Datasets:

cathw
/

meteo_france_hourly

time timestamp[ns]date 2004-09-11 21:00:00 2024-12-31 23:00:00	td float32 263 298 ⌀	ta float32 264 311	ta_max float32 265 311 ⌀	ta_min float32 264 311 ⌀	rh float32 16 100 ⌀	rh_max float32 19 100 ⌀	rh_min float32 13 100 ⌀	wd float32 0 360 ⌀	ws float32 0 23.1 ⌀	dxi float32 0 360 ⌀	ws_max float32 0 31.6 ⌀	dxy float32 0 360 ⌀	mws_max float32 0 23.3 ⌀	cumul_precip float32 0 39.3 ⌀	ts_10 float32 273 312 ⌀	ts_20 float32 274 308 ⌀	ts_50 float32 276 304 ⌀	ts_100 float32 278 300 ⌀	visi float32 27 80k ⌀	soil_st float32 -1 5 ⌀	nebulosity float32 0 9 ⌀	insolh_duration float32 0 60 ⌀	glo float32 0 3.54M ⌀	pres float32 95.9k 103k ⌀	pres_sl float32 98k 104k ⌀	station_name stringclasses 8 values	lon float64 -1.64 6.22	lat float64 43.4 48.8	alt float32 9 219	re2020_zone stringclasses 3 values	admin_region stringclasses 7 values	region_population_2025 int32 2.58M 12.5M	station_id stringclasses 8 values	year int32 2k 2.02k	month int32 1 12	day int32 1 31	hour int32 0 23
2024-01-01T00:00:00	274.649994	274.950012	275.549988	274.75	98	98	97	120	0.9	140	2.3	160	1.7	0	279.25	280.649994	281.649994	282.850006	null	null	null	0	0	100,460	101,700	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	1	0
2024-01-01T01:00:00	274.049988	274.25	274.950012	273.850006	98	98	97	90	1.3	70	2.4	70	1.7	0	278.950012	280.350006	281.75	282.850006	null	null	null	0	0	100,510	101,750	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	1	1
2024-01-01T02:00:00	275.049988	275.25	275.450012	274.149994	99	99	98	80	1.2	100	3.5	90	2.1	0	278.649994	280.149994	281.75	282.850006	null	null	null	0	0	100,500	101,740	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	1	2
2024-01-01T03:00:00	274.25	274.450012	275.450012	274.350006	98	99	98	10	0.9	80	2.2	80	1.4	0	278.450012	279.950012	281.649994	282.850006	null	null	null	0	0	100,530	101,770	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	1	3
2024-01-01T04:00:00	275.649994	275.850006	275.950012	274.149994	99	99	98	130	1.9	140	3.9	130	2.2	0	278.350006	279.75	281.649994	282.850006	null	null	null	0	0	100,410	101,640	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	1	4
2024-01-01T05:00:00	275.25	275.450012	276.350006	275.25	98	99	97	300	1.3	90	2.7	100	1.8	0	278.25	279.649994	281.649994	282.850006	null	null	null	0	0	100,470	101,710	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	1	5
2024-01-01T06:00:00	275.25	275.350006	275.450012	274.950012	99	99	98	100	1.3	280	2.5	310	1.4	0	278.25	279.549988	281.649994	282.850006	null	null	null	0	0	100,490	101,730	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	1	6
2024-01-01T07:00:00	275.450012	275.649994	275.75	275.350006	99	99	99	140	0.8	140	3.5	90	1.7	0	278.149994	279.450012	281.649994	282.850006	null	null	null	0	0	100,530	101,770	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	1	7
2024-01-01T08:00:00	274.850006	274.950012	275.649994	274.950012	99	99	99	80	1.7	80	3.4	70	2	0	278.149994	279.350006	281.649994	282.850006	null	null	null	0	30,000	100,600	101,840	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	1	8
2024-01-01T09:00:00	277.649994	277.850006	277.850006	274.950012	98	100	98	120	0.9	120	2.9	80	1.7	0	278.25	279.350006	281.549988	282.850006	null	null	null	57	470,000	100,640	101,870	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	1	9
2024-01-01T10:00:00	278.149994	279.75	279.850006	277.950012	89	98	89	290	0.6	220	2.3	220	1	0	278.649994	279.350006	281.549988	282.850006	null	null	null	60	850,000	100,680	101,900	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	1	10
2024-01-01T11:00:00	277.049988	280.049988	280.450012	279.25	81	90	81	280	0.9	230	3.6	260	1.8	0	279.350006	279.450012	281.549988	282.850006	null	null	null	58	1,170,000	100,650	101,870	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	1	11
2024-01-01T12:00:00	278.149994	282.450012	282.549988	280.149994	74	83	74	250	0.8	280	2.3	290	0.9	0	280.049988	279.649994	281.450012	282.850006	null	null	null	58	1,250,000	100,560	101,770	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	1	12
2024-01-01T13:00:00	278.75	283.950012	284.149994	282.049988	70	76	69	240	1.7	260	4.3	290	1.8	0	280.75	279.950012	281.450012	282.850006	null	null	null	60	1,150,000	100,520	101,720	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	1	13
2024-01-01T14:00:00	277.950012	284.149994	284.649994	283.75	66	71	64	280	1.5	260	5.2	280	2.8	0	281.25	280.350006	281.450012	282.850006	null	null	null	46	890,000	100,480	101,680	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	1	14
2024-01-01T15:00:00	277.049988	285.450012	285.549988	284.149994	57	66	57	280	1.5	300	3.6	280	1.9	0	281.450012	280.649994	281.450012	282.850006	null	null	null	60	660,000	100,490	101,680	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	1	15
2024-01-01T16:00:00	277.25	283.350006	285.450012	283.350006	66	66	57	260	0.6	270	3.9	280	1.9	0	281.350006	280.850006	281.450012	282.850006	null	null	null	38	200,000	100,570	101,770	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	1	16
2024-01-01T17:00:00	276.350006	279.350006	283.350006	278.950012	81	86	66	100	1.3	90	2.1	90	1.4	0	280.950012	280.950012	281.450012	282.850006	null	null	null	0	0	100,580	101,800	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	1	17
2024-01-01T18:00:00	276.149994	278.149994	279.149994	278.149994	87	87	81	100	1.2	90	3.2	80	2.1	0	280.350006	280.850006	281.450012	282.850006	null	null	null	0	0	100,610	101,840	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	1	18
2024-01-01T19:00:00	275.649994	277.350006	278.149994	277.149994	89	90	86	110	1.3	90	4.2	110	2	0	279.850006	280.649994	281.450012	282.850006	null	null	null	0	0	100,670	101,900	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	1	19
2024-01-01T20:00:00	275.450012	276.850006	277.350006	276.850006	90	91	89	120	2	140	3.9	120	2.3	0	279.450012	280.450012	281.450012	282.850006	null	null	null	0	0	100,700	101,930	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	1	20
2024-01-01T21:00:00	275.25	276.75	276.950012	276.350006	90	91	88	110	1.8	110	4.5	120	2.6	0	279.149994	280.25	281.450012	282.850006	null	null	null	0	0	100,730	101,960	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	1	21
2024-01-01T22:00:00	274.450012	275.75	276.850006	275.649994	91	92	88	130	1.8	140	3.4	110	1.8	0	278.850006	280.049988	281.450012	282.850006	null	null	null	0	0	100,720	101,960	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	1	22
2024-01-01T23:00:00	274.450012	275.850006	276.350006	275.75	90	92	90	120	1.9	140	4.2	120	2.4	0	278.649994	279.950012	281.450012	282.850006	null	null	null	0	0	100,740	101,980	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	1	23
2024-01-02T00:00:00	273.75	275.25	275.850006	275.149994	90	92	89	110	1.3	110	3.5	120	2.3	0	278.450012	279.75	281.450012	282.850006	null	null	null	0	0	100,690	101,930	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	2	0
2024-01-02T01:00:00	272.850006	273.950012	275.25	273.950012	92	93	90	40	1.2	170	3.6	160	2.4	0	278.149994	279.549988	281.450012	282.850006	null	null	null	0	0	100,680	101,930	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	2	1
2024-01-02T02:00:00	273.75	275.149994	275.25	273.950012	91	95	91	110	1.3	90	3.7	80	2.1	0	277.950012	279.450012	281.450012	282.850006	null	null	null	0	0	100,670	101,910	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	2	2
2024-01-02T03:00:00	273.350006	274.549988	275.450012	274.450012	91	94	89	150	0.8	140	3.6	120	1.9	0	277.850006	279.25	281.450012	282.850006	null	null	null	0	0	100,670	101,910	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	2	3
2024-01-02T04:00:00	273.350006	273.850006	274.75	273.549988	96	96	92	100	1.3	90	2.1	110	1.3	0	277.649994	279.149994	281.450012	282.850006	null	null	null	0	0	100,630	101,880	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	2	4
2024-01-02T05:00:00	274.649994	275.75	275.75	273.850006	92	96	92	110	1.2	120	5.1	110	2.7	0	277.549988	278.950012	281.450012	282.850006	null	null	null	0	0	100,610	101,850	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	2	5
2024-01-02T06:00:00	274.450012	276.049988	276.350006	275.450012	89	92	89	140	1.5	110	3.1	120	1.6	0	277.549988	278.850006	281.350006	282.850006	null	null	null	0	0	100,590	101,820	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	2	6
2024-01-02T07:00:00	274.850006	276.049988	276.350006	275.950012	92	92	90	320	0.7	170	2.4	160	1.7	0	277.549988	278.850006	281.350006	282.850006	null	null	null	0	0	100,650	101,890	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	2	7
2024-01-02T08:00:00	275.450012	276.25	276.25	275.850006	94	94	92	0	0	350	1.8	360	1	0	277.75	278.75	281.350006	282.850006	null	null	null	0	0	100,730	101,970	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	2	8
2024-01-02T09:00:00	276.950012	277.450012	277.450012	276.350006	96	96	94	140	1.5	150	2.6	90	1.8	0.2	277.850006	278.75	281.25	282.850006	null	null	null	0	70,000	100,680	101,910	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	2	9
2024-01-02T10:00:00	279.850006	280.75	280.75	277.450012	94	97	94	90	1	90	4.6	90	2.7	0.2	278.149994	278.850006	281.25	282.850006	null	null	null	0	340,000	100,600	101,810	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	2	10
2024-01-02T11:00:00	279.25	281.25	283.049988	280.75	87	95	81	280	2.5	270	4.9	280	2.5	0	278.75	278.950012	281.25	282.850006	null	null	null	9	630,000	100,570	101,780	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	2	11
2024-01-02T12:00:00	279.850006	281.450012	281.450012	280.649994	90	90	87	260	0.6	290	3.7	280	2.5	0	279.450012	279.149994	281.149994	282.850006	null	null	null	0	580,000	100,460	101,670	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	2	12
2024-01-02T13:00:00	279.549988	281.350006	281.549988	281.25	88	91	88	280	1.1	280	2.7	250	1.1	0	279.850006	279.450012	281.149994	282.850006	null	null	null	0	330,000	100,360	101,570	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	2	13
2024-01-02T14:00:00	280.549988	281.75	281.75	280.850006	92	93	88	0	0	80	3.7	70	2.1	0	280.049988	279.649994	281.149994	282.850006	null	null	null	0	150,000	100,200	101,400	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	2	14
2024-01-02T15:00:00	280.149994	281.850006	282.450012	281.75	89	92	89	290	2.2	280	3.8	290	2.2	0	280.25	279.850006	281.149994	282.850006	null	null	null	0	130,000	100,310	101,510	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	2	15
2024-01-02T16:00:00	279.649994	280.950012	281.75	280.950012	92	92	89	0	0	280	3.5	290	2.2	0	280.25	279.950012	281.149994	282.850006	null	null	null	0	10,000	100,270	101,480	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	2	16
2024-01-02T17:00:00	279.25	280.049988	280.950012	280.049988	95	95	92	120	0.5	130	0.9	160	0.5	0	280.149994	280.049988	281.149994	282.850006	null	null	null	0	0	100,160	101,370	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	2	17
2024-01-02T18:00:00	279.049988	279.649994	280.049988	279.450012	96	97	95	90	0.5	130	1.9	100	1	0	279.950012	280.149994	281.149994	282.850006	null	null	null	0	0	100,080	101,290	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	2	18
2024-01-02T19:00:00	279.549988	279.950012	279.950012	279.649994	97	97	96	260	1.1	260	3.5	300	1.6	0	279.950012	280.049988	281.149994	282.850006	null	null	null	0	0	100,120	101,330	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	2	19
2024-01-02T20:00:00	279.049988	279.75	279.950012	279.75	96	97	96	100	1.4	220	2.8	100	1.4	0	279.850006	280.049988	281.149994	282.850006	null	null	null	0	0	100,150	101,360	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	2	20
2024-01-02T21:00:00	279.25	280.149994	280.149994	279.75	94	96	94	60	1.6	80	3	90	1.8	0	279.850006	280.049988	281.149994	282.850006	null	null	null	0	0	100,130	101,340	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	2	21
2024-01-02T22:00:00	279.549988	280.549988	280.549988	280.049988	93	95	93	270	2.4	260	5.2	290	3.1	0	279.75	280.049988	281.149994	282.75	null	null	null	0	0	100,220	101,430	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	2	22
2024-01-02T23:00:00	279.350006	280.649994	280.649994	280.450012	92	93	91	110	1.4	130	3.7	270	2.3	0	279.850006	280.049988	281.149994	282.75	null	null	null	0	0	100,150	101,360	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	2	23
2024-01-03T00:00:00	278.75	281.549988	281.549988	280.450012	83	92	83	40	1.6	70	4.1	70	2.4	0	279.850006	280.049988	281.149994	282.75	null	null	null	0	0	100,070	101,270	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	3	0
2024-01-03T01:00:00	278.25	280.350006	281.549988	280.350006	87	87	80	290	0.9	70	3.4	210	1.8	0	279.75	280.049988	281.149994	282.75	null	null	null	0	0	100,110	101,320	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	3	1
2024-01-03T02:00:00	278.149994	279.149994	280.25	278.75	93	93	87	60	2	50	3.8	60	2.3	0	279.549988	280.049988	281.149994	282.75	null	null	null	0	0	100,080	101,290	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	3	2
2024-01-03T03:00:00	277.049988	278.049988	279.149994	278.049988	94	94	91	300	0.8	100	2.7	60	1.9	0	279.350006	280.049988	281.25	282.75	null	null	null	0	0	100,060	101,280	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	3	3
2024-01-03T04:00:00	276.75	277.549988	278.049988	277.149994	95	96	92	100	1.1	80	3.3	90	2.1	0	279.049988	279.950012	281.25	282.75	null	null	null	0	0	100,040	101,260	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	3	4
2024-01-03T05:00:00	275.649994	276.25	277.649994	276.049988	96	96	93	40	0.7	120	2.6	60	1.2	0	278.75	279.75	281.25	282.75	null	null	null	0	0	100,050	101,280	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	3	5
2024-01-03T06:00:00	276.549988	277.25	277.549988	276.350006	95	97	94	110	0.8	140	3.1	160	1.8	0	278.649994	279.649994	281.25	282.75	null	null	null	0	0	100,120	101,340	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	3	6
2024-01-03T07:00:00	276.950012	277.850006	277.850006	277.25	94	95	94	140	1	150	2.8	150	2	0	278.649994	279.549988	281.25	282.75	null	null	null	0	0	100,210	101,430	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	3	7
2024-01-03T08:00:00	277.75	278.75	278.75	277.850006	93	95	92	140	1.6	110	3.1	80	2	0	278.649994	279.450012	281.25	282.75	null	null	null	0	20,000	100,250	101,470	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	3	8
2024-01-03T09:00:00	278.75	280.450012	280.450012	278.75	89	93	88	140	1	90	3.8	90	2.2	0	278.75	279.450012	281.25	282.75	null	null	null	0	200,000	100,270	101,480	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	3	9
2024-01-03T10:00:00	279.649994	282.049988	282.049988	280.450012	85	89	84	140	1	100	3.3	100	2.1	0	279.049988	279.450012	281.25	282.75	null	null	null	0	340,000	100,290	101,490	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	3	10
2024-01-03T11:00:00	280.75	283.350006	283.350006	282.049988	84	85	81	190	0.9	50	1.8	60	1	0	279.450012	279.549988	281.149994	282.75	null	null	null	0	450,000	100,280	101,480	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	3	11
2024-01-03T12:00:00	281.450012	285.649994	285.649994	283.350006	75	85	75	130	0.9	110	2.8	110	1.4	0	279.950012	279.75	281.149994	282.75	null	null	null	1	670,000	100,200	101,390	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	3	12
2024-01-03T13:00:00	281.450012	285.649994	286.549988	285.649994	75	75	69	200	2.1	180	3.9	200	2.1	0	280.649994	279.950012	281.149994	282.75	null	null	null	10	740,000	100,150	101,340	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	3	13
2024-01-03T14:00:00	281.850006	285.75	285.850006	285.649994	77	77	75	180	0.9	190	3.4	200	2	0	281.149994	280.25	281.149994	282.75	null	null	null	0	570,000	100,080	101,260	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	3	14
2024-01-03T15:00:00	281.850006	285.75	286.149994	285.75	77	77	76	130	1.1	130	2.3	130	1.1	0	281.450012	280.549988	281.149994	282.75	null	null	null	7	400,000	100,060	101,240	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	3	15
2024-01-03T16:00:00	281.850006	284.649994	285.75	284.549988	83	83	77	110	1.6	90	3.2	90	1.8	0	281.450012	280.75	281.149994	282.75	null	null	null	6	140,000	100,070	101,260	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	3	16
2024-01-03T17:00:00	280.950012	282.850006	284.549988	282.850006	88	88	83	100	0.8	100	2.8	120	1.7	0	281.149994	280.850006	281.149994	282.75	null	null	null	0	0	100,090	101,290	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	3	17
2024-01-03T18:00:00	280.850006	282.350006	282.950012	282.149994	90	90	87	70	2.1	130	3.6	90	2.1	0	280.950012	280.850006	281.149994	282.75	null	null	null	0	0	100,160	101,360	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	3	18
2024-01-03T19:00:00	280.450012	282.25	282.850006	282.25	88	90	87	120	1.6	100	3.4	100	2.2	0	280.75	280.850006	281.25	282.75	null	null	null	0	0	100,170	101,370	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	3	19
2024-01-03T20:00:00	280.25	282.149994	282.25	281.649994	88	90	88	100	1.8	100	4.1	90	2.2	0	280.549988	280.850006	281.25	282.75	null	null	null	0	0	100,210	101,410	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	3	20
2024-01-03T21:00:00	279.549988	281.25	282.149994	281.25	89	89	88	100	2.3	110	3.7	100	2.3	0	280.450012	280.75	281.25	282.75	null	null	null	0	0	100,250	101,460	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	3	21
2024-01-03T22:00:00	279.549988	280.950012	281.450012	280.950012	91	91	89	90	1	80	4.1	100	2.3	0	280.350006	280.649994	281.25	282.75	null	null	null	0	0	100,280	101,490	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	3	22
2024-01-03T23:00:00	279.549988	280.649994	280.950012	280.049988	93	94	89	110	1.5	140	3.1	120	1.7	0	280.149994	280.649994	281.350006	282.75	null	null	null	0	0	100,300	101,510	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	3	23
2024-01-04T00:00:00	278.149994	279.049988	280.649994	279.049988	94	95	91	120	0.9	140	2.5	120	1.5	0	279.950012	280.549988	281.350006	282.75	null	null	null	0	0	100,330	101,550	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	4	0
2024-01-04T01:00:00	279.049988	280.049988	280.049988	279.149994	94	96	93	90	1.9	90	3.2	90	1.9	0	279.75	280.450012	281.350006	282.75	null	null	null	0	0	100,310	101,520	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	4	1
2024-01-04T02:00:00	277.950012	278.950012	280.049988	278.950012	93	95	93	80	1.4	90	3	80	2.2	0	279.75	280.350006	281.350006	282.75	null	null	null	0	0	100,340	101,560	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	4	2
2024-01-04T03:00:00	276.950012	277.649994	279.25	277.649994	95	96	93	0	0	140	2.5	150	1.6	0	279.450012	280.25	281.350006	282.75	null	null	null	0	0	100,350	101,570	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	4	3
2024-01-04T04:00:00	276.350006	277.350006	278.049988	277.350006	94	98	94	120	0.8	110	3.5	100	1.8	0	279.25	280.149994	281.350006	282.75	null	null	null	0	0	100,310	101,530	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	4	4
2024-01-04T05:00:00	275.850006	276.549988	277.25	276.149994	95	98	94	110	0.9	130	4.8	140	2.3	0	278.950012	280.049988	281.350006	282.75	null	null	null	0	0	100,360	101,590	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	4	5
2024-01-04T06:00:00	275.049988	275.549988	276.549988	275.549988	96	98	95	70	0.7	140	2.9	120	1.6	0	278.649994	279.850006	281.350006	282.75	null	null	null	0	0	100,420	101,650	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	4	6
2024-01-04T07:00:00	275.25	275.549988	275.850006	275.149994	98	98	96	120	1.3	140	3.2	80	2.1	0	278.350006	279.75	281.350006	282.75	null	null	null	0	0	100,480	101,720	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	4	7
2024-01-04T08:00:00	276.549988	276.649994	276.649994	274.75	99	99	97	110	1.5	100	2.8	60	1.6	0	278.149994	279.549988	281.350006	282.75	null	null	null	18	80,000	100,490	101,720	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	4	8
2024-01-04T09:00:00	278.950012	281.049988	281.049988	276.75	86	99	85	120	1.4	90	3	120	1.8	0	278.149994	279.350006	281.350006	282.75	null	null	null	60	480,000	100,470	101,680	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	4	9
2024-01-04T10:00:00	279.549988	284.649994	284.649994	281.149994	71	85	70	170	0.8	140	3	150	1.5	0	278.649994	279.350006	281.350006	282.75	null	null	null	60	940,000	100,440	101,630	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	4	10
2024-01-04T11:00:00	279.850006	285.649994	285.75	284.649994	68	72	67	270	0.7	310	2.7	280	1.5	0	279.549988	279.450012	281.350006	282.75	null	null	null	60	1,260,000	100,370	101,560	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	4	11
2024-01-04T12:00:00	279.850006	285.649994	286.149994	285.649994	68	69	66	270	2	270	3.9	290	2.2	0	280.450012	279.75	281.350006	282.75	null	null	null	60	1,410,000	100,270	101,460	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	4	12
2024-01-04T13:00:00	280.149994	286.850006	287.049988	285.549988	64	68	64	280	1.2	290	3.8	270	2.1	0	281.25	280.149994	281.350006	282.75	null	null	null	60	1,260,000	100,160	101,340	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	4	13
2024-01-04T14:00:00	279.850006	288.350006	288.350006	286.850006	57	65	57	220	1.2	230	3.9	230	1.7	0	281.950012	280.549988	281.350006	282.75	null	null	null	60	1,100,000	100,090	101,260	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	4	14
2024-01-04T15:00:00	278.950012	288.149994	288.549988	287.850006	54	58	54	170	0.7	220	2.2	230	1.2	0	282.350006	280.950012	281.25	282.75	null	null	null	58	670,000	100,050	101,230	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	4	15
2024-01-04T16:00:00	279.049988	285.049988	288.049988	285.049988	67	67	55	0	0	90	2.9	90	1.8	0	282.25	281.25	281.25	282.75	null	null	null	33	220,000	99,990	101,180	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	4	16
2024-01-04T17:00:00	278.450012	281.950012	284.950012	281.25	79	84	67	90	1.4	100	2.1	100	1.4	0	281.850006	281.450012	281.25	282.75	null	null	null	0	0	99,960	101,160	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	4	17
2024-01-04T18:00:00	277.049988	281.950012	282.049988	281.75	72	79	72	100	1.7	100	3.4	90	2	0	281.25	281.350006	281.350006	282.75	null	null	null	0	0	99,950	101,150	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	4	18
2024-01-04T19:00:00	276.75	282.350006	282.450012	282.049988	68	72	67	110	2	100	3.6	110	2	0	280.950012	281.25	281.350006	282.75	null	null	null	0	0	99,970	101,170	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	4	19
2024-01-04T20:00:00	277.75	283.149994	283.149994	282.350006	69	70	68	120	1.9	140	4.2	110	2.3	0	280.75	281.049988	281.350006	282.75	null	null	null	0	0	99,950	101,140	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	4	20
2024-01-04T21:00:00	278.649994	283.850006	283.850006	283.149994	70	70	69	120	1.5	120	4.7	120	2.3	0	280.75	280.950012	281.350006	282.75	null	null	null	0	0	99,910	101,100	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	4	21
2024-01-04T22:00:00	278.75	284.950012	285.049988	283.850006	66	70	66	120	1.8	110	5.1	120	2.3	0	280.75	280.950012	281.450012	282.75	null	null	null	0	0	99,860	101,050	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	4	22
2024-01-04T23:00:00	278.950012	285.149994	285.350006	284.850006	66	68	65	120	1	140	6.5	100	2.5	0	280.850006	280.950012	281.450012	282.75	null	null	null	0	0	99,810	100,990	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	4	23
2024-01-05T00:00:00	280.950012	284.350006	285.549988	284.350006	80	80	65	130	1.4	120	6.8	170	2.2	0.2	280.950012	280.950012	281.450012	282.75	null	null	null	0	0	99,760	100,950	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	5	0
2024-01-05T01:00:00	281.850006	282.549988	284.25	282.549988	95	95	81	40	1.5	50	2.7	90	1.7	0.4	280.950012	280.950012	281.450012	282.75	null	null	null	0	0	99,640	100,830	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	5	1
2024-01-05T02:00:00	281.850006	282.450012	282.75	282.450012	96	96	94	300	1	60	2.6	40	1.5	0.6	281.049988	281.049988	281.450012	282.75	null	null	null	0	0	99,570	100,760	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	5	2
2024-01-05T03:00:00	282.049988	282.350006	282.450012	282.350006	98	98	96	280	1.5	280	3.2	310	1.6	0.2	281.049988	281.049988	281.549988	282.75	null	null	null	0	0	99,480	100,670	CARPENTRAS	5.0583	44.083698	98	H2	Provence-Alpes-Côte d’Azur	5,241,587	84031001	2,024	1	5	3

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Météo-France Hourly Weather Data (2024–2025)

Hourly ground-based meteorological observations from the Météo-France automatic weather station network (8 stations), distributed via AERIS. The dataset contains hourly measurements of 38 meteorological, temporal, and regional features, such as temperature, humidity, wind, precipitation, pressure, radiation, and related variables with station-level geographic and contextual metadata. It is suitable for time-series analysis, weather forecasting, climate studies, and energy-related modeling.

Stations

NANCY-ESSEY, CARPENTRAS, TRAPPES, TOURS, MACON, AGEN-LA-GARENNE, MARIGNANE, RENNES-GALLET

Splits

The split is chronological and intended for forecasting and out-of-sample evaluation.

train: all observations from 2024
test: all observations from 2025

Features

Detailed column descriptions, definitions, and measurement units are available in the official AERIS / Météo-France documentation.

Meteorological variables

ta (K): air temperature
ta_min/ta_max (K): min/max air temperature
td (K): dew point temperature
rh (%): relative humidity
rh_min/rh_max (%): min/max relative humidity
ws (m s^-1): wind speed
wd (degrees): wind direction
ws_max (m s^-1): maximum wind speed
mws_max (m s^-1): mean wind speed
dxi, dxy (degree): wind direction variability indicators
cumul_precip (kg m^-2): houly precipitation amount
pres (Pa): air pressure
pres_sl (Pa): sea-level pressure
glo (J m^-2): integral of surface downwelling shortwave flux
insolh_duration (minute): sunshine duration
nebulosity (octa): total cloud cover
ts_10, ts_20, ts_50, ts_100 (K): soil temperature at -10cm/-20cm/-50cm/-100cm
soil_st (code): soil state code
snow_height (m): surface snow thickness
visi (m): visibility in air

Temporal variables

time (hourly timestamp)
calendar components (derived): year, month, day, hour

Station metadata

station_id: unique identifier of the Météo-France station
station_name: station name
lat, lon, alt: geographic coordinates and altitude

Regional metadata

re2020_zone (derived): French RE2020 climate zone (H1, H2, H3) under RE2020 building regulation:
- H1 (Cold) (e.g. TRAPPES, NANCY-ESSEY, MACON)
- H2 (Temperate) (e.g. RENNES-GALLET, TOURS, AGEN-LA-GARENNE, CARPENTRAS)
- H3 (Mild) (e.g. MARIGNANE)
admin_region (derived): French administrative region of the station
region_population_2025 (derived): population of the administrative region (2025 estimate) based on regional population by region statistics from INED (National Institute for Demographic Studies) (estimates as of January 1, 2025).

Citation and attribution

If you use this dataset in academic work, please cite the original data source: Météo-France, distributed via AERIS. This reuse does not imply any official endorsement by Météo-France or any other public entity.

Usage

from datasets import load_dataset

ds = load_dataset("cathw/meteo_france_hourly")
train = ds["train"]
test = ds["test"]

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Size of downloaded dataset files:

2.52 MB

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2.52 MB

Number of rows:

122,190