Database

Global Faecal Sludge Database with Analytics

Overview

Become familiar with the database content, sludge properties, metadata, and sampling locations

Sludge properties statistics

Generate descriptive statistics for the sludge properties contained in the database.

Correlations

Explore correlations between sludge properties.

Missing data imputation

Estimate missing sludge property values in the database using multiple methods.

Sludge properties and metadata relationships

Study the relationships between quantitative and qualitative data in the database.

Database filtering

Search, filter, select, and export data from the database.

Spatial distribution

Analyze the spatial distribution of sampling locations and sludge properties, including heat maps and hotspot analyses.

Download sludge data

Export subsets of the database, the complete database, and analysis results.

Upload your sludge data

Help expand and improve the database by contributing your faecal sludge data.

Disclaimer

Open access information

This website provides open access to information and data related to faecal sludge sampling, characteristics and composition. Metadata on sludge sampling locations and audio-visual materials are also included in the database. The database is made freely available to support research, education, policy development, planning, and knowledge sharing.

No warranty

The information and data available in this database are provided on an “as is” and “as available” basis. While every reasonable effort is made to ensure the quality and accuracy of the information, no guarantee or warranty, express or implied, is made regarding its accuracy, completeness, reliability, suitability, or timeliness.

Data limitations

Data contained in this database may originate from various sources, studies, projects, institutions, and contributors. Differences in sampling methods, analytical procedures, reporting standards, geographic conditions, and data collection periods may affect comparability and interpretation. Users should independently evaluate the suitability of the data for their intended purposes.

No professional advice

The information provided on this website is for informational, educational, and research purposes only and should not be considered professional, engineering, environmental, public health, regulatory, or legal advice.

User responsibility

Users are solely responsible for the interpretation and use of the information and data obtained from this website. Any decisions, actions, or conclusions based on the content of this website are made at the user’s own risk.

Limitation of liability

To the fullest extent permitted by applicable law, the website owner, hosting institution, contributors, partners, and data providers shall not be liable for any loss, damage, cost, or consequence arising from the use of, or reliance upon, the information and data available through this website.

External resources

This website may contain links to external websites or resources. Such links are provided for convenience only and do not imply endorsement. The website owner is not responsible for the content or availability of external resources.

Attribution and use

Unless otherwise specified, users may access, download, and use the information provided on this website for lawful purposes. Users are encouraged to appropriately acknowledge and cite the database and its original data sources when using information obtained from the website in publications, reports, presentations, or other outputs (see Data use and citation policy below).

Changes

The website owner reserves the right to modify, update, or remove content from the website at any time without prior notice.

Acceptance

By accessing and using this website, you acknowledge and agree to the terms of this Disclaimer.

Data use and citation policy

Permitted use

The data and information available through this website are provided as an open-access resource to support research, education, policy development, planning, and other non-commercial or commercial activities, unless otherwise stated for specific datasets.

Users may access, download, analyse, reproduce, and share the data, provided that appropriate attribution is given to the database and any original data sources identified within the records.

Attribution requirement

Users who use data obtained from this website in publications, reports, presentations, software, decision-support tools, websites, or other outputs must acknowledge the database as a source of information.

Suggested acknowledgement:

Data were obtained from the Global Database for Faecal Sludge Analysis, an open-access database for faecal sludge information, available at https://sludgedata.online/.

Citation

When data from the database contribute substantially to a publication, report, thesis, or other publicly available work, users should cite the database as follows:

Global Sanitation Graduate School (GSGS). Global Database for Faecal Sludge Analysis. Available at: https://sludgedata.online (accessed Month Year).

Citation of original sources

Where individual records identify original publications, reports, or data providers, users are encouraged to cite both:

  1. The original source(s) of the data.
  2. The database through which the data were accessed.

No ownership transfer

Access to the data does not transfer ownership of any intellectual property rights associated with the original datasets, publications, or other materials. Users remain responsible for complying with any additional terms, licenses, or restrictions that may apply to specific datasets.

No endorsement

Use of data from this website does not imply endorsement by the database owners, contributors, or affiliated organizations of any findings, conclusions, products, or services derived from the data.

Recommended citation

To facilitate consistent referencing, users are encouraged to use the citation format provided on the website.