Electricity Maps - Database property


1
2		Column name	Unit	Description
3		datetime	ISO format (UTC)	ex: 2018-31-01 0:00:00
4		timestamp	Integer	unique timestamp corresponding to the "datetime"
5		zone_name	string	electricityMap zone name
6		carbon_intensity_avg	gCO2eq/kWh	carbon intensity of electricity consumed (takes into account imports). Refer to https://github.com/tmrowco/electricitymap-contrib/blob/master/config/co2eq_parameters.json to see which specific carbon emission factor are being used for each power plant type
7		carbon_intensity_production_avg	gCO2eq/kWh	carbon intensity of electricity produced
8		carbon_intensity_discharge_avg	gCO2eq/kWh	carbon intensity of electricity discharged (takes into account carbon intensity at charging time)
9		carbon_intensity_import_avg	gCO2eq/kWh	carbon intensity of electricity imported
10		carbon_rate_avg	gCO2eq/seconds	total carbon emissions of electricity consumed in the zone
11	Totals	total_production_avg	MW	Production excludes storage or discharge
12		total_storage_avg	MW	Positive values only
13		total_discharge_avg	MW	Positive values only
14		total_import_avg	MW	Positive values only
15		total_export_avg	MW	Positive values only
16		total_consumption_avg	MW	Consumption = Production + Net Discharge + Import - Export - Storage
17		power_origin_percent_fossil_avg	%	% of fossil-free electricity in the consumption_mix
18		power_origin_percent_renewable_avg	%	% of renewable electricity in the consumption_mix
19	power production mix	power_production_biomass_avg	MW	Local power production in MW that comes from biomass
20		power_production_coal_avg	MW
21		power_production_gas_avg	MW
22		power_production_hydro_avg	MW
23		power_production_nuclear_avg	MW
24		power_production_oil_avg	MW
25		power_production_solar_avg	MW
26		power_production_wind_avg	MW
27		power_production_geothermal_avg	MW
28		power_production_unknown_avg	MW
29	power consumption mix	power_consumption_biomass_avg	MW	Power consumption in MW that comes from Biomass (be it produced locally or imported)
30		power_consumption_coal_avg	MW
31		power_consumption_gas_avg	MW
32		power_consumption_hydro_avg	MW
33		power_consumption_nuclear_avg	MW
34		power_consumption_oil_avg	MW
35		power_consumption_solar_avg	MW
36		power_consumption_wind_avg	MW
37		power_consumption_geothermal_avg	MW
38		power_consumption_unknown_avg	MW
39		power_consumption_hydro_discharge_avg	MW	Net_discharge that takes into account discharge from neighbouring zones
40		power_net_discharge_hydro_avg	MW	Discharge/Charge from pumped hydro storage plants (+ive/-ive depending on charge/discharge)
41		power_net_import_<neighbor1_zone_name>_avg	MW	Import from neighbor1
42		power_net_import_<neighbor2_zone_name>_avg	MW	Import from neighbor2
43	Third-party forecasts (latest available forecast targeting the current datetime) For instance, the weather forecasted 1 hour before datetime, or the spot price forecasted one day ahead	latest_forecasted_dewpoint_avg	°K	2 metre dewpoint temperature
44		latest_forecasted_precipitation_avg	kg/m2	Total Precipitation
45		latest_forecasted_solar_avg	W/m2	Downward short-wave radiation flux at ground level
46		latest_forecasted_temperature_avg	°K	2 metre temperature
47		latest_forecasted_wind_speed_avg	m/s	10 metre wind speed
48		latest_forecasted_wind_direction_x_avg	unitless	10 metre X wind component
49		latest_forecasted_wind_direction_y_avg	unitless	10 metre Y wind component
50		latest_forecasted_price_avg	Local currency / MWh	Day ahead wholesale market clearing price
51		latest_forecasted_production_avg	MW
52		latest_forecasted_consumption_avg	MW
53		latest_forecasted_production_solar_avg	MW	External solar production forecast from third party
54		latest_forecasted_production_wind_avg	MW	External solar production forecast from third party
55		latest_forecasted_power_net_import_<neighbor1_zone_name>_avg	MW
56		latest_forecasted_power_net_import_<neighbor2_zone_name>_avg	MW
57		marginal_carbon_intensity_avg	gCO2eq/kWh
58	marginal power consumption mix	marginal_power_origin_percent_biomass_avg	%	Share of the marginal power consumption mix that comes from biomass
59		marginal_power_origin_percent_coal_avg	%
60		marginal_power_origin_percent_gas_avg	%
61		marginal_power_origin_percent_nuclear_avg	%
62		marginal_power_origin_percent_oil_avg	%
63		marginal_power_origin_percent_solar_avg	%
64		marginal_power_origin_percent_wind_avg	%
65		marginal_power_origin_percent_geothermal_avg	%
66		marginal_power_origin_percent_unknown_avg	%
67		marginal_power_origin_percent_hydro_avg	%	There is "hydro" in the marginal consumption mix at time when each additional increase in local consumption result in the increase production from a hydro-dam (with the carbon intensity of a hydro dam, for instance at around 24gCO2eq/kWh as per IPCC)
68		marginal_power_origin_percent_hydro-charge_avg	%	There is "hydro charging" in the marginal consumption mix at time when each additional increase in local consumption result in the reduction of the speed at which a pumped-hydro-reservoir is being charged (with a carbon intensity of 0 at the charge - as if charging was equivalent to exporting to a new virtual neighbor. In electricityMap flow tracing model, you are not responsible for electricity you export, only for that you import. Carbon intensity are inputted at the discharge instead. They other way around would incentivize end-user to waste precious potential energy from the stored hydro reservoir as if it was a must-use, 0 carbon resource.
69		marginal_power_origin_percent_hydro-discharge_avg	%	There is "hydro discharging" in the marginal consumption mix at time when each additional increase in local consumption results in the increase of the speed at which a pumed-hydro-reservoir is being dicharged (with carbon intensity that depends on the country, computed based on the annual average carbon intensity of the grid at time when hydro was charging, wheighted by the speed at which hydro was charging).


1	datetime	created_at	updated_at	timestamp	zone_name	carbon_intensity_avg	carbon_intensity_production_avg	carbon_intensity_discharge_avg	carbon_intensity_import_avg	carbon_rate_avg	total_production_avg	total_storage_avg	total_discharge_avg	total_import_avg	total_export_avg	total_consumption_avg	production_sources	power_origin_percent_fossil_avg	power_origin_percent_renewable_avg	power_production_percent_fossil_avg	power_production_percent_renewable_avg	power_production_nuclear_avg	power_production_geothermal_avg	power_production_biomass_avg	power_production_coal_avg	power_production_wind_avg	power_production_solar_avg	power_production_hydro_avg	power_production_gas_avg	power_production_oil_avg	power_production_unknown_avg	power_consumption_nuclear_avg	power_consumption_geothermal_avg	power_consumption_biomass_avg	power_consumption_coal_avg	power_consumption_wind_avg	power_consumption_solar_avg	power_consumption_hydro_avg	power_consumption_gas_avg	power_consumption_oil_avg	power_consumption_unknown_avg	power_consumption_battery_discharge_avg	power_consumption_hydro_discharge_avg	carbon_origin_percent_nuclear_avg	carbon_origin_percent_geothermal_avg	carbon_origin_percent_biomass_avg	carbon_origin_percent_coal_avg	carbon_origin_percent_wind_avg	carbon_origin_percent_solar_avg	carbon_origin_percent_hydro_avg	carbon_origin_percent_gas_avg	carbon_origin_percent_oil_avg	carbon_origin_percent_unknown_avg	carbon_origin_percent_battery_discharge_avg	carbon_origin_percent_hydro_discharge_avg	power_net_discharge_battery_avg	power_net_discharge_hydro_avg	power_net_import_BE_avg	carbon_intensity_exchange_BE_avg	power_net_import_CH_avg	carbon_intensity_exchange_CH_avg	power_net_import_DE_avg	carbon_intensity_exchange_DE_avg	power_net_import_ES_avg	carbon_intensity_exchange_ES_avg	power_net_import_GB_avg	carbon_intensity_exchange_GB_avg	power_net_import_IT-NO_avg	carbon_intensity_exchange_IT-NO_avg	latest_forecasted_wind_x_avg	latest_forecasted_wind_y_avg	latest_forecasted_solar_avg	latest_forecasted_temperature_avg	latest_forecasted_dewpoint_avg	latest_forecasted_precipitation_avg	latest_forecasted_price_avg	latest_forecasted_production_avg	latest_forecasted_consumption_avg	latest_forecasted_power_net_import_BE_avg	latest_forecasted_power_net_import_CH_avg	latest_forecasted_power_net_import_DE_avg	latest_forecasted_power_net_import_ES_avg	latest_forecasted_power_net_import_GB_avg	latest_forecasted_power_net_import_IT-NO_avg	latest_forecasted_production_solar_avg	latest_forecasted_production_wind_avg
2	2021-01-01T00:00:00+00:00	2020-12-29T02:30:43.303558+00:00	2021-04-28T09:17:39.788414+00:00	1609459200	FR	64.99	51.83	48.15	235.86	4199516714.23	61766.75	0.00	530.00	4812.00	2495.00	64613.75	opendata.reseaux-energies.fr	9.17	14.87	7.27	13.01	49665.50		890.25	8.50	1087.00	0.00	5596.25	4312.50	206.75		49389.25	0.13	1102.18	448.91	1868.75	0.87	6076.81	4882.05	218.67	107.12	0.00	519.02	14.75	0.00	6.32	9.18	0.52	0.00	3.65	59.69	3.54	1.71	0.00	0.64		530.00	647.00	235.77	470.00	456.47	1122.00	399.08	2573.00	124.42	-2004.00	64.99	-491.00	64.99	0.69	-1.03	0.00	275.88	273.47	1.29	48.19	62414	64600	231	-2066	2295	1969	-2000	611	0	1166
3	2021-01-01T01:00:00+00:00	2020-12-29T08:30:05.943694+00:00	2021-04-28T10:06:37.199505+00:00	1609462800	FR	64.39	49.85	48.15	219.53	4069448476.12	59828.00	0.00	9.50	5632.00	2266.00	63203.50	opendata.reseaux-energies.fr	8.98	14.93	6.86	12.70	48311.75		894.50	9.00	1085.25	0.00	5415.75	3905.75	206.00		48325.29	0.14	1149.61	497.86	2097.98	1.26	5925.83	4600.40	220.82	142.73	0.00	241.59	14.76	0.00	6.75	10.41	0.60	0.00	3.63	57.58	3.66	2.31	0.00	0.31		9.50	909.00	229.66	358.00	456.47	1189.00	403.40	3176.00	121.08	-2004.00	64.39	-262.00	64.39	0.66	-1.00	0.00	275.75	273.41	0.23	44.68	60612	63700	319	-2222	3251	3134	-2000	834	0	1128
4	2021-01-01T02:00:00+00:00	2020-12-29T08:32:57.483494+00:00	2021-04-28T09:23:56.986536+00:00	1609466400	FR	54.07	47.80		152.78	3221651592.75	59534.75	1229.00	0.00	3784.00	2507.00	59582.75	opendata.reseaux-energies.fr	7.43	14.53	6.46	12.44	48287.00		892.00	9.25	1138.00	0.00	5374.25	3627.75	206.50		46507.57	0.04	987.33	189.76	2112.48	1.14	5569.29	3964.07	208.05	42.32	0.00	0.70	17.35	0.00	7.09	4.88	0.74	0.00	4.17	60.67	4.21	0.90	0.00	0.00		-1229.00	160.00	203.59	-92.00	54.07	414.00	410.70	3210.00	116.98	-2003.00	54.07	-412.00	54.07	0.61	-0.97	0.00	275.66	273.35	0.45	42.92	58978	60600	-386	-2021	1753	3561	-2000	482	0	1092
5	2021-01-01T03:00:00+00:00	2020-12-29T08:32:57.483494+00:00	2021-04-28T09:54:49.080702+00:00	1609470000	FR	50.21	46.79		113.60	2892843351.26	59533.75	1642.50	0.00	3212.00	3492.00	57611.25	opendata.reseaux-energies.fr	6.86	14.31	6.26	12.23	48526.50		889.50	9.00	1178.25	0.00	5215.50	3508.25	206.75		45421.47	0.00	905.05	39.78	2151.57	1.10	5199.35	3675.61	199.32	18.01	0.00	0.00	18.86	0.00	7.23	1.17	0.84	0.00	4.33	62.62	4.49	0.46	0.00	0.00		-1642.50	-203.00	50.21	-591.00	50.21	-335.00	50.21	3212.00	113.60	-1806.00	50.21	-557.00	50.21	0.76	-1.19	0.00	275.50	273.21	0.55	40.39	58520	58150	-1192	-1837	218	3746	-1802	1037	0	1058
6	2021-01-01T04:00:00+00:00	2020-12-29T08:34:56.842829+00:00	2021-04-28T08:22:45.460563+00:00	1609473600	FR	50.82	46.34		127.60	2937224285.22	59074.75	2399.75	0.00	3449.00	2329.00	57795.00	opendata.reseaux-energies.fr	6.91	13.83	6.17	11.67	48533.25		884.50	8.75	1179.75	0.00	4830.75	3431.25	206.50		45818.47	0.02	929.56	93.07	2225.57	1.10	4852.07	3641.48	201.72	31.65	0.00	0.29	18.74	0.00	7.32	2.66	0.86	0.00	3.98	61.20	4.48	0.76	0.00	0.00		-2399.75	111.00	195.32	-286.00	50.82	141.00	419.38	3197.00	112.39	-1806.00	50.82	-237.00	50.82	0.60	-1.12	0.00	275.29	273.12	0.90	40.2	57900	57450	-826	-1940	1383	3746	-1802	1047	0	1066
7	2021-01-01T05:00:00+00:00	2020-12-29T08:32:24.635193+00:00	2021-04-28T08:09:05.377862+00:00	1609477200	FR	53.92	46.94		154.99	3141180237.81	59355.75	2684.25	0.00	4096.00	2509.00	58258.50	opendata.reseaux-energies.fr	7.36	14.16	6.30	11.94	48531.50		883.00	9.00	1259.50	0.00	4942.25	3524.00	206.50		45729.40	0.05	973.76	220.32	2325.19	2.26	4956.85	3772.50	203.15	73.94	0.00	1.07	17.49	0.00	7.16	5.79	0.83	0.00	3.80	59.15	4.21	1.56	0.00	0.00		-2684.25	454.00	208.85	-310.00	53.92	457.00	424.64	3185.00	108.62	-1806.00	53.92	-393.00	53.92	0.44	-1.18	0.00	275.12	273.00	1.09	39.63	58011	57700	-697	-2096	1961	3746	-1802	513	0	1075
8	2021-01-01T06:00:00+00:00	2020-12-29T08:33:53.204512+00:00	2021-04-28T09:45:22.427683+00:00	1609480800	FR	54.01	46.43		161.12	3189114927.17	60441.75	2581.25	0.00	4277.00	3090.00	59047.50	opendata.reseaux-energies.fr	7.30	15.48	6.17	13.32	48661.25		883.00	9.25	1267.00	0.00	5900.50	3513.75	207.00		45601.02	0.06	983.66	258.71	2331.74	2.72	5834.48	3744.58	203.14	85.92	0.00	1.47	17.18	0.00	7.13	6.70	0.82	0.00	4.41	57.84	4.15	1.78	0.00	0.00		-2581.25	546.00	207.53	-385.00	54.01	588.00	422.12	3143.00	104.22	-1904.00	54.01	-801.00	54.01	0.49	-1.33	0.00	274.99	272.75	1.11	40.09	58683	58050	-548	-1747	1893	3607	-1901	-290	0	1086
9	2021-01-01T07:00:00+00:00	2020-12-29T14:30:56.093061+00:00	2021-04-28T08:27:38.362479+00:00	1609484400	FR	53.87	46.48		161.46	3219288703.75	60851.25	2515.75	0.00	4181.00	2754.00	59762.50	opendata.reseaux-energies.fr	7.29	14.88	6.19	12.60	49416.00		884.00	9.25	1310.00	168.75	5304.25	3552.75	206.25		46525.67	0.07	987.19	269.83	2415.94	163.55	5335.10	3790.81	202.94	69.98	0.00	1.43	17.36	0.00	7.09	6.91	0.85	0.23	3.99	58.03	4.11	1.44	0.00	0.00		-2515.75	378.00	210.98	-192.00	53.87	640.00	421.16	3163.00	102.99	-1905.00	53.87	-657.00	53.87	0.39	-1.43	0.00	274.91	272.69	0.17	41.27	58912	58600	-547	-1744	1302	3607	-1901	577	0	1065
10	2021-01-01T08:00:00+00:00	2020-12-29T14:30:57.427734+00:00	2021-04-28T09:54:21.069757+00:00	1609488000	FR	53.71	46.56		155.16	3274389350.31	61702.75	2514.50	0.00	4348.00	2569.00	60967.25	opendata.reseaux-energies.fr	7.26	15.06	6.20	12.69	50047.25		883.50	8.75	1308.75	430.00	5207.75	3610.25	206.50		47365.44	0.06	990.37	249.68	2407.75	528.45	5267.13	3860.76	203.71	92.35	0.00	1.55	17.37	0.00	6.99	6.29	0.83	0.73	3.88	58.03	4.05	1.83	0.00	0.00		-2514.50	599.00	214.28	-82.00	53.71	584.00	410.71	3165.00	96.81	-2004.00	53.71	-483.00	53.71	0.19	-1.48	0.87	274.94	272.69	0.33	44.88	60032	59300	-297	-2258	1550	3607	-2000	1110	106	1046
11	2021-01-01T09:00:00+00:00	2020-12-29T14:34:36.339718+00:00	2021-04-28T09:01:10.238960+00:00	1609491600	FR	55.34	47.42		163.50	3480269984.84	62917.25	2148.25	0.00	4607.00	2488.00	62888.00	opendata.reseaux-energies.fr	7.44	16.22	6.31	13.74	50303.50		883.50	9.00	1243.00	1230.25	5288.00	3753.75	206.25		48043.28	0.08	1008.94	291.82	2261.82	1538.37	5399.13	4034.69	206.36	101.73	0.00	1.77	16.67	0.00	6.73	6.95	0.74	2.02	3.76	57.36	3.88	1.90	0.00	0.00		-2148.25	668.00	218.04	48.00	456.47	741.00	394.91	3150.00	93.03	-2004.00	55.34	-484.00	55.34	-0.08	-1.49	14.60	275.48	273.09	0.47	45	61424	61700	-205	-1695	1207	3607	-2000	947	738	1027
12	2021-01-01T10:00:00+00:00	2020-12-29T14:30:43.147416+00:00	2021-04-28T09:19:42.835980+00:00	1609495200	FR	56.81	48.06		173.48	3669504138.82	64063.25	1954.25	0.00	4801.00	2313.00	64597.00	opendata.reseaux-energies.fr	7.63	17.15	6.38	14.65	50588.50		883.75	9.25	1172.75	1972.25	5359.50	3870.50	206.75		48750.79	0.07	1010.62	283.86	2159.69	2392.09	5507.40	4183.64	208.32	98.37	0.00	2.16	16.39	0.00	6.53	6.54	0.68	3.03	3.71	57.55	3.80	1.78	0.00	0.00		-1954.25	669.00	208.31	258.00	456.47	762.00	385.40	3112.00	90.65	-2004.00	56.81	-309.00	56.81	-0.17	-1.66	39.68	276.12	273.33	0.63	47.2	62840	63500	-40	-1586	976	3098	-2000	1107	1557	991
13	2021-01-01T11:00:00+00:00	2020-12-29T14:30:55.801250+00:00	2021-04-28T08:59:14.584951+00:00	1609498800	FR	60.40	47.65		204.22	4058300856.58	64084.50	399.75	0.00	5679.00	2173.00	67190.75	opendata.reseaux-energies.fr	8.05	17.92	6.25	15.32	50263.50		880.25	9.00	1058.50	2383.25	5495.75	3788.25	206.00		50130.05	0.11	1082.41	400.34	2146.95	2972.99	5801.36	4306.40	217.04	127.62	0.00	5.47	15.77	0.00	6.53	8.62	0.63	3.52	3.65	55.40	3.70	2.16	0.00	0.02		-399.75	910.00	203.45	626.00	456.47	1103.00	381.45	3040.00	88.20	-2004.00	60.40	-169.00	60.40	-0.29	-1.83	69.21	276.68	273.51	0.78	50.78	63720	65550	303	-1568	2262	3098	-2000	1160	2094	956
14	2021-01-01T12:00:00+00:00	2020-12-29T14:30:56.093061+00:00	2021-04-28T08:30:28.624713+00:00	1609502400	FR	55.09	47.14		166.89	3637760567.76	64398.75	613.50	0.00	4580.00	2328.00	66037.25	opendata.reseaux-energies.fr	7.26	18.16	6.13	15.71	50335.75		881.25	9.00	1023.75	2388.50	5821.75	3732.75	206.00		49408.44	0.07	1015.47	261.93	2096.72	2881.82	5989.69	4085.63	211.17	84.13	0.00	2.18	16.75	0.00	6.61	6.09	0.66	3.68	4.07	56.69	3.88	1.56	0.00	0.00		-613.50	580.00	193.25	248.00	456.47	705.00	385.42	3047.00	87.73	-2004.00	55.09	-324.00	55.09	-0.33	-2.24	94.52	277.05	273.55	0.94	45.49	63413	66200	258	-1541	1732	3098	-2000	348	2323	920
15	2021-01-01T13:00:00+00:00	2020-12-29T20:33:11.002890+00:00	2021-04-28T09:18:52.058217+00:00	1609506000	FR	49.97	47.25		103.29	3155992277.07	64352.25	1534.75	0.00	3274.00	2929.00	63162.50	opendata.reseaux-energies.fr	6.62	17.86	6.19	15.59	50338.50		884.50	9.25	1123.00	1987.50	6038.00	3765.00	206.50		47708.12	0.01	904.06	56.08	2102.11	2284.80	5999.22	3882.59	200.40	24.88	0.00	0.24	18.15	0.00	6.61	1.48	0.75	3.28	4.57	60.48	4.13	0.55	0.00	0.00		-1534.75	104.00	192.70	-273.00	49.97	75.00	395.75	3095.00	93.20	-2004.00	49.97	-652.00	49.97	-0.25	-2.51	223.25	277.18	273.53	0.20	44.73	62609	63050	-213	-1942	957	3098	-2000	-45	2088	978
16	2021-01-01T14:00:00+00:00	2020-12-29T20:37:12.095802+00:00	2021-04-28T09:11:34.423135+00:00	1609509600	FR	52.11	50.06		92.74	3199618652.12	63916.00	1484.25	0.00	3222.00	4251.00	61402.75	opendata.reseaux-energies.fr	7.17	16.75	6.85	14.37	50351.00		882.00	9.25	1210.25	1257.75	5834.25	4164.25	207.25		46721.43	0.00	876.39	34.32	2211.17	1517.36	5691.26	4139.83	196.91	14.06	0.00	0.00	17.54	0.00	6.33	0.92	0.78	2.17	4.28	63.65	4.01	0.32	0.00	0.00		-1484.25	-483.00	52.11	-535.00	52.11	-392.00	52.11	3222.00	92.74	-2004.00	52.11	-837.00	52.11	-0.17	-2.67	202.30	277.14	273.50	0.39	46.59	62606	61300	-739	-1968	532	3237	-2000	-187	1410	1037
17	2021-01-01T15:00:00+00:00	2020-12-29T20:29:48.377990+00:00	2021-04-28T08:09:05.132311+00:00	1609513200	FR	56.76	54.72	48.15	97.81	3469245895.72	63975.25	468.25	0.00	3177.00	5558.00	61126.00	opendata.reseaux-energies.fr	8.23	15.53	7.91	13.23	50452.50		883.50	9.50	1289.00	504.00	5783.75	4847.00	206.00		46609.46	0.00	875.93	33.38	2244.48	683.86	5693.47	4772.08	195.23	14.20	0.00	3.90	16.15	0.00	5.84	0.82	0.73	0.91	3.96	67.61	3.67	0.30	0.00	0.01		-468.25	-1036.00	56.76	-439.00	56.76	-929.00	56.76	3177.00	97.81	-2004.00	56.76	-1150.00	56.76	-0.27	-2.69	172.30	276.77	273.51	0.44	52.99	64758	61150	-1850	-1409	196	3237	-2000	65	555	1096
18	2021-01-01T16:00:00+00:00	2020-12-29T20:33:30.034688+00:00	2021-04-28T08:23:11.767640+00:00	1609516800	FR	64.66	58.06	48.15	187.78	4176330671.54	64852.75	0.00	436.75	3531.00	4230.00	64590.50	opendata.reseaux-energies.fr	9.57	15.64	8.59	13.71	50717.00		886.00	9.00	1410.25	169.75	6060.75	5393.00	207.00		48831.28	0.00	907.73	31.35	2265.79	223.75	6230.13	5461.57	203.84	12.92	0.00	422.13	15.21	0.00	5.44	0.69	0.66	0.26	3.89	69.64	3.44	0.25	0.00	0.52		436.75	-697.00	64.66	862.00	456.47	-450.00	64.66	2669.00	101.01	-2004.00	64.66	-1079.00	64.66	-0.45	-2.85	141.75	276.10	273.26	0.65	60.26	66016	63800	-1473	-919	258	2867	-2000	-503	34	1162
19	2021-01-01T17:00:00+00:00	2020-12-29T20:33:22.648926+00:00	2021-04-28T08:17:46.668358+00:00	1609520400	FR	65.92	58.65	48.15	205.18	4464292766.30	66720.50	0.00	1096.00	3626.00	3721.00	67721.50	opendata.reseaux-energies.fr	9.71	18.20	8.61	16.51	50776.75		885.00	8.50	1597.00	76.75	7543.75	5626.50	206.25		49444.99	0.00	915.47	30.50	2380.66	80.34	7828.33	5765.09	204.93	13.00	0.00	1058.19	14.58	0.00	5.18	0.62	0.65	0.09	4.62	69.48	3.28	0.23	0.00	1.27		1096.00	6.00	242.26	1048.00	456.47	-547.00	65.92	2572.00	102.71	-2004.00	65.92	-1170.00	65.92	-0.47	-2.95	113.10	275.43	272.92	0.74	60.61	67459	67550	-992	-831	711	2867	-2000	-418	0	1228
20	2021-01-01T18:00:00+00:00	2020-12-29T20:33:25.872488+00:00	2021-04-28T10:05:50.663991+00:00	1609524000	FR	73.07	58.89	48.15	252.81	5122987643.92	66715.25	0.00	1044.50	5408.00	3056.00	70111.75	opendata.reseaux-energies.fr	10.74	18.20	8.67	16.40	50771.00		890.75	9.25	1647.50	0.00	7528.75	5661.50	206.50		50575.42	0.07	1044.93	306.56	2541.51	4.62	7988.77	6210.08	213.88	124.87	0.00	1101.04	13.06	0.00	5.17	5.41	0.60	0.00	4.13	65.50	2.99	1.65	0.00	1.48		1044.50	784.00	251.49	1271.00	456.47	793.00	400.50	2560.00	106.34	-2004.00	73.07	-1052.00	73.07	-0.55	-2.97	94.37	275.23	272.84	0.93	60.36	67208	69600	-116	-744	2274	2867	-2000	-814	0	1295
21	2021-01-01T19:00:00+00:00	2020-12-30T02:34:56.946602+00:00	2021-04-28T08:28:18.031157+00:00	1609527600	FR	69.06	58.95	48.15	215.86	4767124521.15	66886.50	0.00	793.00	4719.00	3371.00	69027.50	opendata.reseaux-energies.fr	10.28	17.48	8.73	15.81	51071.00		893.50	9.50	1639.75	0.00	7377.50	5688.50	206.75		50206.57	0.05	1018.59	238.70	2450.31	4.31	7753.24	6189.75	209.59	155.84	0.00	800.55	13.23	0.00	5.14	4.30	0.59	0.00	4.09	66.60	2.99	2.07	0.00	0.98		793.00	1089.00	251.72	572.00	456.47	523.00	401.05	2535.00	107.97	-2002.00	69.06	-1369.00	69.06	-0.67	-3.04	0.00	275.16	272.84	0.19	57.4	66957	69150	360	-982	2123	2615	-2000	-1871	0	1369
22	2021-01-01T20:00:00+00:00	2020-12-30T02:31:04.171211+00:00	2021-04-28T09:23:36.139876+00:00	1609531200	FR	68.75	58.91	48.15	248.33	4588067876.80	65840.75	0.00	231.50	3635.00	2974.00	66733.25	opendata.reseaux-energies.fr	10.32	14.63	8.81	13.74	51161.75		893.50	9.00	1585.25	0.00	6378.00	5607.25	206.00		50163.93	0.08	1033.78	330.76	2035.53	1.99	6437.99	6056.34	207.47	220.07	0.00	245.32	13.27	0.00	5.24	5.98	0.49	0.00	3.40	65.41	2.97	2.89	0.00	0.34		231.50	1602.00	261.47	133.00	456.47	775.00	396.24	1125.00	103.13	-2004.00	68.75	-970.00	68.75	-0.83	-2.95	0.00	275.06	272.77	0.36	53.86	66075	67100	759	-1442	2470	-548	-2000	-927	0	1443
23	2021-01-01T21:00:00+00:00	2020-12-30T02:31:02.073003+00:00	2021-04-28T09:02:52.551968+00:00	1609534800	FR	73.04	58.15	48.15	261.45	4904679052.56	64299.50	0.00	206.25	5111.00	2467.00	67149.75	opendata.reseaux-energies.fr	10.90	13.92	8.67	12.37	50928.50		892.00	9.00	1503.50	0.00	5381.50	5379.25	205.75		50849.19	0.12	1106.63	465.24	2238.17	3.21	5716.82	6090.01	215.16	244.27	0.00	220.94	13.01	0.00	5.43	8.14	0.53	0.00	2.93	63.61	2.98	3.08	0.00	0.30		206.25	1673.00	268.42	567.00	456.47	1151.00	389.42	1720.00	104.75	-2002.00	73.04	-465.00	73.04	-0.89	-2.90	0.00	274.89	272.63	0.42	53.45	65536	66150	858	-1369	2724	41	-2000	43	0	1516
24	2021-01-01T22:00:00+00:00	2020-12-30T02:27:41.693935+00:00	2021-04-28T09:36:22.714419+00:00	1609538400	FR	76.35	59.16	48.15	278.48	5204287032.11	64329.25	0.00	468.75	5536.00	2167.00	68167.00	opendata.reseaux-energies.fr	11.37	13.96	8.85	12.58	50914.50		894.50	9.25	1484.50	0.00	5302.50	5518.00	206.00		51273.89	0.16	1172.93	616.38	2232.44	2.85	5583.42	6298.76	220.08	302.22	0.00	463.87	12.35	0.00	5.42	10.16	0.49	0.00	2.69	61.97	2.87	3.60	0.00	0.45		468.75	2066.00	268.73	593.00	456.47	1461.00	388.59	1416.00	104.58	-2004.00	76.35	-163.00	76.35	-1.00	-2.86	0.00	274.86	272.59	0.62	49.72	64718	68700	1381	-1419	2929	-606	-2000	113	0	1579
25	2021-01-01T23:00:00+00:00	2020-12-30T02:31:01.271511+00:00	2021-04-28T09:55:18.915851+00:00	1609542000	FR	65.88	55.53	48.15	315.73	4261268986.55	63645.00	0.00	365.00	2675.00	2004.00	64681.00	opendata.reseaux-energies.fr	9.48	13.82	8.08	12.85	50594.50		898.50	8.50	1488.50	0.00	5487.50	4961.00	206.50		49924.06	1.39	1052.48	440.59	1907.06	1.80	5574.79	5170.76	216.17	32.42	0.00	359.48	14.76	0.00	5.97	8.91	0.52	0.00	3.29	62.16	3.46	0.53	0.00	0.41		365.00	0.00	247.67	502.00	456.47	1298.00	390.86	833.00	111.24	-2004.00	65.88	42.00	367.87	-1.02	-2.87	0.00	274.71	272.48	0.73	46.69	63826	66250	463	-1175	3453	525	-2000	218	0	1324


1	datetime	nuclear	geothermal	biomass	coal	wind	solar	hydro	gas	oil	unknown	battery-discharge	hydro-discharge	battery-charge	hydro-charge
2	2021-01-01 0:00:00	0.032	0.000	0.000	0.042	0.000	0.000	0.261	0.094	0.000	0.017	0.000	0.190	0.000	0.363
3	2021-01-01 1:00:00	0.056	0.000	0.000	0.043	0.000	0.000	0.241	0.088	0.000	0.017	0.000	0.189	0.000	0.367
4	2021-01-01 2:00:00	0.087	0.000	0.000	0.039	0.000	0.000	0.204	0.076	0.000	0.016	0.000	0.174	0.000	0.403
5	2021-01-01 3:00:00	0.144	0.000	0.000	0.038	0.000	0.000	0.170	0.073	0.000	0.016	0.000	0.113	0.000	0.445
6	2021-01-01 4:00:00	0.191	0.000	0.000	0.040	0.000	0.000	0.168	0.084	0.000	0.017	0.000	0.141	0.000	0.359
7	2021-01-01 5:00:00	0.160	0.000	0.000	0.042	0.000	0.000	0.176	0.103	0.000	0.017	0.000	0.179	0.000	0.323
8	2021-01-01 6:00:00	0.163	0.000	0.000	0.039	0.000	0.000	0.173	0.101	0.000	0.016	0.000	0.168	0.000	0.341
9	2021-01-01 7:00:00	0.169	0.000	0.000	0.039	0.000	0.000	0.175	0.101	0.000	0.016	0.000	0.148	0.000	0.351
10	2021-01-01 8:00:00	0.163	0.000	0.000	0.035	0.000	0.000	0.170	0.112	0.000	0.015	0.000	0.114	0.000	0.390
11	2021-01-01 9:00:00	0.174	0.000	0.000	0.036	0.000	0.000	0.201	0.109	0.000	0.015	0.000	0.190	0.000	0.274
12	2021-01-01 10:00:00	0.165	0.000	0.000	0.037	0.000	0.000	0.205	0.099	0.000	0.014	0.000	0.123	0.000	0.357
13	2021-01-01 11:00:00	0.130	0.000	0.000	0.040	0.000	0.000	0.231	0.099	0.000	0.016	0.000	0.160	0.000	0.324
14	2021-01-01 12:00:00	0.108	0.000	0.000	0.043	0.000	0.000	0.244	0.092	0.000	0.017	0.000	0.184	0.000	0.312
15	2021-01-01 13:00:00	0.132	0.000	0.000	0.048	0.000	0.000	0.248	0.087	0.000	0.019	0.000	0.126	0.000	0.340
16	2021-01-01 14:00:00	0.145	0.000	0.000	0.046	0.000	0.000	0.254	0.095	0.000	0.020	0.000	0.140	0.000	0.300
17	2021-01-01 15:00:00	0.109	0.000	0.000	0.046	0.000	0.000	0.232	0.054	0.000	0.020	0.000	0.205	0.000	0.334
18	2021-01-01 16:00:00	0.063	0.000	0.000	0.045	0.000	0.000	0.260	0.058	0.000	0.020	0.000	0.314	0.000	0.239
19	2021-01-01 17:00:00	-0.002	0.000	0.000	0.041	0.000	0.000	0.316	0.071	0.000	0.020	0.000	0.403	0.000	0.151
20	2021-01-01 18:00:00	-0.010	0.000	0.000	0.040	0.000	0.000	0.327	0.095	0.000	0.020	0.000	0.384	0.000	0.143
21	2021-01-01 19:00:00	-0.036	0.000	0.000	0.044	0.000	0.000	0.318	0.131	0.000	0.022	0.000	0.362	0.000	0.159
22	2021-01-01 20:00:00	0.004	0.000	0.000	0.044	0.000	0.000	0.302	0.138	0.000	0.021	0.000	0.290	0.000	0.201
23	2021-01-01 21:00:00	0.051	0.000	0.000	0.044	0.000	0.000	0.286	0.115	0.000	0.019	0.000	0.247	0.000	0.237
24	2021-01-01 22:00:00	0.052	0.000	0.000	0.041	0.000	0.000	0.286	0.119	0.000	0.019	0.000	0.274	0.000	0.208
25	2021-01-01 23:00:00	0.086	0.000	0.000	0.038	0.000	0.000	0.242	0.098	0.000	0.018	0.000	0.113	0.000	0.406


1	datetime	marginal_carbon_intensity_avg
2	2021-01-01 0:00:00	115.45
3	2021-01-01 1:00:00	110.95
4	2021-01-01 2:00:00	100.16
5	2021-01-01 3:00:00	94.49
6	2021-01-01 4:00:00	103.88
7	2021-01-01 5:00:00	115.55
8	2021-01-01 6:00:00	111.93
9	2021-01-01 7:00:00	112.04
10	2021-01-01 8:00:00	111.51
11	2021-01-01 9:00:00	115.68
12	2021-01-01 10:00:00	107.96
13	2021-01-01 11:00:00	113.21
14	2021-01-01 12:00:00	111.34
15	2021-01-01 13:00:00	111.14
16	2021-01-01 14:00:00	119.44
17	2021-01-01 15:00:00	106.17
18	2021-01-01 16:00:00	117.88
19	2021-01-01 17:00:00	124.07
20	2021-01-01 18:00:00	131.99
21	2021-01-01 19:00:00	151.66
22	2021-01-01 20:00:00	147.10
23	2021-01-01 21:00:00	135.85
24	2021-01-01 22:00:00	133.84
25	2021-01-01 23:00:00	108.50
26	2021-01-02 0:00:00	100.58
27	2021-01-02 1:00:00	101.23
28	2021-01-02 2:00:00	98.78
29	2021-01-02 3:00:00	94.61
30	2021-01-02 4:00:00	102.75
31	2021-01-02 5:00:00	117.54
32	2021-01-02 6:00:00	125.15
33	2021-01-02 7:00:00	144.70
34	2021-01-02 8:00:00	130.44
35	2021-01-02 9:00:00	119.67
36	2021-01-02 10:00:00	122.67
37	2021-01-02 11:00:00	120.44
38	2021-01-02 12:00:00	121.82
39	2021-01-02 13:00:00	132.11
40	2021-01-02 14:00:00	122.94
41	2021-01-02 15:00:00	123.86
42	2021-01-02 16:00:00	117.09
43	2021-01-02 17:00:00	126.87
44	2021-01-02 18:00:00	137.76
45	2021-01-02 19:00:00	164.44
46	2021-01-02 20:00:00	149.44
47	2021-01-02 21:00:00	137.06
48	2021-01-02 22:00:00	133.67
49	2021-01-02 23:00:00	130.69


1		Electricity Maps Data Description
2
3
4
5
6
7	#	Data item	Unit	Data Description	Type of transformation relative to publicly available data
8	1	Weather data averaged over the zone	various	Average wind speed at 10m level, Sun irradiance at ground level, Temperature, Dew point, Precipitations	Standardization & sanitization
9	2	Power Prices	€/MWh	Day-ahead prices	Standardization & sanitization
10	3	Power production/consumption totals	MW	Total power produced and consumed in the zone	Standardization & sanitization
11	4	Power generation mix (per plant type)	% solar, % coal...	Total power generation in the zone (includes distributed renewable injections)	Standardization & sanitization
12	5	Power exchanges between zones	MW	Physical power exchanges (imports and export) between two zones	Standardization & sanitization
13	6	Carbon intensity (of the power consumption mix)	gCO2eq/kWh	Carbon footprint of electricity being consumed in a given zone (location-based accounting)	+ Flow-tracing model + GHG datasets
14	7	Power consumption mix (per region of origin)	% from France, % from Germany	Geographical origin of production of the power being consumed in a given zone, including imports	+ Flow-tracing model to include imports
15	8	Power consumption mix (per plant type)	% from solar, % from coal...	Power plant types at the origin of electricity being consumed in a given zone, including imports	+ Flow-tracing model to include imports
16	9	Marginal carbon intensity (of the power consumption mix)	gCO2eq/kWh	Carbon footprint of each additional kWh consumed (consequential-accounting principle)	+ Machine-learning + GHG datasets
17	10	Marginal power consumption mix (per region of origin)	% form France, % from Germany	Geographical origin of additional power generation resulting from any additional kWh consumed	+ Machine-learning
18	11	Marginal power consumption mix (per plant type)	% from solar, % from coal, ...	Power plant type at the origin of supplying each additional kWh consumed	+ Machine-learning
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