "40 1 0 Keeping, Mr. Edwin \\\\\n", "41 1 0 Kent, Mr. Edward Austin \\\\\n", "42 1 0 Klaber, Mr. Herman \\\\\n", "43 1 0 Lewy, Mr. Ervin G \\\\\n", "44 1 0 Long, Mr. Milton Clyde \\\\\n", "45 1 0 Loring, Mr. Joseph Holland \\\\\n", "46 1 0 Maguire, Mr. John Edward \\\\\n", "47 1 0 McCaffry, Mr. Thomas Francis \\\\\n", "48 1 0 McCarthy, Mr. Timothy J \\\\\n", "49 1 0 Millet, Mr. Francis Davis \\\\\n", "50 1 0 Molson, Mr. Harry Markland \\\\\n", "51 1 0 Moore, Mr. Clarence Bloomfield \\\\\n", "52 1 0 Nicholson, Mr. Arthur Ernest \\\\\n", "53 1 0 Ovies y Rodriguez, Mr. Servando \\\\\n", "54 1 0 Parr, Mr. William Henry Marsh \\\\\n", "55 1 0 Partner, Mr. Austen \\\\\n", "56 1 0 Payne, Mr. Vivian Ponsonby \\\\\n", "57 1 0 Porter, Mr. Walter Chamberlain \\\\\n", "58 1 0 Reuchlin, Jonkheer. John George \\\\\n", "59 1 0 Ringhini, Mr. Sante \\\\\n", "60 1 0 Robbins, Mr. Victor \\\\\n", "61 1 0 Roebling, Mr. Washington Augustus II \\\\\n", "62 1 0 Rood, Mr. Hugh Roscoe \\\\\n", "63 1 0 Ross, Mr. John Hugo \\\\\n", "64 1 0 Rowe, Mr. Alfred G \\\\\n", "65 1 0 Smart, Mr. John Montgomery \\\\\n", "66 1 0 Smith, Mr. James Clinch \\\\\n", "67 1 0 Smith, Mr. Richard William \\\\\n", "68 1 0 Stead, Mr. William Thomas \\\\\n", "69 1 0 Stewart, Mr. Albert A \\\\\n", "70 1 0 Sutton, Mr. Frederick \\\\\n", "71 1 0 Uruchurtu, Don. Manuel E \\\\\n", "72 1 0 Van der hoef, Mr. Wyckoff \\\\\n", "73 1 0 Walker, Mr. William Anderson \\\\\n", "74 1 0 Weir, Col. John \\\\\n", "75 1 0 Williams-Lambert, Mr. Fletcher Fellows \\\\\n", "76 1 0 Wright, Mr. George \\\\\n", "77 1 1 Allen, Miss. Elisabeth Walton \\\\\n", "78 1 1 Anderson, Mr. Harry \\\\\n", "79 1 1 Aubart, Mme. Leontine Pauline \\\\\n", "80 1 1 Barkworth, Mr. Algernon Henry Wilson \\\\\n", "81 1 1 Bazzani, Miss. Albina \\\\\n", "82 1 1 Behr, Mr. Karl Howell \\\\\n", "83 1 1 Bidois, Miss. Rosalie \\\\\n", "84 1 1 Bird, Miss. Ellen \\\\\n", "85 1 1 Bissette, Miss. Amelia \\\\\n", "86 1 1 Bjornstrom-Steffansson, Mr. Mauritz H... \\\\\n", "87 1 1 Blank, Mr. Henry \\\\\n", "88 1 1 Bonnell, Miss. Caroline \\\\\n", "89 1 1 Bonnell, Miss. Elizabeth \\\\\n", "90 1 1 Bowen, Miss. Grace Scott \\\\\n", "91 1 1 Brown, Mrs. James Joseph (Margaret To... \\\\\n", "92 1 1 Bucknell, Mrs. William Robert (Emma E... \\\\\n", "93 1 1 Burns, Miss. Elizabeth Margaret \\\\\n", "94 1 1 Calderhead, Mr. Edward Pennington \\\\\n", "95 1 1 Candee, Mrs. Edward (Helen Churchill ... \\\\\n", "96 1 1 Cassebeer, Mrs. Henry Arthur Jr (Elea... \\\\\n", "97 1 1 Chaudanson, Miss. Victorine \\\\\n", "98 1 1 Cherry, Miss. Gladys \\\\\n", "99 1 1 Chevre, Mr. Paul Romaine \\\\\n", "100 1 1 Cleaver, Miss. Alice \\\\\n", " sex age sibsp parch ticket \\\\\n", "1 male 39.0 0 0 112050 \\\\\n", "2 male 71.0 0 0 PC 17609 \\\\\n", "3 male None 0 0 PC 17318 \\\\\n", "4 male 36.0 0 0 13050 \\\\\n", "5 male 25.0 0 0 13905 \\\\\n", "6 male 45.0 0 0 113784 \\\\\n", "7 male 42.0 0 0 110489 \\\\\n", "8 male 41.0 0 0 113054 \\\\\n", "9 male 48.0 0 0 PC 17591 \\\\\n", "10 male None 0 0 112379 \\\\\n", "11 male 45.0 0 0 113050 \\\\\n", "12 male None 0 0 113798 \\\\\n", "13 male 33.0 0 0 695 \\\\\n", "14 male 28.0 0 0 113059 \\\\\n", "15 male 17.0 0 0 113059 \\\\\n", "16 male 49.0 0 0 19924 \\\\\n", "17 male None 0 0 112051 \\\\\n", "18 male None 0 0 110465 \\\\\n", "19 male 47.0 0 0 5727 \\\\\n", "20 male None 0 0 113791 \\\\\n", "21 male 39.0 0 0 PC 17580 \\\\\n", "22 female 36.0 0 0 PC 17531 \\\\\n", "23 male None 0 0 PC 17483 \\\\\n", "24 male 30.0 0 0 113051 \\\\\n", "25 male None 0 0 113778 \\\\\n", "26 male None 0 0 112058 \\\\\n", "27 male 47.0 0 0 111320 \\\\\n", "28 male 24.0 0 0 PC 17593 \\\\\n", "29 male 71.0 0 0 PC 17754 \\\\\n", "30 male 46.0 0 0 PC 17593 \\\\\n", "31 male None 0 0 113796 \\\\\n", "32 male 40.0 0 0 112059 \\\\\n", "33 male 42.0 0 0 113038 \\\\\n", "34 male None 0 0 17463 \\\\\n", "35 male 55.0 0 0 680 \\\\\n", "36 male None 0 0 PC 17600 \\\\\n", "37 female 50.0 0 0 PC 17595 \\\\\n", "38 male 46.0 0 0 694 \\\\\n", "39 male 50.0 0 0 113044 \\\\\n", "40 male 32.5 0 0 113503 \\\\\n", "41 male 58.0 0 0 11771 \\\\\n", "42 male None 0 0 113028 \\\\\n", "43 male None 0 0 PC 17612 \\\\\n", "44 male 29.0 0 0 113501 \\\\\n", "45 male 30.0 0 0 113801 \\\\\n", "46 male 30.0 0 0 110469 \\\\\n", "47 male 46.0 0 0 13050 \\\\\n", "48 male 54.0 0 0 17463 \\\\\n", "49 male 65.0 0 0 13509 \\\\\n", "50 male 55.0 0 0 113787 \\\\\n", "51 male 47.0 0 0 113796 \\\\\n", "52 male 64.0 0 0 693 \\\\\n", "53 male 28.5 0 0 PC 17562 \\\\\n", "54 male None 0 0 112052 \\\\\n", "55 male 45.5 0 0 113043 \\\\\n", "56 male 23.0 0 0 12749 \\\\\n", "57 male 47.0 0 0 110465 \\\\\n", "58 male 38.0 0 0 19972 \\\\\n", "59 male 22.0 0 0 PC 17760 \\\\\n", "60 male None 0 0 PC 17757 \\\\\n", "61 male 31.0 0 0 PC 17590 \\\\\n", "62 male None 0 0 113767 \\\\\n", "63 male 36.0 0 0 13049 \\\\\n", "64 male 33.0 0 0 113790 \\\\\n", "65 male 56.0 0 0 113792 \\\\\n", "66 male 56.0 0 0 17764 \\\\\n", "67 male None 0 0 113056 \\\\\n", "68 male 62.0 0 0 113514 \\\\\n", "69 male None 0 0 PC 17605 \\\\\n", "70 male 61.0 0 0 36963 \\\\\n", "71 male 40.0 0 0 PC 17601 \\\\\n", "72 male 61.0 0 0 111240 \\\\\n", "73 male 47.0 0 0 36967 \\\\\n", "74 male 60.0 0 0 113800 \\\\\n", "75 male None 0 0 113510 \\\\\n", "76 male 62.0 0 0 113807 \\\\\n", "77 female 29.0 0 0 24160 \\\\\n", "78 male 48.0 0 0 19952 \\\\\n", "79 female 24.0 0 0 PC 17477 \\\\\n", "80 male 80.0 0 0 27042 \\\\\n", "81 female 32.0 0 0 11813 \\\\\n", "82 male 26.0 0 0 111369 \\\\\n", "83 female 42.0 0 0 PC 17757 \\\\\n", "84 female 29.0 0 0 PC 17483 \\\\\n", "85 female 35.0 0 0 PC 17760 \\\\\n", "86 male 28.0 0 0 110564 \\\\\n", "87 male 40.0 0 0 112277 \\\\\n", "88 female 30.0 0 0 36928 \\\\\n", "89 female 58.0 0 0 113783 \\\\\n", "90 female 45.0 0 0 PC 17608 \\\\\n", "91 female 44.0 0 0 PC 17610 \\\\\n", "92 female 60.0 0 0 11813 \\\\\n", "93 female 41.0 0 0 16966 \\\\\n", "94 male 42.0 0 0 PC 17476 \\\\\n", "95 female 53.0 0 0 PC 17606 \\\\\n", "96 female None 0 0 17770 \\\\\n", "97 female 36.0 0 0 PC 17608 \\\\\n", "98 female 30.0 0 0 110152 \\\\\n", "99 male 45.0 0 0 PC 17594 \\\\\n", "100 female 22.0 0 0 113781 \\\\\n", " fare cabin embarked boat body \\\\\n", "1 0.0 A36 S None None \\\\\n", "2 49.5042 None C None 22 \\\\\n", "3 25.925 None S None None \\\\\n", "4 75.2417 C6 C A None \\\\\n", "5 26.0 None C None 148 \\\\\n", "6 35.5 T S None None \\\\\n", "7 26.55 D22 S None None \\\\\n", "8 30.5 A21 S None None \\\\\n", "9 50.4958 B10 C None 208 \\\\\n", "10 39.6 None C None None \\\\\n", "11 26.55 B38 S None None \\\\\n", "12 31.0 None S None None \\\\\n", "13 5.0 B51 B53 B55 S None None \\\\\n", "14 47.1 None S None None \\\\\n", "15 47.1 None S None None \\\\\n", "16 26.0 None S None None \\\\\n", "17 0.0 None S None None \\\\\n", "18 52.0 A14 S None None \\\\\n", "19 25.5875 E58 S None None \\\\\n", "20 26.55 None S None None \\\\\n", "21 29.7 A18 C None 133 \\\\\n", "22 31.6792 A29 C None None \\\\\n", "23 221.7792 C95 S None None \\\\\n", "24 27.75 C111 C None None \\\\\n", "25 26.55 D34 S None None \\\\\n", "26 0.0 B102 S None None \\\\\n", "27 38.5 E63 S None 275 \\\\\n", "28 79.2 B86 C None None \\\\\n", "29 34.6542 A5 C None None \\\\\n", "30 79.2 B82 B84 C None None \\\\\n", "31 42.4 None S None None \\\\\n", "32 0.0 B94 S None 110 \\\\\n", "33 42.5 B11 S None None \\\\\n", "34 51.8625 E46 S None None \\\\\n", "35 50.0 C39 S None None \\\\\n", "36 30.6958 None C 14 None \\\\\n", "37 28.7125 C49 C None None \\\\\n", "38 26.0 None S None 80 \\\\\n", "39 26.0 E60 S None None \\\\\n", "40 211.5 C132 C None 45 \\\\\n", "41 29.7 B37 C None 258 \\\\\n", "42 26.55 C124 S None None \\\\\n", "43 27.7208 None C None None \\\\\n", "44 30.0 D6 S None 126 \\\\\n", "45 45.5 None S None None \\\\\n", "46 26.0 C106 S None None \\\\\n", "47 75.2417 C6 C None 292 \\\\\n", "48 51.8625 E46 S None 175 \\\\\n", "49 26.55 E38 S None 249 \\\\\n", "50 30.5 C30 S None None \\\\\n", "51 42.4 None S None None \\\\\n", "52 26.0 None S None 263 \\\\\n", "53 27.7208 D43 C None 189 \\\\\n", "54 0.0 None S None None \\\\\n", "55 28.5 C124 S None 166 \\\\\n", "56 93.5 B24 S None None \\\\\n", "57 52.0 C110 S None 207 \\\\\n", "58 0.0 None S None None \\\\\n", "59 135.6333 None C None 232 \\\\\n", "60 227.525 None C None None \\\\\n", "61 50.4958 A24 S None None \\\\\n", "62 50.0 A32 S None None \\\\\n", "63 40.125 A10 C None None \\\\\n", "64 26.55 None S None 109 \\\\\n", "65 26.55 None S None None \\\\\n", "66 30.6958 A7 C None None \\\\\n", "67 26.0 A19 S None None \\\\\n", "68 26.55 C87 S None None \\\\\n", "69 27.7208 None C None None \\\\\n", "70 32.3208 D50 S None 46 \\\\\n", "71 27.7208 None C None None \\\\\n", "72 33.5 B19 S None 245 \\\\\n", "73 34.0208 D46 S None None \\\\\n", "74 26.55 None S None None \\\\\n", "75 35.0 C128 S None None \\\\\n", "76 26.55 None S None None \\\\\n", "77 211.3375 B5 S 2 None \\\\\n", "78 26.55 E12 S 3 None \\\\\n", "79 69.3 B35 C 9 None \\\\\n", "80 30.0 A23 S B None \\\\\n", "81 76.2917 D15 C 8 None \\\\\n", "82 30.0 C148 C 5 None \\\\\n", "83 227.525 None C 4 None \\\\\n", "84 221.7792 C97 S 8 None \\\\\n", "85 135.6333 C99 S 8 None \\\\\n", "86 26.55 C52 S D None \\\\\n", "87 31.0 A31 C 7 None \\\\\n", "88 164.8667 C7 S 8 None \\\\\n", "89 26.55 C103 S 8 None \\\\\n", "90 262.375 None C 4 None \\\\\n", "91 27.7208 B4 C 6 None \\\\\n", "92 76.2917 D15 C 8 None \\\\\n", "93 134.5 E40 C 3 None \\\\\n", "94 26.2875 E24 S 5 None \\\\\n", "95 27.4458 None C 6 None \\\\\n", "96 27.7208 None C 5 None \\\\\n", "97 262.375 B61 C 4 None \\\\\n", "98 86.5 B77 S 8 None \\\\\n", "99 29.7 A9 C 7 None \\\\\n", "100 151.55 None S 11 None \\\\\n", " home.dest family_size ln_fare \\\\\n", "1 Belfast, NI 1 -inf \\\\\n", "2 Montevideo, Uruguay 1 3.90205751446006 \\\\\n", "3 New York, NY 1 3.25520775411559 \\\\\n", "4 Winnipeg, MN 1 4.32070559854228 \\\\\n", "5 San Francisco, CA 1 3.25809653802148 \\\\\n", "6 Trenton, NJ 1 3.56953269648137 \\\\\n", "7 London / Winnipeg, MB 1 3.27902974768795 \\\\\n", "8 Pomeroy, WA 1 3.41772668361337 \\\\\n", "9 Omaha, NE 1 3.92189016450581 \\\\\n", "10 Philadelphia, PA 1 3.67882911826043 \\\\\n", "11 Washington, DC 1 3.27902974768795 \\\\\n", "12 None 1 3.43398720448515 \\\\\n", "13 New York, NY 1 1.6094379124341 \\\\\n", "14 Montevideo, Uruguay 1 3.85227300102237 \\\\\n", "15 Montevideo, Uruguay 1 3.85227300102237 \\\\\n", "16 Ascot, Berkshire / Rochester, NY 1 3.25809653802148 \\\\\n", "17 Liverpool, England / Belfast 1 -inf \\\\\n", "18 Stoughton, MA 1 3.95124371858143 \\\\\n", "19 Victoria, BC 1 3.24210395098741 \\\\\n", "20 Roachdale, IN 1 3.27902974768795 \\\\\n", "21 Philadelphia, PA 1 3.39114704580865 \\\\\n", "22 New York, NY 1 3.45566031410212 \\\\\n", "23 None 1 5.40168229234028 \\\\\n", "24 New York, NY 1 3.32323584019244 \\\\\n", "25 Westcliff-on-Sea, Essex 1 3.27902974768795 \\\\\n", "26 None 1 -inf \\\\\n", "27 St Anne's-on-Sea, Lancashire 1 3.65065824129374 \\\\\n", "28 None 1 4.37197629882038 \\\\\n", "29 New York, NY 1 3.54541893041153 \\\\\n", "30 New York, NY 1 4.37197629882038 \\\\\n", "31 None 1 3.74714836223791 \\\\\n", "32 None 1 -inf \\\\\n", "33 London / Middlesex 1 3.74950407593037 \\\\\n", "34 Brighton, MA 1 3.94859598565899 \\\\\n", "35 London / Birmingham 1 3.91202300542815 \\\\\n", "36 New York, NY 1 3.42412583741652 \\\\\n", "37 Paris, France New York, NY 1 3.35733256801522 \\\\\n", "38 Bennington, VT 1 3.25809653802148 \\\\\n", "39 London 1 3.25809653802148 \\\\\n", "40 None 1 5.35422499848633 \\\\\n", "41 Buffalo, NY 1 3.39114704580865 \\\\\n", "42 Portland, OR 1 3.27902974768795 \\\\\n", "43 Chicago, IL 1 3.32218303393412 \\\\\n", "44 Springfield, MA 1 3.40119738166216 \\\\\n", "45 London / New York, NY 1 3.8177123259569 \\\\\n", "46 Brockton, MA 1 3.25809653802148 \\\\\n", "47 Vancouver, BC 1 4.32070559854228 \\\\\n", "48 Dorchester, MA 1 3.94859598565899 \\\\\n", "49 East Bridgewater, MA 1 3.27902974768795 \\\\\n", "50 Montreal, PQ 1 3.41772668361337 \\\\\n", "51 Washington, DC 1 3.74714836223791 \\\\\n", "52 Isle of Wight, England 1 3.25809653802148 \\\\\n", "53 ?Havana, Cuba 1 3.32218303393412 \\\\\n", "54 Belfast 1 -inf \\\\\n", "55 Surbiton Hill, Surrey 1 3.3499040872746 \\\\\n", "56 Montreal, PQ 1 4.53796143629464 \\\\\n", "57 Worcester, MA 1 3.95124371858143 \\\\\n", "58 Rotterdam, Netherlands 1 -inf \\\\\n", "59 None 1 4.90995492057888 \\\\\n", "60 None 1 5.42726012246342 \\\\\n", "61 Trenton, NJ 1 3.92189016450581 \\\\\n", "62 Seattle, WA 1 3.91202300542815 \\\\\n", "63 Winnipeg, MB 1 3.69199958145018 \\\\\n", "64 London 1 3.27902974768795 \\\\\n", "65 New York, NY 1 3.27902974768795 \\\\\n", "66 St James, Long Island, NY 1 3.42412583741652 \\\\\n", "67 Streatham, Surrey 1 3.25809653802148 \\\\\n", "68 Wimbledon Park, London / Hayling Isla... 1 3.27902974768795 \\\\\n", "69 Gallipolis, Ohio / ? Paris / New York 1 3.32218303393412 \\\\\n", "70 Haddenfield, NJ 1 3.4757109858218 \\\\\n", "71 Mexico City, Mexico 1 3.32218303393412 \\\\\n", "72 Brooklyn, NY 1 3.51154543883102 \\\\\n", "73 East Orange, NJ 1 3.5269721022703 \\\\\n", "74 England Salt Lake City, Utah 1 3.27902974768795 \\\\\n", "75 London, England 1 3.55534806148941 \\\\\n", "76 Halifax, NS 1 3.27902974768795 \\\\\n", "77 St Louis, MO 1 5.35345638166308 \\\\\n", "78 New York, NY 1 3.27902974768795 \\\\\n", "79 Paris, France 1 4.23844490619586 \\\\\n", "80 Hessle, Yorks 1 3.40119738166216 \\\\\n", "81 None 1 4.33456415124619 \\\\\n", "82 New York, NY 1 3.40119738166216 \\\\\n", "83 None 1 5.42726012246342 \\\\\n", "84 None 1 5.40168229234028 \\\\\n", "85 None 1 4.90995492057888 \\\\\n", "86 Stockholm, Sweden / Washington, DC 1 3.27902974768795 \\\\\n", "87 Glen Ridge, NJ 1 3.43398720448515 \\\\\n", "88 Youngstown, OH 1 5.10513726860277 \\\\\n", "89 Birkdale, England Cleveland, Ohio 1 3.27902974768795 \\\\\n", "90 Cooperstown, NY 1 5.5697747781408 \\\\\n", "91 Denver, CO 1 3.32218303393412 \\\\\n", "92 Philadelphia, PA 1 4.33456415124619 \\\\\n", "93 None 1 4.90156419904189 \\\\\n", "94 New York, NY 1 3.26909354102882 \\\\\n", "95 Washington, DC 1 3.31221315078453 \\\\\n", "96 New York, NY 1 3.32218303393412 \\\\\n", "97 None 1 5.5697747781408 \\\\\n", "98 London, England 1 4.46014441393783 \\\\\n", "99 Paris, France 1 3.39114704580865 \\\\\n", "100 None 1 5.02091560350381 \\\\\n", " x \n", "1 0.0 \n", "2 1.0 \n", "3 0.999999999994493 \n", "4 1.0 \n", "5 0.999999999994891 \n", "6 1.0 \n", "7 0.999999999997052 \n", "8 0.999999999999943 \n", "9 1.0 \n", "10 1.0 \n", "11 0.999999999997052 \n", "12 0.999999999999966 \n", "13 0.993262053000915 \n", "14 1.0 \n", "15 1.0 \n", "16 0.999999999994891 \n", "17 0.0 \n", "18 1.0 \n", "19 0.999999999992282 \n", "20 0.999999999997052 \n", "21 0.999999999999874 \n", "22 0.999999999999983 \n", "23 1.0 \n", "24 0.999999999999112 \n", "25 0.999999999997052 \n", "26 0.0 \n", "27 1.0 \n", "28 1.0 \n", "29 0.999999999999999 \n", "30 1.0 \n", "31 1.0 \n", "32 0.0 \n", "33 1.0 \n", "34 1.0 \n", "35 1.0 \n", "36 0.999999999999953 \n", "37 0.999999999999661 \n", "38 0.999999999994891 \n", "39 0.999999999994891 \n", "40 1.0 \n", "41 0.999999999999874 \n", "42 0.999999999997052 \n", "43 0.999999999999086 \n", "44 0.999999999999906 \n", "45 1.0 \n", "46 0.999999999994891 \n", "47 1.0 \n", "48 1.0 \n", "49 0.999999999997052 \n", "50 0.999999999999943 \n", "51 1.0 \n", "52 0.999999999994891 \n", "53 0.999999999999086 \n", "54 0.0 \n", "55 0.999999999999581 \n", "56 1.0 \n", "57 1.0 \n", "58 0.0 \n", "59 1.0 \n", "60 1.0 \n", "61 1.0 \n", "62 1.0 \n", "63 1.0 \n", "64 0.999999999997052 \n", "65 0.999999999997052 \n", "66 0.999999999999953 \n", "67 0.999999999994891 \n", "68 0.999999999997052 \n", "69 0.999999999999086 \n", "70 0.999999999999991 \n", "71 0.999999999999086 \n", "72 0.999999999999997 \n", "73 0.999999999999998 \n", "74 0.999999999997052 \n", "75 0.999999999999999 \n", "76 0.999999999997052 \n", "77 1.0 \n", "78 0.999999999997052 \n", "79 1.0 \n", "80 0.999999999999906 \n", "81 1.0 \n", "82 0.999999999999906 \n", "83 1.0 \n", "84 1.0 \n", "85 1.0 \n", "86 0.999999999997052 \n", "87 0.999999999999966 \n", "88 1.0 \n", "89 0.999999999997052 \n", "90 1.0 \n", "91 0.999999999999086 \n", "92 1.0 \n", "93 1.0 \n", "94 0.999999999996168 \n", "95 0.999999999998797 \n", "96 0.999999999999086 \n", "97 1.0 \n", "98 1.0 \n", "99 0.999999999999874 \n", "100 1.0 \n", "Rows: 1-100 | Columns: 17" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ...with the not equal operator\n", "single_family[titanic[\"pclass\"] != 2]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 'Pythonic' Invokation of Vertica Functions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can easily apply Vertica functions to your vDataFrame. Here, we use Vertica's COALESCE function to impute the 'age' of the passengers in our dataset." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "997.0" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titanic[\"age\"].count()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1234.0" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import verticapy.stats as st\n", "titanic[\"age\"] = st.coalesce(titanic[\"age\"], titanic[\"age\"].avg())\n", "titanic[\"age\"].count()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Slicing the vDataFrame" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can now slice the vDataFrame with indexing operators." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
123
pclass
Int
123
survived
Int
Abc
Varchar(164)
Abc
sex
Varchar(20)
123
age
Numeric(16,13)
123
sibsp
Int
123
parch
Int
Abc
ticket
Varchar(36)
123
fare
Numeric(10,5)
Abc
cabin
Varchar(30)
Abc
embarked
Varchar(20)
Abc
boat
Varchar(100)
123
body
Int
Abc
home.dest
Varchar(100)
123
family_size
Int
123
ln_fare
Float
123
x
Float
110female2.012113781151.55C22 C26S[null][null]Montreal, PQ / Chesterville, ON45.020915603503811.0
210male30.012113781151.55C22 C26S[null]135Montreal, PQ / Chesterville, ON45.020915603503811.0
310female25.012113781151.55C22 C26S[null][null]Montreal, PQ / Chesterville, ON45.020915603503811.0
410male39.0001120500.0A36S[null][null]Belfast, NI1-inf0.0
510male71.000PC 1760949.5042[null]C[null]22Montevideo, Uruguay13.902057514460061.0
610male47.010PC 17757227.525C62 C64C[null]124New York, NY25.427260122463421.0
710male30.152457372116300PC 1731825.925[null]S[null][null]New York, NY13.255207754115590.999999999994493
810male24.001PC 17558247.5208B58 B60C[null][null]Montreal, PQ25.511494618881591.0
910male36.0001305075.2417C6CA[null]Winnipeg, MN14.320705598542281.0
1010male25.0001390526.0[null]C[null]148San Francisco, CA13.258096538021480.999999999994891
1110male45.00011378435.5TS[null][null]Trenton, NJ13.569532696481371.0
1210male42.00011048926.55D22S[null][null]London / Winnipeg, MB13.279029747687950.999999999997052
1310male41.00011305430.5A21S[null][null]Pomeroy, WA13.417726683613370.999999999999943
1410male48.000PC 1759150.4958B10C[null]208Omaha, NE13.921890164505811.0
1510male30.15245737211630011237939.6[null]C[null][null]Philadelphia, PA13.678829118260431.0
1610male45.00011305026.55B38S[null][null]Washington, DC13.279029747687950.999999999997052
1710male30.15245737211630011379831.0[null]S[null][null][null]13.433987204485150.999999999999966
1810male33.0006955.0B51 B53 B55S[null][null]New York, NY11.60943791243410.993262053000915
1910male28.00011305947.1[null]S[null][null]Montevideo, Uruguay13.852273001022371.0
2010male17.00011305947.1[null]S[null][null]Montevideo, Uruguay13.852273001022371.0
2110male49.0001992426.0[null]S[null][null]Ascot, Berkshire / Rochester, NY13.258096538021480.999999999994891
2210male36.0101987778.85C46S[null]172Little Onn Hall, Staffs24.367547313409051.0
2310male46.010W.E.P. 573461.175E31S[null][null]Amenia, ND24.113738609328741.0
2410male30.1524573721163001120510.0[null]S[null][null]Liverpool, England / Belfast1-inf0.0
2510male27.01013508136.7792C89C[null][null]Los Angeles, CA24.918367946844541.0
2610male30.15245737211630011046552.0A14S[null][null]Stoughton, MA13.951243718581431.0
2710male47.000572725.5875E58S[null][null]Victoria, BC13.242103950987410.999999999992282
2810male37.011PC 1775683.1583E52C[null][null]Lakewood, NJ34.420746020260421.0
2910male30.15245737211630011379126.55[null]S[null][null]Roachdale, IN13.279029747687950.999999999997052
3010male70.011WE/P 573571.0B22S[null]269Milwaukee, WI34.262679877041321.0
Rows: 1-30 | Columns: 17
" ], "text/plain": [ " pclass survived name \\\\\n", "1 1 0 Allison, Miss. Helen Loraine \\\\\n", "2 1 0 Allison, Mr. Hudson Joshua Creighton \\\\\n", "3 1 0 Allison, Mrs. Hudson J C (Bessie Wald... \\\\\n", "4 1 0 Andrews, Mr. Thomas Jr \\\\\n", "5 1 0 Artagaveytia, Mr. Ramon \\\\\n", "6 1 0 Astor, Col. John Jacob \\\\\n", "7 1 0 Baumann, Mr. John D \\\\\n", "8 1 0 Baxter, Mr. Quigg Edmond \\\\\n", "9 1 0 Beattie, Mr. Thomson \\\\\n", "10 1 0 Birnbaum, Mr. Jakob \\\\\n", "11 1 0 Blackwell, Mr. Stephen Weart \\\\\n", "12 1 0 Borebank, Mr. John James \\\\\n", "13 1 0 Brady, Mr. John Bertram \\\\\n", "14 1 0 Brandeis, Mr. Emil \\\\\n", "15 1 0 Brewe, Dr. Arthur Jackson \\\\\n", "16 1 0 Butt, Major. Archibald Willingham \\\\\n", "17 1 0 Cairns, Mr. Alexander \\\\\n", "18 1 0 Carlsson, Mr. Frans Olof \\\\\n", "19 1 0 Carrau, Mr. Francisco M \\\\\n", "20 1 0 Carrau, Mr. Jose Pedro \\\\\n", "21 1 0 Case, Mr. Howard Brown \\\\\n", "22 1 0 Cavendish, Mr. Tyrell William \\\\\n", "23 1 0 Chaffee, Mr. Herbert Fuller \\\\\n", "24 1 0 Chisholm, Mr. Roderick Robert Crispin \\\\\n", "25 1 0 Clark, Mr. Walter Miller \\\\\n", "26 1 0 Clifford, Mr. George Quincy \\\\\n", "27 1 0 Colley, Mr. Edward Pomeroy \\\\\n", "28 1 0 Compton, Mr. Alexander Taylor Jr \\\\\n", "29 1 0 Crafton, Mr. John Bertram \\\\\n", "30 1 0 Crosby, Capt. Edward Gifford \\\\\n", " sex age sibsp parch ticket \\\\\n", "1 female 2.0 1 2 113781 \\\\\n", "2 male 30.0 1 2 113781 \\\\\n", "3 female 25.0 1 2 113781 \\\\\n", "4 male 39.0 0 0 112050 \\\\\n", "5 male 71.0 0 0 PC 17609 \\\\\n", "6 male 47.0 1 0 PC 17757 \\\\\n", "7 male 30.1524573721163 0 0 PC 17318 \\\\\n", "8 male 24.0 0 1 PC 17558 \\\\\n", "9 male 36.0 0 0 13050 \\\\\n", "10 male 25.0 0 0 13905 \\\\\n", "11 male 45.0 0 0 113784 \\\\\n", "12 male 42.0 0 0 110489 \\\\\n", "13 male 41.0 0 0 113054 \\\\\n", "14 male 48.0 0 0 PC 17591 \\\\\n", "15 male 30.1524573721163 0 0 112379 \\\\\n", "16 male 45.0 0 0 113050 \\\\\n", "17 male 30.1524573721163 0 0 113798 \\\\\n", "18 male 33.0 0 0 695 \\\\\n", "19 male 28.0 0 0 113059 \\\\\n", "20 male 17.0 0 0 113059 \\\\\n", "21 male 49.0 0 0 19924 \\\\\n", "22 male 36.0 1 0 19877 \\\\\n", "23 male 46.0 1 0 W.E.P. 5734 \\\\\n", "24 male 30.1524573721163 0 0 112051 \\\\\n", "25 male 27.0 1 0 13508 \\\\\n", "26 male 30.1524573721163 0 0 110465 \\\\\n", "27 male 47.0 0 0 5727 \\\\\n", "28 male 37.0 1 1 PC 17756 \\\\\n", "29 male 30.1524573721163 0 0 113791 \\\\\n", "30 male 70.0 1 1 WE/P 5735 \\\\\n", " fare cabin embarked boat body \\\\\n", "1 151.55 C22 C26 S None None \\\\\n", "2 151.55 C22 C26 S None 135 \\\\\n", "3 151.55 C22 C26 S None None \\\\\n", "4 0.0 A36 S None None \\\\\n", "5 49.5042 None C None 22 \\\\\n", "6 227.525 C62 C64 C None 124 \\\\\n", "7 25.925 None S None None \\\\\n", "8 247.5208 B58 B60 C None None \\\\\n", "9 75.2417 C6 C A None \\\\\n", "10 26.0 None C None 148 \\\\\n", "11 35.5 T S None None \\\\\n", "12 26.55 D22 S None None \\\\\n", "13 30.5 A21 S None None \\\\\n", "14 50.4958 B10 C None 208 \\\\\n", "15 39.6 None C None None \\\\\n", "16 26.55 B38 S None None \\\\\n", "17 31.0 None S None None \\\\\n", "18 5.0 B51 B53 B55 S None None \\\\\n", "19 47.1 None S None None \\\\\n", "20 47.1 None S None None \\\\\n", "21 26.0 None S None None \\\\\n", "22 78.85 C46 S None 172 \\\\\n", "23 61.175 E31 S None None \\\\\n", "24 0.0 None S None None \\\\\n", "25 136.7792 C89 C None None \\\\\n", "26 52.0 A14 S None None \\\\\n", "27 25.5875 E58 S None None \\\\\n", "28 83.1583 E52 C None None \\\\\n", "29 26.55 None S None None \\\\\n", "30 71.0 B22 S None 269 \\\\\n", " home.dest family_size ln_fare \\\\\n", "1 Montreal, PQ / Chesterville, ON 4 5.02091560350381 \\\\\n", "2 Montreal, PQ / Chesterville, ON 4 5.02091560350381 \\\\\n", "3 Montreal, PQ / Chesterville, ON 4 5.02091560350381 \\\\\n", "4 Belfast, NI 1 -inf \\\\\n", "5 Montevideo, Uruguay 1 3.90205751446006 \\\\\n", "6 New York, NY 2 5.42726012246342 \\\\\n", "7 New York, NY 1 3.25520775411559 \\\\\n", "8 Montreal, PQ 2 5.51149461888159 \\\\\n", "9 Winnipeg, MN 1 4.32070559854228 \\\\\n", "10 San Francisco, CA 1 3.25809653802148 \\\\\n", "11 Trenton, NJ 1 3.56953269648137 \\\\\n", "12 London / Winnipeg, MB 1 3.27902974768795 \\\\\n", "13 Pomeroy, WA 1 3.41772668361337 \\\\\n", "14 Omaha, NE 1 3.92189016450581 \\\\\n", "15 Philadelphia, PA 1 3.67882911826043 \\\\\n", "16 Washington, DC 1 3.27902974768795 \\\\\n", "17 None 1 3.43398720448515 \\\\\n", "18 New York, NY 1 1.6094379124341 \\\\\n", "19 Montevideo, Uruguay 1 3.85227300102237 \\\\\n", "20 Montevideo, Uruguay 1 3.85227300102237 \\\\\n", "21 Ascot, Berkshire / Rochester, NY 1 3.25809653802148 \\\\\n", "22 Little Onn Hall, Staffs 2 4.36754731340905 \\\\\n", "23 Amenia, ND 2 4.11373860932874 \\\\\n", "24 Liverpool, England / Belfast 1 -inf \\\\\n", "25 Los Angeles, CA 2 4.91836794684454 \\\\\n", "26 Stoughton, MA 1 3.95124371858143 \\\\\n", "27 Victoria, BC 1 3.24210395098741 \\\\\n", "28 Lakewood, NJ 3 4.42074602026042 \\\\\n", "29 Roachdale, IN 1 3.27902974768795 \\\\\n", "30 Milwaukee, WI 3 4.26267987704132 \\\\\n", " x \n", "1 1.0 \n", "2 1.0 \n", "3 1.0 \n", "4 0.0 \n", "5 1.0 \n", "6 1.0 \n", "7 0.999999999994493 \n", "8 1.0 \n", "9 1.0 \n", "10 0.999999999994891 \n", "11 1.0 \n", "12 0.999999999997052 \n", "13 0.999999999999943 \n", "14 1.0 \n", "15 1.0 \n", "16 0.999999999997052 \n", "17 0.999999999999966 \n", "18 0.993262053000915 \n", "19 1.0 \n", "20 1.0 \n", "21 0.999999999994891 \n", "22 1.0 \n", "23 1.0 \n", "24 0.0 \n", "25 1.0 \n", "26 1.0 \n", "27 0.999999999992282 \n", "28 1.0 \n", "29 0.999999999997052 \n", "30 1.0 \n", "Rows: 1-30 | Columns: 17" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titanic[0:30]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To access a single row, we just have to specify the index." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[1,\n", " 0,\n", " 'Allison, Miss. Helen Loraine',\n", " 'female',\n", " 2.0,\n", " 1,\n", " 2,\n", " '113781',\n", " 151.55,\n", " 'C22 C26',\n", " 'S',\n", " None,\n", " None,\n", " 'Montreal, PQ / Chesterville, ON',\n", " 4,\n", " 5.02091560350381,\n", " 1.0]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titanic[0]" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }