{ "data_id": "46123", "name": "Pedestrian-Counting-System-Melbourne", "exact_name": "Pedestrian-Counting-System-Melbourne", "version": 1, "version_label": null, "description": "Pedestrian Counting System published by the city of Melbourne, data with some minor preprocessing.\n\nFrom original website:\n-----\nThis dataset contains hourly pedestrian counts since 2009 from pedestrian sensor devices located across the city. The data is updated on a monthly basis and can be used to determine variations in pedestrian activity throughout the day.\nThe sensor_id column can be used to merge the data with the Pedestrian Counting System - Sensor Locations dataset which details the location, status and directional readings of sensors. Any changes to sensor locations are important to consider when analysing and interpreting pedestrian counts over time.\nImportants notes about this dataset:\n\n- Where no pedestrians have passed underneath a sensor during an hour, a count of zero will be shown for the sensor for that hour.\n\n- Directional readings are not included, though we hope to make this available later in the year. Directional readings are provided in the Pedestrian Counting System - Past Hour (counts per minute) dataset.\nThe Pedestrian Counting System helps to understand how people use different city locations at different times of day to better inform decision-making and plan for the future. A representation of pedestrian volume which compares each location on any given day and time can be found in our Online Visualisation.\n-----\n\nWe have acquired the data by scrapping the website 'https:\/\/www.pedestrian.melbourne.vic.gov.au\/#date=1-6-2010&time=8', as the data seems to be incomplete\nfrom https:\/\/data.melbourne.vic.gov.au\/explore\/dataset\/pedestrian-counting-system-monthly-counts-per-hour\/information\/. Some minor preprocessing steps were\napplied:\n\n1 - Standardize the date to the format %Y-%m-%d %H:%M:%S\n\n2 - Replaced values 'na' and 'undefined' to NaNs and casted value columns to float.\n\nEven though the values are 'int', we use float to accomodate NaN values.\n\n3 - Coalesced columns that we judged that were the same in a single column.\n\nThe columns that we judged that were the same were the tuple:\n\n('Bourke St-Russel St (West)', 'Bourke St-Russell St (West)'),\n('Flinders La - Swanston St (West) Temporary', 'Flinders La-Swanston St (West) Temporary'),\n('Flinders Ln - Degraves St (Crossing)', 'Flinders Ln -Degraves St (Crossing)'),\n('Flinders Ln - Degraves St (North)', 'Flinders Ln -Degraves St (North)'),\n('Flinders Ln - Degraves St (South)', 'Flinders Ln -Degraves St (South)'),\n('Flinders St - ACMI', 'Flinders St- ACMI'),\n('Flinders St Station Underpass', 'Flinders Street Station Underpass'),\n('Flinders St-Spark La', 'Flinders St-Spark Lane'),\n('Lincoln-Swanston (W)', 'Lincoln-Swanston (West)'),\n('Macaulay Rd - Bellair St', 'Macaulay Rd-Bellair St'),\n('QV Market-Elizabeth (West)', 'QV Market-Elizabeth St (West)'),\n('Queen St (West)', 'Queen Street (West)'),\n('Spring St - Flinders St (West)', 'Spring St- Flinders St (West)'),\n('State Library - New', 'State Library- New'),\n('St Kilda Rd-Alexandra Gardens', 'St. Kilda-Alexandra Gardens')", "format": "arff", "uploader": "Bruno Belucci Teixeira", "uploader_id": 30703, "visibility": "public", "creator": "\"City of Melbourne\"", "contributor": "\"Bruno Belucci\"", "date": "2024-06-03 02:39:25", "update_comment": null, "last_update": "2024-06-03 02:39:25", "licence": "Creative Commons Attribution 4.0 International", "status": "active", "error_message": null, "url": "https:\/\/api.openml.org\/data\/download\/22120567\/dataset", "default_target_attribute": null, "row_id_attribute": null, "ignore_attribute": null, "runs": 0, "suggest": { "input": [ "Pedestrian-Counting-System-Melbourne", "Pedestrian Counting System published by the city of Melbourne, data with some minor preprocessing. From original website: ----- This dataset contains hourly pedestrian counts since 2009 from pedestrian sensor devices located across the city. The data is updated on a monthly basis and can be used to determine variations in pedestrian activity throughout the day. The sensor_id column can be used to merge the data with the Pedestrian Counting System - Sensor Locations dataset which details the loca " ], "weight": 5 }, "qualities": { "NumberOfInstances": 132209, "NumberOfFeatures": 110, "NumberOfClasses": null, "NumberOfMissingValues": 8604673, "NumberOfInstancesWithMissingValues": 132209, "NumberOfNumericFeatures": 109, "NumberOfSymbolicFeatures": 0, "PercentageOfInstancesWithMissingValues": 100, "PercentageOfMissingValues": 59.16715200931858, "AutoCorrelation": null, "PercentageOfNumericFeatures": 99.0909090909091, "Dimensionality": 0.0008320159747067144, "PercentageOfSymbolicFeatures": 0, "MajorityClassPercentage": null, "MajorityClassSize": null, "MinorityClassPercentage": null, "MinorityClassSize": null, "NumberOfBinaryFeatures": 0, "PercentageOfBinaryFeatures": 0 }, "tags": [], "features": [ { "name": "State Library", "index": "0", "type": "numeric", "distinct": "3241", "missing": "22807", "min": "-1", "max": "5559", "mean": "743", "stdev": "749" }, { "name": "Collins Place (South)", "index": "1", "type": "numeric", "distinct": "2341", "missing": "1270", "min": "-1", "max": "3938", "mean": "380", "stdev": "466" }, { "name": "Collins Place (North)", "index": "2", "type": "numeric", "distinct": "2147", "missing": "884", "min": "-1", "max": "3759", "mean": "291", "stdev": "404" }, { "name": "Flagstaff Station", "index": "3", "type": "numeric", "distinct": "4913", "missing": "29185", "min": "-1", "max": "7510", "mean": "501", "stdev": "1000" }, { "name": "Melbourne Central", "index": "4", "type": "numeric", "distinct": "3652", "missing": "1262", "min": "-1", "max": "26969", "mean": "1057", "stdev": "954" }, { "name": "Town Hall (West)", "index": "5", "type": "numeric", "distinct": "4771", "missing": "157", "min": "-1", "max": "8052", "mean": "1285", "stdev": "1243" }, { "name": "Bourke Street Mall (North)", "index": "6", "type": "numeric", "distinct": "4445", "missing": "10037", "min": "-1", "max": "5573", "mean": "1016", "stdev": "1137" }, { "name": "Bourke Street Mall (South)", "index": "7", "type": "numeric", "distinct": "4865", "missing": "152", "min": "-1", "max": "7035", "mean": "908", "stdev": "1093" }, { "name": "Australia on Collins", "index": "8", "type": "numeric", "distinct": "3167", "missing": "52802", "min": "-1", "max": "4640", "mean": "604", "stdev": "731" }, { "name": "Southern Cross Station", "index": "9", "type": "numeric", "distinct": "4196", "missing": "830", "min": "-1", "max": "5873", "mean": "450", "stdev": "734" }, { "name": "Victoria Point", "index": "10", "type": "numeric", "distinct": "1320", "missing": "2053", "min": "-1", "max": "3113", "mean": "146", "stdev": "190" }, { "name": "New Quay", "index": "11", "type": "numeric", "distinct": "1861", "missing": "3255", "min": "-1", "max": "11284", "mean": "198", "stdev": "273" }, { "name": "Waterfront City", "index": "12", "type": "numeric", "distinct": "1445", "missing": "1820", "min": "-2", "max": "9805", "mean": "73", "stdev": "161" }, { "name": "Webb Bridge", "index": "13", "type": "numeric", "distinct": "887", "missing": "1363", "min": "-1", "max": "5826", "mean": "152", "stdev": "161" }, { "name": "Princes Bridge", "index": "14", "type": "numeric", "distinct": "4398", "missing": "4", "min": "-1", "max": "7391", "mean": "979", "stdev": "913" }, { "name": "Flinders St Station Underpass", "index": "15", "type": "numeric", "distinct": "5129", "missing": "116", "min": "-2", "max": "6568", "mean": "1069", "stdev": "979" }, { "name": "Sandridge Bridge", "index": "16", "type": "numeric", "distinct": "1982", "missing": "107", "min": "-1", "max": "7304", "mean": "347", "stdev": "320" }, { "name": "Birrarung Marr", "index": "17", "type": "numeric", "distinct": "3684", "missing": "14988", "min": "-1", "max": "11742", "mean": "279", "stdev": "603" }, { "name": "QV Market-Elizabeth (West)", "index": "18", "type": "numeric", "distinct": "2257", "missing": "40262", "min": "-1", "max": "3032", "mean": "437", "stdev": "451" }, { "name": "Flinders St-Elizabeth St (East)", "index": "19", "type": "numeric", "distinct": "4401", "missing": "51128", "min": "-1", "max": "5654", "mean": "1102", "stdev": "1091" }, { "name": "Spencer St-Collins St (North)", "index": "20", "type": "numeric", "distinct": "4907", "missing": "38049", "min": "-1", "max": "5880", "mean": "943", "stdev": "1008" }, { "name": "Spencer St-Collins St (South)", "index": "21", "type": "numeric", "distinct": "1705", "missing": "38339", "min": "-1", "max": "3845", "mean": "281", "stdev": "313" }, { "name": "Convention\/Exhibition Centre", "index": "22", "type": "numeric", "distinct": "2095", "missing": "95688", "min": "-1", "max": "3883", "mean": "490", "stdev": "465" }, { "name": "Chinatown-Swanston St (North)", "index": "23", "type": "numeric", "distinct": "1958", "missing": "38919", "min": "-1", "max": "3292", "mean": "484", "stdev": "469" }, { "name": "Chinatown-Lt Bourke St (South)", "index": "24", "type": "numeric", "distinct": "1589", "missing": "40405", "min": "-1", "max": "2241", "mean": "304", "stdev": "311" }, { "name": "QV Market-Peel St", "index": "25", "type": "numeric", "distinct": "646", "missing": "39018", "min": "-1", "max": "953", "mean": "116", "stdev": "110" }, { "name": "Vic Arts Centre", "index": "26", "type": "numeric", "distinct": "3304", "missing": "95688", "min": "-1", "max": "6338", "mean": "920", "stdev": "837" }, { "name": "Lonsdale St (South)", "index": "27", "type": "numeric", "distinct": "1645", "missing": "43835", "min": "-1", "max": "2801", "mean": "419", "stdev": "356" }, { "name": "Lygon St (West)", "index": "28", "type": "numeric", "distinct": "1419", "missing": "43918", "min": "-1", "max": "3015", "mean": "230", "stdev": "232" }, { "name": "Flinders St-Spring St (West)", "index": "29", "type": "numeric", "distinct": "776", "missing": "72968", "min": "-1", "max": "2218", "mean": "124", "stdev": "154" }, { "name": "Alfred Place", "index": "30", "type": "numeric", "distinct": "1414", "missing": "48675", "min": "-1", "max": "1823", "mean": "160", "stdev": "226" }, { "name": "Lygon Street (East)", "index": "31", "type": "numeric", "distinct": "800", "missing": "106210", "min": "-1", "max": "1656", "mean": "175", "stdev": "157" }, { "name": "Flinders St-Swanston St (West)", "index": "32", "type": "numeric", "distinct": "5440", "missing": "92189", "min": "-1", "max": "6965", "mean": "1204", "stdev": "1596" }, { "name": "Spring St-Lonsdale St (South)", "index": "33", "type": "numeric", "distinct": "1155", "missing": "105908", "min": "-1", "max": "1428", "mean": "283", "stdev": "270" }, { "name": "City Square", "index": "34", "type": "numeric", "distinct": "3158", "missing": "110814", "min": "-1", "max": "9791", "mean": "837", "stdev": "925" }, { "name": "Grattan St-Swanston St (West)", "index": "35", "type": "numeric", "distinct": "1435", "missing": "52898", "min": "-1", "max": "2292", "mean": "173", "stdev": "251" }, { "name": "Monash Rd-Swanston St (West)", "index": "36", "type": "numeric", "distinct": "1230", "missing": "59430", "min": "-1", "max": "1721", "mean": "160", "stdev": "222" }, { "name": "Tin Alley-Swanston St (West)", "index": "37", "type": "numeric", "distinct": "539", "missing": "54246", "min": "-1", "max": "906", "mean": "71", "stdev": "88" }, { "name": "Collins St (North)", "index": "38", "type": "numeric", "distinct": "2468", "missing": "80666", "min": "-1", "max": "3512", "mean": "499", "stdev": "557" }, { "name": "Melbourne Convention Exhibition Centre", "index": "39", "type": "numeric", "distinct": "3038", "missing": "78994", "min": "-1", "max": "7664", "mean": "563", "stdev": "643" }, { "name": "The Arts Centre", "index": "40", "type": "numeric", "distinct": "3487", "missing": "75179", "min": "-1", "max": "7954", "mean": "732", "stdev": "792" }, { "name": "St Kilda Rd-Alexandra Gardens", "index": "41", "type": "numeric", "distinct": "2660", "missing": "51746", "min": "-1", "max": "8895", "mean": "337", "stdev": "496" }, { "name": "Flinders St-Spark La", "index": "42", "type": "numeric", "distinct": "799", "missing": "70213", "min": "-1", "max": "3708", "mean": "122", "stdev": "131" }, { "name": "Southbank", "index": "43", "type": "numeric", "distinct": "4961", "missing": "63137", "min": "-2", "max": "9912", "mean": "1296", "stdev": "1212" }, { "name": "Queen St (West)", "index": "44", "type": "numeric", "distinct": "1249", "missing": "50761", "min": "-1", "max": "1600", "mean": "230", "stdev": "243" }, { "name": "Lygon St (East)", "index": "45", "type": "numeric", "distinct": "751", "missing": "78196", "min": "-1", "max": "2195", "mean": "111", "stdev": "120" }, { "name": "Lonsdale St-Spring St (West)", "index": "46", "type": "numeric", "distinct": "1232", "missing": "77113", "min": "-1", "max": "2103", "mean": "206", "stdev": "229" }, { "name": "Little Collins St-Swanston St (East)", "index": "47", "type": "numeric", "distinct": "2664", "missing": "79419", "min": "-1", "max": "4736", "mean": "589", "stdev": "633" }, { "name": "Flinders La-Swanston St (West)", "index": "48", "type": "numeric", "distinct": "4531", "missing": "84163", "min": "-1", "max": "5590", "mean": "1196", "stdev": "1227" }, { "name": "Pelham St (South)", "index": "49", "type": "numeric", "distinct": "548", "missing": "77578", "min": "-1", "max": "678", "mean": "73", "stdev": "92" }, { "name": "Melbourne Central-Elizabeth St (East)", "index": "50", "type": "numeric", "distinct": "2869", "missing": "76723", "min": "-1", "max": "5876", "mean": "770", "stdev": "714" }, { "name": "QVM-Queen St (East)", "index": "51", "type": "numeric", "distinct": "1420", "missing": "77767", "min": "-1", "max": "2658", "mean": "205", "stdev": "234" }, { "name": "QVM-Therry St (South)", "index": "52", "type": "numeric", "distinct": "1173", "missing": "76734", "min": "-1", "max": "2300", "mean": "167", "stdev": "182" }, { "name": "Faraday St-Lygon St (West)", "index": "53", "type": "numeric", "distinct": "923", "missing": "77154", "min": "-1", "max": "1386", "mean": "205", "stdev": "205" }, { "name": "QVM-Franklin St (North)", "index": "54", "type": "numeric", "distinct": "525", "missing": "76766", "min": "-1", "max": "1341", "mean": "112", "stdev": "94" }, { "name": "Elizabeth St-Lonsdale St (South)", "index": "55", "type": "numeric", "distinct": "1267", "missing": "81132", "min": "-1", "max": "2094", "mean": "312", "stdev": "295" }, { "name": "Lincoln-Swanston (W)", "index": "56", "type": "numeric", "distinct": "842", "missing": "79801", "min": "-1", "max": "1316", "mean": "122", "stdev": "144" }, { "name": "Elizabeth St-La Trobe St (East)", "index": "57", "type": "numeric", "distinct": "2557", "missing": "112312", "min": "-1", "max": "3357", "mean": "482", "stdev": "767" }, { "name": "Lonsdale St - Elizabeth St (North)", "index": "58", "type": "numeric", "distinct": "1015", "missing": "82733", "min": "-1", "max": "2008", "mean": "245", "stdev": "225" }, { "name": "Bourke St Bridge", "index": "59", "type": "numeric", "distinct": "3519", "missing": "83704", "min": "-1", "max": "15979", "mean": "379", "stdev": "849" }, { "name": "Bourke St - Spencer St (North)", "index": "60", "type": "numeric", "distinct": "2565", "missing": "82548", "min": "-1", "max": "3352", "mean": "520", "stdev": "543" }, { "name": "RMIT Bld 80 - 445 Swanston Street", "index": "61", "type": "numeric", "distinct": "1767", "missing": "104219", "min": "-1", "max": "3849", "mean": "222", "stdev": "392" }, { "name": "RMIT Building 14", "index": "62", "type": "numeric", "distinct": "1733", "missing": "90517", "min": "-1", "max": "3394", "mean": "316", "stdev": "346" }, { "name": "380 Elizabeth St", "index": "63", "type": "numeric", "distinct": "2010", "missing": "111225", "min": "-1", "max": "2678", "mean": "588", "stdev": "500" }, { "name": "La Trobe St (North)", "index": "64", "type": "numeric", "distinct": "655", "missing": "91136", "min": "-1", "max": "3692", "mean": "152", "stdev": "129" }, { "name": "231 Bourke St", "index": "65", "type": "numeric", "distinct": "1350", "missing": "96378", "min": "-1", "max": "3874", "mean": "307", "stdev": "302" }, { "name": "Royal Pde - Grattan St", "index": "66", "type": "numeric", "distinct": "822", "missing": "99481", "min": "-1", "max": "2042", "mean": "66", "stdev": "127" }, { "name": "Swanston St - City Square", "index": "67", "type": "numeric", "distinct": "1916", "missing": "95906", "min": "-1", "max": "4816", "mean": "369", "stdev": "418" }, { "name": "State Library - New", "index": "68", "type": "numeric", "distinct": "3223", "missing": "96402", "min": "-1", "max": "4132", "mean": "753", "stdev": "824" }, { "name": "Flinders Ln - Degraves St (South)", "index": "69", "type": "numeric", "distinct": "1301", "missing": "98172", "min": "-1", "max": "1413", "mean": "332", "stdev": "323" }, { "name": "Flinders Ln - Degraves St (North)", "index": "70", "type": "numeric", "distinct": "708", "missing": "98172", "min": "-1", "max": "771", "mean": "136", "stdev": "155" }, { "name": "Flinders Ln - Degraves St (Crossing)", "index": "71", "type": "numeric", "distinct": "637", "missing": "98172", "min": "-1", "max": "829", "mean": "108", "stdev": "132" }, { "name": "Errol Street (East)", "index": "72", "type": "numeric", "distinct": "588", "missing": "101733", "min": "-1", "max": "1073", "mean": "153", "stdev": "130" }, { "name": "Westwood Place", "index": "73", "type": "numeric", "distinct": "256", "missing": "101919", "min": "-1", "max": "1109", "mean": "29", "stdev": "34" }, { "name": "Flinders St - ACMI", "index": "74", "type": "numeric", "distinct": "1621", "missing": "101837", "min": "-1", "max": "5331", "mean": "321", "stdev": "338" }, { "name": "Bourke St - Spencer St (South)", "index": "75", "type": "numeric", "distinct": "727", "missing": "109556", "min": "-1", "max": "1685", "mean": "75", "stdev": "127" }, { "name": "Spring St - Flinders St (West)", "index": "76", "type": "numeric", "distinct": "401", "missing": "105329", "min": "-1", "max": "1932", "mean": "54", "stdev": "57" }, { "name": "Macaulay Rd - Bellair St", "index": "77", "type": "numeric", "distinct": "242", "missing": "105921", "min": "-1", "max": "325", "mean": "65", "stdev": "55" }, { "name": "Harbour Esplanade - Pedestrian Path", "index": "78", "type": "numeric", "distinct": "695", "missing": "122965", "min": "-1", "max": "1714", "mean": "161", "stdev": "162" }, { "name": "Harbour Esplanade - Bike Path", "index": "79", "type": "numeric", "distinct": "280", "missing": "124105", "min": "-1", "max": "1258", "mean": "51", "stdev": "57" }, { "name": "QV Market-Elizabeth St", "index": "80", "type": "numeric", "distinct": "868", "missing": "130657", "min": "11", "max": "2194", "mean": "509", "stdev": "491" }, { "name": "Bourke St-Russel St (West)", "index": "81", "type": "numeric", "distinct": "1931", "missing": "40991", "min": "-1", "max": "5438", "mean": "509", "stdev": "435" }, { "name": "Chinatown-Russel St (South)", "index": "82", "type": "numeric", "distinct": "801", "missing": "130134", "min": "0", "max": "1319", "mean": "355", "stdev": "287" }, { "name": "RMIT Building 80", "index": "83", "type": "numeric", "distinct": "2530", "missing": "116395", "min": "0", "max": "5269", "mean": "665", "stdev": "680" }, { "name": "Flinders La - Swanston St (West) Temporary", "index": "84", "type": "numeric", "distinct": "1924", "missing": "115502", "min": "-1", "max": "5424", "mean": "287", "stdev": "822" }, { "name": "Harbour Esplanade (West) - Pedestrian Path", "index": "85", "type": "numeric", "distinct": "869", "missing": "114249", "min": "0", "max": "4871", "mean": "171", "stdev": "190" }, { "name": "Harbour Esplanade (West) - Bike Path", "index": "86", "type": "numeric", "distinct": "435", "missing": "114861", "min": "0", "max": "2229", "mean": "62", "stdev": "96" }, { "name": "Flinders St (South)", "index": "87", "type": "numeric", "distinct": "1830", "missing": "108577", "min": "0", "max": "3217", "mean": "537", "stdev": 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