AndreaBozzo/ceres-open-data-index huggingface dataset:
Older People Profile 2016 (60 years and over)

Contains demographic profile information from the Australian Bureau of Statistics (ABS) 2016 Census of Population and Housing. Data has been aggregated by older people (aged 60 years and over), as well as the remaining population (aged under 60 years).  

This data has been derived from the ABS Census TableBuilder online data tool  (http://www.abs.gov.au/websitedbs/D3310114.nsf/Home/2016%20TableBuilder) by Australian Bureau of Statistics, used under CC 4.0.

Tags: age, census, community-profiles, older-people, population, residents, stats
Organization: City of Melbourne Open Data
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

Tags: accessibility, anzsic, business, census-of-land-use-and-employment, cityreactivation, clue, industry, trading-name
Organization: City of Melbourne Open Data
Development Activity Monitor

The project monitors major new commercial and residential property development in the City of Melbourne municipality. 

The outputs can inform short to medium-term supply forecasts in the commercial and residential markets. This data provides our current understanding of major development sites that are recently completed, under construction, planned or mooted in all of 13 small areas of the city.



For full details about this dataset and the meaning of each field, see the attached document.

Tags: accessibility, activity, building, cityreactivation, covid-19, dam, dev, development, dwellings, monitor, office, property, retail
Organization: City of Melbourne Open Data
On-street Car Park Bay Restrictions

Upcoming Changes: Please note that our parking system is being improved and this dataset may be disrupted. See more information here.

Each row contains information about the restrictions that apply to one parking bay. Each restriction consists of a set of columns:

How the data joins:
There are three datasets that make up the live parking sensor release. They are the on-street parking bay sensors, on-street parking bays and the on-street car park bay restrictions. 
The way the datasets join is as follows. The on-street parking bay sensors join to the on-street parking bays by the marker_id attribute. The on-street parking bay sensors join to the on-street car park bay restrictions by the bay_id attribute. The on-street parking bays and the on-street car park bay restrictions don’t currently join.

Field information:
- FromDay: The first day in the range on which this restriction applies (0=Sunday, 6=Saturday)
- ToDay: The final day in the range, inclusive. (1-5=Monday to Friday)
- StartTime: The time each day when the restriction applies.
- EndTime: The time each day when the restriction ends.
- TypeDesc: The type of restriction. Eg: "2P Meter" (two hour parking, paid for using a meter), "Disabled Only" (only vehicles with disabiled permits can park).
- Description: A compact, human-readable description of the overall restrictions. TKT A stands for Ticket Area covers multiple bays within that area. DIS ONLY and DIS are both disabled parking spaces
- Duration: The time that a vehicle can park in the spot (assuming they can legally park there).
- DisabilityExt: For bays that aren't limited to disabled permits, how much time a vehicle with disabled permit can spend in the spot. Usually twice the regular amount of time.
- EffectiveOnPH: Does this restriction apply on public holidays.
- Exemption: Which vehicles are exempt.

There can be multiple restrictions, occurring at non-overlapping times. Each restriction is a set of columns with a number: FromDay1, ToDay1, StartTime1, EndTime1, etc.

Disclaimer:
While all due care has been taken to ensure the data of this website is accurate, current and available please note: 
·         there may be errors or omission in it
·         there may be occasions where the data is not available and/or the website will be unavailable. 

The City of Melbourne and its employees accept no responsibility for any loss, damage, claim, expense, cost or liability whatsoever (including in contract, tort including negligence, pursuant to statue and otherwise) arising in respect of or in connection with accessing, using or reliance upon the data in this website, or the unavailability of the data or the website.

Tags: accessibility, bay, car, parking, restrictions, signs, transport
Organization: City of Melbourne Open Data
City of Melbourne Jobs Forecasts by Small Area 2023-2043

This dataset provides jobs forecasts by single year for 2023 to 2043. Prepared by SGS Economics and Planning (Feb-Sep 2024), forecasts are available for the municipality and small areas, as well as by industry and space use type. 

Further information can be found on our City Forecasts page.

 Related datasets are also available on Open Data.

Tags: business, employment, forecast, growth, industry, jobs, small-areas, stats
Organization: City of Melbourne Open Data
City of Melbourne Dwellings and Household Forecasts by Small Area 2023-2043

This dataset provides dwellings and households forecasts by single year for 2023 to 2043. Prepared by SGS Economics and Planning (Feb-Sep 2024), forecasts are available for the municipality and small areas, as well as by household size and composition. 

Further information can be found on our City Forecasts page.

 Related datasets are also available on Open Data.

Tags: dwellings, forecast, growth, households, small-areas, stats
Organization: City of Melbourne Open Data
Microclimate Sensor Readings-Historical

This dataset contains historical environmental readings from microclimate sensors located across the city. The data was updated every hour in fifteen minute increments and can be used to determine variations in microclimate changes throughout the day. Microclimate data includes:
- Ambient air temperature
- Relative humidity
- Barometric pressure
- Particulate matter 2.5
- Particulate matter 10
- Average wind speed

The Microclimate Sensor Readings helps us to understand temperature, relative humidity, pressure, particulate matter 2.5, particulate matter 10, and average wind speed at different locations and different times of day to better inform decision-making and plan for the future.

Additional values are included in this dataset to provide an easier way to correlate the data with the official EPA Victoria data. These can be identified with the value 'epa' included in the type column. EPA Victoria report air quality readings in 1 hour and 24 hour averages. This includes; ambient air temperature readings in 1 hour average, relative humidity readings in 1 hour average, particulate matter 2.5 readings in 1 hour and 24 hour averages, and particulate matter 10 readings in 1 hour and 24 hour averages.

The site_id column can be used to merge the data with the Sensor Locations dataset which contains the sensor location. Any changes to sensor locations are important to consider when analysing and interpreting historical microclimate data.

Note this dataset may not contain a reading for every sensor for every 15 minutes as the sensor devices might not have a reading for each value. There may be situations where no readings are reported for all sensors or only some readings are reported at a particular site.

For the description of each sensor please see the sensor type document.

Related datasets: 

Microclimate Sensors - Sensor Locations

Tags: air-quality, cityreactivation, environment, environmental-monitoring, microclimate, particulate, pressure, sensor, sensors, temperature, wind
Organization: City of Melbourne Open Data
Pedestrian Counting System - Past Hour (counts per minute)

Current issue 23/09/2020
Please note: Sensors 67, 68 and 69 are showing duplicate records. We are currently working on a fix to resolve this.

This dataset contains minute by minute directional pedestrian counts for the last hour from pedestrian sensor devices located across the city. The data is updated every 15 minutes 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 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 historical pedestrian counting data.

Note this dataset may not contain a reading for every sensor for every minute as sensor devices only create a record when one or more pedestrians have passed underneath the sensor. 

The Pedestrian Counting System helps us 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.

Related datasets: Pedestrian Counting System – 2009 to Present (counts per hour).Pedestrian Counting System - Sensor Locations

Tags: foot-traffic, pedestrian, safemobility, sensors, traffic-flow
Organization: City of Melbourne Open Data
2019 False Colour Composite Aerial Imagery

This dataset contains a false color aerial image mosaic of the City of Melbourne municipal area. False color images render the scene in other colors not seen by the human eye. It is used for the interpretation of natural resources. 

The red tone of the aerial image is associated with live vegetation. Intense reds indicate vegetation which is growing vigorously and quite dense. This image is contains embedded georeferenced information.

Capture Information:
- Capture Date: 2nd/3rd February 2019
- Capture Pixel Size: 5cm
- Map Projection: MGA Zone 55 (MGA55)

Additional technical information:
ArborCarbon collected high resolution multispectral imagery using the ArborCam, a unique 11-band airborne multispectral camera system optimized for the accurate detection of vegetation and subtle changes in vegetation condition. ArborCarbon have used this multispectral image to create this seamless 20cm false-colour composite showing variation in vegetation condition.

The multispectral imagery was acquired at 8,000ft above ground level over the City of Melbourne under cloudless conditions between 09:45 and 12:45 on 2nd and 3rd February 2019. 

Imagery was acquired with the ArborCam system with a ground sample distance ranging from 6 cm/pixel to 25 cm/pixel dependent on the band. Imagery was comprised of 3 broad bands in the visible region of the electromagnetic spectrum, and an additional 7 narrow-bands strategically positioned in the visible and near infra-red regions to detect subtle variations and changes in vegetation condition.

Preview Image:

See an example image showing the data quality of the aerial.



Download TIF: 

Download file (2GB)

Tags: canopy-cover, image, imagery, multispectral, nir, plants, tree, vegetation, vegetation-health
Organization: City of Melbourne Open Data
Block level energy consumption (modelled on building attributes) - 2026 projection - retrofit 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 2026 projection, relative to a 2011 baseline, based on a scenario of buildings being retrofitted. It does not include the industrial sector.

Tags: building-managment, buildings, cityreactivation, climate, electricity, energy, energy-management, energy-performance, green-buildings, property-management
Organization: City of Melbourne Open Data
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.

Tags: census, cityreactivation, households, residents-profiles, small-areas, stats
Organization: City of Melbourne Open Data
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.

Tags: building-managment, buildings, cityreactivation, climate, electricity, energy, energy-management, energy-performance, green-buildings, property-management
Organization: City of Melbourne Open Data
City of Melbourne Population Forecasts by Small Area 2023-2043

This dataset provides population forecasts by single year for 2023 to 2043. Prepared by SGS Economics and Planning (Feb-Sep 2024), forecasts are available for the municipality and small areas, as well as by gender and 5 year age groups. 

Further information can be found on our City Forecasts page.

 Related datasets are also available on Open Data.

Tags: age, demographics, forecast, gender, growth, population, residents, small-areas, statistics, stats
Organization: City of Melbourne Open Data
On-street Car Parking Sensor Data - 2017

The City of Melbourne has installed in-ground parking bay sensors in most CBD parking bays. These sensors record when a vehicle arrives and when it departs. Each record also includes the parking restriction for the bay and whether the vehicle has overstayed that restriction. This is the data for the 2017 calendar year.



Known data issues: 


1. There are 860 records that have the text ‘OLD’ at the end of the restriction in the field named ‘Sign’. This has been investigated and determined the text refers to one of two things, either: 


· At the time of the parking event the restriction that has been captured is correct but when the data was extracted from the server (April 2018) the restriction had since changed. 


· (Or) The particular sensor has since been replaced. 


2. There are a number of records that have a negative value in the duration in field ‘seconds’. This occurs due to a sensor detecting an arrival time being after the departure time. 


3. There are a number of records where the arrival and departure times have not been recorded. If the time has not been recorded the time is calculated from midnight of the arrival day to either midnight of the departure day or to the departure time. 


Data that is excluded: 


In the 2017 car parking event data there are 3,858 records where the parking event goes into 2018 and ends at midnight.

Download:

Download compressed CSV (1.13GB, 35.9 million rows)

Tags: accessibility, parking, sensors, transport, travel
Organization: City of Melbourne Open Data
2018 Aerial Imagery (True Ortho)

Aerial image (true ortho) mosaic of the City of Melbourne municipal area. The true ortho image has been corrected to provide a true ‘top down’ view of the city, removing building lean and other interference typically found in oblique aerial imagery.
The aerial image was captured May 2018 and is available for download in georeferenced (JPEG2000) and formats (JPEG).

Capture Information
-  Capture Date: May 2018
-  Capture Pixel Size: 7.5cm ground sample distance
-  Map Projection: MGA Zone 55 (MGA55) 
-  Spatial Accuracy (XYZ) Supplied survey control used for control (Madigan Surveying) – 25 cm absolute accuracy

Limitations; 
Whilst every effort is made to provide the data as accurate as possible, the content may not be free from errors, omissions or defects.

Preview image:

See an example image showing the data quality of the aerial.



Download:

Download the aerial image data as a zipped .jpg2000 file (4GB).

Tags: aerial, gis, image, imagery, melbourne, ortho, property, spatial
Organization: City of Melbourne Open Data
City of Melbourne Municipal Greenhouse Gas Emissions 2013-2020

This dataset contains the Greenhouse Gas Emissions (GHG) from activities taking place within the geographic boundary of the City of Melbourne Local Government Area. 

The City of Melbourne uses the Global Protocol for communities (GPC)  method to measure and report municipal greenhouse emissions. Emissions are reported annually through the Carbon Disclosure Project (CDP) platform, which is a requirement of Global Covenant of Mayors and C40 membership. 

Emission sources are broken down across the sectors: Stationary energy, Transportation and Waste. They are categorized by their "scope" which distinguishes between emissions that physically occur within the city (scope 1), from those that occur from the use of electricity and supplied by grids potentially crossing city boundaries (scope 2), from those that occur outside the city but are driven by activities taking place within the city’s boundaries (scope 3). All GHG emissions are presented in units of metric tonnes CO2 equivalent (tCO2e).
 
In cases where there are limitations on data availability notation keys have been used. NO indicates that an activity or process does not occur or exist within the city. IE signifies GHG emissions for this activity are presented in another category of the inventory. NE is used when emissions occur but have not been estimated or reported due to unavailability of data.

Preparing and reporting this data helps us to understand where the city's emissions come from. It allows us to plan our emission reduction activities to take effective action to mitigate climate change.

Tags: carbon, energy, environment, ghg, greenhouse-gas, municipality
Organization: City of Melbourne Open Data
Business establishments per CLUE industry in municipality

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 in the entire municipality, classified by their CLUE industry (from ANZSIC) and small area allocation.

To see CLUE block level data, please refer to the 'Business establishments per CLUE industry for blocks' 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/clueFor more information about the ANZSIC industry classification system see http://www.abs.gov.au/ausstats/abs@.nsf/mf/1292.0

Tags: business, census-of-land-use-and-employment, cityreactivation, clue, establishments, industry
Organization: City of Melbourne Open Data
On-street Car Parking Sensor Data - 2016

The City of Melbourne has installed in-ground parking bay sensors in most CBD parking bays. These sensors record when a vehicle arrives and when it departs. Each record also includes the parking restriction for the bay and whether the vehicle has overstayed that restriction. This is the data for the 2016 calendar year.



Known data issues: 


1. There are 342,475 records that have the text ‘OLD’ at the end of the restriction in the field named ‘Sign’. This has been investigated and determined the text refers to one of two things, either: 


· At the time of the parking event the restriction that has been captured is correct but when the data was extracted from the server (July 2017) the restriction had since changed. 


· (Or) The particular sensor has since been replaced. 


2. There are a number of records that have a negative value in the duration in field ‘seconds’. This occurs due to a sensor detecting an arrival time being after the departure time. 


3. There are a number of records where the arrival and departure times have not been recorded. If the time has not been recorded the time is calculated from midnight of the arrival day to either midnight of the departure day or to the departure time. 


Data that is excluded: 


In the 2016 car parking event data there are 4,346 records where the parking event goes into 2017 and ends at midnight.

Download:

Download compressed CSV (1.07GB, 34.1 million rows)

Tags: accessibility, parking, sensors, transport, travel
Organization: City of Melbourne Open Data
Jobs per ANZSIC in municipality

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 CLUE block level data for this data set, please refer to the 'Jobs per ANZSIC for blocks' 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/clueFor more information about the ANZSIC industry classification system see http://www.abs.gov.au/ausstats/abs@.nsf/mf/1292.0

Tags: anzsic, business, census-of-land-use-and-employment, clue, employment, industry, jobs
Organization: City of Melbourne Open Data