Feedback

×

• Feedback
• Was this page helpful?*
  • Yes
  • No
• Do you have any additional feedback?
  • Yes
  • No
• Additional Feedback

verticapy.datasets.gen_dataset

verticapy.datasets.gen_dataset(features_ranges: dict, nrows: int = 1000) → vDataFrame

Generates a dataset using the input parameters.

Parameters

features_ranges: dict

Dictionary including the features types and ranges.

• For str:

  The subdictionary must include two keys: “type” must be set to ‘str’ and ‘value’ must include the feature categories.

• For int:

  The subdictionary must include two keys: “type” must be set to ‘int’ and ‘range’ must include two integers that represent the lower and the upper bounds.

• For float:

  The subdictionary must include two keys: “type” must be set to’float’ and ‘range’ must include two floats that represent the lower and the upper bounds.

• For date:

  The subdictionary must include two keys: “type” must be set to ‘date’ and ‘range’ must include the start date and the number of days after.

• For datetime:

  The subdictionary must include two keys: “type” must be set to ‘date’ and ‘range’ must include the start date and the number of days after.

nrows: int, optional

The maximum number of rows in the dataset.

Returns

vDataFrame

Generated dataset.

Examples

import datetime

from verticapy.datasets import gen_dataset

gen_dataset(
    features_ranges = {
        "name": {"type": str, "values": ["Badr", "Badr", "Raghu", "Waqas",]},
        "age": {"type": int, "range": [20, 40]},
        "distance": {"type": float, "range": [1000, 4000]},
        "date": {"type": datetime.date, "range": ["1993-11-03", 365]},
        "datetime": {"type": datetime.datetime, "range": ["1993-11-03", 365]},
    },
)

	Abc name Varchar(5)	123 age Integer	123 distance Float(22)	📅 date Date	📅 datetime Timestamp(29)
1	Waqas	37	2895.07728512399	1994-06-24	1994-04-03 19:56:30.625470
2	Badr	20	1376.04133971035	1994-08-09	1994-09-27 07:38:54.951675
3	Badr	22	2589.4595363643	1994-04-20	1994-08-07 06:57:40.675335
4	Badr	35	3006.04747142643	1993-12-01	1994-01-09 04:17:07.285825
5	Badr	35	1717.08040777594	1993-12-24	1994-01-11 12:53:15.841507
6	Raghu	31	2126.60001241602	1994-01-31	1994-06-15 21:54:08.875096
7	Badr	29	1273.94157974049	1994-08-28	1994-08-28 17:24:45.653391
8	Waqas	32	3956.77474327385	1994-08-07	1994-05-26 21:58:17.609413
9	Raghu	20	1532.90409222245	1994-03-15	1994-04-11 04:00:22.632513
10	Waqas	27	1207.89135224186	1994-04-29	1994-01-17 15:31:24.944715
11	Badr	32	1618.86776797473	1994-07-25	1994-06-27 18:05:45.007523
12	Badr	28	3376.32427038625	1994-04-13	1994-07-31 02:19:53.928923
13	Badr	27	1080.3095526062	1994-02-15	1993-11-13 17:30:25.532920
14	Waqas	21	3991.32541194558	1994-05-22	1994-08-17 18:28:44.231062
15	Waqas	34	2481.04882915504	1994-10-23	1993-12-06 01:32:23.148107
16	Waqas	39	3219.21482658945	1994-04-14	1994-07-13 02:04:55.057073
17	Badr	40	2876.35736400262	1994-09-09	1994-08-02 20:02:33.154866
18	Waqas	39	2886.30761974491	1994-03-06	1994-09-10 04:40:19.287448
19	Waqas	23	1312.36826675013	1994-10-29	1994-09-07 04:26:27.568221
20	Waqas	30	3096.7123687733	1994-08-16	1993-11-16 08:24:39.585651
21	Waqas	38	3219.27921986207	1993-12-30	1994-08-01 12:54:46.713535
22	Raghu	39	3895.10105107911	1994-06-27	1994-02-27 01:57:26.923234
23	Badr	33	1741.73160735518	1994-05-01	1994-10-31 10:56:08.983564
24	Badr	22	2281.98330523446	1994-08-01	1994-09-22 04:48:19.877337
25	Waqas	23	2947.57875846699	1993-12-10	1994-10-21 12:00:24.253137
26	Badr	37	1853.75563637353	1994-04-28	1994-10-26 08:21:51.929168
27	Raghu	21	1681.12620827742	1994-03-31	1993-12-26 00:28:48.792112
28	Raghu	23	3119.73557784222	1994-06-02	1994-03-02 05:12:53.095438
29	Badr	32	3380.05918147974	1994-10-30	1994-10-12 03:46:44.323755
30	Badr	25	3792.68411849625	1993-11-05	1994-07-22 18:45:24.777053
31	Raghu	32	3723.41004759073	1994-10-12	1994-10-01 07:00:42.448740
32	Badr	28	1192.88021582179	1994-06-30	1994-10-01 02:00:05.760614
33	Waqas	26	1511.49465027265	1994-01-15	1994-05-14 22:34:08.794024
34	Raghu	37	2048.35784086026	1994-03-27	1994-08-31 16:25:01.792364
35	Badr	28	2809.70390420407	1994-07-17	1994-03-30 00:32:18.666773
36	Raghu	37	2542.05397935584	1994-06-15	1994-06-23 12:09:31.643852
37	Badr	33	3335.78143082559	1994-06-06	1994-01-08 21:33:59.532993
38	Raghu	38	1270.63584863208	1994-04-10	1994-10-11 17:34:37.526886
39	Waqas	22	2099.78503012098	1994-04-28	1994-03-21 20:22:31.980972
40	Raghu	29	3783.03936705925	1994-07-15	1994-10-24 14:04:50.360237
41	Badr	32	3290.01072701067	1994-05-06	1994-05-12 16:20:28.094009
42	Badr	40	1559.0339761693	1994-02-06	1994-07-21 07:03:27.843377
43	Raghu	28	2510.31233230606	1994-01-01	1994-01-01 16:57:40.485964
44	Badr	39	2142.51230051741	1994-06-19	1994-01-02 20:13:53.609171
45	Waqas	26	2865.86050898768	1994-02-28	1994-06-29 21:09:52.380975
46	Badr	21	2354.91899657063	1994-04-23	1993-11-09 15:07:21.366526
47	Raghu	37	3460.54224367253	1994-02-07	1994-10-09 06:58:17.840935
48	Waqas	21	2819.33103688061	1994-04-15	1993-12-02 20:20:17.802943
49	Badr	24	1905.88305122219	1994-04-07	1994-02-01 08:24:49.043214
50	Badr	30	2893.54774984531	1994-08-12	1994-08-14 10:05:07.336984
51	Badr	29	1079.11328878254	1993-12-06	1994-10-14 19:06:56.303462
52	Raghu	21	3685.2554064244	1994-08-08	1994-03-26 07:52:17.743337
53	Badr	25	2598.30365818925	1993-11-22	1994-06-03 22:19:16.749777
54	Badr	23	2173.54533728212	1994-07-30	1994-06-04 22:06:47.658065
55	Badr	25	1218.19841372781	1994-10-13	1994-01-21 16:08:02.012882
56	Badr	29	3870.54629088379	1993-12-06	1993-11-16 18:22:26.988771
57	Waqas	40	2239.90591871552	1994-03-30	1993-11-14 17:38:20.568645
58	Raghu	22	2635.43237955309	1994-05-07	1994-10-20 18:04:26.522433
59	Waqas	29	3847.28756919503	1994-07-31	1994-01-28 23:22:45.421857
60	Waqas	35	1269.63391015306	1994-01-23	1994-10-20 14:35:45.056453
61	Waqas	38	3574.75883536972	1994-05-17	1994-09-19 13:03:54.102660
62	Badr	28	3449.37616423704	1994-08-15	1994-07-17 19:34:56.176949
63	Badr	21	1486.77571164444	1994-05-20	1994-04-30 06:25:09.768476
64	Badr	24	2938.64735029638	1994-07-15	1994-09-24 14:47:09.300197
65	Badr	34	2774.61698232219	1994-09-12	1993-12-25 17:03:09.056240
66	Raghu	24	1679.03043352999	1993-11-05	1994-09-12 06:49:12.844535
67	Raghu	22	1745.43689121492	1994-09-01	1994-02-24 00:04:21.213268
68	Waqas	29	3070.36436675116	1993-12-09	1994-08-30 13:22:40.873454
69	Badr	38	3451.65906078182	1994-07-19	1994-10-29 23:16:29.127901
70	Badr	28	1561.68962502852	1994-03-22	1994-09-18 23:21:14.078900
71	Badr	40	2519.30433674715	1994-08-20	1994-01-09 04:14:06.725247
72	Badr	27	1177.09907796234	1994-04-05	1993-11-09 16:07:07.870408
73	Badr	20	1855.32209742814	1994-02-08	1994-01-08 08:46:25.608581
74	Raghu	33	2451.76322502084	1994-08-08	1994-08-24 08:27:03.395050
75	Badr	27	3257.45829218067	1994-09-21	1993-11-06 08:19:50.560061
76	Badr	35	1620.64102524891	1994-03-11	1993-12-17 03:31:14.299208
77	Raghu	37	1079.365670681	1994-09-11	1994-10-10 09:09:47.711216
78	Badr	28	2047.14993876405	1994-05-24	1994-05-19 18:28:29.376284
79	Raghu	31	3425.25201034732	1994-10-25	1994-09-04 21:56:31.153825
80	Badr	37	3251.53937493451	1994-10-07	1994-01-21 20:22:57.977794
81	Badr	27	3987.17833403498	1994-01-16	1994-03-04 17:21:26.771087
82	Waqas	20	1851.21017880738	1994-03-26	1994-03-16 21:05:38.792932
83	Badr	37	1357.15219425038	1994-09-07	1994-05-29 13:43:07.049121
84	Waqas	23	1740.03014527261	1994-04-23	1994-08-13 03:11:14.671255
85	Waqas	37	3947.39862973802	1993-11-16	1993-11-22 17:25:35.655112
86	Waqas	32	3219.29948171601	1994-05-24	1994-04-08 17:40:38.192119
87	Waqas	30	2058.03886498325	1994-07-29	1994-07-20 07:15:06.499133
88	Waqas	22	1836.61564672366	1994-04-17	1994-02-06 18:57:38.614372
89	Raghu	34	1317.93428980745	1994-08-18	1994-08-01 20:36:14.247424
90	Waqas	37	2900.43281274848	1994-01-20	1994-09-09 09:42:05.551258
91	Raghu	32	3854.19166460633	1994-01-10	1994-02-27 13:16:26.767235
92	Raghu	35	1015.47448174097	1993-11-29	1994-04-13 06:53:17.920594
93	Raghu	23	2655.85838048719	1994-07-08	1994-04-05 09:22:14.692640
94	Badr	34	3294.95146917179	1993-12-28	1994-05-18 07:44:27.758299
95	Badr	36	2363.0044569727	1994-02-12	1993-12-22 06:31:48.422600
96	Badr	27	1497.23811284639	1994-09-06	1994-06-03 19:08:14.615107
97	Raghu	35	3863.90740447678	1993-12-10	1994-03-25 14:44:04.780840
98	Waqas	37	1201.02588064037	1994-07-17	1994-06-12 12:41:27.913301
99	Waqas	22	3060.09321054444	1994-07-26	1994-05-12 03:03:25.122364
100	Raghu	37	1223.10607950203	1994-10-18	1994-05-07 13:42:46.711210

Rows: 1-100 | Columns: 5