In 2023, the waste management and remediation services industry in the United States generated revenue of more than 145 billion U.S. dollars, up from roughly 137 billion dollars a year earlier. The sector's revenue has nearly doubled since the beginning of the previous decade.

About the Dataset: Waste Management and Recycling in India

Overview:

This dataset provides comprehensive information on waste management and recycling practices in various cities across India. It includes key data related to waste generation, recycling rates, population density, municipal efficiency, landfill details, and more. The data spans multiple years (2019–2023) and covers a range of waste types, including plastic, organic waste, electronic waste (e-waste), construction waste, and hazardous waste.

Purpose:

The dataset aims to: - Promote efficient waste management practices across Indian cities. - Analyze trends in recycling and waste disposal methods. - Provide insights for improving municipal management systems. - Support research and development in sustainability, environmental science, and urban planning.

Columns:

1. City/District: The name of the Indian city or district.
2. Waste Type: Type of waste generated, e.g., Plastic, Organic, E-Waste, Construction, Hazardous.
3. Waste Generated (Tons/Day): Amount of waste generated in tons per day.
4. Recycling Rate (%): The percentage of waste that is recycled.
5. Population Density (People/km²): The number of people per square kilometer in the city.
6. Municipal Efficiency Score (1-10): A score indicating how effectively the municipality manages waste (e.g., waste segregation, collection, disposal).
7. Disposal Method: The method used for waste disposal (e.g., Landfill, Recycling, Incineration, Composting).
8. Cost of Waste Management (₹/Ton): The cost of managing one ton of waste in Indian Rupees.
9. Awareness Campaigns Count: The number of awareness campaigns organized by the municipality in that year related to waste management.
10. Landfill Name: The name of the landfill site used by the city.
11. Landfill Location (Lat, Long): The geographical location (latitude and longitude) of the landfill.
12. Landfill Capacity (Tons): The total waste capacity (in tons) that the landfill can hold.
13. Year: The year of the data entry, ranging from 2019 to 2023.

Applications:

• Urban Planning: The dataset can be used to analyze and optimize waste management infrastructure in urban areas.
• Sustainability Research: It can help in studying the progress of recycling and waste reduction strategies.
• Policy Making: Government bodies can use this data to craft policies aimed at improving waste management and recycling rates.
• Machine Learning/AI: The dataset can be used to build models for predicting waste generation trends, recycling outcomes, and municipal efficiency.

Sources:

• The data is simulated for this dataset based on average waste management practices observed in Indian cities.
• Real-world data could come from municipal corporations, environmental agencies, and government reports on waste management.

What a Waste is a global project to aggregate data on solid waste management from around the world. This database features the statistics collected through the effort, covering nearly all countries and over 330 cities. The metrics included cover all steps from the waste management value chain, including waste generation, composition, collection, and disposal, as well as information on user fees and financing, the informal sector, administrative structures, public communication, and legal information. The information presented is the best available based on a study of current literature and limited conversations with waste agencies and authorities. While there may be variations in the definitions and quality of reporting for individual data points, general trends should reflect the global reality. All sources and any estimations are noted.

In 2021, an estimated **** to ********** tons of plastic waste were generated in the United States. For both these estimates, just *** million tons were of that amount were recycled, accounting for between **** and *** percent of total plastic waste managed. The majority of U.S. plastic waste is landfilled, with between ** and ** million tons sent to landfill sites in 2021. This accounted for more than ** percent of plastic waste management that year.

In 2021, the volume of managed waste in Indonesia was approximately ***** million metric tons. Through the Presidential Regulation No. 97 in 2017, Indonesia has targeted a ** percent waste reduction and ** percent solid waste handling by 2025.

"Municipal waste is defined as waste collected and treated by or for municipalities. It covers waste from households, including bulky waste, similar waste from commerce and trade, office buildings, institutions and small businesses, as well as yard and garden waste, street sweepings, the contents of litter containers, and market cleansing waste if managed as household waste. The definition excludes waste from municipal sewage networks and treatment, as well as waste from construction and demolition activities. This indicator is measured in thousand tonnes and in kilograms per capita."

Please find below the table for columns description - - Variable Label - region Region - province Province - name Name of municipality - tc Cost per capita eur - cres residual cost per capita - csor Sorted cost per caputa - istat National code - area km2 - pop population - alt altitude m.s.l. - isle dummy municipality on isle - sea dummy coastal municipality - pden population density (people per km2) - wden waste per km2 - urb urbanization index (1 low, 3 high) - fee fee scheme - d_fee dmmy PAYT - sample Reg with PAYT - organic organic % - paper paper% - glass glass % - wood wood % - metal metal % - plastic plastic % - raee raee % - texile texile % - other other % - msw_so msw sorted kg - msw_un msw unsorted kg - msw Municipal solid waste kg - sor Share of sorther waste - geo 1 South, 2 Center, 3 North - roads Km of roads within the municipality - s_wteregio Share of sw sent to W2E plants - regional figure - s_landfill share of waste to landifil - gdp Municipal revenues EUR (p) - log - proads People per km of roads (log) - wage Taxable income EUR (p) - log - finance Municipal revenues EUR (p) - log

Data Credits - Di Foggia, Giacomo (2022), “Municipal waste management cost and fee schemes ”, Mendeley Data, V1, doi: 10.17632/w5f9kg7743.1

Source - Mendeley Data

Information on the quantities of local authority collected municipal waste collected and managed in Northern Ireland. It includes quantities and rates of local authority collected municipal waste arising, sent for preparing for reuse, for dry recycling, composting, energy recovery and sent to landfill. Some of these measurements are key performance indicators. These are used to assess progress towards achieving waste strategy targets. Breakdowns are available by district council and waste management group. The information contains finalised data from 2006/07 to the latest available data.

This report concerns Municipal and Household waste management for all 26 District Councils in Northern Ireland in the annual reporting year. Source agency: Environment (Northern Ireland) Designation: Official Statistics not designated as National Statistics Language: English Alternative title: Northern Ireland Municipal Waste Management Statistics

The indicator measures the tonnage recycled from municipal waste divided by the total municipal waste arising. Recycling includes material recycling, composting and anaerobic digestion; and preparing for reuse. Municipal waste consists mostly of waste generated by households, but may also include similar wastes generated by small businesses and public institutions and collected by the municipality. This latter part of municipal waste may vary from municipality to municipality and from country to country, depending on the local waste management system. For areas not covered by a municipal waste collection scheme the amount of waste generated is estimated. The Member States report each year the amount recycled and the total municipal waste generated to Eurostat. Data collection, validation and dissemination are performed by the EDC Waste hosted at Eurostat.

Graph and download economic data for All Employees, Waste Management and Remediation Services (CES6056200001) from Jan 1990 to Aug 2025 about waste, management, professional, establishment survey, business, services, employment, and USA.

Abstract The Waste Management Facilities Database presents the spatial locations; in point format, all known waste management, recycling and reprocessing facilities within Australia. The Department of Agriculture, Water and Environment (DAWE) compiled this database with the following public and private agencies:

Geoscience Australia Qld Dept of Environment and Science Canberra Region Joint Organisation Hunter Joint Organisation of Councils NetWaste Illawarra Shoalhaven Joint Organisation ACT City Services NT council websites SA council websites Tas council websites Metropolitan Waste & Resource Recovery Group Loddon Mallee Waste & Resource Recovery Group Barwon South West Waste & Resource Recovery Group Grampians Central West Waste & Resource Recovery Group Gippsland Waste & Resource Recovery Group North East Waste & Resource Recovery Group Goulburn Valley Waste & Resource Recovery Group WA council websites Cleanaway website Veolia website Repurpose It website Advanced Circular Polymers website NSW Return and Earn Qld Containers for Change NT Container Deposits SA Container Deposit Locations ACT Container Deposit Locations NSW EPA SA EPA Re.Group website Bingo Industries website Industry sources Coles website Woolworths website ACT Government EPA Tasmania WA DWER National TV and computer drop-off locations Green Industries SA Qld Dept of Environment and Science AORA NSW EPA NT EPA APCO Qld council websites NSW council websites Vic council websites Sustainability Victoria Norske Skog Australia website InfraBuild website Liberty Primary Steel website Recycal website Sell and Parker website Future Recycling website TES-AMM Australia website Tambo Waste website NAWMA website Infrastructure survey responses WA DWER infrastructure survey responses

This database is for public, industry and government use under the CC-BY arrangements. Currency Date modified: 1 November 2022 Modification frequency: None Data extent Spatial extent North: -9.00° South: -44.00° East: 154.00° West: 112.00° Source information Catalog entry: Waste Management Facilities Database Lineage statement This dataset replaces the original first version of the data published on 1 January 2012; which did not include the recycling facilities. This updated version of the data contains the recycling facilities. The waste management facilities dataset underwent a complete update in 2022 using waste data captured by the Department of Agriculture, Water and Environment (DAWE). The dataset was address matched using the address provided with the Geocoded National Address File (G-NAF) data. Where no spatial location was provided, GIS specialists attempted to find a corresponding GNAF address and updates to this address were completed where possible. Visually located sites were found using Esri World Imagery and aligned to match a similar location on the block based on the surrounding GNAF address. For example center or front of block. Some locations were unable to be located due to lack of ground truthing capability. All other waste facilities contain the spatial and attribution originally received from DAWE. The imagery used ranges from one meter or better satellite and aerial sources. Data dictionary All layers

Attribute name Description

Object ID Automatically generated system ID

Shape Geometry type (Point)

Feature Type A single feature type “Waste Management Facility” is the collective name of the different facility subtypes identified in the CLASS field.

Unique Record ID Generate to define record uniquely.

GA_ID ID of waste management facility that originated from the original Geoscience dataset.

Unique Site ID The identification number used in the Geoscience Australia database.

Authority Name of Authority provided by the data custodian.

Licence No Licence number provided by the data custodian.

Co Located When a number of different activities are carried out at the same site

Facility Management Type The Management type subtypes: Recycling; Drop-Off; Disposal; Not Classified; Reuse; Energy From Waste

Facility Infrastructure Type The Infrastructure type subtypes: Metals Recovery Facility; E-Waste Drop-Off Facility; Container Deposit Scheme Dropoff Facility; Landfill – Putrescible; Other Waste Facility; Transfer Station; Other Recycling Facility; Plastics Reprocessing Facility; Organics Recycling Facility; E-Waste Recycling Facility; Paper and Cardboard Recycling Facility; C&D Waste Recycling Facility; Reuse Shop; Landfill – Not Classified; Steel Reprocessing Facility; Other Metals Reprocessing Facility; Plastics Recovery Facility; Materials Recovery Facility (MRF); Thermal Energy from Waste Facility; Landfill – Inert; Refuse Derived Fuel Facility; Mechanical Biological Treatment Facility; Glass Beneficiation Facility; Rubber Recycling Facility; Anaerobic Digestion Facility; Glass Reprocessing Facility; Mattress Recycling Facility

Facility Owner Owner of the facility.

Facility Name Name of the facility.

State The state where this feature is located.

Address The address of this feature.

Suburb The suburb where this feature is located.

Postcode The postcode where this feature is located.

Operational Status Operational; or Closed

Spatial Confidence 5 – High; 4 – Above Average; 3 – Average; 2 – Below Average; 1 – Low; 0 – None

Capture Method The method used to capture the spatial component of the data: G-NAF Address Match; Manually Located – G-NAF Match; Manually Located – No G-NAF Match; Spatial as Received – No G-NAF Match; Non Spatial; Retired Spatial Data

Address Detail PID - G-NAF The unique ID defined within the G-NAF address data.

Formatted Address - G-NAF The G-NAF address where this feature is located.

Suburb - G-NAF The G-NAF suburb where this feature is located.

Postcode - G-NAF The G-NAF postcode where this feature is located.

Confidence - G-NAF 2 - This reflects that all three contributors have supplied an identical address; 1 - This reflects that a match has been achieved between only two contributors; 0 - This reflects that a single contributor holds this address and no match has been achieved with either or the other two contributors; -1 - Was not used in this process.

Date Created - G-NAF G-NAF date of creation.

Date Last Modified - G-NAF G-NAF last modified date.

Date Retired - G-NAF G-NAF retired date.

Contact Geoscience Australia, clientservices@ga.gov.au

This dataset hosts all related documents pertaining to solid waste management in FSM; 1. FSM National Solid Waste Management Strategy 2015-2020. 2. "Good Practices booklets 2015 / 2016 that focus on the progress and challenges demonstrated by each of the four states in relation to the five components of the J-PRISM project. These five components are a) Policy, b) Awareness, c) Landfill Management, d)Collection and Disposal, and e) Recycling. 3. List of existing policies and legislations for solid waste management

As of 2024, the Apex Regional Landfill located near Las Vegas, Nevada, was the largest landfill in the United States in terms of design capacity, with nearly one billion tons. The Apex Regional has more than double the capacity of ECDC Environmental Landfill in Utah, which ranked second in terms of design capacity that year.

Cite as:

Nnamoko, N., Barrowclough, J. and Procter, J. (2022) ‘Solid Waste Image Classification Using Deep Convolutional Neural Network’, Infrastructures, 7(4), p. 47. doi:10.3390/infrastructures7040047

Data Description The dataset provides a collection of 24,705 images of solid household waste, categorised into two classes: organic (13,880) and recyclable (10,825) . The data is a restructured and represented version of the original dataset by Sashaank Sekar available at https://www.kaggle.com/techsash/waste-classification-data. The original dataset from Kaggle consists of 25,077 images of organic (13,966) and recyclable (11,111) images. However, performed som clean-up operations explained in the "further note" to reduce the data to 24,705 with (13,880 organic) and (10,825 recyclable) The restructured data has been used in a research study undertaken by academics and researchers at Computer Science Department, Edge Hill University, United Kingdom.

To encourage reproducibility of the experiments and results reported, the modified data; a Jupyter notebook (.ipynb) file useful to apply data augmentation on the dataset; and a Jupyter notebook (.ipynb) file useful to replicate the experiments has been provided.

The Industrial Waste Management Market is Segmented by Service (Collection, Transportation & Logistics, Treatment & Disposal and More), by Disposal Method (Landfill, Recycling and More), by Waste Type (Non-Hazardous and Hazardous), by Industry (Chemicals & Petrochemicals, Oil & Gas and More), by Geography (North America, Europe, Middle East and More). The Market Sizes and Forecasts are Provided in Terms of Value (USD).

This release contains statistics on waste produced at a UK level. The topics covered in this publication are: •Waste from Households – 2010-16. UK and country breakdown. •BMW (Biodegradable Municipal Waste) to landfill – 2010-16. UK and country breakdown. •WStatR (Waste Statistics Regulation) generation breakdown – 2012 & 2014. UK and England breakdown but not DAs. •WStatR treatment breakdown – 2012 & 2014. UK and England breakdown but not DAs. •WStatR infrastructure breakdown - 2014. UK and England breakdown but not DAs. •C&I (Commercial and Industrial) waste generation – UK 2010, 2012 & 2014, England 2010 - 2016. UK and England breakdown but not DAs. •C&D (Construction and Demolition) recovery – 2010-15. UK and England breakdown but not DAs. •Packaging waste recycling and recovery – 2016. UK only.

UK figures are compiled to comply with reporting requirements against the EC Waste Framework Directive, EC Waste Statistics Regulation, EC Landfill Directive and EC Packaging and Packaging Waste Directive.

If you require the datasets in a more accessible format, please contact Waste Statistics (RAS) at WasteStatistics@defra.gsi.gov.uk

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This dataset provides a detailed analysis of global plastic waste production and management across 165 countries for the year 2023. The data encompasses multiple aspects of plastic waste handling, from production volumes to recycling efficiency and environmental risk assessment.

Key Features:

1. Country-wise plastic waste production in million metric tons
2. Main sources of plastic waste by country
3. National recycling rates (%)
4. Per capita waste production (kg/person)
5. Coastal waste risk assessment

Important Note: The values in this dataset are approximations based on historical trends and researched using LLM(AI), economic indicators, and waste management patterns up to 2023. Actual figures may vary.