{ "data_id": "43843", "name": "Eighty-years-of-Canadian-climate-data", "exact_name": "Eighty-years-of-Canadian-climate-data", "version": 2, "version_label": "v1.0", "description": "This dataset has been compiled from public sources. The dataset consists of daily temperatures and precipitation from 13 Canadian centres. Precipitation is either rain or snow (likely snow in winter months). In 1940, there is daily data for seven out of the 13 centres, but by 1960 there is daily data from all 13 centres, with the occasional missing value.\nFew of Canadas weather stations have been operating continuously, so we did need to patch together the data. Our source data is from https:\/\/climate-change.canada.ca\/climate-data\/\/daily-climate-data and here are the weather stations that we queried:\nCALGARY INTL A\nCALGARY INT'L A\nEDMONTON INTL A\nEDMONTON INT'L A\nHALIFAX STANFIELD INT'L A\nHALIFAX STANFIELD INT'L A\nMONCTON A\nMONCTON A\nMONTREAL\/PIERRE ELLIOTT TRUDEAU INTL\nMONTREAL\/PIERRE ELLIOTT TRUDEAU INTL A\nOTTAWA INTL A\nOTTAWA MACDONALD-CARTIER INT'L A\nQUEBEC\/JEAN LESAGE INTL\nQUEBEC\/JEAN LESAGE INTL A\nSASKATOON DIEFENBAKER INT'L A\nSASKATOON INTL A\nST JOHN'S A\nST JOHNS WEST CLIMATE\nTORONTO INTL A\nTORONTO LESTER B. PEARSON INT'L A\nVANCOUVER INTL A\nVANCOUVER INT'L A\nWHITEHORSE A\nWHITEHORSE A\nWINNIPEG RICHARDSON INT'L A\nWINNIPEG THE FORKS\nSuggested uses: The data is suitable for time series forecasting. At Penny Analytics, we are using this dataset to demonstrate outlier detection (anomaly detection) in multiple time series and here is the relevant blogpost: https:\/\/pennyanalytics.com\/2020\/01\/28\/climate-change-canadian-weather-anomalies-are-now-warmer-and-wetter\/", "format": "arff", "uploader": "Elif Ceren Gok", "uploader_id": 30125, "visibility": "public", "creator": null, "contributor": null, "date": "2022-03-24 15:36:11", "update_comment": null, "last_update": "2022-03-24 15:36:11", "licence": "CC0: Public Domain", "status": "active", "error_message": null, "url": "https:\/\/www.openml.org\/data\/download\/22102668\/dataset", "default_target_attribute": null, "row_id_attribute": null, "ignore_attribute": null, "runs": 0, "suggest": { "input": [ "Eighty-years-of-Canadian-climate-data", "This dataset has been compiled from public sources. The dataset consists of daily temperatures and precipitation from 13 Canadian centres. Precipitation is either rain or snow (likely snow in winter months). In 1940, there is daily data for seven out of the 13 centres, but by 1960 there is daily data from all 13 centres, with the occasional missing value. Few of Canadas weather stations have been operating continuously, so we did need to patch together the data. Our source data is from https:\/\/c " ], "weight": 5 }, "qualities": { "NumberOfInstances": 29221, "NumberOfFeatures": 27, "NumberOfClasses": null, "NumberOfMissingValues": 53518, "NumberOfInstancesWithMissingValues": 12445, "NumberOfNumericFeatures": 26, "NumberOfSymbolicFeatures": 0, "Dimensionality": 0.0009239930187194142, "PercentageOfNumericFeatures": 96.29629629629629, "MajorityClassPercentage": null, "PercentageOfSymbolicFeatures": 0, "MajorityClassSize": null, "MinorityClassPercentage": null, "MinorityClassSize": null, "NumberOfBinaryFeatures": 0, "PercentageOfBinaryFeatures": 0, "PercentageOfInstancesWithMissingValues": 42.58923377023373, "AutoCorrelation": null, "PercentageOfMissingValues": 6.783300188727792 }, "tags": [ { "uploader": "38960", "tag": "Machine Learning" }, { "uploader": "38960", "tag": "Statistics" } ], "features": [ { "name": "LOCAL_DATE", "index": "0", "type": "string", "distinct": "29221", "missing": "0" }, { "name": "MEAN_TEMPERATURE_CALGARY", "index": "1", "type": "numeric", "distinct": "576", "missing": "189", "min": "-38", "max": "26", "mean": "4", "stdev": "11" }, { "name": "TOTAL_PRECIPITATION_CALGARY", "index": "2", "type": "numeric", "distinct": "318", "missing": "173", "min": "0", "max": "93", "mean": "1", "stdev": "4" }, { "name": "MEAN_TEMPERATURE_EDMONTON", "index": "3", "type": "numeric", "distinct": "603", "missing": "7657", "min": "-41", "max": "25", "mean": "2", "stdev": "12" }, { "name": "TOTAL_PRECIPITATION_EDMONTON", "index": "4", "type": "numeric", "distinct": "297", "missing": "7646", "min": "0", "max": "76", "mean": "1", "stdev": "4" }, { "name": "MEAN_TEMPERATURE_HALIFAX", "index": "5", "type": "numeric", "distinct": "472", "missing": "7164", "min": "-24", "max": "27", "mean": "7", "stdev": "10" }, { "name": "TOTAL_PRECIPITATION_HALIFAX", "index": "6", "type": "numeric", "distinct": "586", "missing": "7226", "min": "0", "max": "218", "mean": "4", "stdev": "9" }, { "name": "MEAN_TEMPERATURE_MONCTON", "index": "7", "type": "numeric", "distinct": "510", "missing": "2336", "min": "-27", "max": "27", "mean": "5", "stdev": "11" }, { "name": "TOTAL_PRECIPITATION_MONCTON", "index": "8", "type": "numeric", "distinct": "484", "missing": "2767", "min": "0", "max": "132", "mean": "3", "stdev": "7" }, { "name": "MEAN_TEMPERATURE_MONTREAL", "index": "9", "type": "numeric", "distinct": "1050", "missing": "755", "min": "-31", "max": "30", "mean": "7", "stdev": "12" }, { "name": "TOTAL_PRECIPITATION_MONTREAL", "index": "10", "type": "numeric", "distinct": "651", "missing": "730", "min": "0", "max": "94", "mean": "3", "stdev": "6" }, { "name": "MEAN_TEMPERATURE_OTTAWA", "index": "11", "type": "numeric", "distinct": "569", "missing": "76", "min": "-31", "max": "30", "mean": "6", "stdev": "12" }, { "name": "TOTAL_PRECIPITATION_OTTAWA", "index": "12", "type": "numeric", "distinct": "401", "missing": "81", "min": "0", "max": "135", "mean": "2", "stdev": "6" }, { "name": "MEAN_TEMPERATURE_QUEBEC", "index": "13", "type": "numeric", "distinct": "595", "missing": "1214", "min": "-31", "max": "29", "mean": "5", "stdev": "12" }, { "name": "TOTAL_PRECIPITATION_QUEBEC", "index": "14", "type": "numeric", "distinct": "683", "missing": "1227", "min": "0", "max": "109", "mean": "3", "stdev": "7" }, { "name": "MEAN_TEMPERATURE_SASKATOON", "index": "15", "type": "numeric", "distinct": "672", "missing": "2473", "min": "-42", "max": "32", "mean": "2", "stdev": "14" }, { "name": "TOTAL_PRECIPITATION_SASKATOON", "index": "16", "type": "numeric", "distinct": "282", "missing": "3755", "min": "0", "max": "97", "mean": "1", "stdev": "3" }, { "name": "MEAN_TEMPERATURE_STJOHNS", "index": "17", "type": "numeric", "distinct": "637", "missing": "808", "min": "-21", "max": "25", "mean": "5", "stdev": "8" }, { "name": "TOTAL_PRECIPITATION_STJOHNS", "index": "18", "type": "numeric", "distinct": "654", "missing": "822", "min": "0", "max": "121", "mean": "4", "stdev": "8" }, { "name": "MEAN_TEMPERATURE_TORONTO", "index": "19", "type": "numeric", "distinct": "523", "missing": "74", "min": "-25", "max": "32", "mean": "8", "stdev": "11" }, { "name": "TOTAL_PRECIPITATION_TORONTO", "index": "20", "type": "numeric", "distinct": "385", "missing": "80", "min": "0", "max": "126", "mean": "2", "stdev": "6" }, { "name": "MEAN_TEMPERATURE_VANCOUVER", "index": "21", "type": "numeric", "distinct": "354", "missing": "53", "min": "-15", "max": "28", "mean": "10", "stdev": "6" }, { "name": "TOTAL_PRECIPITATION_VANCOUVER", "index": "22", "type": "numeric", "distinct": "409", "missing": "55", "min": "0", "max": "92", "mean": "3", "stdev": "6" }, { "name": "MEAN_TEMPERATURE_WHITEHORSE", "index": "23", "type": "numeric", "distinct": "667", "missing": "1691", "min": "-48", "max": "24", "mean": "0", "stdev": "13" }, { "name": "TOTAL_PRECIPITATION_WHITEHORSE", "index": "24", "type": "numeric", "distinct": "181", "missing": "4095", "min": "0", "max": "45", "mean": "1", "stdev": "2" }, { "name": "MEAN_TEMPERATURE_WINNIPEG", "index": "25", "type": "numeric", "distinct": "1287", "missing": "124", "min": "-39", "max": "31", "mean": "3", "stdev": "14" }, { "name": "TOTAL_PRECIPITATION_WINNIPEG", "index": "26", "type": "numeric", "distinct": "528", "missing": "247", "min": "0", "max": "84", "mean": "1", "stdev": "5" } ], "nr_of_issues": 0, "nr_of_downvotes": 0, "nr_of_likes": 0, "nr_of_downloads": 0, "total_downloads": 0, "reach": 0, "reuse": 0, "impact_of_reuse": 0, "reach_of_reuse": 0, "impact": 0 }