Application: govuk-related-links-recommender
Machine learning model to recommend related content
Ownership
#govuk-data-labs owns the application and is responsible for updating its dependencies.
Hosting
There is no production version of this application yet.
Links
README
!
Warning
The content below is pulled in directly from the repository.
Links might not function properly.
Links might not function properly.
Machine learning model to recommend related content
Project Organization
├── LICENSE
├── Makefile <- Makefile with commands like `make data` or `make train`
├── README.md <- The top-level README for developers using this project.
├── data
│ ├── external <- Data from third party sources.
│ ├── interim <- Intermediate data that has been transformed.
│ ├── processed <- The final, canonical data sets for modeling.
│ └── raw <- The original, immutable data dump.
│
├── docs <- A default Sphinx project; see sphinx-doc.org for details
│
├── models <- Trained and serialized models, model predictions, or model summaries
│
├── notebooks <- Jupyter notebooks. Naming convention is a number (for ordering),
│ the creator's initials, and a short `-` delimited description, e.g.
│ `1.0-jqp-initial-data-exploration`.
│
├── references <- Data dictionaries, manuals, and all other explanatory materials.
│
├── reports <- Generated analysis as HTML, PDF, LaTeX, etc.
│ └── figures <- Generated graphics and figures to be used in reporting
│
├── requirements.txt <- The requirements file for reproducing the analysis environment, e.g.
│ generated with `pip freeze > requirements.txt`
│
├── setup.py <- makes project pip installable (pip install -e .) so src can be imported
├── src <- Source code for use in this project.
│ ├── __init__.py <- Makes src a Python module
│ │
│ ├── data <- Scripts to download or generate data
│ │ └── make_dataset.py
│ │
│ ├── features <- Scripts to turn raw data into features for modeling
│ │ └── build_features.py
│ │
│ ├── models <- Scripts to train models and then use trained models to make
│ │ │ predictions
│ │ ├── predict_model.py
│ │ └── train_model.py
│ │
│ └── visualization <- Scripts to create exploratory and results oriented visualizations
│ └── visualize.py
│
└── tox.ini <- tox file with settings for running tox; see tox.testrun.org
Python environment
Need to set and activate environment variables before running pipeline. To run the make_functional_edges_and_weights.py
script, use command line to export GOOGLE_APPLICATION_CREDENTIALS='path/to/GOV-UK BigQuery analytics-fa2ed548d98c.json'
Environment variables are also used to locate data and model directories: DATA_DIR and MODEL_DIR. Make sure these are activated before runnning data pipeline.
Rules for displaying automated related links
Do-not-display-automated-related-links-from these-pages
- items with curated related links (ordered-related-items)
- document_type=="fatality_notice"
- document_type=="smart_answer" [except we have previously identified these looking for string matches]
(~related_links.link.str.contains("/y/")) &
(~related_links.link.str.endswith("/y")) &
(~related_links.link.str.contains("/no/")) &
(~related_links.link.str.endswith("/no")) &
(~related_links.link.str.contains("/education/"))
- '/contact-student-finance-england'
- '/student-finance-forms'
- '/funding-for-postgraduate-study'
- '/advanced-learner-loan'
- '/teacher-training-funding'
- '/extra-money-pay-university'
- '/nhs-bursaries'
- '/travel-grants-students-england'
- '/career-development-loans'
- '/care-to-learn'
- '/dance-drama-awards'
- '/social-work-bursaries'
- '/apply-for-bankruptcy'
- '/view-driving-licence'
- '/being-taken-to-employment-tribunal-by-employee'
- '/employment-tribunals'
- '/staying-uk-eu-citizen'
- '/report-driving-medical-condition'
- '/check-flood-risk'
do-not-suggest-these-links-from-other-pages
- document_type is in this list: ["consultation_outcome", "closed_consultation", "open_consultation", "fatality_notice"]
- '/apply-for-bankruptcy'
- '/view-driving-licence'
- '/being-taken-to-employment-tribunal-by-employee'
- '/employment-tribunals'
- '/staying-uk-eu-citizen'
- '/report-driving-medical-condition'
- '/check-flood-risk' (edited)