gen_dataset¶

In [ ]:

gen_dataset(features_ranges: dict, 
            nrows: int = 1000,)

Generates a dataset using the input parameters.

Parameters¶

Name	Type	Optional	Description
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 bound. 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 bound. 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	✓	Dataset maximum number of rows.

Returns¶

vDataFrame : generated dataset.

Example¶

In [2]:

from verticapy.datasets import gen_dataset
import datetime

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]},},)

Out[2]:

	Abc name Varchar(5)	123 age Int	123 distance Float	📅 date Date	📅 datetime Timestamp
1	Badr	29	2269.10478970967	1994-01-05	1994-02-01 07:00:45.293364
2	Raghu	22	3088.36873387918	1994-10-29	1994-10-07 05:31:59.813338
3	Badr	35	2723.09327125549	1994-03-10	1994-06-12 15:00:40.574694
4	Waqas	21	3224.46806146763	1994-08-16	1994-09-02 00:31:32.678368
5	Badr	39	1924.78713253513	1994-01-23	1994-02-11 17:46:15.152694
6	Raghu	35	2547.52222890966	1994-06-13	1993-11-12 10:38:47.507479
7	Badr	38	2472.60277159512	1994-09-19	1994-02-14 18:33:57.636906
8	Badr	30	1263.7883562129	1993-12-07	1994-09-22 06:13:12.043944
9	Badr	34	2632.37537932582	1994-09-29	1994-03-17 16:35:03.410143
10	Badr	33	2647.36224315129	1993-11-28	1994-01-19 00:20:21.087985
11	Waqas	37	3794.27223629318	1994-07-30	1993-12-08 12:45:23.997536
12	Waqas	37	1256.01359480061	1994-07-13	1994-04-22 00:38:28.402084
13	Badr	36	1619.25543448888	1994-10-09	1994-03-02 22:33:10.480983
14	Waqas	37	1474.76081154309	1994-03-04	1993-12-19 14:56:16.774174
15	Badr	24	3457.12105953135	1994-07-07	1993-12-12 22:13:51.827138
16	Raghu	24	3228.34170493297	1994-03-12	1994-02-15 15:56:48.898146
17	Waqas	21	3019.64325993322	1994-09-05	1994-06-04 06:36:10.053870
18	Waqas	37	3834.07937316224	1994-03-23	1994-07-17 11:14:46.077907
19	Badr	24	1423.28289709985	1994-03-09	1994-09-01 18:18:30.802987
20	Badr	20	1917.83791105263	1993-12-16	1994-03-20 16:04:26.451227
21	Raghu	37	2727.38766809925	1994-09-06	1994-03-27 19:41:24.157283
22	Badr	21	1711.53948153369	1994-06-11	1993-11-12 08:36:05.553948
23	Badr	31	1817.12400377728	1994-02-18	1994-05-16 19:40:25.091017
24	Badr	32	1148.90840393491	1994-04-09	1994-08-09 14:46:55.544911
25	Raghu	22	2588.61226355657	1994-09-09	1994-02-16 01:28:05.472337
26	Badr	29	3595.32943251543	1994-09-30	1994-04-25 17:06:32.208306
27	Badr	22	3775.73488419876	1994-06-24	1994-05-21 13:17:59.121231
28	Waqas	38	1199.30761423893	1994-01-26	1994-06-14 10:41:49.917191
29	Badr	21	3437.13030149229	1994-02-17	1994-08-27 17:58:45.256511
30	Waqas	30	3351.50483134203	1994-07-22	1994-08-27 16:18:48.532147
31	Raghu	30	2216.40009921975	1993-11-20	1994-04-01 11:50:03.959137
32	Waqas	36	1951.20963011868	1993-12-11	1993-11-10 03:35:22.084064
33	Badr	33	2946.57487189397	1994-07-28	1994-03-02 21:40:39.441546
34	Badr	31	1509.18931257911	1994-08-06	1994-09-20 14:20:30.561514
35	Raghu	39	1642.81924418174	1994-06-24	1994-01-06 03:23:27.748228
36	Waqas	24	3342.71668456495	1994-09-27	1994-08-21 14:59:58.522921
37	Raghu	40	1363.0753303878	1993-12-16	1994-10-18 12:01:23.706205
38	Waqas	32	3120.73903623968	1994-06-02	1994-07-04 11:50:32.766585
39	Badr	40	3295.62398139387	1994-10-04	1994-10-21 09:21:16.518765
40	Raghu	30	1365.72939995676	1993-12-07	1994-10-13 13:53:13.931124
41	Raghu	27	1323.19322926924	1994-05-15	1994-07-15 10:21:07.636643
42	Badr	20	1373.57317376882	1994-03-14	1994-01-12 13:08:17.978517
43	Badr	31	1744.81560918503	1994-10-28	1993-12-07 19:33:17.828398
44	Badr	38	2282.70004806109	1994-09-02	1994-04-17 23:46:07.324653
45	Badr	22	1447.26335024461	1994-10-15	1994-09-30 13:46:52.367874
46	Waqas	40	3844.211893389	1994-10-14	1994-04-12 21:04:23.946185
47	Waqas	27	1218.19107537158	1994-01-02	1994-10-03 08:45:29.098166
48	Waqas	34	2042.87295322865	1993-12-02	1994-01-20 23:59:47.280314
49	Badr	34	3579.43179528229	1994-04-30	1994-01-18 06:01:16.966893
50	Badr	22	2462.38687587902	1994-01-22	1994-05-18 04:28:14.240887
51	Raghu	35	3927.93565569445	1994-10-12	1994-04-16 00:00:06.330905
52	Waqas	20	1127.03339406289	1994-02-27	1994-10-22 16:32:47.781548
53	Badr	31	2526.34718688205	1994-06-05	1994-04-30 23:54:44.908589
54	Waqas	24	2326.4878380578	1993-11-27	1994-04-21 19:21:14.801642
55	Raghu	39	3580.1193669904	1994-07-07	1994-02-13 07:06:30.185639
56	Badr	22	2480.56645970792	1994-04-15	1994-07-12 16:54:56.027351
57	Waqas	37	3193.10470018536	1994-07-12	1994-05-26 01:29:59.479484
58	Badr	21	2324.70683241263	1994-01-05	1994-06-20 09:29:29.266706
59	Badr	29	1430.94394332729	1994-08-11	1994-02-24 06:21:42.287907
60	Badr	33	1082.85943930969	1994-03-01	1994-05-25 20:32:30.121763
61	Badr	25	2321.75404857844	1994-06-25	1993-11-05 06:10:46.894580
62	Raghu	38	2685.59736385942	1994-04-18	1994-09-25 01:49:06.562339
63	Badr	38	3902.08719135262	1993-12-06	1994-10-26 04:26:12.107050
64	Badr	38	3507.87820364349	1993-11-26	1994-01-27 19:33:41.294656
65	Waqas	37	2993.37678519078	1994-01-12	1994-08-10 03:37:43.797176
66	Badr	34	2710.46875463799	1994-04-13	1994-10-23 09:10:31.164853
67	Raghu	26	2433.45371820033	1994-10-19	1994-09-29 06:27:23.567850
68	Waqas	37	2254.63711493649	1994-08-30	1994-09-27 00:31:26.112723
69	Badr	32	1933.96949139424	1994-01-05	1994-03-22 02:06:35.236634
70	Badr	29	2229.99573056586	1994-09-13	1994-09-16 02:57:45.527102
71	Raghu	28	3837.98482595012	1994-02-10	1994-05-30 08:28:01.358144
72	Badr	22	2865.0323797483	1994-02-11	1994-05-09 17:44:15.191425
73	Waqas	24	1047.46624897234	1994-01-13	1994-05-22 23:26:44.712573
74	Badr	38	1523.03617401049	1994-07-03	1994-05-04 20:05:02.266509
75	Badr	31	1582.66315911897	1994-10-31	1994-04-12 20:45:03.456603
76	Raghu	34	2797.99576569349	1994-04-28	1993-11-08 11:09:04.507058
77	Badr	37	3185.96575362608	1994-09-02	1994-03-27 14:51:10.344776
78	Raghu	25	3959.18066729791	1994-04-15	1994-07-29 20:53:27.557208
79	Waqas	38	3463.5283658281	1994-07-29	1994-08-21 18:48:33.431834
80	Raghu	40	2763.64977681078	1994-01-06	1994-09-20 23:26:01.015546
81	Raghu	40	2963.43421866186	1993-11-20	1994-06-12 22:33:11.970474
82	Raghu	34	3855.91249517165	1993-12-09	1994-07-10 02:36:34.288132
83	Waqas	38	1895.84078034386	1994-01-10	1994-04-22 15:50:10.451987
84	Waqas	27	1096.83536668308	1994-04-05	1994-04-07 13:52:22.129232
85	Waqas	31	3626.87983876094	1994-09-09	1994-07-31 23:47:12.223919
86	Badr	25	3401.8273067195	1994-10-21	1994-08-18 03:35:07.287101
87	Badr	26	3407.3715696577	1994-05-12	1994-02-07 21:22:28.895721
88	Badr	25	1813.68046021089	1994-04-27	1994-01-14 16:10:11.915859
89	Badr	32	3530.77497449704	1994-05-28	1994-04-14 02:09:17.831347
90	Raghu	35	3761.89244491979	1994-02-06	1993-11-16 18:13:49.493389
91	Waqas	27	1166.77381936461	1994-09-24	1994-02-03 17:13:18.116807
92	Raghu	22	2028.02704158239	1994-10-12	1994-03-30 16:05:39.488449
93	Badr	37	2208.39997078292	1994-05-14	1994-01-16 16:03:06.008654
94	Waqas	36	1462.42553694174	1994-07-31	1994-07-28 23:47:10.227209
95	Raghu	29	3945.61884994619	1994-08-14	1994-02-22 23:47:42.352885
96	Raghu	26	2708.34616129287	1994-04-06	1993-12-16 14:46:16.411267
97	Badr	21	3751.57971936278	1994-10-12	1994-04-23 16:16:48.310027
98	Waqas	26	2216.99883183464	1994-04-18	1994-01-06 08:09:12.838194
99	Waqas	35	2412.10271487944	1994-04-20	1994-06-02 11:13:27.739869
100	Raghu	26	3265.75898658484	1994-01-30	1994-04-29 03:06:09.080999

Rows: 1-100 | Columns: 5