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{ |
"instruction": "The historical load data is: 1189.4,1147.1,1136.2,1143.0,1148.7,1156.9,1161.1,1136.7,1128.3,1145.7,1131.3,1168.6,1225.8,1300.6,1394.4,1468.7,1540.0,1550.1,1488.8,1456.8,1422.4,1372.1,1342.9,1294.8,1247.7,1221.3,1189.8,1203.8,1196.2,1210.2,1230.6,1260.5,1311.1,1349.7,1423.7,1487.1,1549.6,1570.6,1565.4,1536.9,1500.6,1495.2,1409.5,1370.1,1345.4,1291.9,1254.8,1192.7", |
"input": "Based on the historical load data, please predict the load consumption in the next day. The region for prediction is TAS. The start date of historical data was on 2021-8-3 that is Weekday, and it is not a public holiday. The data frequency is 30 minutes per point. Historical data covers 1 day. The date of prediction is on 2021-8-4 that is Weekday, and it is not a public holiday. Weather of the start date: the minimum temperature is 279.71; the maximum temperature is 285.83; the humidity is 85.0; the pressure is 1003.0. Weather of the prediction date: the minimum temperature is 280.54; the maximum temperature is 286.47; the humidity is 74.0; the pressure is 1007.0. ", |
"output": "1165.5,1144.3,1134.8,1109.1,1100.4,1083.2,1095.0,1098.2,1093.5,1107.9,1118.9,1171.8,1232.8,1311.7,1413.4,1499.7,1536.3,1511.4,1491.0,1454.6,1450.2,1401.1,1352.4,1307.0,1204.5,1210.6,1160.9,1171.2,1193.2,1262.4,1284.1,1296.7,1312.4,1347.6,1382.5,1443.3,1496.9,1494.1,1493.2,1478.3,1448.2,1432.3,1403.3,1366.8,1325.1,1273.8,1230.6,1186.8" |
}, |
{ |
"instruction": "The historical load data is: 7940.6,7820.2,7718.8,7556.6,7386.4,7106.7,6861.0,6724.4,6643.3,6634.6,6762.7,7025.4,7359.4,7972.1,8404.0,8678.0,8657.7,8546.1,8259.9,7791.6,7088.4,7067.8,6802.0,6578.4,6398.1,6367.6,6354.0,6340.7,6372.8,6452.3,6653.8,6924.2,7282.1,7762.5,8408.9,9046.4,9927.2,10345.2,10282.0,9989.2,9802.7,9595.2,9347.6,9141.4,8858.7,8608.2,8222.3,8101.6", |
"input": "Based on the historical load data, please predict the load consumption in the next day. The region for prediction is NSW. The start date of historical data was on 2021-8-17 that is Weekday, and it is not a public holiday. The data frequency is 30 minutes per point. Historical data covers 1 day. The date of prediction is on 2021-8-18 that is Weekday, and it is not a public holiday. Weather of the start date: the minimum temperature is 280.46; the maximum temperature is 291.06; the humidity is 73.0; the pressure is 1026.0. Weather of the prediction date: the minimum temperature is 280.08; the maximum temperature is 293.2; the humidity is 88.0; the pressure is 1024.0. ", |
"output": "8264.9,8224.7,8103.1,7933.2,7686.9,7422.3,7211.1,6981.8,6947.1,6926.3,7012.4,7313.7,7705.2,8307.3,8703.1,9038.1,9069.4,9020.9,8754.6,8286.9,7778.2,7384.9,7062.7,6818.9,6738.2,6737.1,6654.1,6588.0,6590.3,6593.9,6675.2,6873.3,7263.5,7721.1,8280.0,8960.0,9757.6,10267.9,10241.7,10054.8,9784.2,9623.4,9350.6,9105.4,8814.6,8757.8,8587.3,8483.1" |
}, |
{ |
"instruction": "The historical load data is: 7151.9,7015.8,6798.1,6483.7,6320.9,6185.5,6176.5,6119.2,6112.6,6164.1,6222.7,6346.4,6406.2,6533.3,6605.8,6745.1,6848.1,6932.4,7050.5,7070.6,7015.2,7059.1,7119.0,7138.9,7206.8,7297.6,7550.5,7704.0,7859.0,7994.2,8209.9,8549.0,8784.9,8891.2,9196.7,9367.4,9403.4,9371.9,9299.2,9235.3,9047.8,8766.5,8420.2,8190.4,7885.8,7766.1,7568.5,7308.7", |
"input": "Based on the historical load data, please predict the load consumption in the next day. The region for prediction is NSW. The start date of historical data was on 2021-2-21 that is Weekend, and it is not a public holiday. The data frequency is 30 minutes per point. Historical data covers 1 day. The date of prediction is on 2021-2-22 that is Weekday, and it is not a public holiday. Weather of the start date: the minimum temperature is 293.1; the maximum temperature is 300.95; the humidity is 73.0; the pressure is 1006.0. Weather of the prediction date: the minimum temperature is 292.25; the maximum temperature is 293.62; the humidity is 77.0; the pressure is 1012.0. On 2021-02-21 18:08:00, the news can change the time series fluctuation that The imminent severe weather conditions may disrupt power lines and lead to emergency usage patterns, directly affecting electricity load consumption in real-time.", |
"output": "7176.2,6999.2,6797.9,6604.9,6427.8,6332.9,6253.1,6299.2,6357.9,6544.9,6762.8,7223.1,7669.8,7988.7,8158.9,8225.8,8180.2,8158.9,8040.6,8079.8,8057.6,8111.4,8197.5,8248.0,8366.6,8509.8,8691.2,8859.0,8960.3,9150.5,9397.9,9664.1,9874.3,9919.4,10043.7,9820.3,9677.6,9481.8,9198.8,9094.1,8817.2,8494.6,8220.0,8080.1,7848.0,7701.6,7536.1,7299.2" |
}, |
{ |
"instruction": "The historical load data is: 4561.4,4402.2,4278.4,4139.6,4002.5,3906.3,3868.8,3821.9,3806.4,3808.8,3830.2,3985.6,4068.6,4129.9,4185.7,4096.6,3989.2,3864.9,3685.1,3617.2,3419.3,3311.3,3218.3,3175.7,3160.1,3112.7,3155.1,3231.5,3350.9,3481.8,3709.5,3735.5,4089.9,4373.6,4771.5,5029.3,5157.0,5197.8,5083.0,5087.4,4990.6,4792.0,4633.4,4516.9,4332.5,4272.3,4213.5,4450.4", |
"input": "Based on the historical load data, please predict the load consumption in the next day. The region for prediction is VIC. The start date of historical data was on 2021-2-28 that is Weekend, and it is not a public holiday. The data frequency is 30 minutes per point. Historical data covers 1 day. The date of prediction is on 2021-3-1 that is Weekday, and it is not a public holiday. Weather of the start date: the minimum temperature is 288.79; the maximum temperature is 294.51; the humidity is 72.0; the pressure is 1012.0. Weather of the prediction date: the minimum temperature is 286.65; the maximum temperature is 290.72; the humidity is 58.0; the pressure is 1018.0. ", |
"output": "4416.8,4241.0,4139.9,4031.7,3937.6,3852.7,3775.9,3806.6,3868.2,3970.1,4180.1,4462.4,4764.2,5013.8,5225.4,5020.2,4995.5,4855.2,4723.7,4634.5,4539.5,4400.9,4411.7,4366.0,4280.3,4242.4,4134.6,4075.3,4106.7,4042.1,4160.5,4253.2,4434.7,4534.6,4808.2,4961.5,5007.5,5068.6,5138.3,5085.5,5091.8,4982.9,4812.5,4604.1,4447.5,4400.6,4360.1,4517.1" |
}, |
{ |
"instruction": "The historical load data is: 5861.6,5724.5,5564.9,5438.0,5346.6,5316.4,5253.4,5265.5,5237.4,5219.4,5262.9,5353.0,5468.1,5621.1,5716.7,5842.2,5783.8,5659.6,5443.1,5140.8,4836.4,4602.2,4370.4,4164.7,4087.1,4017.4,4009.8,4110.8,4228.3,4426.0,4789.6,5099.8,5465.0,5898.9,6433.5,6882.0,7240.6,7297.6,7309.1,7165.1,7041.5,6993.7,7031.7,6975.2,6779.4,6570.3,6366.1,6087.1", |
"input": "Based on the historical load data, please predict the load consumption in the next day. The region for prediction is QLD. The start date of historical data was on 2021-7-18 that is Weekend, and it is not a public holiday. The data frequency is 30 minutes per point. Historical data covers 1 day. The date of prediction is on 2021-7-19 that is Weekday, and it is not a public holiday. Weather of the start date: the minimum temperature is 280.68; the maximum temperature is 293.66; the humidity is 81.0; the pressure is 1020.0. Weather of the prediction date: the minimum temperature is 281.16; the maximum temperature is 292.18; the humidity is 75.0; the pressure is 1016.0. ", |
"output": "5856.9,5682.9,5544.4,5479.9,5462.9,5366.0,5366.9,5383.7,5403.3,5458.2,5668.7,5972.7,6353.6,6860.1,7265.7,7537.9,7396.4,6871.1,6428.3,6145.7,5714.7,5368.9,5092.8,4929.2,4875.6,4918.7,4906.9,4913.4,5053.4,5224.6,5474.7,5725.9,6070.7,6513.7,6929.0,7364.9,7705.3,7715.8,7750.6,7576.9,7534.5,7460.4,7424.0,7372.3,7110.4,6866.5,6578.2,6296.3" |
}, |
{ |
"instruction": "The historical load data is: 5620.0,5491.3,5393.5,5334.3,5268.1,5254.5,5229.1,5244.2,5259.1,5376.2,5466.4,5701.1,6044.2,6522.9,6906.9,7081.2,6770.2,6311.9,5875.5,5505.5,5143.4,5000.2,4819.5,4731.5,4667.8,4661.3,4726.3,4853.7,5110.1,5340.2,5620.4,5827.9,6185.7,6572.4,6986.0,7279.7,7512.7,7535.9,7458.8,7300.3,7301.9,7250.5,7042.6,6954.6,6768.4,6549.9,6280.1,6027.9", |
"input": "Based on the historical load data, please predict the load consumption in the next day. The region for prediction is QLD. The start date of historical data was on 2021-5-17 that is Weekday, and it is not a public holiday. The data frequency is 30 minutes per point. Historical data covers 1 day. The date of prediction is on 2021-5-18 that is Weekday, and it is not a public holiday. Weather of the start date: the minimum temperature is 284.19; the maximum temperature is 295.52; the humidity is 76.0; the pressure is 1026.0. Weather of the prediction date: the minimum temperature is 287.3; the maximum temperature is 294.81; the humidity is 82.0; the pressure is 1026.0. ", |
"output": "5815.4,5628.1,5499.6,5457.0,5389.4,5323.9,5327.4,5327.5,5364.9,5436.4,5568.0,5888.6,6194.9,6631.6,7009.8,7196.6,6890.2,6423.9,5998.3,5688.1,5311.1,5077.0,4882.7,4821.3,4879.1,4974.4,5144.3,5194.4,5424.7,5378.3,5676.5,5994.3,6350.0,6633.2,6992.1,7254.4,7422.1,7427.8,7388.6,7228.5,7142.1,7148.6,6992.6,6886.3,6675.4,6505.3,6290.9,5942.5" |
}, |
{ |
"instruction": "The historical load data is: 5544.0,5439.8,5351.8,5288.9,5217.7,5162.1,5157.0,5147.7,5151.3,5169.6,5226.8,5237.2,5329.1,5353.5,5441.1,5463.6,5410.6,5471.0,5547.6,5480.8,5529.9,5495.5,5372.2,5313.7,5296.4,5390.9,5333.8,5354.0,5405.1,5560.8,5650.5,5710.4,5868.5,6143.8,6385.1,6526.7,6715.9,6861.7,6850.0,6652.1,6557.0,6494.9,6352.6,6297.8,6154.6,6054.6,6016.1,5878.4", |
"input": "Based on the historical load data, please predict the load consumption in the next day. The region for prediction is QLD. The start date of historical data was on 2021-4-3 that is Weekend, and it is a public holiday: Easter Saturday. The data frequency is 30 minutes per point. Historical data covers 1 day. The date of prediction is on 2021-4-4 that is Weekend, and it is a public holiday: Easter Sunday. Weather of the start date: the minimum temperature is 292.58; the maximum temperature is 294.91; the humidity is 94.0; the pressure is 1019.0. Weather of the prediction date: the minimum temperature is 292.94; the maximum temperature is 295.56; the humidity is 94.0; the pressure is 1016.0. On 2021-04-03 11:42:00, the news can change the time series fluctuation that The threat of flooding can lead to increased short-term electricity usage as residents and businesses may use more pumps, emergency equipment, and heating systems to manage and mitigate flood impacts. On 2021-04-03 11:40:00, the news can change the time series fluctuation that A chlorine leak can cause disruptions to local power consumption due to emergency response measures, including possible temporary power shut-offs or increased use of ventilation systems and other utilities to manage the incident.", |
"output": "5691.2,5554.6,5413.0,5329.3,5285.8,5275.4,5217.6,5214.9,5207.9,5182.5,5216.0,5259.7,5317.1,5357.9,5449.0,5619.5,5733.4,5928.0,5985.3,6078.8,6006.9,5849.7,5950.1,6000.8,6037.9,6066.5,6008.8,6005.6,6078.2,6118.9,6170.4,6240.9,6330.6,6461.6,6634.5,6677.3,6853.3,6833.0,6820.7,6687.6,6587.8,6493.4,6418.9,6326.0,6215.9,6136.6,6064.8,5902.8" |
}, |
{ |
"instruction": "The historical load data is: 7293.4,7099.8,6811.8,6567.9,6341.5,6184.1,6147.2,6177.0,6343.3,6581.1,6973.0,7350.5,7686.6,7996.3,8195.0,8218.5,8201.7,8049.8,7969.4,7957.6,7904.8,7794.8,7759.4,7723.5,7757.4,7640.1,7619.3,7559.8,7546.1,7560.8,7700.3,7956.9,8149.2,8360.1,8522.0,8701.2,8828.9,8801.0,8654.1,8357.5,8200.1,7924.5,7702.1,7570.9,7516.8,7442.4,7329.3,7314.4", |
"input": "Based on the historical load data, please predict the load consumption in the next day. The region for prediction is NSW. The start date of historical data was on 2021-10-13 that is Weekday, and it is not a public holiday. The data frequency is 30 minutes per point. Historical data covers 1 day. The date of prediction is on 2021-10-14 that is Weekday, and it is not a public holiday. Weather of the start date: the minimum temperature is 288.67; the maximum temperature is 296.68; the humidity is 77.0; the pressure is 1005.0. Weather of the prediction date: the minimum temperature is 285.97; the maximum temperature is 294.36; the humidity is 61.0; the pressure is 1003.0. ", |
"output": "7154.3,6987.1,6700.3,6474.7,6247.6,6153.5,6138.6,6106.8,6305.1,6506.3,6933.5,7260.8,7504.9,7664.6,7643.4,7546.7,7244.0,6947.4,6882.0,6780.0,6867.7,6834.4,6515.3,6415.8,6463.4,6500.0,6737.6,7123.1,7242.8,7354.4,7425.8,7310.6,7354.4,7928.5,8157.3,8236.7,8317.7,8343.2,8215.0,8024.1,7824.4,7653.5,7527.9,7424.7,7445.5,7343.2,7263.5,7137.6" |
}, |
{ |
"instruction": "The historical load data is: 4976.8,4767.0,4558.6,4436.3,4332.9,4220.8,4159.4,4096.3,4128.5,4224.1,4388.4,4757.6,5007.4,5298.5,5418.9,5329.1,5230.9,5143.2,5048.0,4883.4,4886.6,4913.5,4967.1,5001.1,5133.1,5311.9,5461.9,5657.1,5890.2,6093.4,6337.6,6718.4,6958.1,7193.4,7367.8,7443.4,7480.1,7508.6,7399.2,7164.2,6967.4,6625.5,6186.8,5841.2,5451.3,5247.9,5073.4,5145.9", |
"input": "Based on the historical load data, please predict the load consumption in the next day. The region for prediction is VIC. The start date of historical data was on 2021-2-18 that is Weekday, and it is not a public holiday. The data frequency is 30 minutes per point. Historical data covers 1 day. The date of prediction is on 2021-2-19 that is Weekday, and it is not a public holiday. Weather of the start date: the minimum temperature is 293.37; the maximum temperature is 306.28; the humidity is 44.0; the pressure is 1016.0. Weather of the prediction date: the minimum temperature is 292.56; the maximum temperature is 300.71; the humidity is 73.0; the pressure is 1013.0. ", |
"output": "5021.1,4709.2,4519.2,4423.7,4215.9,4138.9,4079.6,4066.4,4095.7,4246.5,4395.0,4714.4,5027.7,5381.2,5518.9,5415.2,5327.4,5231.8,5194.2,5084.9,5020.6,5059.7,5158.3,5354.1,5447.3,5598.1,5818.2,6036.8,6148.6,6366.1,6655.2,7003.9,7315.5,7503.4,7696.4,7756.1,7782.8,7804.2,7749.5,7439.5,7231.3,6895.9,6539.8,6196.7,5849.1,5619.2,5432.0,5553.8" |
}, |
{ |
"instruction": "The historical load data is: 7943.2,7830.8,7723.1,7477.1,7266.5,6985.6,6758.4,6588.3,6516.4,6516.5,6645.0,6899.0,7289.5,7960.2,8445.4,8840.7,9020.3,8917.8,8533.5,8214.3,7622.8,7525.9,7233.1,6982.3,6831.9,6747.0,6698.6,6708.4,6722.9,6771.7,6960.3,7230.3,7606.5,8131.2,8818.0,9550.0,10336.5,10680.3,10684.0,10564.6,10383.5,10237.1,10029.7,9748.7,9512.9,9336.9,9092.7,8881.0", |
"input": "Based on the historical load data, please predict the load consumption in the next day. The region for prediction is NSW. The start date of historical data was on 2021-7-29 that is Weekday, and it is not a public holiday. The data frequency is 30 minutes per point. Historical data covers 1 day. The date of prediction is on 2021-7-30 that is Weekday, and it is not a public holiday. Weather of the start date: the minimum temperature is 277.77; the maximum temperature is 290.65; the humidity is 73.0; the pressure is 1021.0. Weather of the prediction date: the minimum temperature is 280.51; the maximum temperature is 294.7; the humidity is 62.0; the pressure is 1015.0. On 2021-07-29 18:52:00, the news can change the time series fluctuation that The rising COVID-19 cases can influence short-term electricity consumption due to increased activities at health facilities, extended usage of electronics during lockdown, and overall changes in population behavior.", |
"output": "8761.4,8564.3,8403.2,8157.9,7903.6,7602.0,7404.3,7243.3,7196.6,7268.0,7368.9,7639.5,8030.7,8695.9,9309.4,9907.6,10226.0,10199.5,9873.3,9400.8,8900.7,8416.1,8010.6,7616.9,7302.8,7171.5,7023.1,6949.2,6945.4,6952.1,7158.6,7350.9,7765.2,8321.0,9019.9,9761.5,10628.0,10850.5,10810.8,10671.1,10539.2,10342.9,10141.8,9861.4,9585.1,9473.6,9227.3,8963.3" |
}, |
{ |
"instruction": "The historical load data is: 1014.7,1006.7,1009.6,1005.6,1002.9,1026.6,1036.3,1040.5,1055.5,1094.3,1144.9,1211.0,1257.3,1274.1,1277.9,1250.3,1231.4,1203.4,1165.7,1147.4,1170.4,1139.6,1119.7,1102.1,1098.0,1096.7,1062.7,1079.9,1077.2,1109.6,1122.1,1179.6,1228.2,1286.5,1300.3,1313.8,1320.1,1315.3,1309.5,1290.8,1287.0,1232.6,1189.7,1143.2,1133.1,1101.4,1063.3,1065.1", |
"input": "Based on the historical load data, please predict the load consumption in the next day. The region for prediction is TAS. The start date of historical data was on 2021-10-18 that is Weekday, and it is not a public holiday. The data frequency is 30 minutes per point. Historical data covers 1 day. The date of prediction is on 2021-10-19 that is Weekday, and it is not a public holiday. Weather of the start date: the minimum temperature is 280.14; the maximum temperature is 286.27; the humidity is 81.0; the pressure is 1023.0. Weather of the prediction date: the minimum temperature is 276.41; the maximum temperature is 288.81; the humidity is 77.0; the pressure is 1024.0. ", |
"output": "1056.1,1043.3,1062.9,1070.5,1063.6,1047.0,1082.7,1104.5,1134.3,1169.8,1260.1,1339.9,1398.1,1439.7,1365.5,1330.0,1261.2,1259.2,1180.9,1178.1,1121.4,1106.1,1078.1,1064.6,1073.7,1063.7,1059.3,1072.5,1132.4,1133.2,1145.4,1171.5,1239.3,1300.3,1329.8,1362.6,1392.7,1391.6,1392.1,1373.2,1358.2,1316.0,1260.6,1215.1,1169.0,1130.6,1089.6,1072.4" |
}, |
{ |
"instruction": "The historical load data is: 4560.6,4245.1,4220.1,4193.9,4021.2,3958.6,3884.8,3966.1,4024.1,4087.4,4222.4,4525.2,4872.0,5258.6,5401.3,5284.7,5150.3,5092.3,4937.3,4754.7,4618.4,4532.6,4486.8,4398.1,4301.3,4117.2,3997.5,3899.1,3841.0,3807.3,3820.7,3923.2,4088.5,4284.3,4539.1,4757.1,4909.8,5043.6,5046.7,5113.5,5125.0,4989.0,4831.8,4683.0,4515.4,4394.2,4332.4,4556.5", |
"input": "Based on the historical load data, please predict the load consumption in the next day. The region for prediction is VIC. The start date of historical data was on 2021-2-26 that is Weekday, and it is not a public holiday. The data frequency is 30 minutes per point. Historical data covers 1 day. The date of prediction is on 2021-2-27 that is Weekend, and it is not a public holiday. Weather of the start date: the minimum temperature is 284.15; the maximum temperature is 292.8; the humidity is 67.0; the pressure is 1013.0. Weather of the prediction date: the minimum temperature is 283.45; the maximum temperature is 300.76; the humidity is 59.0; the pressure is 1013.0. On 2021-02-26 17:17:00, the news can change the time series fluctuation that Seasonal weather changes can significantly influence short-term electricity consumption, especially when expected weather patterns deviate, impacting heating and cooling energy demands.", |
"output": "4494.6,4300.8,4206.9,4059.3,3954.6,3919.3,3884.0,3903.2,3884.6,3976.7,4076.1,4210.6,4306.3,4465.6,4568.2,4576.7,4605.5,4561.6,4551.9,4475.3,4363.1,4322.5,4202.0,4180.6,4158.7,4163.2,4063.5,3956.5,3852.9,3857.2,3940.8,4038.3,4152.0,4324.8,4440.8,4503.2,4647.9,4715.8,4782.4,4812.8,4836.1,4736.7,4596.4,4515.2,4415.3,4376.0,4321.4,4577.3" |
}, |
{ |
"instruction": "The historical load data is: 1074.1,1067.3,1063.3,1040.2,1037.4,1038.3,1039.5,1043.7,1018.7,1038.2,1055.6,1061.9,1093.2,1129.0,1135.2,1135.9,1132.8,1138.5,1118.3,1092.2,1054.7,1059.1,1050.3,1036.5,1047.0,1049.0,1017.4,1038.5,1037.1,1032.7,1035.4,1047.6,1066.4,1063.2,1129.9,1161.0,1172.9,1179.6,1179.0,1182.1,1187.9,1192.1,1165.9,1092.5,1100.0,1096.7,1069.0,1049.6", |
"input": "Based on the historical load data, please predict the load consumption in the next day. The region for prediction is TAS. The start date of historical data was on 2021-1-22 that is Weekday, and it is not a public holiday. The data frequency is 30 minutes per point. Historical data covers 1 day. The date of prediction is on 2021-1-23 that is Weekend, and it is not a public holiday. Weather of the start date: the minimum temperature is 285.45; the maximum temperature is 300.15; the humidity is 42.0; the pressure is 1008.0. Weather of the prediction date: the minimum temperature is 286.17; the maximum temperature is 300.89; the humidity is 68.0; the pressure is 1010.0. On 2021-01-22 21:36:00, the news can change the time series fluctuation that The direct response to new COVID-19 containment measures could see a fluctuation in power usage, with potential increases in residential areas as more people stay home and abide by the restrictions.", |
"output": "1037.1,1019.8,1018.7,1021.9,1011.8,1008.2,1009.1,1012.7,1009.8,1022.3,1039.4,1055.8,1065.3,1078.1,1091.6,1102.0,1112.8,1106.9,1101.1,1104.9,1090.7,1086.5,1059.1,1047.4,1035.4,1025.8,1030.2,1030.1,1045.6,1047.3,1047.5,1053.1,1081.7,1113.5,1146.0,1179.5,1203.1,1190.3,1175.3,1171.0,1171.9,1177.4,1163.0,1152.0,1119.1,1093.2,1072.0,1064.1" |
}, |
{ |
"instruction": "The historical load data is: 8365.6,8127.0,7898.1,7726.9,7501.9,7306.6,7110.6,7037.2,6988.8,7026.8,7132.5,7483.5,7823.8,8534.9,9169.1,9775.4,10187.3,10451.1,10376.5,10122.0,9783.1,9466.8,9173.3,9087.3,9086.8,9153.1,9117.2,9143.6,9126.6,9157.3,9276.9,9403.8,9705.4,10079.5,10671.2,11315.0,11829.7,11825.5,11684.9,11285.6,10973.6,10695.5,10378.2,10059.4,9718.0,9477.2,9118.8,8873.6", |
"input": "Based on the historical load data, please predict the load consumption in the next day. The region for prediction is NSW. The start date of historical data was on 2021-6-28 that is Weekday, and it is not a public holiday. The data frequency is 30 minutes per point. Historical data covers 1 day. The date of prediction is on 2021-6-29 that is Weekday, and it is not a public holiday. Weather of the start date: the minimum temperature is 284.2; the maximum temperature is 288.15; the humidity is 93.0; the pressure is 1033.0. Weather of the prediction date: the minimum temperature is 284.29; the maximum temperature is 289.56; the humidity is 94.0; the pressure is 1031.0. ", |
"output": "8734.3,8578.2,8430.8,8178.6,7910.7,7570.1,7368.5,7190.1,7099.7,7110.1,7226.1,7539.3,7888.7,8528.6,9094.0,9579.8,9980.5,10140.5,10121.9,9994.5,9755.0,9556.4,9372.1,9316.2,9198.2,9026.2,8928.2,8838.3,8801.5,8768.8,8803.4,9021.1,9333.2,9809.3,10409.5,11118.7,11550.3,11534.6,11331.4,10952.7,10654.7,10308.0,9972.2,9662.5,9330.6,9219.6,8893.0,8693.5" |
}, |
{ |
"instruction": "The historical load data is: 1077.7,1060.9,1041.9,1036.6,1056.4,1046.7,1061.0,1077.2,1059.6,1059.2,1085.0,1100.0,1121.3,1134.3,1153.5,1194.9,1204.4,1217.2,1228.9,1195.2,1180.4,1150.3,1128.3,1113.5,1089.1,1100.3,1088.9,1044.3,1073.3,1089.6,1078.7,1084.6,1114.9,1150.1,1174.0,1252.2,1292.4,1298.3,1275.2,1242.1,1201.0,1190.4,1152.2,1138.7,1090.7,1091.2,1070.5,1018.2", |
"input": "Based on the historical load data, please predict the load consumption in the next day. The region for prediction is TAS. The start date of historical data was on 2021-4-25 that is Weekend, and it is a public holiday: ANZAC Day. The data frequency is 30 minutes per point. Historical data covers 1 day. The date of prediction is on 2021-4-26 that is Weekday, and it is not a public holiday. Weather of the start date: the minimum temperature is 286.2; the maximum temperature is 289.71; the humidity is 58.0; the pressure is 1019.0. Weather of the prediction date: the minimum temperature is 279.15; the maximum temperature is 291.46; the humidity is 87.0; the pressure is 1025.0. ", |
"output": "1015.1,974.5,1000.9,985.9,994.5,983.8,974.8,952.1,959.7,980.8,992.3,1008.7,1063.6,1131.6,1197.8,1261.5,1270.3,1270.9,1243.4,1213.9,1184.7,1131.9,1095.0,1087.6,1052.6,1050.3,1047.6,1035.1,1048.2,1018.3,979.2,981.3,999.4,1042.2,1073.8,1147.0,1195.5,1243.9,1247.6,1243.8,1232.8,1203.5,1173.2,1168.8,1128.4,1101.6,1068.5,1057.7" |
}, |
{ |
"instruction": "The historical load data is: 1426.4,1395.5,1323.2,1240.0,1163.5,1113.6,1064.0,1021.5,1007.6,1006.4,1001.4,988.7,1017.6,1025.0,1092.1,1163.6,1204.7,1238.9,1269.5,1264.6,1172.7,1142.6,1091.8,1119.1,1160.7,1102.7,1045.0,1012.6,1024.0,1055.2,1087.6,1120.8,1211.7,1322.8,1435.2,1544.4,1681.0,1757.0,1773.4,1743.5,1712.9,1658.1,1593.3,1559.0,1548.9,1491.8,1427.4,1418.4", |
"input": "Based on the historical load data, please predict the load consumption in the next day. The region for prediction is SA. The start date of historical data was on 2021-5-15 that is Weekend, and it is not a public holiday. The data frequency is 30 minutes per point. Historical data covers 1 day. The date of prediction is on 2021-5-16 that is Weekend, and it is not a public holiday. Weather of the start date: the minimum temperature is 284.9; the maximum temperature is 289.76; the humidity is 55.0; the pressure is 1026.0. Weather of the prediction date: the minimum temperature is 286.4; the maximum temperature is 289.89; the humidity is 54.0; the pressure is 1027.75. ", |
"output": "1576.9,1536.9,1456.2,1382.7,1314.9,1267.3,1191.2,1157.7,1135.5,1127.6,1102.9,1111.9,1143.6,1153.6,1161.1,1179.3,1229.2,1262.4,1279.4,1250.1,1238.1,1172.7,1171.5,1143.6,1073.7,1015.6,941.2,845.3,863.0,867.0,886.7,883.4,931.2,1085.5,1202.6,1378.7,1504.4,1617.1,1685.0,1626.9,1589.1,1570.8,1530.4,1492.5,1478.7,1418.2,1370.4,1350.3" |
}, |
{ |
"instruction": "The historical load data is: 6600.7,6466.1,6324.4,6059.4,5926.5,5813.9,5782.9,5739.7,5715.9,5780.7,5843.4,6007.2,6098.8,6228.1,6317.8,6355.7,6313.0,6263.4,6168.1,6056.1,6010.2,5984.3,5995.2,5892.9,5853.5,5834.2,5816.8,5862.9,5882.1,6035.5,6231.6,6526.2,6867.7,7244.5,7742.6,8079.5,8078.4,8042.6,8046.3,8042.1,7843.1,7617.6,7388.5,7294.0,7144.8,7036.0,6883.8,6739.6", |
"input": "Based on the historical load data, please predict the load consumption in the next day. The region for prediction is NSW. The start date of historical data was on 2021-3-7 that is Weekend, and it is not a public holiday. The data frequency is 30 minutes per point. Historical data covers 1 day. The date of prediction is on 2021-3-8 that is Weekday, and it is not a public holiday. Weather of the start date: the minimum temperature is 292.13; the maximum temperature is 303.28; the humidity is 68.0; the pressure is 1011.0. Weather of the prediction date: the minimum temperature is 293.18; the maximum temperature is 300.75; the humidity is 50.0; the pressure is 1012.0. ", |
"output": "6660.8,6505.4,6373.1,6147.9,6032.3,5998.3,5995.4,5990.4,6049.6,6267.2,6470.1,6983.9,7340.9,7645.5,7957.4,7906.2,7865.1,7821.1,7733.4,7645.7,7656.1,7485.6,7547.7,7634.3,7799.5,8112.3,8448.1,8959.6,8935.9,8774.8,8837.4,8883.3,9043.6,8945.6,8913.5,8858.4,8866.3,8773.6,8787.7,8654.5,8408.5,8180.4,7915.6,7800.0,7623.6,7544.0,7442.8,7273.1" |
}, |
{ |
"instruction": "The historical load data is: 7148.1,6963.2,6756.2,6451.4,6286.2,6124.4,6083.1,6088.9,6160.3,6382.5,6583.3,7077.0,7551.9,7834.0,8062.4,8041.1,7927.2,7842.0,7665.6,7287.8,7197.4,7266.6,7054.5,7028.1,7011.9,7080.3,7097.9,7002.6,6958.3,7023.1,7193.6,7339.9,7592.1,7943.0,8129.7,8131.8,8244.9,8201.0,8154.5,8148.4,8009.5,7738.1,7567.5,7478.6,7308.0,7326.2,7248.2,7096.5", |
"input": "Based on the historical load data, please predict the load consumption in the next day. The region for prediction is NSW. The start date of historical data was on 2021-3-3 that is Weekday, and it is not a public holiday. The data frequency is 30 minutes per point. Historical data covers 1 day. The date of prediction is on 2021-3-4 that is Weekday, and it is not a public holiday. Weather of the start date: the minimum temperature is 289.48; the maximum temperature is 299.12; the humidity is 64.0; the pressure is 1015.0. Weather of the prediction date: the minimum temperature is 291.44; the maximum temperature is 296.41; the humidity is 64.0; the pressure is 1007.0. ", |
"output": "7010.8,6831.9,6641.1,6368.1,6174.9,6052.8,6024.7,6053.7,6095.5,6340.1,6519.7,6990.2,7438.7,7720.0,7822.1,7683.3,7428.2,7303.0,7108.8,6940.1,6824.8,6649.9,6591.7,6533.0,6514.1,6597.4,6659.6,6739.9,6825.8,6985.3,7273.8,7524.8,7926.5,8206.9,8581.2,8759.3,8953.9,8851.2,8791.8,8685.0,8507.3,8212.9,7876.7,7732.0,7613.2,7559.1,7355.1,7198.0" |
}, |
{ |
"instruction": "The historical load data is: 8704.5,8471.9,8240.3,7960.2,7641.2,7216.6,7052.4,6884.5,6727.6,6705.2,6735.6,6820.5,6894.4,7144.0,7410.7,7782.2,8081.0,8411.3,8437.1,8357.2,8194.5,8101.6,7944.2,7624.9,7325.1,7320.1,7317.4,7362.8,7438.7,7530.0,7745.1,7995.6,8360.4,8882.3,9544.5,10323.1,10977.2,11154.1,10819.5,10367.5,10242.1,10217.3,9980.0,9630.8,9286.8,9051.7,8717.0,8468.1", |
"input": "Based on the historical load data, please predict the load consumption in the next day. The region for prediction is NSW. The start date of historical data was on 2021-7-11 that is Weekend, and it is not a public holiday. The data frequency is 30 minutes per point. Historical data covers 1 day. The date of prediction is on 2021-7-12 that is Weekday, and it is not a public holiday. Weather of the start date: the minimum temperature is 280.77; the maximum temperature is 289.75; the humidity is 93.0; the pressure is 1023.0. Weather of the prediction date: the minimum temperature is 281.5; the maximum temperature is 291.98; the humidity is 88.0; the pressure is 1019.0. ", |
"output": "8270.2,8031.4,7822.7,7583.5,7377.5,7145.8,6945.4,6870.5,6818.1,6895.0,7066.4,7511.6,7922.9,8707.4,9371.6,10028.9,10365.5,10444.5,10325.3,9950.8,9519.3,9129.6,8787.2,8439.9,8141.3,8029.6,7999.3,7813.7,7793.9,7911.7,8037.1,8295.6,8585.9,9140.5,9920.9,10845.9,11326.2,11291.2,11217.1,10957.7,10669.6,10459.3,10248.5,9908.6,9427.0,9365.5,9049.6,8765.3" |
}, |
{ |
"instruction": "The historical load data is: 6165.7,5948.5,5846.5,5750.4,5675.2,5672.7,5631.9,5620.6,5636.1,5686.9,5775.9,5976.2,6162.6,6467.6,6724.9,6868.6,6852.9,6853.5,6735.5,6610.7,6449.5,6304.9,6020.7,6407.7,6458.5,6501.2,6593.3,6796.7,6937.7,6878.9,6921.8,7133.4,7412.1,7670.6,7945.0,8113.1,8154.1,8147.0,8237.7,7971.5,7761.0,7538.0,7420.6,7245.4,6985.8,6762.8,6570.8,6265.5", |
"input": "Based on the historical load data, please predict the load consumption in the next day. The region for prediction is QLD. The start date of historical data was on 2021-3-24 that is Weekday, and it is not a public holiday. The data frequency is 30 minutes per point. Historical data covers 1 day. The date of prediction is on 2021-3-25 that is Weekday, and it is not a public holiday. Weather of the start date: the minimum temperature is 290.99; the maximum temperature is 303.41; the humidity is 68.0; the pressure is 1007.0. Weather of the prediction date: the minimum temperature is 291.2; the maximum temperature is 301.93; the humidity is 50.0; the pressure is 1013.0. ", |
"output": "6024.2,5835.5,5678.4,5636.1,5526.2,5513.4,5495.8,5472.4,5469.8,5512.3,5598.1,5750.5,5936.8,6212.7,6383.4,6434.1,6232.5,6043.8,5792.7,5624.4,5506.6,5349.5,5284.7,5298.9,5327.2,5455.1,5515.7,5723.3,5897.7,6126.3,6364.4,6624.2,6981.2,7166.8,7625.1,7857.1,7948.2,8011.8,8102.7,7878.4,7686.8,7512.0,7228.1,6978.2,6719.1,6542.4,6399.7,6118.0" |
}, |
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in Dataset Viewer.
@inproceedings{wang2024newsforecast,
title={From News to Forecast: Integrating Event Analysis in LLM-Based Time Series Forecasting with Reflection},
author={Wang, Xinlei and Feng, Maike and Qiu, Jing and Gu, Jinjin and Zhao, Junhua},
booktitle={Neural Information Processing Systems},
year={2024}
}
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