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	29	2621.5522356797	1994-06-03	1993-11-22 18:06:40.063591
2	Badr	34	3274.91688984446	1994-02-23	1994-04-27 15:20:12.919794
3	Badr	32	1975.77769169584	1993-11-25	1993-12-25 06:28:40.107830
4	Waqas	38	1365.26422598399	1994-05-01	1994-04-03 06:18:58.122272
5	Badr	23	2536.82205616497	1993-12-26	1994-09-07 11:53:50.217234
6	Badr	28	1497.00627010316	1994-03-23	1993-12-15 06:09:04.587149
7	Waqas	26	2795.06066348404	1994-03-23	1994-05-12 18:14:11.706666
8	Raghu	34	2332.27395312861	1994-07-30	1994-05-05 14:40:59.908759
9	Badr	32	2164.63969787583	1994-01-21	1994-07-07 14:31:47.710125
10	Waqas	36	2184.47554507293	1994-03-27	1993-11-30 18:56:37.060049
11	Waqas	25	1433.05784394033	1994-08-27	1994-06-24 16:27:38.017990
12	Raghu	30	2571.38956268318	1994-02-13	1994-06-20 05:55:14.162725
13	Raghu	37	3248.77973599359	1994-07-20	1994-04-08 05:06:01.211995
14	Badr	23	1169.46347150952	1994-08-12	1994-01-30 20:26:52.086180
15	Waqas	27	2860.41634134017	1994-04-20	1993-12-14 09:31:44.114657
16	Waqas	33	2821.07414514758	1994-02-01	1994-10-05 09:32:03.925855
17	Raghu	40	3098.87754986994	1994-06-21	1994-02-17 05:20:44.413099
18	Raghu	33	3103.009742219	1994-05-23	1994-03-17 07:41:52.864590
19	Badr	21	3148.2606891077	1994-02-15	1994-08-12 07:37:50.943996
20	Waqas	24	1522.58338709362	1994-07-26	1994-01-12 14:08:38.280143
21	Badr	33	3352.48589329422	1994-10-29	1994-10-17 23:57:44.632820
22	Badr	28	3899.15024721995	1993-11-08	1993-11-27 20:56:34.093090
23	Waqas	20	3370.13828265481	1993-12-11	1994-02-18 08:25:56.582236
24	Waqas	30	2930.37014547735	1994-08-17	1993-11-24 14:38:47.459507
25	Badr	32	3239.34539686888	1994-09-24	1994-02-21 03:28:23.618862
26	Waqas	23	3196.77351787686	1993-12-24	1993-12-30 11:10:26.561793
27	Waqas	38	3679.8127272632	1994-02-06	1994-03-13 12:34:55.069244
28	Badr	38	1857.41363232955	1994-04-07	1994-07-01 08:43:54.861280
29	Raghu	28	2857.35313361511	1994-01-10	1994-07-09 13:23:58.056540
30	Raghu	34	2826.097703306	1994-02-28	1994-07-23 10:27:20.458138
31	Waqas	21	1485.21666927263	1994-02-05	1994-01-22 20:26:12.888002
32	Badr	32	2986.48276482709	1994-04-13	1994-01-29 04:33:46.197124
33	Waqas	37	1696.3537116535	1994-09-17	1994-05-27 19:54:06.005675
34	Waqas	38	3754.30753990076	1994-03-14	1994-02-27 09:47:42.885558
35	Waqas	24	2536.7723647505	1993-12-31	1994-10-23 12:04:07.676750
36	Badr	27	2278.94618967548	1994-05-08	1993-12-26 05:57:45.419418
37	Waqas	22	1072.29084498249	1994-11-01	1994-02-19 14:36:48.628991
38	Badr	31	3156.57369722612	1994-07-12	1994-04-16 06:52:41.479070
39	Badr	31	3215.23601119407	1994-07-27	1993-12-17 10:59:09.718009
40	Badr	21	3035.5421481654	1993-12-02	1994-05-03 04:03:42.069834
41	Raghu	35	1516.74927445129	1994-09-20	1994-04-03 15:42:41.095925
42	Raghu	36	3352.4865352083	1993-11-12	1994-06-29 10:54:08.354848
43	Raghu	35	3965.42481845245	1994-10-12	1994-02-03 04:24:05.640727
44	Raghu	40	3361.34012928233	1993-11-08	1994-06-23 00:27:26.202457
45	Badr	32	2347.47768612579	1993-12-28	1994-08-27 16:59:45.135499
46	Raghu	33	2137.4571188353	1994-04-18	1994-10-20 23:25:32.132681
47	Badr	31	2503.44728049822	1994-02-03	1994-01-16 08:36:53.811381
48	Raghu	25	3076.19439251721	1994-03-17	1994-02-11 05:05:55.840992
49	Waqas	27	1644.19199246913	1994-10-08	1994-09-19 20:38:37.987360
50	Waqas	25	2821.78880437277	1994-01-25	1994-07-05 03:00:46.904171
51	Waqas	32	1722.20743633807	1994-02-22	1994-02-10 19:17:21.441813
52	Waqas	31	1516.05757814832	1994-03-17	1994-09-22 12:57:14.366586
53	Badr	40	3902.92865550146	1994-06-08	1993-11-18 19:02:26.618544
54	Waqas	20	1606.91472701728	1994-09-18	1994-09-27 12:45:31.490696
55	Waqas	36	3944.13961097598	1994-09-23	1994-08-19 21:07:01.923219
56	Waqas	23	2494.48362085968	1994-08-06	1994-10-19 11:10:39.605919
57	Badr	30	3812.61450517923	1994-05-10	1994-04-12 07:38:48.009508
58	Waqas	38	1255.30303572305	1994-03-31	1994-02-27 14:48:11.819955
59	Badr	27	3180.61227956787	1994-08-30	1994-05-20 05:06:41.031493
60	Raghu	23	3334.38884047791	1994-08-04	1994-05-14 19:59:26.000781
61	Raghu	35	1457.39796734415	1994-02-28	1994-03-28 15:18:29.636810
62	Badr	28	2409.46531412192	1994-10-19	1994-05-24 06:14:00.058389
63	Raghu	34	3657.970367698	1994-05-15	1994-04-14 05:55:12.915035
64	Badr	20	3771.64933294989	1994-02-11	1994-03-08 17:21:00.310377
65	Waqas	29	1015.24575636722	1994-08-05	1994-06-15 01:05:50.649885
66	Badr	28	1642.14780414477	1994-01-18	1994-03-02 21:43:53.042488
67	Waqas	26	3972.74762834422	1994-09-10	1993-12-20 03:43:12.891810
68	Badr	34	1675.61052413657	1994-03-01	1993-12-25 14:25:03.160800
69	Badr	37	1139.21660627238	1994-10-10	1994-04-09 17:49:22.562419
70	Raghu	38	3901.19557408616	1994-09-06	1993-11-18 21:03:03.601921
71	Raghu	29	2789.86535663716	1994-03-24	1994-01-25 10:39:34.199561
72	Waqas	36	1914.24990538508	1994-08-11	1993-12-13 01:52:12.928477
73	Badr	40	2310.22233376279	1993-11-26	1994-09-12 20:41:29.610690
74	Badr	29	2276.12687717192	1993-11-04	1994-01-14 16:01:32.078204
75	Badr	38	3225.69014853798	1994-01-03	1994-04-15 00:17:15.482052
76	Raghu	26	3432.69626353867	1994-06-14	1993-11-30 07:49:14.838797
77	Waqas	25	2022.96311338432	1994-04-16	1994-05-23 23:10:52.570061
78	Badr	31	1395.72031260468	1993-11-26	1994-01-14 11:36:57.961127
79	Badr	30	3178.83110977709	1994-09-03	1994-09-07 07:45:07.635532
80	Badr	39	3602.65820194036	1993-11-16	1994-05-02 03:54:37.235855
81	Badr	30	3321.83841150254	1994-10-15	1994-04-03 09:04:56.657474
82	Badr	36	3265.43152169324	1994-05-03	1994-04-22 22:46:02.813627
83	Badr	24	2695.44378807768	1994-02-15	1994-06-14 03:44:17.006711
84	Raghu	35	1470.43826826848	1994-08-22	1994-02-12 05:30:32.796650
85	Badr	30	1059.92245208472	1994-05-01	1994-09-26 02:46:49.735749
86	Raghu	39	2295.15378829092	1994-03-29	1993-12-28 06:27:57.131438
87	Waqas	25	3643.77962611616	1994-11-01	1994-10-21 15:55:09.285168
88	Raghu	33	2276.18799940683	1994-09-30	1994-09-01 05:43:53.830205
89	Raghu	39	2027.85792062059	1994-03-28	1993-12-25 20:05:57.925934
90	Badr	24	1591.82704635896	1994-01-21	1993-12-14 20:43:56.909871
91	Raghu	23	3758.30214610323	1994-02-21	1993-12-31 18:27:35.721255
92	Waqas	30	3263.51839140989	1994-03-31	1994-01-18 02:29:56.402601
93	Waqas	30	2765.30314213596	1993-12-08	1994-05-14 22:52:23.795427
94	Badr	38	2515.39026666433	1993-12-29	1994-07-21 00:58:08.687977
95	Badr	40	1273.38424813934	1994-03-22	1993-12-27 02:57:37.067442
96	Badr	25	2399.39321903512	1994-08-16	1994-09-02 18:40:15.840246
97	Badr	31	2148.0198528152	1994-03-05	1994-07-05 23:44:37.265918
98	Waqas	34	2436.57154869288	1994-04-16	1994-02-24 22:52:12.864768
99	Badr	31	1625.80327037722	1993-12-24	1994-04-25 09:44:36.765224
100	Raghu	23	2960.52611037157	1994-04-27	1994-11-01 15:49:04.745585

Rows: 1-100 | Columns: 5