Datasets:

MaxPrestige
/

CA_Weather_Fire_Dataset_Cleaned

DAY_OF_YEAR float64 1 366	PRECIPITATION float64 0 4.53	LAGGED_PRECIPITATION float64 0 8.18	AVG_WIND_SPEED float64 1.79 26.2	MIN_TEMP float64 33 77	MAX_TEMP float64 50 106
1	0	0	4.7	51	79
2	0	0	5.59	46	71
3	0	0	5.37	47	70
4	0	0	4.7	45	76
5	0	0	5.14	49	74
6	0	0	7.38	49	65
7	0	0	5.82	54	59
8	0	0	3.36	55	59
9	0	0	6.71	54	61
10	0	0	4.7	47	70
11	0	0	5.82	46	68
12	0	0	5.14	47	69
13	0	0	6.93	48	62
14	0	0	6.04	48	59
15	0	0	6.71	43	59
16	0.39	0.39	6.71	45	55
17	0	0.39	5.59	41	63
18	0	0.39	5.59	44	61
19	0	0.39	4.92	47	60
20	0	0.39	5.59	44	70
21	0	0.39	5.82	53	64
22	0	0.39	6.71	45	62
23	0	0	5.59	45	66
24	0	0	4.25	48	70
25	0	0	6.04	51	74
26	0	0	13.65	48	73
27	0	0	8.5	57	79
28	0	0	5.59	50	76
29	0	0	5.59	51	78
30	0	0	5.82	54	78
31	0	0	5.14	54	73
32	0	0	7.61	53	62
33	0	0	6.71	51	62
34	0	0	5.82	52	72
35	0	0	6.49	53	67
36	0	0	7.16	48	65
37	0	0	5.37	49	73
38	0	0	5.82	49	75
39	0	0	5.37	48	68
40	0	0	6.71	52	62
41	0.01	0.01	11.18	51	65
42	0	0.01	7.61	49	65
43	0	0.01	5.59	48	67
44	0	0.01	7.61	50	66
45	0	0.01	10.74	53	65
46	0	0.01	6.26	48	65
47	0	0.01	17.67	52	62
48	0	0	15.21	52	64
49	0	0	6.49	45	68
50	0	0	6.26	44	72
51	0	0	5.82	43	72
52	0	0	8.28	46	68
53	0	0	7.83	52	65
54	0	0	7.38	46	71
55	0	0	6.71	47	63
56	0	0	15.43	52	68
57	0	0	5.82	47	73
58	0	0	8.05	50	79
59	0	0	7.83	51	72
60	0	0	6.71	49	68
61	0	0	7.38	51	65
62	0	0	6.26	53	64
63	0	0	8.05	54	69
64	0	0	6.26	56	66
65	0	0	7.61	50	70
66	0	0	7.61	49	75
67	0	0	7.38	51	70
68	0	0	8.95	51	66
69	0	0	6.49	54	65
70	0	0	7.61	52	72
71	0	0	7.83	55	66
72	0	0	9.17	54	68
73	0	0	7.83	53	67
74	0.14	0.14	12.3	56	65
75	0	0.14	10.29	52	64
76	0	0.14	8.5	52	66
77	0	0.14	9.17	50	72
78	0	0.14	7.61	56	77
79	0	0.14	6.26	53	78
80	0	0.14	6.71	58	76
81	0	0	7.16	56	66
82	0	0	8.05	54	69
83	0	0	7.38	54	77
84	0	0	6.71	53	69
85	0	0	7.38	54	68
86	0	0	5.82	57	62
87	0	0	8.5	53	76
88	0	0	8.72	56	78
89	0	0	11.41	53	71
90	0	0	8.05	50	68
91	0	0	15.66	52	63
92	0	0	10.07	48	63
93	0	0	8.05	50	66
94	0	0	7.83	50	66
95	0	0	6.26	54	63
96	0	0	8.28	55	67
97	0.87	0.87	10.51	53	66
98	0	0.87	7.38	55	70
99	0	0.87	6.93	55	65
100	0	0.87	8.72	53	69

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📦 Dataset Card: CA_Weather_Fire_Dataset_Cleaned

Dataset Summary

This dataset contains cleaned and preprocessed weather and fire incident data for California (1984–2025). The original dataset, California Weather and Fire Prediction Dataset (1984–2025) with Engineered Features, includes features such as temperature, humidity, wind speed, fire occurrence, and seasonal indicators. From the Original Dataset, I changed the data types to floats, rearranged the columns, removed multiple columns, and eliminated entries that had NaNs. This dataset focuses on predicting the 'MAX_TEMP' column given 5 features.

Original Features

DATE (string): The date of the observation.
DAY_OF_YEAR (float): The numeric day within the year (1–365/366).
MONTH (float): The calendar month of the observation (1–12).
YEAR (float): The year of the observation.
SEASON (float): Encoded season (1.0 = Winter, 2.0 = Spring, 3.0 = Summer, 4.0 = Fall)
PRECIPITATION (float): Daily precipitation in inches.
LAGGED_PRECIPITATION (float): Cumulative precipitation over the preceding 7 days, reflecting recent moisture conditions.
AVG_WIND_SPEED (float): Average daily wind speed in mph.
LAGGED_AVG_WIND_SPEED (float): Average wind speed over the preceding 7 days, indicating sustained wind patterns.
WIND_TEMP_RATIO (float): The ratio of average wind speed to maximum temperature, capturing wind-temperature dynamics.
MIN_TEMP (float): Minimum daily temperature in degrees Fahrenheit.
TEMP_RANGE (float): The difference between maximum and minimum temperatures, indicating daily temperature variability.
FIRE_START_DAY (float): Indicator of fire occurrence (1.0 for fire, 0.0 for no fire)
MAX_TEMP (float): Maximum daily temperature in degrees Fahrenheit.

Cleaned Features

DAY_OF_YEAR (float): The numeric day within the year (1–365/366).
PRECIPITATION (float): Daily precipitation in inches.
LAGGED_PRECIPITATION (float): Cumulative precipitation over the preceding 7 days, reflecting recent moisture conditions.
AVG_WIND_SPEED (float): Average daily wind speed in mph.
MIN_TEMP (float): Minimum daily temperature in degrees Fahrenheit.
MAX_TEMP (float): Maximum daily temperature in degrees Fahrenheit.

Source and License

This dataset is derived from publicly available data licensed under the Creative Commons Attribution 4.0 International License (CC BY 4.0).

Attribution:

This dataset includes data sourced from California Weather and Fire Prediction Dataset (1984–2025) with Engineered Features, which is licensed under the Creative Commons Attribution 4.0 International License. You are free to share and adapt the material for any purpose, even commercially, as long as appropriate credit is given, a link to the license is provided, and any changes made are indicated.

Intended Uses

Wildfire prediction models
Environmental data analysis
Educational and research purposes

How to Use

from datasets import load_dataset

dataset = load_dataset("MaxPrestige/CA_Weather_Fire_Dataset_Cleaned")

Citation

If you use this dataset in your research or application, please cite the original source and this dataset card.

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135 kB

Number of rows:

14,976