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	Raghu	39	3296.6715991497	1994-04-26	1994-04-11 00:21:08.187569
2	Badr	31	1758.21029068902	1994-03-07	1993-12-14 11:35:31.982233
3	Waqas	25	3222.50836761668	1994-07-28	1994-04-23 21:16:53.836384
4	Badr	22	2652.61881123297	1994-02-17	1993-12-04 14:18:36.777179
5	Badr	34	1418.16932638176	1994-05-08	1994-02-05 07:02:26.556263
6	Waqas	27	3129.46611875668	1994-01-21	1994-11-02 00:21:21.382328
7	Badr	27	1658.82572392002	1994-05-09	1994-03-05 17:10:50.086429
8	Badr	21	2853.96129102446	1994-08-03	1994-02-19 00:58:32.856162
9	Waqas	23	3772.79738965444	1994-07-23	1994-04-09 14:02:00.711851
10	Badr	21	1497.16526293196	1994-07-11	1993-12-30 14:24:40.887636
11	Badr	27	3085.73788986541	1993-12-20	1993-11-06 04:01:38.879555
12	Badr	25	2981.89888498746	1994-03-03	1994-03-04 07:52:45.403658
13	Badr	21	1851.53403249569	1994-05-09	1994-02-15 22:05:20.332830
14	Badr	32	1661.70387389138	1994-04-20	1994-01-03 17:38:57.814571
15	Badr	32	1841.68414026499	1994-03-01	1994-01-04 21:02:05.799036
16	Badr	31	3052.96116298996	1994-03-23	1994-04-08 07:26:37.005708
17	Waqas	40	2284.37434160151	1994-10-28	1993-11-17 22:50:17.785610
18	Raghu	37	1517.62152882293	1994-11-01	1994-04-13 11:51:03.145559
19	Raghu	23	1126.30580225959	1994-08-18	1994-04-23 14:38:43.471398
20	Raghu	40	2865.03129149787	1994-09-06	1994-04-26 01:19:32.393869
21	Badr	22	2452.25515542552	1994-07-21	1994-10-02 22:10:35.721101
22	Badr	34	1820.48770552501	1994-06-30	1994-09-18 06:05:44.007227
23	Badr	31	2575.54506510496	1994-05-10	1994-08-23 10:21:58.734757
24	Badr	26	2268.44374043867	1993-12-12	1994-09-25 04:13:37.963705
25	Badr	24	2145.80147038214	1994-02-16	1994-02-23 17:58:29.236682
26	Badr	38	1880.88685669936	1993-11-13	1994-06-06 07:57:54.498159
27	Raghu	32	1225.48034298234	1994-01-22	1994-10-30 16:24:30.702108
28	Waqas	28	2196.16820639931	1994-11-01	1994-04-06 21:28:35.656798
29	Raghu	33	1506.50065648369	1993-12-24	1994-05-06 23:00:54.818364
30	Waqas	29	2261.68370968662	1994-05-15	1994-07-19 17:17:21.161335
31	Badr	28	3044.62932911702	1994-07-17	1994-07-26 13:49:39.839527
32	Badr	39	3461.47432317957	1994-01-02	1994-03-23 18:54:03.500170
33	Badr	21	2071.88314967789	1994-05-09	1994-09-19 02:20:15.388372
34	Raghu	24	2029.18803924695	1993-11-17	1993-11-04 18:20:23.936874
35	Waqas	24	1253.92256630585	1994-07-19	1993-12-06 03:44:33.517585
36	Waqas	34	2491.76434497349	1993-12-08	1993-11-09 00:28:30.372014
37	Badr	36	2833.14782963134	1994-07-11	1993-11-30 05:04:49.429121
38	Badr	39	3604.08033779822	1993-12-30	1993-12-01 01:46:03.100912
39	Waqas	37	2850.68689985201	1994-07-28	1994-03-23 22:37:02.590345
40	Raghu	30	3359.29237306118	1994-04-04	1993-11-15 09:58:00.125903
41	Raghu	32	2831.75019337796	1994-07-31	1994-03-27 01:02:46.645753
42	Raghu	36	3031.42544976436	1994-03-11	1994-01-24 07:42:00.153970
43	Badr	33	2846.17387852632	1994-04-20	1993-12-05 09:14:24.521503
44	Waqas	26	1700.6573760882	1994-07-13	1993-12-26 21:59:25.255114
45	Raghu	29	1121.06653931551	1994-04-07	1994-06-14 03:30:42.307046
46	Badr	26	3408.85874908417	1994-05-31	1994-02-27 03:30:14.115930
47	Badr	39	3310.61407434754	1994-08-10	1993-11-27 07:13:06.093128
48	Badr	35	3913.70118153282	1994-03-19	1994-02-06 07:24:24.053824
49	Badr	39	1331.33099833503	1993-12-14	1994-08-09 03:48:13.770745
50	Badr	37	2126.38831976801	1994-02-15	1994-02-23 19:44:49.888152
51	Waqas	36	1405.72919906117	1994-07-19	1994-07-02 14:18:35.746205
52	Waqas	38	3330.20862331614	1993-12-05	1994-10-02 08:32:37.063749
53	Badr	27	1173.88637899421	1994-05-17	1994-06-11 04:29:39.351993
54	Badr	21	3542.23500587977	1993-12-08	1993-12-18 19:21:12.674295
55	Badr	24	2325.75733563863	1994-03-25	1994-02-11 08:53:38.749986
56	Raghu	34	1726.65728675202	1994-03-20	1994-01-20 19:43:10.061677
57	Waqas	37	1969.95715354569	1994-07-14	1994-05-10 13:47:09.889666
58	Raghu	40	3299.07794296741	1994-06-02	1994-04-07 23:39:20.017971
59	Badr	39	2559.49897458777	1993-11-05	1993-11-10 16:29:06.425296
60	Waqas	31	2444.71709337085	1994-06-14	1994-08-19 21:13:14.249102
61	Raghu	21	3655.18582612276	1994-09-28	1994-05-04 04:50:23.129053
62	Waqas	39	3942.84907309338	1994-08-21	1994-07-21 09:41:59.540528
63	Badr	39	2999.49545017444	1994-04-30	1994-05-10 00:37:51.554406
64	Raghu	39	2806.47422629409	1994-09-01	1994-09-27 05:43:59.462824
65	Raghu	37	3003.06128151715	1994-07-10	1994-07-14 02:09:40.361380
66	Badr	29	1937.86764284596	1994-10-12	1994-07-25 18:06:26.175314
67	Badr	22	1556.4746640157	1994-01-15	1993-11-15 17:12:07.261327
68	Badr	38	3313.62157035619	1994-02-26	1993-11-21 16:32:54.377871
69	Badr	28	1736.67414858937	1994-06-09	1994-05-02 02:13:34.450595
70	Raghu	22	3098.48449309357	1994-04-26	1993-12-20 15:34:53.702544
71	Badr	21	1450.05313679576	1994-09-15	1994-07-08 21:15:31.884284
72	Raghu	33	2461.50255505927	1994-06-25	1993-12-11 05:57:23.526256
73	Waqas	23	1606.20232392102	1994-02-12	1994-04-14 22:19:10.834501
74	Waqas	25	2727.54024947062	1994-09-02	1994-07-31 14:47:27.640572
75	Badr	22	1675.56603928097	1994-04-28	1994-01-24 10:28:13.910272
76	Waqas	26	1431.60520354286	1994-06-15	1994-08-10 05:02:32.072232
77	Raghu	36	2331.47402550094	1994-03-06	1994-01-23 18:38:24.737690
78	Waqas	28	3604.42452388816	1994-07-20	1994-10-20 02:33:38.690070
79	Raghu	32	2869.77315763943	1994-01-21	1994-05-07 06:31:44.468467
80	Waqas	22	3346.39730816707	1994-01-27	1994-09-08 00:31:05.377852
81	Badr	38	1075.07231808268	1994-05-31	1994-02-26 14:30:41.275381
82	Waqas	24	3889.90141497925	1994-04-26	1994-03-25 18:19:59.758147
83	Badr	22	3359.88076240756	1994-04-29	1994-09-18 03:29:22.390642
84	Raghu	36	2166.91752825864	1994-01-03	1994-01-01 02:44:39.965743
85	Badr	30	3989.43515587598	1994-04-20	1993-12-01 11:28:08.859069
86	Badr	29	2464.95732688345	1994-04-02	1994-10-16 18:19:15.482789
87	Badr	39	2275.47135786153	1994-08-06	1994-01-18 06:28:47.894571
88	Badr	33	3295.9654503502	1994-04-29	1994-09-21 21:12:08.374022
89	Badr	25	2302.56739095785	1993-12-10	1994-04-05 19:25:58.488315
90	Raghu	23	3259.79659100994	1994-04-07	1994-05-20 12:01:23.036846
91	Waqas	38	3342.34144561924	1994-05-19	1994-04-26 10:54:03.141720
92	Badr	21	2605.34156300128	1994-04-17	1994-01-18 07:05:57.730696
93	Badr	36	2044.46514951997	1994-03-27	1994-07-22 14:16:16.812337
94	Waqas	23	3411.65069257841	1994-01-21	1993-12-04 11:51:49.142192
95	Badr	37	1862.33762535267	1994-03-20	1994-04-08 18:57:38.578042
96	Raghu	37	2967.70904096775	1994-08-23	1994-03-02 04:54:33.695849
97	Waqas	39	1293.6640442349	1994-04-29	1993-12-16 13:45:45.095819
98	Badr	36	2506.86888163909	1994-02-09	1994-07-31 03:09:12.953408
99	Waqas	23	3610.20128126256	1994-01-23	1994-07-14 04:43:37.388526
100	Waqas	37	1620.18853239715	1994-01-25	1994-06-17 06:54:50.387504

Rows: 1-100 | Columns: 5