verticapy.datasets.gen_meshgrid#

verticapy.datasets.gen_meshgrid(features_ranges: dict) → vDataFrame#

Generates a dataset using regular steps.

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.

Numerical and date-like features must have an extra key in the dictionary named ‘nbins’, which corresponds to the number of bins used to compute the different categories.

Returns#

vDataFrame: Generated dataset.

Examples#

import datetime

from verticapy.datasets import gen_meshgrid

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

	Abc name Varchar(5)	123 age Integer	123 distance Float(22)	📅 datetime Timestamp(29)
1	Raghu	20	1000.0	1993-11-03 00:00:00
2	Raghu	20	1000.0	1993-11-06 15:36:00
3	Raghu	20	1000.0	1993-11-10 07:12:00
4	Raghu	20	1000.0	1993-11-13 22:48:00
5	Raghu	20	1000.0	1993-11-17 14:24:00
6	Raghu	20	1000.0	1993-11-21 06:00:00
7	Raghu	20	1000.0	1993-11-24 21:36:00
8	Raghu	20	1000.0	1993-11-28 13:12:00
9	Raghu	20	1000.0	1993-12-02 04:48:00
10	Raghu	20	1000.0	1993-12-05 20:24:00
11	Raghu	20	1000.0	1993-12-09 12:00:00
12	Raghu	20	1000.0	1993-12-13 03:36:00
13	Raghu	20	1000.0	1993-12-16 19:12:00
14	Raghu	20	1000.0	1993-12-20 10:48:00
15	Raghu	20	1000.0	1993-12-24 02:24:00
16	Raghu	20	1000.0	1993-12-27 18:00:00
17	Raghu	20	1000.0	1993-12-31 09:36:00
18	Raghu	20	1000.0	1994-01-04 01:12:00
19	Raghu	20	1000.0	1994-01-07 16:48:00
20	Raghu	20	1000.0	1994-01-11 08:24:00
21	Raghu	20	1000.0	1994-01-15 00:00:00
22	Raghu	20	1000.0	1994-01-18 15:36:00
23	Raghu	20	1000.0	1994-01-22 07:12:00
24	Raghu	20	1000.0	1994-01-25 22:48:00
25	Raghu	20	1000.0	1994-01-29 14:24:00
26	Raghu	20	1000.0	1994-02-02 06:00:00
27	Raghu	20	1000.0	1994-02-05 21:36:00
28	Raghu	20	1000.0	1994-02-09 13:12:00
29	Raghu	20	1000.0	1994-02-13 04:48:00
30	Raghu	20	1000.0	1994-02-16 20:24:00
31	Raghu	20	1000.0	1994-02-20 12:00:00
32	Raghu	20	1000.0	1994-02-24 03:36:00
33	Raghu	20	1000.0	1994-02-27 19:12:00
34	Raghu	20	1000.0	1994-03-03 10:48:00
35	Raghu	20	1000.0	1994-03-07 02:24:00
36	Raghu	20	1000.0	1994-03-10 18:00:00
37	Raghu	20	1000.0	1994-03-14 09:36:00
38	Raghu	20	1000.0	1994-03-18 01:12:00
39	Raghu	20	1000.0	1994-03-21 16:48:00
40	Raghu	20	1000.0	1994-03-25 08:24:00
41	Raghu	20	1000.0	1994-03-29 00:00:00
42	Raghu	20	1000.0	1994-04-01 15:36:00
43	Raghu	20	1000.0	1994-04-05 07:12:00
44	Raghu	20	1000.0	1994-04-08 22:48:00
45	Raghu	20	1000.0	1994-04-12 14:24:00
46	Raghu	20	1000.0	1994-04-16 06:00:00
47	Raghu	20	1000.0	1994-04-19 21:36:00
48	Raghu	20	1000.0	1994-04-23 13:12:00
49	Raghu	20	1000.0	1994-04-27 04:48:00
50	Raghu	20	1000.0	1994-04-30 20:24:00
51	Raghu	20	1000.0	1994-05-04 12:00:00
52	Raghu	20	1000.0	1994-05-08 03:36:00
53	Raghu	20	1000.0	1994-05-11 19:12:00
54	Raghu	20	1000.0	1994-05-15 10:48:00
55	Raghu	20	1000.0	1994-05-19 02:24:00
56	Raghu	20	1000.0	1994-05-22 18:00:00
57	Raghu	20	1000.0	1994-05-26 09:36:00
58	Raghu	20	1000.0	1994-05-30 01:12:00
59	Raghu	20	1000.0	1994-06-02 16:48:00
60	Raghu	20	1000.0	1994-06-06 08:24:00
61	Raghu	20	1000.0	1994-06-10 00:00:00
62	Raghu	20	1000.0	1994-06-13 15:36:00
63	Raghu	20	1000.0	1994-06-17 07:12:00
64	Raghu	20	1000.0	1994-06-20 22:48:00
65	Raghu	20	1000.0	1994-06-24 14:24:00
66	Raghu	20	1000.0	1994-06-28 06:00:00
67	Raghu	20	1000.0	1994-07-01 21:36:00
68	Raghu	20	1000.0	1994-07-05 13:12:00
69	Raghu	20	1000.0	1994-07-09 04:48:00
70	Raghu	20	1000.0	1994-07-12 20:24:00
71	Raghu	20	1000.0	1994-07-16 12:00:00
72	Raghu	20	1000.0	1994-07-20 03:36:00
73	Raghu	20	1000.0	1994-07-23 19:12:00
74	Raghu	20	1000.0	1994-07-27 10:48:00
75	Raghu	20	1000.0	1994-07-31 02:24:00
76	Raghu	20	1000.0	1994-08-03 18:00:00
77	Raghu	20	1000.0	1994-08-07 09:36:00
78	Raghu	20	1000.0	1994-08-11 01:12:00
79	Raghu	20	1000.0	1994-08-14 16:48:00
80	Raghu	20	1000.0	1994-08-18 08:24:00
81	Raghu	20	1000.0	1994-08-22 00:00:00
82	Raghu	20	1000.0	1994-08-25 15:36:00
83	Raghu	20	1000.0	1994-08-29 07:12:00
84	Raghu	20	1000.0	1994-09-01 22:48:00
85	Raghu	20	1000.0	1994-09-05 14:24:00
86	Raghu	20	1000.0	1994-09-09 06:00:00
87	Raghu	20	1000.0	1994-09-12 21:36:00
88	Raghu	20	1000.0	1994-09-16 13:12:00
89	Raghu	20	1000.0	1994-09-20 04:48:00
90	Raghu	20	1000.0	1994-09-23 20:24:00
91	Raghu	20	1000.0	1994-09-27 12:00:00
92	Raghu	20	1000.0	1994-10-01 03:36:00
93	Raghu	20	1000.0	1994-10-04 19:12:00
94	Raghu	20	1000.0	1994-10-08 10:48:00
95	Raghu	20	1000.0	1994-10-12 02:24:00
96	Raghu	20	1000.0	1994-10-15 18:00:00
97	Raghu	20	1000.0	1994-10-19 09:36:00
98	Raghu	20	1000.0	1994-10-23 01:12:00
99	Raghu	20	1000.0	1994-10-26 16:48:00
100	Raghu	20	1000.0	1994-10-30 08:24:00

Rows: 1-100 | Columns: 4