AndreaBozzo/ceres-open-data-index huggingface dataset:
Jobs per CLUE industry for blocks

Data collected as part of the City of Melbourne's Census of Land Use and Employment (CLUE). The data covers the period 2002-2024. It shows employment (number of jobs) per city (CLUE) block, classified by their CLUE industry (from ANZSIC1) and small area allocation. To see CLUE block level data, please refer to the 'Business establishments per CLUE industry for blocks' dataset. This dataset has been confidentialised to protect the commercially sensitive information of individual businesses. Data in cells which pertain to two or fewer businesses have been suppressed and are shown as a blank cell. The row totals refer to the true total, including those suppressed cells. To see column total values for the entire municipality, please refer to the 'Jobs per CLUE industry in municipality' dataset. Non-confidentialised data may be made available subject to a data supply agreement. For more information contact cityfacts@melbourne.vic.gov.au For CLUE block spatial files see [https://data.melbourne.vic.gov.au/explore/dataset/blocks-for-census-of-land-use-and-employment-clue/information/] For more information about CLUE see [http://www.melbourne.vic.gov.au/clue] For more information about the ANZSIC industry classification system see [http://www.abs.gov.au/ausstats/abs@.nsf/mf/1292.0]
Business establishments per CLUE industry for blocks

Data collected as part of the City of Melbourne's Census of Land Use and Employment (CLUE). The data covers the period 2002-24. It shows the number of business establishments per city (CLUE) block, classified by their CLUE industry (from ANZSIC) and small area allocation. To see total values for the entire City of Melbourne municipality please refer to the 'Business establishments per CLUE industry in municipality' dataset. A business establishment is defined as a • Commercial occupant in a building • Separate land use • Any permanent presence of economic activity in accordance with standard Industry classification (ANZSIC). Hence, if one organisation has its presence in several buildings in the CLUE area, each time it will be counted as a separate establishment. Consequently, the count of establishments presented in CLUE represents the number of locations, rather than 'enterprises'. For more information about CLUE see [http://www.melbourne.vic.gov.au/clue] For more information about the ANZSIC industry classification system see [http://www.abs.gov.au/ausstats/abs@.nsf/mf/1292.0]
Off-street car parks with capacity and type

Data collected as part of the City of Melbourne's Census of Land Use and Employment (CLUE). The data covers the period 2002-2024. The number of off-street car parking spaces per property is recorded in CLUE. Car parking can be classified as: • Commercial: Car parking in a publicly accessible, paid parking facility • Residential: Car parking in a residential building or property • Private: Car parking in a non-residential building that is provided for use by staff, customers or visitors. For more information see [http://www.melbourne.vic.gov.au/clue]
Jobs per ANZSIC for blocks

Data collected as part of the City of Melbourne's Census of Land Use and Employment (CLUE). The data covers the period 2002-2024. It shows employment (number of jobs) in the entire municipality, classified by their ANZSIC1 industry and small area allocation. This dataset has been confidentialised to protect the commercially sensitive information of individual businesses. Data in cells which pertain to two or fewer businesses have been suppressed and are shown as a blank cell. The row totals refer to the true total, including those suppressed cells. To see column total values for the entire municipality, please refer to the 'Jobs per ANZSIC in municipality' dataset. Non-confidentialised data may be made available subject to a data supply agreement. For more information contact cityfacts@melbourne.vic.gov.au For CLUE block spatial files see [https://data.melbourne.vic.gov.au/explore/dataset/blocks-for-census-of-land-use-and-employment-clue/information/] For more information about CLUE see [http://www.melbourne.vic.gov.au/clue] For more information about the ANZSIC industry classification system see [http://www.abs.gov.au/ausstats/abs@.nsf/mf/1292.0]
Business establishments location and industry classification

Data collected as part of the City of Melbourne's Census of Land Use and Employment (CLUE). The data covers the period 2002-2024. It show business establishments with their business address, industry (ANZSIC4) classification, location and CLUE block and small area allocation. A business establishment is defined as a • Commercial occupant in a building • Separate land use • Any permanent presence of economic activity in accordance with standard Industry classification (ANZSIC). Hence, if one organisation has its presence in several buildings in the CLUE area, each time it will be counted as a separate establishment. Consequently, the count of establishments presented in CLUE represents the number of locations, rather than 'enterprises'. For more information about CLUE see [http://www.melbourne.vic.gov.au/clue] For more information about the ANZSIC industry classification system see [http://www.abs.gov.au/ausstats/abs@.nsf/mf/1292.0]
Building information

Data collected as part of the City of Melbourne's Census of Land Use and Employment (CLUE). The data covers the period 2002-2024. It shows selected building attributes including location, construction year, refurbished year, number of floors above ground, predominant space use, bicycle/shower facilities and building accessibility. Building accessibility data is collected to track accessibility for internal City of Melbourne purposes. This data is provided as a community service by the City of Melbourne. It is not and does not purport to be a complete guide. There may be errors or omissions. Data is liable to change. The City of Melbourne accepts no responsibility in respect of any claim arising from use or reliance upon this data. For more information about CLUE see [http://www.melbourne.vic.gov.au/clue]
Jobs per space use for blocks

Data collected as part of the City of Melbourne's Census of Land Use and Employment (CLUE). The data covers the period 2002-2024. It shows employment (number of jobs) per city (CLUE) block, classified by their space use and small area allocation. This dataset has been confidentialised to protect the commercially sensitive information of individual businesses. Data in cells which pertain to two or fewer businesses have been suppressed and are shown as a blank cell. The row totals refer to the true total, including those suppressed cells. To see column total values for the entire municipality, please refer to the 'Jobs per space use in municipality' dataset. Non-confidentialised data may be made available subject to a data supply agreement. For more information contact cityfacts@melbourne.vic.gov.au For CLUE block spatial files see [https://data.melbourne.vic.gov.au/explore/dataset/blocks-for-census-of-land-use-and-employment-clue/information/] For more information about CLUE see [http://www.melbourne.vic.gov.au/clue] For more information about the ANZSIC industry classification system see [http://www.abs.gov.au/ausstats/abs@.nsf/mf/1292.0]
Indicators of wellbeing by year (Future Melbourne)

Future Melbourne Community Plan is the City of Melbourne’s premier planning document. It outlines a plan to grow Melbourne as a global, liveable, and sustainable city. The City of Melbourne accepted responsibility for monitoring the Future Melbourne indicators over the ten years from 2008 and reporting outcomes to Melbourne City Council, the public and City of Melbourne administration. City of Melbourne has commenced a review of the Future Melbourne 2008 plan this year with a view to writing a renewed Future Melbourne 2016-26 plan. To be able to track Melbourne’s progress according to the aims set out in the Future Melbourne 2008 Plan, City of Melbourne developed and indicators framework including indicators for personal wellbeing and social connection, derived from the Australian Unity wellbeing survey. Australian Unity and the Australian Centre on Quality of Life at Deakin University have conducted national bi-annual population surveys for the last ten years and created an index of perceived wellbeing for the Australian population, including the population of Melbourne. Both organisations support the Index being used and developed as a scientific tool and encourage investigations into the usefulness of the Index by others. City of Melbourne annually collects data on the personal wellbeing, social connection, self-reported health, volunteering behaviour, food security, acceptance of diverse cultures; engagement in decision making and arts and cultural activities of residents in Melbourne Local Government Area. To achieve this City of Melbourne commissioned a survey of 400 respondents.
Patents 2010-14 with per-capita count (Standard and Innovation only)

The number of patents issued to resident persons or corporations of a city is an indicator of innovation, which is a result of the production and use of knowledge. The patents counted in this indicator were 'standard' and 'innovation patents. Standard patents are granted only for inventions - in other words an invention that is not an obvious thing to do for someone with knowledge and experience in the technological field of the invention. The innovation patent is granted for an incremental advance on existing technology or knowledge that makes a substantial contribution to the working of the invention. To derive the figure for per 100,000 residents, the total number of patents granted annually to individuals and entities living or working in the municipality is divided by the municipality's population divided by 100,000. The result is a figures expressed as the number of new patents granted per 100,000 population.
Patents by postcode 2010-14 (Standard and Innovation only)

The number of patents issued to resident persons or corporations of a city is an indicator of innovation, which is a result of the production and use of knowledge. The patents counted in this indicator were 'standard' and 'innovation patents. Standard patents are granted only for inventions - in other words an invention that is not an obvious thing to do for someone with knowledge and experience in the technological field of the invention. The innovation patent is granted for an incremental advance on existing technology or knowledge that makes a substantial contribution to the working of the invention.
Traffic Count Vehicle Classification 2014-2017

The City of Melbourne employs a contractor to perform traffic counts on roads throughout the municipality. The numbers of vehicles are recorded per hour and split into 12 categories based on the Austroads vehicle classification. Vehicle class 13 is used when the type of vehicle can’t be determined. In the 2017/16 surveys all bikes, motorcycles and maximum speeds were captured. In the 2015 surveys not all surveys captured bikes, motorcycles and maximum speed. In the 2014 surveys no bikes, motorcycles or maximum speed were captured. This data is designed to be joined to the road corridor data on road_segment and seg_id. Some records have more than one road segment this is because the survey crosses intersecting roads and the intersections have a road segment number. In the Road corridor table some road segments will have the same seg_id. For a description of each field please see the attached data dictionary. Known data issues: - 112 records had vehicle_class fields which contained the character '-'. This should value should be a 0 value.
Melbourne Visitor Contact Stats

The City of Melbourne provides visitor programs such as city tours, town hall tours, cruise ship and visitor shuttle trips and face to face visitor contact points including the visitor centre, visitor booth and the city ambassador program. This dataset tracks the number of people who participate in visitor programs and the number of visitors our customer relations officers assist every month. Melbourne Visitor Shuttle ceased as of September 2017 The Melbourne Visitor Centre closed on Sunday 19th of August 2018 The Melbourne Visitor Hub at Town Hall opened on Monday 20th of August 2018 The Visitor Hub at Queen Victoria Market opened in late November
Social Indicators for City of Melbourne Residents 2019

The City of Melbourne Social Indicators Survey (CoMSIS) was conducted for the first time in 2018. The survey collects data, annually, about the state of health, well-being, participation and connection of communities in the Melbourne Local Government Area, primarily to report on key Council Plan 2017-21 municipal outcome indicators. This dataset provides indicator results for 1,212 residents surveyed via telephone and online. Data has been provided by suburb, gender and age groups and has been weighted according to population proportions. Responses such as don't know, not sure, not applicable etc. were excluded in the calculation of indicators. The sample sizes shown reflect this accordingly.
Former lakes and wetlands in Melbourne

This shapefile delineates historic water bodies including wetlands, the old Yarra River and Moonee Ponds Creek alignments and lakes (presumably seasonal and generally estuarine). The polygons are digitised from the 1855 map "Melbourne and its Suburbs" compiled by James Kearney, draughtsman ; engraved by David Tulloch and James D. Brown. http://handle.slv.vic.gov.au/10381/89107
Social Indicators for City of Melbourne Residents 2020

The City of Melbourne Social Indicators Survey (CoMSIS) was conducted for the first time in 2018. The survey collects data, annually, about the state of health, well-being, participation and connection of communities in the Melbourne Local Government Area, primarily to report on key Council Plan 2017-21 municipal outcome indicators. This dataset provides indicator results for 1,212 residents surveyed via telephone and online. Data has been provided by suburb, gender and age groups and has been weighted according to population proportions. Responses such as don't know, not sure, not applicable etc. were excluded in the calculation of indicators. The sample sizes shown reflect this accordingly.
Building outlines 2015

This shapefile shows all of the footprints of all buildings within the City of Melbourne. The footprint is the outline of the total area of a lot or site that is surrounded by the exterior walls of a building or portion of a building, exclusive of courtyards. In the absence of surrounding exterior walls, the building footprint shall be the area under the horizontal projection of the roof. Please see attached PDF for the data dictionary. The Australian Height Datum (AHD) is the national vertical datum for Australia. The National Mapping Council adopted the AHD in May 1971 as the datum to which all vertical control mapping would be referred.
Residents Profiles by CLUE Small Area

Contains demographic profile information for City of Melbourne residents from the ABS 2011 and 2016 Census of Population and Housing. Data has aggregated by City of Melbourne small areas. This data is a derivative of "2016 General Community Profile for Melbourne LGA ([https://datapacks.censusdata.abs.gov.au/datapacks])" by Australian Bureau of Statistics, used under [CC 2.5].
Sensor readings, with temperature, light, humidity every 5 minutes at 8 locations (trial, 2014 to 2015)

In 2012, Council and ARUP partnered with the University of Melbourne on a three year Australian Research Council Linkage Grant for Creating a Smart City through Internet of Things." The aim of the research was to develop new systems and algorithms that can help City administrators remotely monitor, understand and interpret real time information on urban environments" The researchers are now applying the research in the City by deploying a three month 'real-world' data collection and testing trial. The environmental sensors, measuring light levels, humidity and temperature, have been deployed at Fitzroy Gardens and Library at the Dock. The data collected will assist the Urban Landscapes branch to better understand and communicate the impact of canopy cover for urban cooling.
Former creeks in Melbourne (Urban Forest)

This shapefile delineates historic creek lines digitised from the 1855 map Melbourne and its Suburbs" compiled by James Kearney, draughtsman ; engraved by David Tulloch and James D. Brown. http://handle.slv.vic.gov.au/10381/89107. The Elizabeth Street, Swanston Street and Fitzroy Garden creek alignments are included based on descriptions in: 1. Presland, Gary. 2009. Place for Village. 2. Burchett, Winston. 1978. East Melbourne, 1837-1977.
BioBlitz 2016

Melbourne BioBlitz is one of the City of Melbourne’s major citizen science programs, where experts and members of the community work together to discover, document, and learn about the species that call our city home. The most recent Melbourne BioBlitz took place over 24 hours on 4 and 5 March 2016. During the BioBlitz 744 members of the public joined 27 activities which included spotting birds at Royal Park, identifying insects at Westgate Park, and searching for plants in the Fitzroy Gardens. The City of Melbourne has analysed the data collected in past BioBlitzes and is now building a baseline dataset against which future changes in biodiversity can be measured and evaluated.
Water flow routes over land (Urban Forest)

These flow routes are derived from the 2008 DEM surface using ESRI Spatial Analyst stream order tool with STRAHLER ordering. The GRID_CODE field represents stream order. Lines with no tributaries are assigned an order of one and are referred to as first order. When two first-order links intersect, the downslope link is assigned an order of two. When two second-order links intersect, the downslope link is assigned an order of three and so on. This was undertaken as part of the urbanforest program, the shapefile excludes a portion of Kensington that became part of City of Melbourne after this data was processed.
Insect Records in the City of Melbourne (from Little Things that Run the City)

Insect Records in the City of Melbourne from the Little Things that Run the City Project. This data identifies what individual species were found in the Little Things that Run the City Project and is not a count of all species recorded. This data was obtained from Luis Mata, a postdoctoral researcher at RMIT. The data is owned by the City of Melbourne and RMIT. The project started in October 2014 with the first survey of insects for this project in parks and gardens in the City of Melbourne. More surveys were conducted between January and March 2015. Insect species were sorted and identified from April to September 2015. This is the raw data for the report that was published in late 2016. Some records are lacking information on the species classifcation level, and may have the correct genus information accompanied with a number in the identification notes column - this donates species 1, 2, or 3 of that genus where the species could not be identfiifed. All records lack a species name as this was not provided to the City of Melbourne in the original dataset.
Tree canopies public realm 2018 (Urban Forest)

Tree canopy within City of Melbourne mapped using 2018 aerial photos and LiDAR. The canopy polygons represent actual tree canopy extents on public property (land managed by the City of Melbourne) across the city. The data is considered accurate for 2018. Changes in tree canopy are expected to have occurred since that time. Tree canopy cover is mapped by the City of Melbourne annually.
Wildlife Sightings (BioBlitz 2014)

Melbourne BioBlitz is one of the City of Melbourne’s major citizen science programs, where experts and members of the community work together to discover, document, and learn about the species that call our city home. The 2014 BioBlitz was held between 31 October and 15 November 2014. Over 700 citizens participated in 53 events led by 90 volunteer ecologists and experts. It gave Melburnians the unique opportunity to work alongside professional and amateur naturalists to discover Melbourne's biodiversity and help to produce a list of species living in our city. The City of Melbourne has analysed the data collected in past BioBlitzes and is now building a baseline dataset against which future changes in biodiversity can be measured and evaluated.
Butterfly biodiversity survey 2017

The Our City's Little Gems study observed butterfly biodiversity and flower-butterfly interactions in the City of Melbourne between January - March 2017. The Our City's Little Gems project is a direct extension of The Little Things that Run the City project that assessed the insect biodiversity of green spaces in the City of Melbourne. The Little Things that Run the City project did not originally feature butterflies, so the Our City’s Little Gems project was created to solely look at butterfly-flower interactions in our city. Please use the detailed legend for all species, environmental and location information. All species records are butterflies. All records have coordinates.
Block level energy consumption (modelled on building attributes) - 2021 projection - business-as-usual scenario

This dataset should be read alongside other energy consumption datasets on the City of Melbourne open data platform as well as the following report: http://imap.vic.gov.au/uploads/Meeting%20Agendas/2014%20August/Att%207a_IMAP_Energy_Map_-_CSIRO_-_Energy_Use_2011-2026_Report_-_2014June30_-Final_pdf_11.2MB.pdf The dataset outlines modelled energy consumption across the City of Melbourne municipality. It is not energy consumption data captured by a meter, but modelled data based on building attributes such as building age, floor area etc. This data was provided by the CSIRO as a result of a study commissioned by IMAP Councils. The study was governed by a Grant Agreement between Councils and the CSIRO, which stated an intent for the data to be published. This specific dataset is presented at a block level scale. It includes both commercial and residential buildings and is a 2021 business-as-usual projection, relative to a 2011 baseline. It does not include the industrial sector.
Customer service requests, with resolution time

Requests for service logged by members of the public relating to waste, graffiti, parking, roads and traffic, parks and trees and assets in a public space. REQUEST_STATUS - The current status of the request. This can be a combination of: CLOSED (completed/resolved), WIP (work in progress), REASSIGNED (This request has been moved to another work unit), NEW (This request has been logged and will be allocated to the appropriate officer), ACTIONED (The work has been assigned to a unit). DATE_RECEIVED - The date that the customer service request was received. DATE_COMPLETED - The date that the request was finalized/resolved. SUBURB - The suburb of the request (confidential requests have been removed). Some suburb values will be blank because they do not have a location assigned. CATEGORY - The high level category of the request. SERVICE_DESC - A more detailed description of the request. DAYS_TO_COMPLETE - Indicates numbers of days between DATE_RECEIVED and DATE_COMPLETED. This does not include time taken when referring to other authorities or waiting for more information from the customer.
Bike Share Dock Locations

This dataset show the historical Melbourne Bike Share docks. This program came to an end in November 2019. Contains the bike share dock locations that were deployed across Melbourne as part of the Melbourne Bike Share Program. Melbourne Bike Share is a joint RACV/Victorian Government bicycle hire scheme. It allows commuters to hire a bike from a dock location and return it to another dock location in the city. This dataset contains the bike share dock locations and capacity across the city. This dataset can be joined to the [bike share data feed] using the column station_id.