The ‘Magic’ Methods of the vDataFrame

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.

from verticapy.datasets import load_titanic
titanic = load_titanic()
display(titanic)

	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)
1	1	0		female	2.0	1	2	113781	151.55	C22 C26	S	[null]	[null]	Montreal, PQ / Chesterville, ON
2	1	0		male	30.0	1	2	113781	151.55	C22 C26	S	[null]	135	Montreal, PQ / Chesterville, ON
3	1	0		female	25.0	1	2	113781	151.55	C22 C26	S	[null]	[null]	Montreal, PQ / Chesterville, ON
4	1	0		male	39.0	0	0	112050	0.0	A36	S	[null]	[null]	Belfast, NI
5	1	0		male	71.0	0	0	PC 17609	49.5042	[null]	C	[null]	22	Montevideo, Uruguay
6	1	0		male	47.0	1	0	PC 17757	227.525	C62 C64	C	[null]	124	New York, NY
7	1	0		male	[null]	0	0	PC 17318	25.925	[null]	S	[null]	[null]	New York, NY
8	1	0		male	24.0	0	1	PC 17558	247.5208	B58 B60	C	[null]	[null]	Montreal, PQ
9	1	0		male	36.0	0	0	13050	75.2417	C6	C	A	[null]	Winnipeg, MN
10	1	0		male	25.0	0	0	13905	26.0	[null]	C	[null]	148	San Francisco, CA
11	1	0		male	45.0	0	0	113784	35.5	T	S	[null]	[null]	Trenton, NJ
12	1	0		male	42.0	0	0	110489	26.55	D22	S	[null]	[null]	London / Winnipeg, MB
13	1	0		male	41.0	0	0	113054	30.5	A21	S	[null]	[null]	Pomeroy, WA
14	1	0		male	48.0	0	0	PC 17591	50.4958	B10	C	[null]	208	Omaha, NE
15	1	0		male	[null]	0	0	112379	39.6	[null]	C	[null]	[null]	Philadelphia, PA
16	1	0		male	45.0	0	0	113050	26.55	B38	S	[null]	[null]	Washington, DC
17	1	0		male	[null]	0	0	113798	31.0	[null]	S	[null]	[null]	[null]
18	1	0		male	33.0	0	0	695	5.0	B51 B53 B55	S	[null]	[null]	New York, NY
19	1	0		male	28.0	0	0	113059	47.1	[null]	S	[null]	[null]	Montevideo, Uruguay
20	1	0		male	17.0	0	0	113059	47.1	[null]	S	[null]	[null]	Montevideo, Uruguay
21	1	0		male	49.0	0	0	19924	26.0	[null]	S	[null]	[null]	Ascot, Berkshire / Rochester, NY
22	1	0		male	36.0	1	0	19877	78.85	C46	S	[null]	172	Little Onn Hall, Staffs
23	1	0		male	46.0	1	0	W.E.P. 5734	61.175	E31	S	[null]	[null]	Amenia, ND
24	1	0		male	[null]	0	0	112051	0.0	[null]	S	[null]	[null]	Liverpool, England / Belfast
25	1	0		male	27.0	1	0	13508	136.7792	C89	C	[null]	[null]	Los Angeles, CA
26	1	0		male	[null]	0	0	110465	52.0	A14	S	[null]	[null]	Stoughton, MA
27	1	0		male	47.0	0	0	5727	25.5875	E58	S	[null]	[null]	Victoria, BC
28	1	0		male	37.0	1	1	PC 17756	83.1583	E52	C	[null]	[null]	Lakewood, NJ
29	1	0		male	[null]	0	0	113791	26.55	[null]	S	[null]	[null]	Roachdale, IN
30	1	0		male	70.0	1	1	WE/P 5735	71.0	B22	S	[null]	269	Milwaukee, WI
31	1	0		male	39.0	1	0	PC 17599	71.2833	C85	C	[null]	[null]	New York, NY
32	1	0		male	31.0	1	0	F.C. 12750	52.0	B71	S	[null]	[null]	Montreal, PQ
33	1	0		male	50.0	1	0	PC 17761	106.425	C86	C	[null]	62	Deephaven, MN / Cedar Rapids, IA
34	1	0		male	39.0	0	0	PC 17580	29.7	A18	C	[null]	133	Philadelphia, PA
35	1	0		female	36.0	0	0	PC 17531	31.6792	A29	C	[null]	[null]	New York, NY
36	1	0		male	[null]	0	0	PC 17483	221.7792	C95	S	[null]	[null]	[null]
37	1	0		male	30.0	0	0	113051	27.75	C111	C	[null]	[null]	New York, NY
38	1	0		male	19.0	3	2	19950	263.0	C23 C25 C27	S	[null]	[null]	Winnipeg, MB
39	1	0		male	64.0	1	4	19950	263.0	C23 C25 C27	S	[null]	[null]	Winnipeg, MB
40	1	0		male	[null]	0	0	113778	26.55	D34	S	[null]	[null]	Westcliff-on-Sea, Essex
41	1	0		male	[null]	0	0	112058	0.0	B102	S	[null]	[null]	[null]
42	1	0		male	37.0	1	0	113803	53.1	C123	S	[null]	[null]	Scituate, MA
43	1	0		male	47.0	0	0	111320	38.5	E63	S	[null]	275	St Anne's-on-Sea, Lancashire
44	1	0		male	24.0	0	0	PC 17593	79.2	B86	C	[null]	[null]	[null]
45	1	0		male	71.0	0	0	PC 17754	34.6542	A5	C	[null]	[null]	New York, NY
46	1	0		male	38.0	0	1	PC 17582	153.4625	C91	S	[null]	147	Winnipeg, MB
47	1	0		male	46.0	0	0	PC 17593	79.2	B82 B84	C	[null]	[null]	New York, NY
48	1	0		male	[null]	0	0	113796	42.4	[null]	S	[null]	[null]	[null]
49	1	0		male	45.0	1	0	36973	83.475	C83	S	[null]	[null]	New York, NY
50	1	0		male	40.0	0	0	112059	0.0	B94	S	[null]	110	[null]
51	1	0		male	55.0	1	1	12749	93.5	B69	S	[null]	307	Montreal, PQ
52	1	0		male	42.0	0	0	113038	42.5	B11	S	[null]	[null]	London / Middlesex
53	1	0		male	[null]	0	0	17463	51.8625	E46	S	[null]	[null]	Brighton, MA
54	1	0		male	55.0	0	0	680	50.0	C39	S	[null]	[null]	London / Birmingham
55	1	0		male	42.0	1	0	113789	52.0	[null]	S	[null]	38	New York, NY
56	1	0		male	[null]	0	0	PC 17600	30.6958	[null]	C	14	[null]	New York, NY
57	1	0		female	50.0	0	0	PC 17595	28.7125	C49	C	[null]	[null]	Paris, France New York, NY
58	1	0		male	46.0	0	0	694	26.0	[null]	S	[null]	80	Bennington, VT
59	1	0		male	50.0	0	0	113044	26.0	E60	S	[null]	[null]	London
60	1	0		male	32.5	0	0	113503	211.5	C132	C	[null]	45	[null]
61	1	0		male	58.0	0	0	11771	29.7	B37	C	[null]	258	Buffalo, NY
62	1	0		male	41.0	1	0	17464	51.8625	D21	S	[null]	[null]	Southington / Noank, CT
63	1	0		male	[null]	0	0	113028	26.55	C124	S	[null]	[null]	Portland, OR
64	1	0		male	[null]	0	0	PC 17612	27.7208	[null]	C	[null]	[null]	Chicago, IL
65	1	0		male	29.0	0	0	113501	30.0	D6	S	[null]	126	Springfield, MA
66	1	0		male	30.0	0	0	113801	45.5	[null]	S	[null]	[null]	London / New York, NY
67	1	0		male	30.0	0	0	110469	26.0	C106	S	[null]	[null]	Brockton, MA
68	1	0		male	19.0	1	0	113773	53.1	D30	S	[null]	[null]	New York, NY
69	1	0		male	46.0	0	0	13050	75.2417	C6	C	[null]	292	Vancouver, BC
70	1	0		male	54.0	0	0	17463	51.8625	E46	S	[null]	175	Dorchester, MA
71	1	0		male	28.0	1	0	PC 17604	82.1708	[null]	C	[null]	[null]	New York, NY
72	1	0		male	65.0	0	0	13509	26.55	E38	S	[null]	249	East Bridgewater, MA
73	1	0		male	44.0	2	0	19928	90.0	C78	Q	[null]	230	Fond du Lac, WI
74	1	0		male	55.0	0	0	113787	30.5	C30	S	[null]	[null]	Montreal, PQ
75	1	0		male	47.0	0	0	113796	42.4	[null]	S	[null]	[null]	Washington, DC
76	1	0		male	37.0	0	1	PC 17596	29.7	C118	C	[null]	[null]	Brooklyn, NY
77	1	0		male	58.0	0	2	35273	113.275	D48	C	[null]	122	Lexington, MA
78	1	0		male	64.0	0	0	693	26.0	[null]	S	[null]	263	Isle of Wight, England
79	1	0		male	65.0	0	1	113509	61.9792	B30	C	[null]	234	Providence, RI
80	1	0		male	28.5	0	0	PC 17562	27.7208	D43	C	[null]	189	?Havana, Cuba
81	1	0		male	[null]	0	0	112052	0.0	[null]	S	[null]	[null]	Belfast
82	1	0		male	45.5	0	0	113043	28.5	C124	S	[null]	166	Surbiton Hill, Surrey
83	1	0		male	23.0	0	0	12749	93.5	B24	S	[null]	[null]	Montreal, PQ
84	1	0		male	29.0	1	0	113776	66.6	C2	S	[null]	[null]	Isleworth, England
85	1	0		male	18.0	1	0	PC 17758	108.9	C65	C	[null]	[null]	Madrid, Spain
86	1	0		male	47.0	0	0	110465	52.0	C110	S	[null]	207	Worcester, MA
87	1	0		male	38.0	0	0	19972	0.0	[null]	S	[null]	[null]	Rotterdam, Netherlands
88	1	0		male	22.0	0	0	PC 17760	135.6333	[null]	C	[null]	232	[null]
89	1	0		male	[null]	0	0	PC 17757	227.525	[null]	C	[null]	[null]	[null]
90	1	0		male	31.0	0	0	PC 17590	50.4958	A24	S	[null]	[null]	Trenton, NJ
91	1	0		male	[null]	0	0	113767	50.0	A32	S	[null]	[null]	Seattle, WA
92	1	0		male	36.0	0	0	13049	40.125	A10	C	[null]	[null]	Winnipeg, MB
93	1	0		male	55.0	1	0	PC 17603	59.4	[null]	C	[null]	[null]	New York, NY
94	1	0		male	33.0	0	0	113790	26.55	[null]	S	[null]	109	London
95	1	0		male	61.0	1	3	PC 17608	262.375	B57 B59 B63 B66	C	[null]	[null]	Haverford, PA / Cooperstown, NY
96	1	0		male	50.0	1	0	13507	55.9	E44	S	[null]	[null]	Duluth, MN
97	1	0		male	56.0	0	0	113792	26.55	[null]	S	[null]	[null]	New York, NY
98	1	0		male	56.0	0	0	17764	30.6958	A7	C	[null]	[null]	St James, Long Island, NY
99	1	0		male	24.0	1	0	13695	60.0	C31	S	[null]	[null]	Huntington, WV
100	1	0		male	[null]	0	0	113056	26.0	A19	S	[null]	[null]	Streatham, Surrey

Rows: 1-100 | Columns: 14

Feature Engineering, ‘pandas’-style

You can create new features with in a ‘pandas’ style.

titanic["family_size"] = titanic["parch"] + titanic["sibsp"] + 1
titanic[["sibsp", "parch", "family_size"]]

	123 sibsp Int	123 parch Int	123 family_size Int
1	1	2	4
2	1	2	4
3	1	2	4
4	0	0	1
5	0	0	1
6	1	0	2
7	0	0	1
8	0	1	2
9	0	0	1
10	0	0	1
11	0	0	1
12	0	0	1
13	0	0	1
14	0	0	1
15	0	0	1
16	0	0	1
17	0	0	1
18	0	0	1
19	0	0	1
20	0	0	1
21	0	0	1
22	1	0	2
23	1	0	2
24	0	0	1
25	1	0	2
26	0	0	1
27	0	0	1
28	1	1	3
29	0	0	1
30	1	1	3
31	1	0	2
32	1	0	2
33	1	0	2
34	0	0	1
35	0	0	1
36	0	0	1
37	0	0	1
38	3	2	6
39	1	4	6
40	0	0	1
41	0	0	1
42	1	0	2
43	0	0	1
44	0	0	1
45	0	0	1
46	0	1	2
47	0	0	1
48	0	0	1
49	1	0	2
50	0	0	1
51	1	1	3
52	0	0	1
53	0	0	1
54	0	0	1
55	1	0	2
56	0	0	1
57	0	0	1
58	0	0	1
59	0	0	1
60	0	0	1
61	0	0	1
62	1	0	2
63	0	0	1
64	0	0	1
65	0	0	1
66	0	0	1
67	0	0	1
68	1	0	2
69	0	0	1
70	0	0	1
71	1	0	2
72	0	0	1
73	2	0	3
74	0	0	1
75	0	0	1
76	0	1	2
77	0	2	3
78	0	0	1
79	0	1	2
80	0	0	1
81	0	0	1
82	0	0	1
83	0	0	1
84	1	0	2
85	1	0	2
86	0	0	1
87	0	0	1
88	0	0	1
89	0	0	1
90	0	0	1
91	0	0	1
92	0	0	1
93	1	0	2
94	0	0	1
95	1	3	5
96	1	0	2
97	0	0	1
98	0	0	1
99	1	0	2
100	0	0	1

Rows: 1-100 | Columns: 3

You can also create features from various mathematical functions.

import verticapy.stats as st
titanic["ln_fare"] = st.ln(titanic["fare"])
titanic[["fare", "ln_fare"]]

	123 fare Numeric(10,5)	123 ln_fare Float
1	151.55	5.02091560350381
2	151.55	5.02091560350381
3	151.55	5.02091560350381
4	0.0	-inf
5	49.5042	3.90205751446006
6	227.525	5.42726012246342
7	25.925	3.25520775411559
8	247.5208	5.51149461888159
9	75.2417	4.32070559854228
10	26.0	3.25809653802148
11	35.5	3.56953269648137
12	26.55	3.27902974768795
13	30.5	3.41772668361337
14	50.4958	3.92189016450581
15	39.6	3.67882911826043
16	26.55	3.27902974768795
17	31.0	3.43398720448515
18	5.0	1.6094379124341
19	47.1	3.85227300102237
20	47.1	3.85227300102237
21	26.0	3.25809653802148
22	78.85	4.36754731340905
23	61.175	4.11373860932874
24	0.0	-inf
25	136.7792	4.91836794684454
26	52.0	3.95124371858143
27	25.5875	3.24210395098741
28	83.1583	4.42074602026042
29	26.55	3.27902974768795
30	71.0	4.26267987704132
31	71.2833	4.26666207838721
32	52.0	3.95124371858143
33	106.425	4.66744051171422
34	29.7	3.39114704580865
35	31.6792	3.45566031410212
36	221.7792	5.40168229234028
37	27.75	3.32323584019244
38	263.0	5.57215403217776
39	263.0	5.57215403217776
40	26.55	3.27902974768795
41	0.0	-inf
42	53.1	3.97217692824789
43	38.5	3.65065824129374
44	79.2	4.37197629882038
45	34.6542	3.54541893041153
46	153.4625	5.03345623750696
47	79.2	4.37197629882038
48	42.4	3.74714836223791
49	83.475	4.42454718582972
50	0.0	-inf
51	93.5	4.53796143629464
52	42.5	3.74950407593037
53	51.8625	3.94859598565899
54	50.0	3.91202300542815
55	52.0	3.95124371858143
56	30.6958	3.42412583741652
57	28.7125	3.35733256801522
58	26.0	3.25809653802148
59	26.0	3.25809653802148
60	211.5	5.35422499848633
61	29.7	3.39114704580865
62	51.8625	3.94859598565899
63	26.55	3.27902974768795
64	27.7208	3.32218303393412
65	30.0	3.40119738166216
66	45.5	3.8177123259569
67	26.0	3.25809653802148
68	53.1	3.97217692824789
69	75.2417	4.32070559854228
70	51.8625	3.94859598565899
71	82.1708	4.40880000780905
72	26.55	3.27902974768795
73	90.0	4.49980967033027
74	30.5	3.41772668361337
75	42.4	3.74714836223791
76	29.7	3.39114704580865
77	113.275	4.7298184905532
78	26.0	3.25809653802148
79	61.9792	4.12679884488682
80	27.7208	3.32218303393412
81	0.0	-inf
82	28.5	3.3499040872746
83	93.5	4.53796143629464
84	66.6	4.19870457754634
85	108.9	4.69043002993891
86	52.0	3.95124371858143
87	0.0	-inf
88	135.6333	4.90995492057888
89	227.525	5.42726012246342
90	50.4958	3.92189016450581
91	50.0	3.91202300542815
92	40.125	3.69199958145018
93	59.4	4.0842942263686
94	26.55	3.27902974768795
95	262.375	5.5697747781408
96	55.9	4.02356438016105
97	26.55	3.27902974768795
98	30.6958	3.42412583741652
99	60.0	4.0943445622221
100	26.0	3.25809653802148

Rows: 1-100 | Columns: 2

titanic["x"] = 1 - st.exp(-titanic["fare"])
titanic[["fare", "x"]]

	123 fare Numeric(10,5)	123 x Float
1	151.55	1.0
2	151.55	1.0
3	151.55	1.0
4	0.0	0.0
5	49.5042	1.0
6	227.525	1.0
7	25.925	0.999999999994493
8	247.5208	1.0
9	75.2417	1.0
10	26.0	0.999999999994891
11	35.5	1.0
12	26.55	0.999999999997052
13	30.5	0.999999999999943
14	50.4958	1.0
15	39.6	1.0
16	26.55	0.999999999997052
17	31.0	0.999999999999966
18	5.0	0.993262053000915
19	47.1	1.0
20	47.1	1.0
21	26.0	0.999999999994891
22	78.85	1.0
23	61.175	1.0
24	0.0	0.0
25	136.7792	1.0
26	52.0	1.0
27	25.5875	0.999999999992282
28	83.1583	1.0
29	26.55	0.999999999997052
30	71.0	1.0
31	71.2833	1.0
32	52.0	1.0
33	106.425	1.0
34	29.7	0.999999999999874
35	31.6792	0.999999999999983
36	221.7792	1.0
37	27.75	0.999999999999112
38	263.0	1.0
39	263.0	1.0
40	26.55	0.999999999997052
41	0.0	0.0
42	53.1	1.0
43	38.5	1.0
44	79.2	1.0
45	34.6542	0.999999999999999
46	153.4625	1.0
47	79.2	1.0
48	42.4	1.0
49	83.475	1.0
50	0.0	0.0
51	93.5	1.0
52	42.5	1.0
53	51.8625	1.0
54	50.0	1.0
55	52.0	1.0
56	30.6958	0.999999999999953
57	28.7125	0.999999999999661
58	26.0	0.999999999994891
59	26.0	0.999999999994891
60	211.5	1.0
61	29.7	0.999999999999874
62	51.8625	1.0
63	26.55	0.999999999997052
64	27.7208	0.999999999999086
65	30.0	0.999999999999906
66	45.5	1.0
67	26.0	0.999999999994891
68	53.1	1.0
69	75.2417	1.0
70	51.8625	1.0
71	82.1708	1.0
72	26.55	0.999999999997052
73	90.0	1.0
74	30.5	0.999999999999943
75	42.4	1.0
76	29.7	0.999999999999874
77	113.275	1.0
78	26.0	0.999999999994891
79	61.9792	1.0
80	27.7208	0.999999999999086
81	0.0	0.0
82	28.5	0.999999999999581
83	93.5	1.0
84	66.6	1.0
85	108.9	1.0
86	52.0	1.0
87	0.0	0.0
88	135.6333	1.0
89	227.525	1.0
90	50.4958	1.0
91	50.0	1.0
92	40.125	1.0
93	59.4	1.0
94	26.55	0.999999999997052
95	262.375	1.0
96	55.9	1.0
97	26.55	0.999999999997052
98	30.6958	0.999999999999953
99	60.0	1.0
100	26.0	0.999999999994891

Rows: 1-100 | Columns: 2

Conditional Operators

You can now filter your data with conditional operators like and (’&’), or (‘|’), equals (‘==’), not equals (!=), and more!

Equal Operator (==)

# Identifies the passengers who came alone

single_family = titanic[titanic["family_size"] == 1]
single_family

	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
1	1	0		male	39.0	0	0	112050	0.0	A36	S	[null]	[null]		1
2	1	0		male	71.0	0	0	PC 17609	49.5042	[null]	C	[null]	22		1
3	1	0		male	[null]	0	0	PC 17318	25.925	[null]	S	[null]	[null]		1
4	1	0		male	36.0	0	0	13050	75.2417	C6	C	A	[null]		1
5	1	0		male	25.0	0	0	13905	26.0	[null]	C	[null]	148		1
6	1	0		male	45.0	0	0	113784	35.5	T	S	[null]	[null]		1
7	1	0		male	42.0	0	0	110489	26.55	D22	S	[null]	[null]		1
8	1	0		male	41.0	0	0	113054	30.5	A21	S	[null]	[null]		1
9	1	0		male	48.0	0	0	PC 17591	50.4958	B10	C	[null]	208		1
10	1	0		male	[null]	0	0	112379	39.6	[null]	C	[null]	[null]		1
11	1	0		male	45.0	0	0	113050	26.55	B38	S	[null]	[null]		1
12	1	0		male	[null]	0	0	113798	31.0	[null]	S	[null]	[null]		1
13	1	0		male	33.0	0	0	695	5.0	B51 B53 B55	S	[null]	[null]		1
14	1	0		male	28.0	0	0	113059	47.1	[null]	S	[null]	[null]		1
15	1	0		male	17.0	0	0	113059	47.1	[null]	S	[null]	[null]		1
16	1	0		male	49.0	0	0	19924	26.0	[null]	S	[null]	[null]		1
17	1	0		male	[null]	0	0	112051	0.0	[null]	S	[null]	[null]		1
18	1	0		male	[null]	0	0	110465	52.0	A14	S	[null]	[null]		1
19	1	0		male	47.0	0	0	5727	25.5875	E58	S	[null]	[null]		1
20	1	0		male	[null]	0	0	113791	26.55	[null]	S	[null]	[null]		1
21	1	0		male	39.0	0	0	PC 17580	29.7	A18	C	[null]	133		1
22	1	0		female	36.0	0	0	PC 17531	31.6792	A29	C	[null]	[null]		1
23	1	0		male	[null]	0	0	PC 17483	221.7792	C95	S	[null]	[null]		1
24	1	0		male	30.0	0	0	113051	27.75	C111	C	[null]	[null]		1
25	1	0		male	[null]	0	0	113778	26.55	D34	S	[null]	[null]		1
26	1	0		male	[null]	0	0	112058	0.0	B102	S	[null]	[null]		1
27	1	0		male	47.0	0	0	111320	38.5	E63	S	[null]	275		1
28	1	0		male	24.0	0	0	PC 17593	79.2	B86	C	[null]	[null]		1
29	1	0		male	71.0	0	0	PC 17754	34.6542	A5	C	[null]	[null]		1
30	1	0		male	46.0	0	0	PC 17593	79.2	B82 B84	C	[null]	[null]		1
31	1	0		male	[null]	0	0	113796	42.4	[null]	S	[null]	[null]		1
32	1	0		male	40.0	0	0	112059	0.0	B94	S	[null]	110		1
33	1	0		male	42.0	0	0	113038	42.5	B11	S	[null]	[null]		1
34	1	0		male	[null]	0	0	17463	51.8625	E46	S	[null]	[null]		1
35	1	0		male	55.0	0	0	680	50.0	C39	S	[null]	[null]		1
36	1	0		male	[null]	0	0	PC 17600	30.6958	[null]	C	14	[null]		1
37	1	0		female	50.0	0	0	PC 17595	28.7125	C49	C	[null]	[null]		1
38	1	0		male	46.0	0	0	694	26.0	[null]	S	[null]	80		1
39	1	0		male	50.0	0	0	113044	26.0	E60	S	[null]	[null]		1
40	1	0		male	32.5	0	0	113503	211.5	C132	C	[null]	45		1
41	1	0		male	58.0	0	0	11771	29.7	B37	C	[null]	258		1
42	1	0		male	[null]	0	0	113028	26.55	C124	S	[null]	[null]		1
43	1	0		male	[null]	0	0	PC 17612	27.7208	[null]	C	[null]	[null]		1
44	1	0		male	29.0	0	0	113501	30.0	D6	S	[null]	126		1
45	1	0		male	30.0	0	0	113801	45.5	[null]	S	[null]	[null]		1
46	1	0		male	30.0	0	0	110469	26.0	C106	S	[null]	[null]		1
47	1	0		male	46.0	0	0	13050	75.2417	C6	C	[null]	292		1
48	1	0		male	54.0	0	0	17463	51.8625	E46	S	[null]	175		1
49	1	0		male	65.0	0	0	13509	26.55	E38	S	[null]	249		1
50	1	0		male	55.0	0	0	113787	30.5	C30	S	[null]	[null]		1
51	1	0		male	47.0	0	0	113796	42.4	[null]	S	[null]	[null]		1
52	1	0		male	64.0	0	0	693	26.0	[null]	S	[null]	263		1
53	1	0		male	28.5	0	0	PC 17562	27.7208	D43	C	[null]	189		1
54	1	0		male	[null]	0	0	112052	0.0	[null]	S	[null]	[null]		1
55	1	0		male	45.5	0	0	113043	28.5	C124	S	[null]	166		1
56	1	0		male	23.0	0	0	12749	93.5	B24	S	[null]	[null]		1
57	1	0		male	47.0	0	0	110465	52.0	C110	S	[null]	207		1
58	1	0		male	38.0	0	0	19972	0.0	[null]	S	[null]	[null]		1
59	1	0		male	22.0	0	0	PC 17760	135.6333	[null]	C	[null]	232		1
60	1	0		male	[null]	0	0	PC 17757	227.525	[null]	C	[null]	[null]		1
61	1	0		male	31.0	0	0	PC 17590	50.4958	A24	S	[null]	[null]		1
62	1	0		male	[null]	0	0	113767	50.0	A32	S	[null]	[null]		1
63	1	0		male	36.0	0	0	13049	40.125	A10	C	[null]	[null]		1
64	1	0		male	33.0	0	0	113790	26.55	[null]	S	[null]	109		1
65	1	0		male	56.0	0	0	113792	26.55	[null]	S	[null]	[null]		1
66	1	0		male	56.0	0	0	17764	30.6958	A7	C	[null]	[null]		1
67	1	0		male	[null]	0	0	113056	26.0	A19	S	[null]	[null]		1
68	1	0		male	62.0	0	0	113514	26.55	C87	S	[null]	[null]		1
69	1	0		male	[null]	0	0	PC 17605	27.7208	[null]	C	[null]	[null]		1
70	1	0		male	61.0	0	0	36963	32.3208	D50	S	[null]	46		1
71	1	0		male	40.0	0	0	PC 17601	27.7208	[null]	C	[null]	[null]		1
72	1	0		male	61.0	0	0	111240	33.5	B19	S	[null]	245		1
73	1	0		male	47.0	0	0	36967	34.0208	D46	S	[null]	[null]		1
74	1	0		male	60.0	0	0	113800	26.55	[null]	S	[null]	[null]		1
75	1	0		male	[null]	0	0	113510	35.0	C128	S	[null]	[null]		1
76	1	0		male	62.0	0	0	113807	26.55	[null]	S	[null]	[null]		1
77	1	1		female	29.0	0	0	24160	211.3375	B5	S	2	[null]		1
78	1	1		male	48.0	0	0	19952	26.55	E12	S	3	[null]		1
79	1	1		female	24.0	0	0	PC 17477	69.3	B35	C	9	[null]		1
80	1	1		male	80.0	0	0	27042	30.0	A23	S	B	[null]		1
81	1	1		female	32.0	0	0	11813	76.2917	D15	C	8	[null]		1
82	1	1		male	26.0	0	0	111369	30.0	C148	C	5	[null]		1
83	1	1		female	42.0	0	0	PC 17757	227.525	[null]	C	4	[null]		1
84	1	1		female	29.0	0	0	PC 17483	221.7792	C97	S	8	[null]		1
85	1	1		female	35.0	0	0	PC 17760	135.6333	C99	S	8	[null]		1
86	1	1		male	28.0	0	0	110564	26.55	C52	S	D	[null]		1
87	1	1		male	40.0	0	0	112277	31.0	A31	C	7	[null]		1
88	1	1		female	30.0	0	0	36928	164.8667	C7	S	8	[null]		1
89	1	1		female	58.0	0	0	113783	26.55	C103	S	8	[null]		1
90	1	1		female	45.0	0	0	PC 17608	262.375	[null]	C	4	[null]		1
91	1	1		female	44.0	0	0	PC 17610	27.7208	B4	C	6	[null]		1
92	1	1		female	60.0	0	0	11813	76.2917	D15	C	8	[null]		1
93	1	1		female	41.0	0	0	16966	134.5	E40	C	3	[null]		1
94	1	1		male	42.0	0	0	PC 17476	26.2875	E24	S	5	[null]		1
95	1	1		female	53.0	0	0	PC 17606	27.4458	[null]	C	6	[null]		1
96	1	1		female	[null]	0	0	17770	27.7208	[null]	C	5	[null]		1
97	1	1		female	36.0	0	0	PC 17608	262.375	B61	C	4	[null]		1
98	1	1		female	30.0	0	0	110152	86.5	B77	S	8	[null]		1
99	1	1		male	45.0	0	0	PC 17594	29.7	A9	C	7	[null]		1
100	1	1		female	22.0	0	0	113781	151.55	[null]	S	11	[null]		1

Rows: 1-100 | Columns: 15

And Operator (&)

# Identifies the passengers who came alone and
# who are between 15 and 24 years old...

# ...with comparison operators
single_family[(titanic["age"] >= 15) & (titanic["age"] <= 24)]

	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
1	1	0		male	17.0	0	0	113059	47.1	[null]	S	[null]	[null]		1	3.85227300102237	1.0
2	1	0		male	24.0	0	0	PC 17593	79.2	B86	C	[null]	[null]		1	4.37197629882038	1.0
3	1	0		male	23.0	0	0	12749	93.5	B24	S	[null]	[null]		1	4.53796143629464	1.0
4	1	0		male	22.0	0	0	PC 17760	135.6333	[null]	C	[null]	232		1	4.90995492057888	1.0
5	1	1		female	24.0	0	0	PC 17477	69.3	B35	C	9	[null]		1	4.23844490619586	1.0
6	1	1		female	22.0	0	0	113781	151.55	[null]	S	11	[null]		1	5.02091560350381	1.0
7	1	1		female	19.0	0	0	112053	30.0	B42	S	3	[null]		1	3.40119738166216	0.999999999999906
8	1	1		female	24.0	0	0	11767	83.1583	C54	C	7	[null]		1	4.42074602026042	1.0
9	1	1		female	21.0	0	0	13502	77.9583	D9	S	10	[null]		1	4.35617406834722	1.0
10	1	1		female	16.0	0	0	110152	86.5	B79	S	8	[null]		1	4.46014441393783	1.0
11	1	1		female	24.0	0	0	PC 17477	69.3	B35	C	9	[null]		1	4.23844490619586	1.0
12	1	1		female	21.0	0	0	113795	26.55	[null]	S	8 10	[null]		1	3.27902974768795	0.999999999997052
13	2	0		male	18.0	0	0	231945	11.5	[null]	S	[null]	[null]		1	2.4423470353692	0.999989869906401
14	2	0		male	18.0	0	0	29108	11.5	[null]	S	[null]	[null]		1	2.4423470353692	0.999989869906401
15	2	0		male	23.0	0	0	C.A. 31030	10.5	[null]	S	[null]	[null]		1	2.35137525716348	0.99997246355065
16	2	0		male	23.0	0	0	28425	13.0	[null]	S	[null]	[null]		1	2.56494935746154	0.999997739670593
17	2	0		male	19.0	0	0	28424	13.0	[null]	S	[null]	18		1	2.56494935746154	0.999997739670593
18	2	0		male	18.0	0	0	S.O.C. 14879	73.5	[null]	S	[null]	[null]		1	4.29728540621879	1.0
19	2	0		male	17.0	0	0	S.O.C. 14879	73.5	[null]	S	[null]	[null]		1	4.29728540621879	1.0
20	2	0		male	18.0	0	0	S.O.C. 14879	73.5	[null]	S	[null]	[null]		1	4.29728540621879	1.0
21	2	0		male	23.0	0	0	29751	13.0	[null]	S	[null]	[null]		1	2.56494935746154	0.999997739670593
22	2	0		male	21.0	0	0	236854	13.0	[null]	S	[null]	[null]		1	2.56494935746154	0.999997739670593
23	2	0		male	18.0	0	0	236171	13.0	[null]	S	[null]	[null]		1	2.56494935746154	0.999997739670593
24	2	0		male	18.0	0	0	C.A. 15185	10.5	[null]	S	[null]	[null]		1	2.35137525716348	0.99997246355065
25	2	0		male	16.0	0	0	239865	26.0	[null]	S	[null]	[null]		1	3.25809653802148	0.999999999994891
26	2	0		male	24.0	0	0	248726	13.5	[null]	S	[null]	297		1	2.60268968544438	0.999998629040914
27	2	0		male	24.0	0	0	233866	13.0	[null]	S	[null]	155		1	2.56494935746154	0.999997739670593
28	2	0		male	21.0	0	0	S.O.C. 14879	73.5	[null]	S	[null]	[null]		1	4.29728540621879	1.0
29	2	0		female	22.0	0	0	F.C.C. 13534	21.0	[null]	S	[null]	[null]		1	3.04452243772342	0.999999999241744
30	2	0		male	24.0	0	0	C.A. 29566	10.5	[null]	S	[null]	108		1	2.35137525716348	0.99997246355065
31	2	0		male	16.0	0	0	S.O./P.P. 3	10.5	[null]	S	[null]	[null]		1	2.35137525716348	0.99997246355065
32	2	0		male	23.0	0	0	244278	10.5	[null]	S	[null]	[null]		1	2.35137525716348	0.99997246355065
33	2	0		male	19.0	0	0	28665	10.5	[null]	S	[null]	[null]		1	2.35137525716348	0.99997246355065
34	2	0		male	23.0	0	0	SC/PARIS 2133	15.0458	[null]	C	[null]	[null]		1	2.71109888248023	0.999999707792012
35	2	0		male	19.0	0	0	28004	10.5	[null]	S	[null]	[null]		1	2.35137525716348	0.99997246355065
36	2	0		male	18.5	0	0	248734	13.0	F	S	[null]	294		1	2.56494935746154	0.999997739670593
37	2	0		male	23.0	0	0	233639	13.0	[null]	S	[null]	[null]		1	2.56494935746154	0.999997739670593
38	2	1		female	19.0	0	0	28404	13.0	[null]	S	12	[null]		1	2.56494935746154	0.999997739670593
39	2	1		male	24.0	0	0	28034	10.5	[null]	S	9	[null]		1	2.35137525716348	0.99997246355065
40	2	1		female	22.0	0	0	W./C. 14266	10.5	F33	S	14	[null]		1	2.35137525716348	0.99997246355065
41	2	1		female	17.0	0	0	SO/C 14885	10.5	[null]	S	[null]	[null]		1	2.35137525716348	0.99997246355065
42	2	1		female	23.0	0	0	SC/AH Basle 541	13.7917	D	C	11	[null]		1	2.62406696194463	0.999998975903707
43	2	1		female	17.0	0	0	SC 1748	12.0	[null]	C	12	[null]		1	2.484906649788	0.999993855787647
44	2	1		male	19.0	0	0	SW/PP 751	10.5	[null]	S	B	[null]		1	2.35137525716348	0.99997246355065
45	2	1		male	22.0	0	0	W./C. 14260	10.5	[null]	S	13	[null]		1	2.35137525716348	0.99997246355065
46	2	1		female	21.0	0	0	C.A. 31026	10.5	[null]	S	12	[null]		1	2.35137525716348	0.99997246355065
47	2	1		female	20.0	0	0	C.A. 33112	36.75	[null]	S	11	[null]		1	3.60413822565885	1.0
48	3	0		male	20.0	0	0	SOTON/O2 3101287	7.925	[null]	S	[null]	[null]		1	2.07002231976334	0.99963841015017
49	3	0		male	24.0	0	0	SOTON/O.Q. 3101311	7.05	[null]	S	[null]	[null]		1	1.95302761682418	0.999132591042693
50	3	0		male	18.0	0	0	2223	8.3	[null]	S	[null]	259		1	2.11625551480255	0.999751483172892
51	3	0		male	20.0	0	0	347466	7.8542	[null]	S	[null]	[null]		1	2.06104842056294	0.999611881557209
52	3	0		male	24.0	0	0	349911	7.775	[null]	S	[null]	[null]		1	2.0509134580653	0.999579892530644
53	3	0		male	21.0	0	0	2692	7.225	[null]	C	[null]	[null]		1	1.9775472339985	0.999271847460911
54	3	0		male	23.0	0	0	SOTON/O.Q. 3101309	7.05	[null]	S	[null]	[null]		1	1.95302761682418	0.999132591042693
55	3	0		female	17.0	0	0	2627	14.4583	[null]	C	[null]	[null]		1	2.67126864412075	0.999999474176378
56	3	0		male	23.0	0	0	347468	7.8542	[null]	S	[null]	[null]		1	2.06104842056294	0.999611881557209
57	3	0		male	20.0	0	0	2679	7.225	[null]	C	[null]	[null]		1	1.9775472339985	0.999271847460911
58	3	0		male	22.0	0	0	324669	8.05	[null]	S	[null]	[null]		1	2.08567209143047	0.999680898077519
59	3	0		male	19.0	0	0	323951	8.05	[null]	S	[null]	[null]		1	2.08567209143047	0.999680898077519
60	3	0		male	22.0	0	0	PP 4348	9.35	[null]	S	[null]	[null]		1	2.2353763433006	0.999913034580906
61	3	0		male	20.0	0	0	2648	4.0125	[null]	C	[null]	[null]		1	1.38941448845613	0.981911881631624
62	3	0		male	21.0	0	0	312992	7.775	[null]	S	[null]	[null]		1	2.0509134580653	0.999579892530644
63	3	0		male	18.0	0	0	347090	7.75	[null]	S	[null]	[null]		1	2.04769284336526	0.999569257459424
64	3	0		female	20.0	0	0	347471	7.8542	[null]	S	[null]	[null]		1	2.06104842056294	0.999611881557209
65	3	0		male	22.0	0	0	350045	7.7958	[null]	S	[null]	[null]		1	2.05358512713461	0.999588540515181
66	3	0		female	18.5	0	0	329944	7.2833	[null]	Q	[null]	299		1	1.98558405620398	0.999313085000176
67	3	0		male	19.0	0	0	365222	6.75	[null]	Q	[null]	[null]		1	1.90954250488444	0.998829120379209
68	3	0		female	18.0	0	0	330963	7.8792	[null]	Q	[null]	[null]		1	2.06422637587336	0.999621464235705
69	3	0		female	21.0	0	0	315087	8.6625	[null]	S	[null]	[null]		1	2.15900336451602	0.999827048612489
70	3	0		male	18.0	0	0	315091	8.6625	[null]	S	[null]	[null]		1	2.15900336451602	0.999827048612489
71	3	0		male	17.0	0	0	315093	8.6625	[null]	S	[null]	[null]		1	2.15900336451602	0.999827048612489
72	3	0		male	17.0	0	0	315086	8.6625	[null]	S	[null]	[null]		1	2.15900336451602	0.999827048612489
73	3	0		female	21.0	0	0	364846	7.75	[null]	Q	[null]	[null]		1	2.04769284336526	0.999569257459424
74	3	0		male	21.0	0	0	364858	7.75	[null]	Q	[null]	[null]		1	2.04769284336526	0.999569257459424
75	3	0		male	21.0	0	0	A./5. 2152	8.05	[null]	S	[null]	[null]		1	2.08567209143047	0.999680898077519
76	3	0		male	24.0	0	0	350409	7.8542	[null]	S	[null]	[null]		1	2.06104842056294	0.999611881557209
77	3	0		male	24.0	0	0	343275	8.05	[null]	S	[null]	[null]		1	2.08567209143047	0.999680898077519
78	3	0		male	21.0	0	0	A/5. 13032	7.7333	[null]	Q	[null]	[null]		1	2.04553567965004	0.999562003658341
79	3	0		male	20.0	0	0	SOTON/O.Q. 3101307	7.05	[null]	S	[null]	[null]		1	1.95302761682418	0.999132591042693
80	3	0		male	24.0	0	0	371109	7.25	[null]	Q	[null]	[null]		1	1.98100146886658	0.999289825611157
81	3	0		male	24.0	0	0	349209	7.4958	[null]	S	[null]	[null]		1	2.0143428636837	0.999444587790457
82	3	0		male	19.0	0	0	349231	7.8958	[null]	S	[null]	[null]		1	2.06633097252974	0.99962769606213
83	3	0		male	19.0	0	0	S.P. 3464	8.1583	[null]	S	[null]	[null]		1	2.09903581393828	0.999713651225826
84	3	0		male	17.0	0	0	315090	8.6625	[null]	S	[null]	[null]		1	2.15900336451602	0.999827048612489
85	3	0		male	22.5	0	0	2698	7.225	[null]	C	[null]	9		1	1.9775472339985	0.999271847460911
86	3	0		female	22.0	0	0	7552	10.5167	[null]	S	[null]	[null]		1	2.3529644698862	0.99997291959082
87	3	0		male	19.0	0	0	349228	10.1708	[null]	S	[null]	[null]		1	2.31952086970025	0.999961728306189
88	3	0		male	22.0	0	0	SC/A4 23568	8.05	[null]	S	[null]	[null]		1	2.08567209143047	0.999680898077519
89	3	0		male	22.0	0	0	A/5 21172	7.25	[null]	S	[null]	[null]		1	1.98100146886658	0.999289825611157
90	3	0		male	17.0	0	0	349232	7.8958	[null]	S	[null]	[null]		1	2.06633097252974	0.99962769606213
91	3	0		female	24.0	0	0	368702	7.75	[null]	Q	[null]	[null]		1	2.04769284336526	0.999569257459424
92	3	0		male	18.0	0	0	349912	7.775	[null]	S	[null]	[null]		1	2.0509134580653	0.999579892530644
93	3	0		male	16.0	0	0	347074	7.775	[null]	S	[null]	[null]		1	2.0509134580653	0.999579892530644
94	3	0		male	18.0	0	0	350036	7.7958	[null]	S	[null]	[null]		1	2.05358512713461	0.999588540515181
95	3	0		male	22.0	0	0	14973	8.05	[null]	S	[null]	47		1	2.08567209143047	0.999680898077519
96	3	0		male	20.0	0	0	7534	9.8458	[null]	S	[null]	[null]		1	2.28704496831231	0.999947030802892
97	3	0		male	19.0	0	0	347069	7.775	[null]	S	[null]	[null]		1	2.0509134580653	0.999579892530644
98	3	0		female	24.0	0	0	349236	8.85	[null]	S	[null]	[null]		1	2.18041745901984	0.999856618263724
99	3	0		female	17.0	0	0	AQ/3. 30631	7.7333	[null]	Q	[null]	[null]		1	2.04553567965004	0.999562003658341
100	3	0		male	20.0	0	0	345769	9.5	[null]	S	[null]	[null]		1	2.2512917986065	0.999925148170112

Rows: 1-100 | Columns: 17

Between Operator (_between)

# ...with the 'between' function
single_family[titanic["age"]._between(15, 24)]

	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
1	1	0		male	17.0	0	0	113059	47.1	[null]	S	[null]	[null]		1	3.85227300102237	1.0
2	1	0		male	24.0	0	0	PC 17593	79.2	B86	C	[null]	[null]		1	4.37197629882038	1.0
3	1	0		male	23.0	0	0	12749	93.5	B24	S	[null]	[null]		1	4.53796143629464	1.0
4	1	0		male	22.0	0	0	PC 17760	135.6333	[null]	C	[null]	232		1	4.90995492057888	1.0
5	1	1		female	24.0	0	0	PC 17477	69.3	B35	C	9	[null]		1	4.23844490619586	1.0
6	1	1		female	22.0	0	0	113781	151.55	[null]	S	11	[null]		1	5.02091560350381	1.0
7	1	1		female	19.0	0	0	112053	30.0	B42	S	3	[null]		1	3.40119738166216	0.999999999999906
8	1	1		female	24.0	0	0	11767	83.1583	C54	C	7	[null]		1	4.42074602026042	1.0
9	1	1		female	21.0	0	0	13502	77.9583	D9	S	10	[null]		1	4.35617406834722	1.0
10	1	1		female	16.0	0	0	110152	86.5	B79	S	8	[null]		1	4.46014441393783	1.0
11	1	1		female	24.0	0	0	PC 17477	69.3	B35	C	9	[null]		1	4.23844490619586	1.0
12	1	1		female	21.0	0	0	113795	26.55	[null]	S	8 10	[null]		1	3.27902974768795	0.999999999997052
13	2	0		male	18.0	0	0	231945	11.5	[null]	S	[null]	[null]		1	2.4423470353692	0.999989869906401
14	2	0		male	18.0	0	0	29108	11.5	[null]	S	[null]	[null]		1	2.4423470353692	0.999989869906401
15	2	0		male	23.0	0	0	C.A. 31030	10.5	[null]	S	[null]	[null]		1	2.35137525716348	0.99997246355065
16	2	0		male	23.0	0	0	28425	13.0	[null]	S	[null]	[null]		1	2.56494935746154	0.999997739670593
17	2	0		male	19.0	0	0	28424	13.0	[null]	S	[null]	18		1	2.56494935746154	0.999997739670593
18	2	0		male	18.0	0	0	S.O.C. 14879	73.5	[null]	S	[null]	[null]		1	4.29728540621879	1.0
19	2	0		male	17.0	0	0	S.O.C. 14879	73.5	[null]	S	[null]	[null]		1	4.29728540621879	1.0
20	2	0		male	18.0	0	0	S.O.C. 14879	73.5	[null]	S	[null]	[null]		1	4.29728540621879	1.0
21	2	0		male	23.0	0	0	29751	13.0	[null]	S	[null]	[null]		1	2.56494935746154	0.999997739670593
22	2	0		male	21.0	0	0	236854	13.0	[null]	S	[null]	[null]		1	2.56494935746154	0.999997739670593
23	2	0		male	18.0	0	0	236171	13.0	[null]	S	[null]	[null]		1	2.56494935746154	0.999997739670593
24	2	0		male	18.0	0	0	C.A. 15185	10.5	[null]	S	[null]	[null]		1	2.35137525716348	0.99997246355065
25	2	0		male	16.0	0	0	239865	26.0	[null]	S	[null]	[null]		1	3.25809653802148	0.999999999994891
26	2	0		male	24.0	0	0	248726	13.5	[null]	S	[null]	297		1	2.60268968544438	0.999998629040914
27	2	0		male	24.0	0	0	233866	13.0	[null]	S	[null]	155		1	2.56494935746154	0.999997739670593
28	2	0		male	21.0	0	0	S.O.C. 14879	73.5	[null]	S	[null]	[null]		1	4.29728540621879	1.0
29	2	0		female	22.0	0	0	F.C.C. 13534	21.0	[null]	S	[null]	[null]		1	3.04452243772342	0.999999999241744
30	2	0		male	24.0	0	0	C.A. 29566	10.5	[null]	S	[null]	108		1	2.35137525716348	0.99997246355065
31	2	0		male	16.0	0	0	S.O./P.P. 3	10.5	[null]	S	[null]	[null]		1	2.35137525716348	0.99997246355065
32	2	0		male	23.0	0	0	244278	10.5	[null]	S	[null]	[null]		1	2.35137525716348	0.99997246355065
33	2	0		male	19.0	0	0	28665	10.5	[null]	S	[null]	[null]		1	2.35137525716348	0.99997246355065
34	2	0		male	23.0	0	0	SC/PARIS 2133	15.0458	[null]	C	[null]	[null]		1	2.71109888248023	0.999999707792012
35	2	0		male	19.0	0	0	28004	10.5	[null]	S	[null]	[null]		1	2.35137525716348	0.99997246355065
36	2	0		male	18.5	0	0	248734	13.0	F	S	[null]	294		1	2.56494935746154	0.999997739670593
37	2	0		male	23.0	0	0	233639	13.0	[null]	S	[null]	[null]		1	2.56494935746154	0.999997739670593
38	2	1		female	19.0	0	0	28404	13.0	[null]	S	12	[null]		1	2.56494935746154	0.999997739670593
39	2	1		male	24.0	0	0	28034	10.5	[null]	S	9	[null]		1	2.35137525716348	0.99997246355065
40	2	1		female	22.0	0	0	W./C. 14266	10.5	F33	S	14	[null]		1	2.35137525716348	0.99997246355065
41	2	1		female	17.0	0	0	SO/C 14885	10.5	[null]	S	[null]	[null]		1	2.35137525716348	0.99997246355065
42	2	1		female	23.0	0	0	SC/AH Basle 541	13.7917	D	C	11	[null]		1	2.62406696194463	0.999998975903707
43	2	1		female	17.0	0	0	SC 1748	12.0	[null]	C	12	[null]		1	2.484906649788	0.999993855787647
44	2	1		male	19.0	0	0	SW/PP 751	10.5	[null]	S	B	[null]		1	2.35137525716348	0.99997246355065
45	2	1		male	22.0	0	0	W./C. 14260	10.5	[null]	S	13	[null]		1	2.35137525716348	0.99997246355065
46	2	1		female	21.0	0	0	C.A. 31026	10.5	[null]	S	12	[null]		1	2.35137525716348	0.99997246355065
47	2	1		female	20.0	0	0	C.A. 33112	36.75	[null]	S	11	[null]		1	3.60413822565885	1.0
48	3	0		male	20.0	0	0	SOTON/O2 3101287	7.925	[null]	S	[null]	[null]		1	2.07002231976334	0.99963841015017
49	3	0		male	24.0	0	0	SOTON/O.Q. 3101311	7.05	[null]	S	[null]	[null]		1	1.95302761682418	0.999132591042693
50	3	0		male	18.0	0	0	2223	8.3	[null]	S	[null]	259		1	2.11625551480255	0.999751483172892
51	3	0		male	20.0	0	0	347466	7.8542	[null]	S	[null]	[null]		1	2.06104842056294	0.999611881557209
52	3	0		male	24.0	0	0	349911	7.775	[null]	S	[null]	[null]		1	2.0509134580653	0.999579892530644
53	3	0		male	21.0	0	0	2692	7.225	[null]	C	[null]	[null]		1	1.9775472339985	0.999271847460911
54	3	0		male	23.0	0	0	SOTON/O.Q. 3101309	7.05	[null]	S	[null]	[null]		1	1.95302761682418	0.999132591042693
55	3	0		female	17.0	0	0	2627	14.4583	[null]	C	[null]	[null]		1	2.67126864412075	0.999999474176378
56	3	0		male	23.0	0	0	347468	7.8542	[null]	S	[null]	[null]		1	2.06104842056294	0.999611881557209
57	3	0		male	20.0	0	0	2679	7.225	[null]	C	[null]	[null]		1	1.9775472339985	0.999271847460911
58	3	0		male	22.0	0	0	324669	8.05	[null]	S	[null]	[null]		1	2.08567209143047	0.999680898077519
59	3	0		male	19.0	0	0	323951	8.05	[null]	S	[null]	[null]		1	2.08567209143047	0.999680898077519
60	3	0		male	22.0	0	0	PP 4348	9.35	[null]	S	[null]	[null]		1	2.2353763433006	0.999913034580906
61	3	0		male	20.0	0	0	2648	4.0125	[null]	C	[null]	[null]		1	1.38941448845613	0.981911881631624
62	3	0		male	21.0	0	0	312992	7.775	[null]	S	[null]	[null]		1	2.0509134580653	0.999579892530644
63	3	0		male	18.0	0	0	347090	7.75	[null]	S	[null]	[null]		1	2.04769284336526	0.999569257459424
64	3	0		female	20.0	0	0	347471	7.8542	[null]	S	[null]	[null]		1	2.06104842056294	0.999611881557209
65	3	0		male	22.0	0	0	350045	7.7958	[null]	S	[null]	[null]		1	2.05358512713461	0.999588540515181
66	3	0		female	18.5	0	0	329944	7.2833	[null]	Q	[null]	299		1	1.98558405620398	0.999313085000176
67	3	0		male	19.0	0	0	365222	6.75	[null]	Q	[null]	[null]		1	1.90954250488444	0.998829120379209
68	3	0		female	18.0	0	0	330963	7.8792	[null]	Q	[null]	[null]		1	2.06422637587336	0.999621464235705
69	3	0		female	21.0	0	0	315087	8.6625	[null]	S	[null]	[null]		1	2.15900336451602	0.999827048612489
70	3	0		male	18.0	0	0	315091	8.6625	[null]	S	[null]	[null]		1	2.15900336451602	0.999827048612489
71	3	0		male	17.0	0	0	315093	8.6625	[null]	S	[null]	[null]		1	2.15900336451602	0.999827048612489
72	3	0		male	17.0	0	0	315086	8.6625	[null]	S	[null]	[null]		1	2.15900336451602	0.999827048612489
73	3	0		female	21.0	0	0	364846	7.75	[null]	Q	[null]	[null]		1	2.04769284336526	0.999569257459424
74	3	0		male	21.0	0	0	364858	7.75	[null]	Q	[null]	[null]		1	2.04769284336526	0.999569257459424
75	3	0		male	21.0	0	0	A./5. 2152	8.05	[null]	S	[null]	[null]		1	2.08567209143047	0.999680898077519
76	3	0		male	24.0	0	0	350409	7.8542	[null]	S	[null]	[null]		1	2.06104842056294	0.999611881557209
77	3	0		male	24.0	0	0	343275	8.05	[null]	S	[null]	[null]		1	2.08567209143047	0.999680898077519
78	3	0		male	21.0	0	0	A/5. 13032	7.7333	[null]	Q	[null]	[null]		1	2.04553567965004	0.999562003658341
79	3	0		male	20.0	0	0	SOTON/O.Q. 3101307	7.05	[null]	S	[null]	[null]		1	1.95302761682418	0.999132591042693
80	3	0		male	24.0	0	0	371109	7.25	[null]	Q	[null]	[null]		1	1.98100146886658	0.999289825611157
81	3	0		male	24.0	0	0	349209	7.4958	[null]	S	[null]	[null]		1	2.0143428636837	0.999444587790457
82	3	0		male	19.0	0	0	349231	7.8958	[null]	S	[null]	[null]		1	2.06633097252974	0.99962769606213
83	3	0		male	19.0	0	0	S.P. 3464	8.1583	[null]	S	[null]	[null]		1	2.09903581393828	0.999713651225826
84	3	0		male	17.0	0	0	315090	8.6625	[null]	S	[null]	[null]		1	2.15900336451602	0.999827048612489
85	3	0		male	22.5	0	0	2698	7.225	[null]	C	[null]	9		1	1.9775472339985	0.999271847460911
86	3	0		female	22.0	0	0	7552	10.5167	[null]	S	[null]	[null]		1	2.3529644698862	0.99997291959082
87	3	0		male	19.0	0	0	349228	10.1708	[null]	S	[null]	[null]		1	2.31952086970025	0.999961728306189
88	3	0		male	22.0	0	0	SC/A4 23568	8.05	[null]	S	[null]	[null]		1	2.08567209143047	0.999680898077519
89	3	0		male	22.0	0	0	A/5 21172	7.25	[null]	S	[null]	[null]		1	1.98100146886658	0.999289825611157
90	3	0		male	17.0	0	0	349232	7.8958	[null]	S	[null]	[null]		1	2.06633097252974	0.99962769606213
91	3	0		female	24.0	0	0	368702	7.75	[null]	Q	[null]	[null]		1	2.04769284336526	0.999569257459424
92	3	0		male	18.0	0	0	349912	7.775	[null]	S	[null]	[null]		1	2.0509134580653	0.999579892530644
93	3	0		male	16.0	0	0	347074	7.775	[null]	S	[null]	[null]		1	2.0509134580653	0.999579892530644
94	3	0		male	18.0	0	0	350036	7.7958	[null]	S	[null]	[null]		1	2.05358512713461	0.999588540515181
95	3	0		male	22.0	0	0	14973	8.05	[null]	S	[null]	47		1	2.08567209143047	0.999680898077519
96	3	0		male	20.0	0	0	7534	9.8458	[null]	S	[null]	[null]		1	2.28704496831231	0.999947030802892
97	3	0		male	19.0	0	0	347069	7.775	[null]	S	[null]	[null]		1	2.0509134580653	0.999579892530644
98	3	0		female	24.0	0	0	349236	8.85	[null]	S	[null]	[null]		1	2.18041745901984	0.999856618263724
99	3	0		female	17.0	0	0	AQ/3. 30631	7.7333	[null]	Q	[null]	[null]		1	2.04553567965004	0.999562003658341
100	3	0		male	20.0	0	0	345769	9.5	[null]	S	[null]	[null]		1	2.2512917986065	0.999925148170112

Rows: 1-100 | Columns: 17

In Operator (_in)

# Identifies the passengers who came alone in 1st and 3rd class...

# ...with the 'in' method
single_family[titanic["pclass"]._in(1, 3)]

	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
1	1	0		male	39.0	0	0	112050	0.0	A36	S	[null]	[null]		1	-inf	0.0
2	1	0		male	71.0	0	0	PC 17609	49.5042	[null]	C	[null]	22		1	3.90205751446006	1.0
3	1	0		male	[null]	0	0	PC 17318	25.925	[null]	S	[null]	[null]		1	3.25520775411559	0.999999999994493
4	1	0		male	36.0	0	0	13050	75.2417	C6	C	A	[null]		1	4.32070559854228	1.0
5	1	0		male	25.0	0	0	13905	26.0	[null]	C	[null]	148		1	3.25809653802148	0.999999999994891
6	1	0		male	45.0	0	0	113784	35.5	T	S	[null]	[null]		1	3.56953269648137	1.0
7	1	0		male	42.0	0	0	110489	26.55	D22	S	[null]	[null]		1	3.27902974768795	0.999999999997052
8	1	0		male	41.0	0	0	113054	30.5	A21	S	[null]	[null]		1	3.41772668361337	0.999999999999943
9	1	0		male	48.0	0	0	PC 17591	50.4958	B10	C	[null]	208		1	3.92189016450581	1.0
10	1	0		male	[null]	0	0	112379	39.6	[null]	C	[null]	[null]		1	3.67882911826043	1.0
11	1	0		male	45.0	0	0	113050	26.55	B38	S	[null]	[null]		1	3.27902974768795	0.999999999997052
12	1	0		male	[null]	0	0	113798	31.0	[null]	S	[null]	[null]		1	3.43398720448515	0.999999999999966
13	1	0		male	33.0	0	0	695	5.0	B51 B53 B55	S	[null]	[null]		1	1.6094379124341	0.993262053000915
14	1	0		male	28.0	0	0	113059	47.1	[null]	S	[null]	[null]		1	3.85227300102237	1.0
15	1	0		male	17.0	0	0	113059	47.1	[null]	S	[null]	[null]		1	3.85227300102237	1.0
16	1	0		male	49.0	0	0	19924	26.0	[null]	S	[null]	[null]		1	3.25809653802148	0.999999999994891
17	1	0		male	[null]	0	0	112051	0.0	[null]	S	[null]	[null]		1	-inf	0.0
18	1	0		male	[null]	0	0	110465	52.0	A14	S	[null]	[null]		1	3.95124371858143	1.0
19	1	0		male	47.0	0	0	5727	25.5875	E58	S	[null]	[null]		1	3.24210395098741	0.999999999992282
20	1	0		male	[null]	0	0	113791	26.55	[null]	S	[null]	[null]		1	3.27902974768795	0.999999999997052
21	1	0		male	39.0	0	0	PC 17580	29.7	A18	C	[null]	133		1	3.39114704580865	0.999999999999874
22	1	0		female	36.0	0	0	PC 17531	31.6792	A29	C	[null]	[null]		1	3.45566031410212	0.999999999999983
23	1	0		male	[null]	0	0	PC 17483	221.7792	C95	S	[null]	[null]		1	5.40168229234028	1.0
24	1	0		male	30.0	0	0	113051	27.75	C111	C	[null]	[null]		1	3.32323584019244	0.999999999999112
25	1	0		male	[null]	0	0	113778	26.55	D34	S	[null]	[null]		1	3.27902974768795	0.999999999997052
26	1	0		male	[null]	0	0	112058	0.0	B102	S	[null]	[null]		1	-inf	0.0
27	1	0		male	47.0	0	0	111320	38.5	E63	S	[null]	275		1	3.65065824129374	1.0
28	1	0		male	24.0	0	0	PC 17593	79.2	B86	C	[null]	[null]		1	4.37197629882038	1.0
29	1	0		male	71.0	0	0	PC 17754	34.6542	A5	C	[null]	[null]		1	3.54541893041153	0.999999999999999
30	1	0		male	46.0	0	0	PC 17593	79.2	B82 B84	C	[null]	[null]		1	4.37197629882038	1.0
31	1	0		male	[null]	0	0	113796	42.4	[null]	S	[null]	[null]		1	3.74714836223791	1.0
32	1	0		male	40.0	0	0	112059	0.0	B94	S	[null]	110		1	-inf	0.0
33	1	0		male	42.0	0	0	113038	42.5	B11	S	[null]	[null]		1	3.74950407593037	1.0
34	1	0		male	[null]	0	0	17463	51.8625	E46	S	[null]	[null]		1	3.94859598565899	1.0
35	1	0		male	55.0	0	0	680	50.0	C39	S	[null]	[null]		1	3.91202300542815	1.0
36	1	0		male	[null]	0	0	PC 17600	30.6958	[null]	C	14	[null]		1	3.42412583741652	0.999999999999953
37	1	0		female	50.0	0	0	PC 17595	28.7125	C49	C	[null]	[null]		1	3.35733256801522	0.999999999999661
38	1	0		male	46.0	0	0	694	26.0	[null]	S	[null]	80		1	3.25809653802148	0.999999999994891
39	1	0		male	50.0	0	0	113044	26.0	E60	S	[null]	[null]		1	3.25809653802148	0.999999999994891
40	1	0		male	32.5	0	0	113503	211.5	C132	C	[null]	45		1	5.35422499848633	1.0
41	1	0		male	58.0	0	0	11771	29.7	B37	C	[null]	258		1	3.39114704580865	0.999999999999874
42	1	0		male	[null]	0	0	113028	26.55	C124	S	[null]	[null]		1	3.27902974768795	0.999999999997052
43	1	0		male	[null]	0	0	PC 17612	27.7208	[null]	C	[null]	[null]		1	3.32218303393412	0.999999999999086
44	1	0		male	29.0	0	0	113501	30.0	D6	S	[null]	126		1	3.40119738166216	0.999999999999906
45	1	0		male	30.0	0	0	113801	45.5	[null]	S	[null]	[null]		1	3.8177123259569	1.0
46	1	0		male	30.0	0	0	110469	26.0	C106	S	[null]	[null]		1	3.25809653802148	0.999999999994891
47	1	0		male	46.0	0	0	13050	75.2417	C6	C	[null]	292		1	4.32070559854228	1.0
48	1	0		male	54.0	0	0	17463	51.8625	E46	S	[null]	175		1	3.94859598565899	1.0
49	1	0		male	65.0	0	0	13509	26.55	E38	S	[null]	249		1	3.27902974768795	0.999999999997052
50	1	0		male	55.0	0	0	113787	30.5	C30	S	[null]	[null]		1	3.41772668361337	0.999999999999943
51	1	0		male	47.0	0	0	113796	42.4	[null]	S	[null]	[null]		1	3.74714836223791	1.0
52	1	0		male	64.0	0	0	693	26.0	[null]	S	[null]	263		1	3.25809653802148	0.999999999994891
53	1	0		male	28.5	0	0	PC 17562	27.7208	D43	C	[null]	189		1	3.32218303393412	0.999999999999086
54	1	0		male	[null]	0	0	112052	0.0	[null]	S	[null]	[null]		1	-inf	0.0
55	1	0		male	45.5	0	0	113043	28.5	C124	S	[null]	166		1	3.3499040872746	0.999999999999581
56	1	0		male	23.0	0	0	12749	93.5	B24	S	[null]	[null]		1	4.53796143629464	1.0
57	1	0		male	47.0	0	0	110465	52.0	C110	S	[null]	207		1	3.95124371858143	1.0
58	1	0		male	38.0	0	0	19972	0.0	[null]	S	[null]	[null]		1	-inf	0.0
59	1	0		male	22.0	0	0	PC 17760	135.6333	[null]	C	[null]	232		1	4.90995492057888	1.0
60	1	0		male	[null]	0	0	PC 17757	227.525	[null]	C	[null]	[null]		1	5.42726012246342	1.0
61	1	0		male	31.0	0	0	PC 17590	50.4958	A24	S	[null]	[null]		1	3.92189016450581	1.0
62	1	0		male	[null]	0	0	113767	50.0	A32	S	[null]	[null]		1	3.91202300542815	1.0
63	1	0		male	36.0	0	0	13049	40.125	A10	C	[null]	[null]		1	3.69199958145018	1.0
64	1	0		male	33.0	0	0	113790	26.55	[null]	S	[null]	109		1	3.27902974768795	0.999999999997052
65	1	0		male	56.0	0	0	113792	26.55	[null]	S	[null]	[null]		1	3.27902974768795	0.999999999997052
66	1	0		male	56.0	0	0	17764	30.6958	A7	C	[null]	[null]		1	3.42412583741652	0.999999999999953
67	1	0		male	[null]	0	0	113056	26.0	A19	S	[null]	[null]		1	3.25809653802148	0.999999999994891
68	1	0		male	62.0	0	0	113514	26.55	C87	S	[null]	[null]		1	3.27902974768795	0.999999999997052
69	1	0		male	[null]	0	0	PC 17605	27.7208	[null]	C	[null]	[null]		1	3.32218303393412	0.999999999999086
70	1	0		male	61.0	0	0	36963	32.3208	D50	S	[null]	46		1	3.4757109858218	0.999999999999991
71	1	0		male	40.0	0	0	PC 17601	27.7208	[null]	C	[null]	[null]		1	3.32218303393412	0.999999999999086
72	1	0		male	61.0	0	0	111240	33.5	B19	S	[null]	245		1	3.51154543883102	0.999999999999997
73	1	0		male	47.0	0	0	36967	34.0208	D46	S	[null]	[null]		1	3.5269721022703	0.999999999999998
74	1	0		male	60.0	0	0	113800	26.55	[null]	S	[null]	[null]		1	3.27902974768795	0.999999999997052
75	1	0		male	[null]	0	0	113510	35.0	C128	S	[null]	[null]		1	3.55534806148941	0.999999999999999
76	1	0		male	62.0	0	0	113807	26.55	[null]	S	[null]	[null]		1	3.27902974768795	0.999999999997052
77	1	1		female	29.0	0	0	24160	211.3375	B5	S	2	[null]		1	5.35345638166308	1.0
78	1	1		male	48.0	0	0	19952	26.55	E12	S	3	[null]		1	3.27902974768795	0.999999999997052
79	1	1		female	24.0	0	0	PC 17477	69.3	B35	C	9	[null]		1	4.23844490619586	1.0
80	1	1		male	80.0	0	0	27042	30.0	A23	S	B	[null]		1	3.40119738166216	0.999999999999906
81	1	1		female	32.0	0	0	11813	76.2917	D15	C	8	[null]		1	4.33456415124619	1.0
82	1	1		male	26.0	0	0	111369	30.0	C148	C	5	[null]		1	3.40119738166216	0.999999999999906
83	1	1		female	42.0	0	0	PC 17757	227.525	[null]	C	4	[null]		1	5.42726012246342	1.0
84	1	1		female	29.0	0	0	PC 17483	221.7792	C97	S	8	[null]		1	5.40168229234028	1.0
85	1	1		female	35.0	0	0	PC 17760	135.6333	C99	S	8	[null]		1	4.90995492057888	1.0
86	1	1		male	28.0	0	0	110564	26.55	C52	S	D	[null]		1	3.27902974768795	0.999999999997052
87	1	1		male	40.0	0	0	112277	31.0	A31	C	7	[null]		1	3.43398720448515	0.999999999999966
88	1	1		female	30.0	0	0	36928	164.8667	C7	S	8	[null]		1	5.10513726860277	1.0
89	1	1		female	58.0	0	0	113783	26.55	C103	S	8	[null]		1	3.27902974768795	0.999999999997052
90	1	1		female	45.0	0	0	PC 17608	262.375	[null]	C	4	[null]		1	5.5697747781408	1.0
91	1	1		female	44.0	0	0	PC 17610	27.7208	B4	C	6	[null]		1	3.32218303393412	0.999999999999086
92	1	1		female	60.0	0	0	11813	76.2917	D15	C	8	[null]		1	4.33456415124619	1.0
93	1	1		female	41.0	0	0	16966	134.5	E40	C	3	[null]		1	4.90156419904189	1.0
94	1	1		male	42.0	0	0	PC 17476	26.2875	E24	S	5	[null]		1	3.26909354102882	0.999999999996168
95	1	1		female	53.0	0	0	PC 17606	27.4458	[null]	C	6	[null]		1	3.31221315078453	0.999999999998797
96	1	1		female	[null]	0	0	17770	27.7208	[null]	C	5	[null]		1	3.32218303393412	0.999999999999086
97	1	1		female	36.0	0	0	PC 17608	262.375	B61	C	4	[null]		1	5.5697747781408	1.0
98	1	1		female	30.0	0	0	110152	86.5	B77	S	8	[null]		1	4.46014441393783	1.0
99	1	1		male	45.0	0	0	PC 17594	29.7	A9	C	7	[null]		1	3.39114704580865	0.999999999999874
100	1	1		female	22.0	0	0	113781	151.55	[null]	S	11	[null]		1	5.02091560350381	1.0

Rows: 1-100 | Columns: 17

Not In Operator (_not_in)

# ...with the 'not_in' method
single_family[titanic["pclass"]._not_in(2)]

	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
1	1	0		male	39.0	0	0	112050	0.0	A36	S	[null]	[null]		1
2	1	0		male	71.0	0	0	PC 17609	49.5042	[null]	C	[null]	22		1
3	1	0		male	[null]	0	0	PC 17318	25.925	[null]	S	[null]	[null]		1
4	1	0		male	36.0	0	0	13050	75.2417	C6	C	A	[null]		1
5	1	0		male	25.0	0	0	13905	26.0	[null]	C	[null]	148		1
6	1	0		male	45.0	0	0	113784	35.5	T	S	[null]	[null]		1
7	1	0		male	42.0	0	0	110489	26.55	D22	S	[null]	[null]		1
8	1	0		male	41.0	0	0	113054	30.5	A21	S	[null]	[null]		1
9	1	0		male	48.0	0	0	PC 17591	50.4958	B10	C	[null]	208		1
10	1	0		male	[null]	0	0	112379	39.6	[null]	C	[null]	[null]		1
11	1	0		male	45.0	0	0	113050	26.55	B38	S	[null]	[null]		1
12	1	0		male	[null]	0	0	113798	31.0	[null]	S	[null]	[null]		1
13	1	0		male	33.0	0	0	695	5.0	B51 B53 B55	S	[null]	[null]		1
14	1	0		male	28.0	0	0	113059	47.1	[null]	S	[null]	[null]		1
15	1	0		male	17.0	0	0	113059	47.1	[null]	S	[null]	[null]		1
16	1	0		male	49.0	0	0	19924	26.0	[null]	S	[null]	[null]		1
17	1	0		male	[null]	0	0	112051	0.0	[null]	S	[null]	[null]		1
18	1	0		male	[null]	0	0	110465	52.0	A14	S	[null]	[null]		1
19	1	0		male	47.0	0	0	5727	25.5875	E58	S	[null]	[null]		1
20	1	0		male	[null]	0	0	113791	26.55	[null]	S	[null]	[null]		1
21	1	0		male	39.0	0	0	PC 17580	29.7	A18	C	[null]	133		1
22	1	0		female	36.0	0	0	PC 17531	31.6792	A29	C	[null]	[null]		1
23	1	0		male	[null]	0	0	PC 17483	221.7792	C95	S	[null]	[null]		1
24	1	0		male	30.0	0	0	113051	27.75	C111	C	[null]	[null]		1
25	1	0		male	[null]	0	0	113778	26.55	D34	S	[null]	[null]		1
26	1	0		male	[null]	0	0	112058	0.0	B102	S	[null]	[null]		1
27	1	0		male	47.0	0	0	111320	38.5	E63	S	[null]	275		1
28	1	0		male	24.0	0	0	PC 17593	79.2	B86	C	[null]	[null]		1
29	1	0		male	71.0	0	0	PC 17754	34.6542	A5	C	[null]	[null]		1
30	1	0		male	46.0	0	0	PC 17593	79.2	B82 B84	C	[null]	[null]		1
31	1	0		male	[null]	0	0	113796	42.4	[null]	S	[null]	[null]		1
32	1	0		male	40.0	0	0	112059	0.0	B94	S	[null]	110		1
33	1	0		male	42.0	0	0	113038	42.5	B11	S	[null]	[null]		1
34	1	0		male	[null]	0	0	17463	51.8625	E46	S	[null]	[null]		1
35	1	0		male	55.0	0	0	680	50.0	C39	S	[null]	[null]		1
36	1	0		male	[null]	0	0	PC 17600	30.6958	[null]	C	14	[null]		1
37	1	0		female	50.0	0	0	PC 17595	28.7125	C49	C	[null]	[null]		1
38	1	0		male	46.0	0	0	694	26.0	[null]	S	[null]	80		1
39	1	0		male	50.0	0	0	113044	26.0	E60	S	[null]	[null]		1
40	1	0		male	32.5	0	0	113503	211.5	C132	C	[null]	45		1
41	1	0		male	58.0	0	0	11771	29.7	B37	C	[null]	258		1
42	1	0		male	[null]	0	0	113028	26.55	C124	S	[null]	[null]		1
43	1	0		male	[null]	0	0	PC 17612	27.7208	[null]	C	[null]	[null]		1
44	1	0		male	29.0	0	0	113501	30.0	D6	S	[null]	126		1
45	1	0		male	30.0	0	0	113801	45.5	[null]	S	[null]	[null]		1
46	1	0		male	30.0	0	0	110469	26.0	C106	S	[null]	[null]		1
47	1	0		male	46.0	0	0	13050	75.2417	C6	C	[null]	292		1
48	1	0		male	54.0	0	0	17463	51.8625	E46	S	[null]	175		1
49	1	0		male	65.0	0	0	13509	26.55	E38	S	[null]	249		1
50	1	0		male	55.0	0	0	113787	30.5	C30	S	[null]	[null]		1
51	1	0		male	47.0	0	0	113796	42.4	[null]	S	[null]	[null]		1
52	1	0		male	64.0	0	0	693	26.0	[null]	S	[null]	263		1
53	1	0		male	28.5	0	0	PC 17562	27.7208	D43	C	[null]	189		1
54	1	0		male	[null]	0	0	112052	0.0	[null]	S	[null]	[null]		1
55	1	0		male	45.5	0	0	113043	28.5	C124	S	[null]	166		1
56	1	0		male	23.0	0	0	12749	93.5	B24	S	[null]	[null]		1
57	1	0		male	47.0	0	0	110465	52.0	C110	S	[null]	207		1
58	1	0		male	38.0	0	0	19972	0.0	[null]	S	[null]	[null]		1
59	1	0		male	22.0	0	0	PC 17760	135.6333	[null]	C	[null]	232		1
60	1	0		male	[null]	0	0	PC 17757	227.525	[null]	C	[null]	[null]		1
61	1	0		male	31.0	0	0	PC 17590	50.4958	A24	S	[null]	[null]		1
62	1	0		male	[null]	0	0	113767	50.0	A32	S	[null]	[null]		1
63	1	0		male	36.0	0	0	13049	40.125	A10	C	[null]	[null]		1
64	1	0		male	33.0	0	0	113790	26.55	[null]	S	[null]	109		1
65	1	0		male	56.0	0	0	113792	26.55	[null]	S	[null]	[null]		1
66	1	0		male	56.0	0	0	17764	30.6958	A7	C	[null]	[null]		1
67	1	0		male	[null]	0	0	113056	26.0	A19	S	[null]	[null]		1
68	1	0		male	62.0	0	0	113514	26.55	C87	S	[null]	[null]		1
69	1	0		male	[null]	0	0	PC 17605	27.7208	[null]	C	[null]	[null]		1
70	1	0		male	61.0	0	0	36963	32.3208	D50	S	[null]	46		1
71	1	0		male	40.0	0	0	PC 17601	27.7208	[null]	C	[null]	[null]		1
72	1	0		male	61.0	0	0	111240	33.5	B19	S	[null]	245		1
73	1	0		male	47.0	0	0	36967	34.0208	D46	S	[null]	[null]		1
74	1	0		male	60.0	0	0	113800	26.55	[null]	S	[null]	[null]		1
75	1	0		male	[null]	0	0	113510	35.0	C128	S	[null]	[null]		1
76	1	0		male	62.0	0	0	113807	26.55	[null]	S	[null]	[null]		1
77	1	1		female	29.0	0	0	24160	211.3375	B5	S	2	[null]		1
78	1	1		male	48.0	0	0	19952	26.55	E12	S	3	[null]		1
79	1	1		female	24.0	0	0	PC 17477	69.3	B35	C	9	[null]		1
80	1	1		male	80.0	0	0	27042	30.0	A23	S	B	[null]		1
81	1	1		female	32.0	0	0	11813	76.2917	D15	C	8	[null]		1
82	1	1		male	26.0	0	0	111369	30.0	C148	C	5	[null]		1
83	1	1		female	42.0	0	0	PC 17757	227.525	[null]	C	4	[null]		1
84	1	1		female	29.0	0	0	PC 17483	221.7792	C97	S	8	[null]		1
85	1	1		female	35.0	0	0	PC 17760	135.6333	C99	S	8	[null]		1
86	1	1		male	28.0	0	0	110564	26.55	C52	S	D	[null]		1
87	1	1		male	40.0	0	0	112277	31.0	A31	C	7	[null]		1
88	1	1		female	30.0	0	0	36928	164.8667	C7	S	8	[null]		1
89	1	1		female	58.0	0	0	113783	26.55	C103	S	8	[null]		1
90	1	1		female	45.0	0	0	PC 17608	262.375	[null]	C	4	[null]		1
91	1	1		female	44.0	0	0	PC 17610	27.7208	B4	C	6	[null]		1
92	1	1		female	60.0	0	0	11813	76.2917	D15	C	8	[null]		1
93	1	1		female	41.0	0	0	16966	134.5	E40	C	3	[null]		1
94	1	1		male	42.0	0	0	PC 17476	26.2875	E24	S	5	[null]		1
95	1	1		female	53.0	0	0	PC 17606	27.4458	[null]	C	6	[null]		1
96	1	1		female	[null]	0	0	17770	27.7208	[null]	C	5	[null]		1
97	1	1		female	36.0	0	0	PC 17608	262.375	B61	C	4	[null]		1
98	1	1		female	30.0	0	0	110152	86.5	B77	S	8	[null]		1
99	1	1		male	45.0	0	0	PC 17594	29.7	A9	C	7	[null]		1
100	1	1		female	22.0	0	0	113781	151.55	[null]	S	11	[null]		1

Rows: 1-100 | Columns: 15

Or Operator (|)

# Or operator
single_family[(titanic["pclass"] == 1) | (titanic["pclass"] == 3)]

	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
1	1	0		male	39.0	0	0	112050	0.0	A36	S	[null]	[null]		1	-inf	0.0
2	1	0		male	71.0	0	0	PC 17609	49.5042	[null]	C	[null]	22		1	3.90205751446006	1.0
3	1	0		male	[null]	0	0	PC 17318	25.925	[null]	S	[null]	[null]		1	3.25520775411559	0.999999999994493
4	1	0		male	36.0	0	0	13050	75.2417	C6	C	A	[null]		1	4.32070559854228	1.0
5	1	0		male	25.0	0	0	13905	26.0	[null]	C	[null]	148		1	3.25809653802148	0.999999999994891
6	1	0		male	45.0	0	0	113784	35.5	T	S	[null]	[null]		1	3.56953269648137	1.0
7	1	0		male	42.0	0	0	110489	26.55	D22	S	[null]	[null]		1	3.27902974768795	0.999999999997052
8	1	0		male	41.0	0	0	113054	30.5	A21	S	[null]	[null]		1	3.41772668361337	0.999999999999943
9	1	0		male	48.0	0	0	PC 17591	50.4958	B10	C	[null]	208		1	3.92189016450581	1.0
10	1	0		male	[null]	0	0	112379	39.6	[null]	C	[null]	[null]		1	3.67882911826043	1.0
11	1	0		male	45.0	0	0	113050	26.55	B38	S	[null]	[null]		1	3.27902974768795	0.999999999997052
12	1	0		male	[null]	0	0	113798	31.0	[null]	S	[null]	[null]		1	3.43398720448515	0.999999999999966
13	1	0		male	33.0	0	0	695	5.0	B51 B53 B55	S	[null]	[null]		1	1.6094379124341	0.993262053000915
14	1	0		male	28.0	0	0	113059	47.1	[null]	S	[null]	[null]		1	3.85227300102237	1.0
15	1	0		male	17.0	0	0	113059	47.1	[null]	S	[null]	[null]		1	3.85227300102237	1.0
16	1	0		male	49.0	0	0	19924	26.0	[null]	S	[null]	[null]		1	3.25809653802148	0.999999999994891
17	1	0		male	[null]	0	0	112051	0.0	[null]	S	[null]	[null]		1	-inf	0.0
18	1	0		male	[null]	0	0	110465	52.0	A14	S	[null]	[null]		1	3.95124371858143	1.0
19	1	0		male	47.0	0	0	5727	25.5875	E58	S	[null]	[null]		1	3.24210395098741	0.999999999992282
20	1	0		male	[null]	0	0	113791	26.55	[null]	S	[null]	[null]		1	3.27902974768795	0.999999999997052
21	1	0		male	39.0	0	0	PC 17580	29.7	A18	C	[null]	133		1	3.39114704580865	0.999999999999874
22	1	0		female	36.0	0	0	PC 17531	31.6792	A29	C	[null]	[null]		1	3.45566031410212	0.999999999999983
23	1	0		male	[null]	0	0	PC 17483	221.7792	C95	S	[null]	[null]		1	5.40168229234028	1.0
24	1	0		male	30.0	0	0	113051	27.75	C111	C	[null]	[null]		1	3.32323584019244	0.999999999999112
25	1	0		male	[null]	0	0	113778	26.55	D34	S	[null]	[null]		1	3.27902974768795	0.999999999997052
26	1	0		male	[null]	0	0	112058	0.0	B102	S	[null]	[null]		1	-inf	0.0
27	1	0		male	47.0	0	0	111320	38.5	E63	S	[null]	275		1	3.65065824129374	1.0
28	1	0		male	24.0	0	0	PC 17593	79.2	B86	C	[null]	[null]		1	4.37197629882038	1.0
29	1	0		male	71.0	0	0	PC 17754	34.6542	A5	C	[null]	[null]		1	3.54541893041153	0.999999999999999
30	1	0		male	46.0	0	0	PC 17593	79.2	B82 B84	C	[null]	[null]		1	4.37197629882038	1.0
31	1	0		male	[null]	0	0	113796	42.4	[null]	S	[null]	[null]		1	3.74714836223791	1.0
32	1	0		male	40.0	0	0	112059	0.0	B94	S	[null]	110		1	-inf	0.0
33	1	0		male	42.0	0	0	113038	42.5	B11	S	[null]	[null]		1	3.74950407593037	1.0
34	1	0		male	[null]	0	0	17463	51.8625	E46	S	[null]	[null]		1	3.94859598565899	1.0
35	1	0		male	55.0	0	0	680	50.0	C39	S	[null]	[null]		1	3.91202300542815	1.0
36	1	0		male	[null]	0	0	PC 17600	30.6958	[null]	C	14	[null]		1	3.42412583741652	0.999999999999953
37	1	0		female	50.0	0	0	PC 17595	28.7125	C49	C	[null]	[null]		1	3.35733256801522	0.999999999999661
38	1	0		male	46.0	0	0	694	26.0	[null]	S	[null]	80		1	3.25809653802148	0.999999999994891
39	1	0		male	50.0	0	0	113044	26.0	E60	S	[null]	[null]		1	3.25809653802148	0.999999999994891
40	1	0		male	32.5	0	0	113503	211.5	C132	C	[null]	45		1	5.35422499848633	1.0
41	1	0		male	58.0	0	0	11771	29.7	B37	C	[null]	258		1	3.39114704580865	0.999999999999874
42	1	0		male	[null]	0	0	113028	26.55	C124	S	[null]	[null]		1	3.27902974768795	0.999999999997052
43	1	0		male	[null]	0	0	PC 17612	27.7208	[null]	C	[null]	[null]		1	3.32218303393412	0.999999999999086
44	1	0		male	29.0	0	0	113501	30.0	D6	S	[null]	126		1	3.40119738166216	0.999999999999906
45	1	0		male	30.0	0	0	113801	45.5	[null]	S	[null]	[null]		1	3.8177123259569	1.0
46	1	0		male	30.0	0	0	110469	26.0	C106	S	[null]	[null]		1	3.25809653802148	0.999999999994891
47	1	0		male	46.0	0	0	13050	75.2417	C6	C	[null]	292		1	4.32070559854228	1.0
48	1	0		male	54.0	0	0	17463	51.8625	E46	S	[null]	175		1	3.94859598565899	1.0
49	1	0		male	65.0	0	0	13509	26.55	E38	S	[null]	249		1	3.27902974768795	0.999999999997052
50	1	0		male	55.0	0	0	113787	30.5	C30	S	[null]	[null]		1	3.41772668361337	0.999999999999943
51	1	0		male	47.0	0	0	113796	42.4	[null]	S	[null]	[null]		1	3.74714836223791	1.0
52	1	0		male	64.0	0	0	693	26.0	[null]	S	[null]	263		1	3.25809653802148	0.999999999994891
53	1	0		male	28.5	0	0	PC 17562	27.7208	D43	C	[null]	189		1	3.32218303393412	0.999999999999086
54	1	0		male	[null]	0	0	112052	0.0	[null]	S	[null]	[null]		1	-inf	0.0
55	1	0		male	45.5	0	0	113043	28.5	C124	S	[null]	166		1	3.3499040872746	0.999999999999581
56	1	0		male	23.0	0	0	12749	93.5	B24	S	[null]	[null]		1	4.53796143629464	1.0
57	1	0		male	47.0	0	0	110465	52.0	C110	S	[null]	207		1	3.95124371858143	1.0
58	1	0		male	38.0	0	0	19972	0.0	[null]	S	[null]	[null]		1	-inf	0.0
59	1	0		male	22.0	0	0	PC 17760	135.6333	[null]	C	[null]	232		1	4.90995492057888	1.0
60	1	0		male	[null]	0	0	PC 17757	227.525	[null]	C	[null]	[null]		1	5.42726012246342	1.0
61	1	0		male	31.0	0	0	PC 17590	50.4958	A24	S	[null]	[null]		1	3.92189016450581	1.0
62	1	0		male	[null]	0	0	113767	50.0	A32	S	[null]	[null]		1	3.91202300542815	1.0
63	1	0		male	36.0	0	0	13049	40.125	A10	C	[null]	[null]		1	3.69199958145018	1.0
64	1	0		male	33.0	0	0	113790	26.55	[null]	S	[null]	109		1	3.27902974768795	0.999999999997052
65	1	0		male	56.0	0	0	113792	26.55	[null]	S	[null]	[null]		1	3.27902974768795	0.999999999997052
66	1	0		male	56.0	0	0	17764	30.6958	A7	C	[null]	[null]		1	3.42412583741652	0.999999999999953
67	1	0		male	[null]	0	0	113056	26.0	A19	S	[null]	[null]		1	3.25809653802148	0.999999999994891
68	1	0		male	62.0	0	0	113514	26.55	C87	S	[null]	[null]		1	3.27902974768795	0.999999999997052
69	1	0		male	[null]	0	0	PC 17605	27.7208	[null]	C	[null]	[null]		1	3.32218303393412	0.999999999999086
70	1	0		male	61.0	0	0	36963	32.3208	D50	S	[null]	46		1	3.4757109858218	0.999999999999991
71	1	0		male	40.0	0	0	PC 17601	27.7208	[null]	C	[null]	[null]		1	3.32218303393412	0.999999999999086
72	1	0		male	61.0	0	0	111240	33.5	B19	S	[null]	245		1	3.51154543883102	0.999999999999997
73	1	0		male	47.0	0	0	36967	34.0208	D46	S	[null]	[null]		1	3.5269721022703	0.999999999999998
74	1	0		male	60.0	0	0	113800	26.55	[null]	S	[null]	[null]		1	3.27902974768795	0.999999999997052
75	1	0		male	[null]	0	0	113510	35.0	C128	S	[null]	[null]		1	3.55534806148941	0.999999999999999
76	1	0		male	62.0	0	0	113807	26.55	[null]	S	[null]	[null]		1	3.27902974768795	0.999999999997052
77	1	1		female	29.0	0	0	24160	211.3375	B5	S	2	[null]		1	5.35345638166308	1.0
78	1	1		male	48.0	0	0	19952	26.55	E12	S	3	[null]		1	3.27902974768795	0.999999999997052
79	1	1		female	24.0	0	0	PC 17477	69.3	B35	C	9	[null]		1	4.23844490619586	1.0
80	1	1		male	80.0	0	0	27042	30.0	A23	S	B	[null]		1	3.40119738166216	0.999999999999906
81	1	1		female	32.0	0	0	11813	76.2917	D15	C	8	[null]		1	4.33456415124619	1.0
82	1	1		male	26.0	0	0	111369	30.0	C148	C	5	[null]		1	3.40119738166216	0.999999999999906
83	1	1		female	42.0	0	0	PC 17757	227.525	[null]	C	4	[null]		1	5.42726012246342	1.0
84	1	1		female	29.0	0	0	PC 17483	221.7792	C97	S	8	[null]		1	5.40168229234028	1.0
85	1	1		female	35.0	0	0	PC 17760	135.6333	C99	S	8	[null]		1	4.90995492057888	1.0
86	1	1		male	28.0	0	0	110564	26.55	C52	S	D	[null]		1	3.27902974768795	0.999999999997052
87	1	1		male	40.0	0	0	112277	31.0	A31	C	7	[null]		1	3.43398720448515	0.999999999999966
88	1	1		female	30.0	0	0	36928	164.8667	C7	S	8	[null]		1	5.10513726860277	1.0
89	1	1		female	58.0	0	0	113783	26.55	C103	S	8	[null]		1	3.27902974768795	0.999999999997052
90	1	1		female	45.0	0	0	PC 17608	262.375	[null]	C	4	[null]		1	5.5697747781408	1.0
91	1	1		female	44.0	0	0	PC 17610	27.7208	B4	C	6	[null]		1	3.32218303393412	0.999999999999086
92	1	1		female	60.0	0	0	11813	76.2917	D15	C	8	[null]		1	4.33456415124619	1.0
93	1	1		female	41.0	0	0	16966	134.5	E40	C	3	[null]		1	4.90156419904189	1.0
94	1	1		male	42.0	0	0	PC 17476	26.2875	E24	S	5	[null]		1	3.26909354102882	0.999999999996168
95	1	1		female	53.0	0	0	PC 17606	27.4458	[null]	C	6	[null]		1	3.31221315078453	0.999999999998797
96	1	1		female	[null]	0	0	17770	27.7208	[null]	C	5	[null]		1	3.32218303393412	0.999999999999086
97	1	1		female	36.0	0	0	PC 17608	262.375	B61	C	4	[null]		1	5.5697747781408	1.0
98	1	1		female	30.0	0	0	110152	86.5	B77	S	8	[null]		1	4.46014441393783	1.0
99	1	1		male	45.0	0	0	PC 17594	29.7	A9	C	7	[null]		1	3.39114704580865	0.999999999999874
100	1	1		female	22.0	0	0	113781	151.55	[null]	S	11	[null]		1	5.02091560350381	1.0

Rows: 1-100 | Columns: 17

Not Equal Operator (!=)

# ...with the not equal operator
single_family[titanic["pclass"] != 2]

	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
1	1	0		male	39.0	0	0	112050	0.0	A36	S	[null]	[null]		1	-inf	0.0
2	1	0		male	71.0	0	0	PC 17609	49.5042	[null]	C	[null]	22		1	3.90205751446006	1.0
3	1	0		male	[null]	0	0	PC 17318	25.925	[null]	S	[null]	[null]		1	3.25520775411559	0.999999999994493
4	1	0		male	36.0	0	0	13050	75.2417	C6	C	A	[null]		1	4.32070559854228	1.0
5	1	0		male	25.0	0	0	13905	26.0	[null]	C	[null]	148		1	3.25809653802148	0.999999999994891
6	1	0		male	45.0	0	0	113784	35.5	T	S	[null]	[null]		1	3.56953269648137	1.0
7	1	0		male	42.0	0	0	110489	26.55	D22	S	[null]	[null]		1	3.27902974768795	0.999999999997052
8	1	0		male	41.0	0	0	113054	30.5	A21	S	[null]	[null]		1	3.41772668361337	0.999999999999943
9	1	0		male	48.0	0	0	PC 17591	50.4958	B10	C	[null]	208		1	3.92189016450581	1.0
10	1	0		male	[null]	0	0	112379	39.6	[null]	C	[null]	[null]		1	3.67882911826043	1.0
11	1	0		male	45.0	0	0	113050	26.55	B38	S	[null]	[null]		1	3.27902974768795	0.999999999997052
12	1	0		male	[null]	0	0	113798	31.0	[null]	S	[null]	[null]		1	3.43398720448515	0.999999999999966
13	1	0		male	33.0	0	0	695	5.0	B51 B53 B55	S	[null]	[null]		1	1.6094379124341	0.993262053000915
14	1	0		male	28.0	0	0	113059	47.1	[null]	S	[null]	[null]		1	3.85227300102237	1.0
15	1	0		male	17.0	0	0	113059	47.1	[null]	S	[null]	[null]		1	3.85227300102237	1.0
16	1	0		male	49.0	0	0	19924	26.0	[null]	S	[null]	[null]		1	3.25809653802148	0.999999999994891
17	1	0		male	[null]	0	0	112051	0.0	[null]	S	[null]	[null]		1	-inf	0.0
18	1	0		male	[null]	0	0	110465	52.0	A14	S	[null]	[null]		1	3.95124371858143	1.0
19	1	0		male	47.0	0	0	5727	25.5875	E58	S	[null]	[null]		1	3.24210395098741	0.999999999992282
20	1	0		male	[null]	0	0	113791	26.55	[null]	S	[null]	[null]		1	3.27902974768795	0.999999999997052
21	1	0		male	39.0	0	0	PC 17580	29.7	A18	C	[null]	133		1	3.39114704580865	0.999999999999874
22	1	0		female	36.0	0	0	PC 17531	31.6792	A29	C	[null]	[null]		1	3.45566031410212	0.999999999999983
23	1	0		male	[null]	0	0	PC 17483	221.7792	C95	S	[null]	[null]		1	5.40168229234028	1.0
24	1	0		male	30.0	0	0	113051	27.75	C111	C	[null]	[null]		1	3.32323584019244	0.999999999999112
25	1	0		male	[null]	0	0	113778	26.55	D34	S	[null]	[null]		1	3.27902974768795	0.999999999997052
26	1	0		male	[null]	0	0	112058	0.0	B102	S	[null]	[null]		1	-inf	0.0
27	1	0		male	47.0	0	0	111320	38.5	E63	S	[null]	275		1	3.65065824129374	1.0
28	1	0		male	24.0	0	0	PC 17593	79.2	B86	C	[null]	[null]		1	4.37197629882038	1.0
29	1	0		male	71.0	0	0	PC 17754	34.6542	A5	C	[null]	[null]		1	3.54541893041153	0.999999999999999
30	1	0		male	46.0	0	0	PC 17593	79.2	B82 B84	C	[null]	[null]		1	4.37197629882038	1.0
31	1	0		male	[null]	0	0	113796	42.4	[null]	S	[null]	[null]		1	3.74714836223791	1.0
32	1	0		male	40.0	0	0	112059	0.0	B94	S	[null]	110		1	-inf	0.0
33	1	0		male	42.0	0	0	113038	42.5	B11	S	[null]	[null]		1	3.74950407593037	1.0
34	1	0		male	[null]	0	0	17463	51.8625	E46	S	[null]	[null]		1	3.94859598565899	1.0
35	1	0		male	55.0	0	0	680	50.0	C39	S	[null]	[null]		1	3.91202300542815	1.0
36	1	0		male	[null]	0	0	PC 17600	30.6958	[null]	C	14	[null]		1	3.42412583741652	0.999999999999953
37	1	0		female	50.0	0	0	PC 17595	28.7125	C49	C	[null]	[null]		1	3.35733256801522	0.999999999999661
38	1	0		male	46.0	0	0	694	26.0	[null]	S	[null]	80		1	3.25809653802148	0.999999999994891
39	1	0		male	50.0	0	0	113044	26.0	E60	S	[null]	[null]		1	3.25809653802148	0.999999999994891
40	1	0		male	32.5	0	0	113503	211.5	C132	C	[null]	45		1	5.35422499848633	1.0
41	1	0		male	58.0	0	0	11771	29.7	B37	C	[null]	258		1	3.39114704580865	0.999999999999874
42	1	0		male	[null]	0	0	113028	26.55	C124	S	[null]	[null]		1	3.27902974768795	0.999999999997052
43	1	0		male	[null]	0	0	PC 17612	27.7208	[null]	C	[null]	[null]		1	3.32218303393412	0.999999999999086
44	1	0		male	29.0	0	0	113501	30.0	D6	S	[null]	126		1	3.40119738166216	0.999999999999906
45	1	0		male	30.0	0	0	113801	45.5	[null]	S	[null]	[null]		1	3.8177123259569	1.0
46	1	0		male	30.0	0	0	110469	26.0	C106	S	[null]	[null]		1	3.25809653802148	0.999999999994891
47	1	0		male	46.0	0	0	13050	75.2417	C6	C	[null]	292		1	4.32070559854228	1.0
48	1	0		male	54.0	0	0	17463	51.8625	E46	S	[null]	175		1	3.94859598565899	1.0
49	1	0		male	65.0	0	0	13509	26.55	E38	S	[null]	249		1	3.27902974768795	0.999999999997052
50	1	0		male	55.0	0	0	113787	30.5	C30	S	[null]	[null]		1	3.41772668361337	0.999999999999943
51	1	0		male	47.0	0	0	113796	42.4	[null]	S	[null]	[null]		1	3.74714836223791	1.0
52	1	0		male	64.0	0	0	693	26.0	[null]	S	[null]	263		1	3.25809653802148	0.999999999994891
53	1	0		male	28.5	0	0	PC 17562	27.7208	D43	C	[null]	189		1	3.32218303393412	0.999999999999086
54	1	0		male	[null]	0	0	112052	0.0	[null]	S	[null]	[null]		1	-inf	0.0
55	1	0		male	45.5	0	0	113043	28.5	C124	S	[null]	166		1	3.3499040872746	0.999999999999581
56	1	0		male	23.0	0	0	12749	93.5	B24	S	[null]	[null]		1	4.53796143629464	1.0
57	1	0		male	47.0	0	0	110465	52.0	C110	S	[null]	207		1	3.95124371858143	1.0
58	1	0		male	38.0	0	0	19972	0.0	[null]	S	[null]	[null]		1	-inf	0.0
59	1	0		male	22.0	0	0	PC 17760	135.6333	[null]	C	[null]	232		1	4.90995492057888	1.0
60	1	0		male	[null]	0	0	PC 17757	227.525	[null]	C	[null]	[null]		1	5.42726012246342	1.0
61	1	0		male	31.0	0	0	PC 17590	50.4958	A24	S	[null]	[null]		1	3.92189016450581	1.0
62	1	0		male	[null]	0	0	113767	50.0	A32	S	[null]	[null]		1	3.91202300542815	1.0
63	1	0		male	36.0	0	0	13049	40.125	A10	C	[null]	[null]		1	3.69199958145018	1.0
64	1	0		male	33.0	0	0	113790	26.55	[null]	S	[null]	109		1	3.27902974768795	0.999999999997052
65	1	0		male	56.0	0	0	113792	26.55	[null]	S	[null]	[null]		1	3.27902974768795	0.999999999997052
66	1	0		male	56.0	0	0	17764	30.6958	A7	C	[null]	[null]		1	3.42412583741652	0.999999999999953
67	1	0		male	[null]	0	0	113056	26.0	A19	S	[null]	[null]		1	3.25809653802148	0.999999999994891
68	1	0		male	62.0	0	0	113514	26.55	C87	S	[null]	[null]		1	3.27902974768795	0.999999999997052
69	1	0		male	[null]	0	0	PC 17605	27.7208	[null]	C	[null]	[null]		1	3.32218303393412	0.999999999999086
70	1	0		male	61.0	0	0	36963	32.3208	D50	S	[null]	46		1	3.4757109858218	0.999999999999991
71	1	0		male	40.0	0	0	PC 17601	27.7208	[null]	C	[null]	[null]		1	3.32218303393412	0.999999999999086
72	1	0		male	61.0	0	0	111240	33.5	B19	S	[null]	245		1	3.51154543883102	0.999999999999997
73	1	0		male	47.0	0	0	36967	34.0208	D46	S	[null]	[null]		1	3.5269721022703	0.999999999999998
74	1	0		male	60.0	0	0	113800	26.55	[null]	S	[null]	[null]		1	3.27902974768795	0.999999999997052
75	1	0		male	[null]	0	0	113510	35.0	C128	S	[null]	[null]		1	3.55534806148941	0.999999999999999
76	1	0		male	62.0	0	0	113807	26.55	[null]	S	[null]	[null]		1	3.27902974768795	0.999999999997052
77	1	1		female	29.0	0	0	24160	211.3375	B5	S	2	[null]		1	5.35345638166308	1.0
78	1	1		male	48.0	0	0	19952	26.55	E12	S	3	[null]		1	3.27902974768795	0.999999999997052
79	1	1		female	24.0	0	0	PC 17477	69.3	B35	C	9	[null]		1	4.23844490619586	1.0
80	1	1		male	80.0	0	0	27042	30.0	A23	S	B	[null]		1	3.40119738166216	0.999999999999906
81	1	1		female	32.0	0	0	11813	76.2917	D15	C	8	[null]		1	4.33456415124619	1.0
82	1	1		male	26.0	0	0	111369	30.0	C148	C	5	[null]		1	3.40119738166216	0.999999999999906
83	1	1		female	42.0	0	0	PC 17757	227.525	[null]	C	4	[null]		1	5.42726012246342	1.0
84	1	1		female	29.0	0	0	PC 17483	221.7792	C97	S	8	[null]		1	5.40168229234028	1.0
85	1	1		female	35.0	0	0	PC 17760	135.6333	C99	S	8	[null]		1	4.90995492057888	1.0
86	1	1		male	28.0	0	0	110564	26.55	C52	S	D	[null]		1	3.27902974768795	0.999999999997052
87	1	1		male	40.0	0	0	112277	31.0	A31	C	7	[null]		1	3.43398720448515	0.999999999999966
88	1	1		female	30.0	0	0	36928	164.8667	C7	S	8	[null]		1	5.10513726860277	1.0
89	1	1		female	58.0	0	0	113783	26.55	C103	S	8	[null]		1	3.27902974768795	0.999999999997052
90	1	1		female	45.0	0	0	PC 17608	262.375	[null]	C	4	[null]		1	5.5697747781408	1.0
91	1	1		female	44.0	0	0	PC 17610	27.7208	B4	C	6	[null]		1	3.32218303393412	0.999999999999086
92	1	1		female	60.0	0	0	11813	76.2917	D15	C	8	[null]		1	4.33456415124619	1.0
93	1	1		female	41.0	0	0	16966	134.5	E40	C	3	[null]		1	4.90156419904189	1.0
94	1	1		male	42.0	0	0	PC 17476	26.2875	E24	S	5	[null]		1	3.26909354102882	0.999999999996168
95	1	1		female	53.0	0	0	PC 17606	27.4458	[null]	C	6	[null]		1	3.31221315078453	0.999999999998797
96	1	1		female	[null]	0	0	17770	27.7208	[null]	C	5	[null]		1	3.32218303393412	0.999999999999086
97	1	1		female	36.0	0	0	PC 17608	262.375	B61	C	4	[null]		1	5.5697747781408	1.0
98	1	1		female	30.0	0	0	110152	86.5	B77	S	8	[null]		1	4.46014441393783	1.0
99	1	1		male	45.0	0	0	PC 17594	29.7	A9	C	7	[null]		1	3.39114704580865	0.999999999999874
100	1	1		female	22.0	0	0	113781	151.55	[null]	S	11	[null]		1	5.02091560350381	1.0

Rows: 1-100 | Columns: 17

‘Pythonic’ Invokation of Vertica Functions

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.

titanic["age"].count()

997.0

import verticapy.stats as st
titanic["age"] = st.coalesce(titanic["age"], titanic["age"].avg())
titanic["age"].count()

1234.0

Slicing the vDataFrame

You can now slice the vDataFrame with indexing operators.

titanic[0:30]

	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
1	1	0		female	2.0	1	2	113781	151.55	C22 C26	S	[null]	[null]	Montreal, PQ / Chesterville, ON	4	5.02091560350381	1.0
2	1	0		male	30.0	1	2	113781	151.55	C22 C26	S	[null]	135	Montreal, PQ / Chesterville, ON	4	5.02091560350381	1.0
3	1	0		female	25.0	1	2	113781	151.55	C22 C26	S	[null]	[null]	Montreal, PQ / Chesterville, ON	4	5.02091560350381	1.0
4	1	0		male	39.0	0	0	112050	0.0	A36	S	[null]	[null]	Belfast, NI	1	-inf	0.0
5	1	0		male	71.0	0	0	PC 17609	49.5042	[null]	C	[null]	22	Montevideo, Uruguay	1	3.90205751446006	1.0
6	1	0		male	47.0	1	0	PC 17757	227.525	C62 C64	C	[null]	124	New York, NY	2	5.42726012246342	1.0
7	1	0		male	30.1524573721163	0	0	PC 17318	25.925	[null]	S	[null]	[null]	New York, NY	1	3.25520775411559	0.999999999994493
8	1	0		male	24.0	0	1	PC 17558	247.5208	B58 B60	C	[null]	[null]	Montreal, PQ	2	5.51149461888159	1.0
9	1	0		male	36.0	0	0	13050	75.2417	C6	C	A	[null]	Winnipeg, MN	1	4.32070559854228	1.0
10	1	0		male	25.0	0	0	13905	26.0	[null]	C	[null]	148	San Francisco, CA	1	3.25809653802148	0.999999999994891
11	1	0		male	45.0	0	0	113784	35.5	T	S	[null]	[null]	Trenton, NJ	1	3.56953269648137	1.0
12	1	0		male	42.0	0	0	110489	26.55	D22	S	[null]	[null]	London / Winnipeg, MB	1	3.27902974768795	0.999999999997052
13	1	0		male	41.0	0	0	113054	30.5	A21	S	[null]	[null]	Pomeroy, WA	1	3.41772668361337	0.999999999999943
14	1	0		male	48.0	0	0	PC 17591	50.4958	B10	C	[null]	208	Omaha, NE	1	3.92189016450581	1.0
15	1	0		male	30.1524573721163	0	0	112379	39.6	[null]	C	[null]	[null]	Philadelphia, PA	1	3.67882911826043	1.0
16	1	0		male	45.0	0	0	113050	26.55	B38	S	[null]	[null]	Washington, DC	1	3.27902974768795	0.999999999997052
17	1	0		male	30.1524573721163	0	0	113798	31.0	[null]	S	[null]	[null]	[null]	1	3.43398720448515	0.999999999999966
18	1	0		male	33.0	0	0	695	5.0	B51 B53 B55	S	[null]	[null]	New York, NY	1	1.6094379124341	0.993262053000915
19	1	0		male	28.0	0	0	113059	47.1	[null]	S	[null]	[null]	Montevideo, Uruguay	1	3.85227300102237	1.0
20	1	0		male	17.0	0	0	113059	47.1	[null]	S	[null]	[null]	Montevideo, Uruguay	1	3.85227300102237	1.0
21	1	0		male	49.0	0	0	19924	26.0	[null]	S	[null]	[null]	Ascot, Berkshire / Rochester, NY	1	3.25809653802148	0.999999999994891
22	1	0		male	36.0	1	0	19877	78.85	C46	S	[null]	172	Little Onn Hall, Staffs	2	4.36754731340905	1.0
23	1	0		male	46.0	1	0	W.E.P. 5734	61.175	E31	S	[null]	[null]	Amenia, ND	2	4.11373860932874	1.0
24	1	0		male	30.1524573721163	0	0	112051	0.0	[null]	S	[null]	[null]	Liverpool, England / Belfast	1	-inf	0.0
25	1	0		male	27.0	1	0	13508	136.7792	C89	C	[null]	[null]	Los Angeles, CA	2	4.91836794684454	1.0
26	1	0		male	30.1524573721163	0	0	110465	52.0	A14	S	[null]	[null]	Stoughton, MA	1	3.95124371858143	1.0
27	1	0		male	47.0	0	0	5727	25.5875	E58	S	[null]	[null]	Victoria, BC	1	3.24210395098741	0.999999999992282
28	1	0		male	37.0	1	1	PC 17756	83.1583	E52	C	[null]	[null]	Lakewood, NJ	3	4.42074602026042	1.0
29	1	0		male	30.1524573721163	0	0	113791	26.55	[null]	S	[null]	[null]	Roachdale, IN	1	3.27902974768795	0.999999999997052
30	1	0		male	70.0	1	1	WE/P 5735	71.0	B22	S	[null]	269	Milwaukee, WI	3	4.26267987704132	1.0

Rows: 1-30 | Columns: 17

To access a single row, we just have to specify the index.

titanic[0]

[1,
 0,
 'Allison, Miss. Helen Loraine',
 'female',
 2.0,
 1,
 2,
 '113781',
 151.55,
 'C22 C26',
 'S',
 None,
 None,
 'Montreal, PQ / Chesterville, ON',
 4,
 5.02091560350381,
 1.0]