From 377d7951acbd89db0b53960bb8c9fcf17ea9a5d9 Mon Sep 17 00:00:00 2001 From: Jack-Vines Date: Tue, 13 Aug 2024 19:38:47 +0100 Subject: [PATCH] add docs --- .github/workflows/docs.yml | 33 +++++ ...2-70829216-b763-4717-b802-2f8836ad0874.gif | Bin 0 -> 1431700 bytes docs/images/favicon.png | Bin 0 -> 7441 bytes docs/images/highlevel_example.png | Bin 0 -> 253493 bytes docs/index.md | 118 ++++++++++++++++++ docs/requirements.txt | 3 + docs/styles.css | 10 ++ mkdocs.yml | 40 ++++++ 8 files changed, 204 insertions(+) create mode 100644 .github/workflows/docs.yml create mode 100644 docs/images/221819442-70829216-b763-4717-b802-2f8836ad0874.gif create mode 100644 docs/images/favicon.png create mode 100644 docs/images/highlevel_example.png create mode 100644 docs/index.md create mode 100644 docs/requirements.txt create mode 100644 docs/styles.css create mode 100644 mkdocs.yml diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml new file mode 100644 index 00000000..b738db01 --- /dev/null +++ b/.github/workflows/docs.yml @@ -0,0 +1,33 @@ +name: Deploy docs to gh-pages + +on: + workflow_dispatch: + push: + branches: + - dev + - main + +jobs: + build: + runs-on: ubuntu-latest + name: Deploy docs to gh-pages + steps: + - name: Checkout + uses: actions/checkout@v2 + + - name: Set up Python + uses: actions/setup-python@v2 + with: + python-version: 3.8 + + # - name: Install dependencies + # run: | + # $CONDA/bin/python -m pip install --upgrade pip + # $CONDA/bin/python -m pip install mkdocs-material + + - name: Deploy + uses: mhausenblas/mkdocs-deploy-gh-pages@master + env: + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} + CONFIG_FILE: mkdocs.yml + REQUIREMENTS: requirements.txt \ No newline at end of file diff --git a/docs/images/221819442-70829216-b763-4717-b802-2f8836ad0874.gif b/docs/images/221819442-70829216-b763-4717-b802-2f8836ad0874.gif new file mode 100644 index 0000000000000000000000000000000000000000..4340075274fb33fa19da370d4d58c007bf724aa0 GIT binary patch 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The skills library allows you to extract skills phrases from job advertisement texts and maps them onto a skills taxonomy of your choice. + +![](images/highlevel_example.png) + +We currently support three different taxonomies to map onto: the European Commission’s European Skills, Competences, and Occupations (ESCO), Lightcast’s Open Skills and a “toy” taxonomy developed internally for the purpose of testing. + +If you’d like to learn more about the models used in the library, please refer to the model card page. + +You may also want to read more about the wider project by reading: + +1. [Our Introduction blog](https://www.escoe.ac.uk/the-skills-extractor-library) +2. [Our interactive analysis blog](https://www.nesta.org.uk/data-visualisation-and-interactive/exploring-uk-skills-demand/) + +## Installation + +You can use pip to install the library: + +`pip install ojd-daps-skills` + +You will also need to install spaCy’s English language model: + +`python -m spacy download en_core_web_sm` + +Note that this package was developed on MacOS and tested on Ubuntu. Changes have been made to be compatible on a Windows system but are not tested and cannot be guaranteed. + +When the package is first used it will automatically download a folder of neccessary data and models. (~1GB) + +## TL;DR: Using Nesta’s Skills Extractor library + +To extract skills from a job advert: + +``` +from ojd_daps_skills.extract_skills.extract_skills import SkillsExtractor + +sm = SkillsExtractor(taxonomy_name="toy") + +✘ nestauk/en_skillner NER model not loaded. Downloading model... +Collecting en-skillner==any + Downloading https://huggingface.co/nestauk/en_skillner/resolve/main/en_skillner-any-py3-none-any.whl (587.7 MB) + ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 587.7/587.7 MB 5.1 MB/s eta 0:00:0000:0100:01 +Installing collected packages: en-skillner +Successfully installed en-skillner-3.7.1 +✘ Multi-skill classifier not loaded. Downloading model... +Fetching 4 files: 100%|██████████| 4/4 [00:00<00:00, 26843.55it/s] +✘ Neccessary data files are not downloaded. Downloading ~0.5GB of +neccessary data files to +/Users/india.kerlenesta/Projects/nesta/ojd_daps/ojd_daps_extension/ojd_daps_skills/ojd_daps_skills_data. +ℹ Data folder downloaded from +/Users/india.kerlenesta/Projects/nesta/ojd_daps/ojd_daps_extension/ojd_daps_skills/ojd_daps_skills_data + +job_ads = [ + "The job involves communication skills and maths skills", + "The job involves Excel skills. You will also need good presentation skills", + "You will need experience in the IT sector.", +] +job_ad_with_skills = sm(job_ads) + +ℹ Getting embeddings for 3 texts ... +ℹ Took 0.018199920654296875 seconds +``` + +To access the extracted and mapped skills for each inputted job advert: + +``` +for job_ad_with_skills_doc in job_ad_with_skills: + print(f"Job advert: {job_ad_with_skills_doc}") + # print raw ents (i.e. multiskills are not split, also include 'BENEFIT' and 'EXPERIENCE' spans) + print(f"Entities found: {[(ent.text, ent.label_) for ent in job_ad_with_skills_doc.ents]}") + # print SKILL spans (where SKILL spans are predicted as multiskills, split them) + print(f"Skill spans: {job_ad_with_skills_doc._.skill_spans}") + # print mapped skills to the "toy" taxonomy + print(f"Skills mapped: {job_ad_with_skills_doc._.mapped_skills}") + print("\n") +``` + +Which returns: + +``` +Job advert: The job involves communication skills and maths skills +Entities found: [('communication skills', 'SKILL'), ('maths', 'SKILL')] +Skill spans: [communication skills, maths] +Skills mapped: [{'ojo_skill': 'communication skills', 'ojo_skill_id': 3144285826919113, 'match_skill': 'communication, collaboration and creativity', 'match_score': 0.75, 'match_type': 'most_common_level_1', 'match_id': 'S1'}, {'ojo_skill': 'maths', 'ojo_skill_id': 2887431344496880, 'match_skill': 'working with computers', 'match_score': 0.75, 'match_type': 'most_common_level_1', 'match_id': 'S5'}] + + +Job advert: The job involves Excel skills. You will also need good presentation skills +Entities found: [('Excel', 'SKILL'), ('presentation skills', 'SKILL')] +Skill spans: [Excel, presentation skills] +Skills mapped: [{'ojo_skill': 'Excel', 'ojo_skill_id': 2576630861021310, 'match_skill': 'use spreadsheets software', 'match_score': 0.7379249448453751, 'match_type': 'skill', 'match_id': 'abcd'}, {'ojo_skill': 'presentation skills', 'ojo_skill_id': 1846141317334203, 'match_skill': 'communication, collaboration and creativity', 'match_score': 0.5, 'match_type': 'most_common_level_1', 'match_id': 'S1'}] + + +Job advert: You will need experience in the IT sector. +Entities found: [('experience in the IT sector', 'EXPERIENCE')] +Skill spans: [] +Skills mapped: [] +``` + +## App + +![](images/221819442-70829216-b763-4717-b802-2f8836ad0874.gif) + +If you would like to demo the library using a front end, we have also built a streamlit app that allows you to extract skills for a given text. The app allows you to paste a job advert of your choice, extract and map skills onto any of the configurations: extract_skills_lightcast and extract_skills_esco. + +## Contributor guidelines + +The technical and working style guidelines can be found [here](https://github.com/nestauk/ds-cookiecutter/blob/master/GUIDELINES.md). + +If contributing, changes will need to be pushed to a new branch in order for our code checks to be triggered. + diff --git a/docs/requirements.txt b/docs/requirements.txt new file mode 100644 index 00000000..ec67f780 --- /dev/null +++ b/docs/requirements.txt @@ -0,0 +1,3 @@ +mkdocs +mkdocs-material +mkdocs-same-dir \ No newline at end of file diff --git a/docs/styles.css b/docs/styles.css new file mode 100644 index 00000000..f1497f0d --- /dev/null +++ b/docs/styles.css @@ -0,0 +1,10 @@ +@import url('https://fonts.cdnfonts.com/css/century-gothic'); +html, +body, +[class*="css"] { + font-family: "Century Gothic"; +} +:root { + --md-primary-fg-color: #18A48C; + --md-accent-fg-color: #EB003B; +} \ No newline at end of file diff --git a/mkdocs.yml b/mkdocs.yml new file mode 100644 index 00000000..c3404934 --- /dev/null +++ b/mkdocs.yml @@ -0,0 +1,40 @@ +site_name: OJD DAPS Skills Extraction +site_description: Extracting skill descriptions from job adverts and mapping to standardised hierarchies. +site_url: https://nestauk.github.io/ojd_daps_skills +repo_name: nestauk/ojd_daps_skills +repo_url: https://github.com/nestauk/ojd_daps_skills +extra: + homepage: https://nestauk.github.io/ojd_daps_skills +docs_dir: . +extra_css: + - docs/style.css +theme: + name: material + logo: docs/images/favicon.ico + favicon: docs/images/favicon.ico + features: + - navigation.instant + - navigation.tracking + - navigation.sections + - navigation.top + font: + text: Century Gothic + palette: + - media: "(prefers-color-scheme: light)" + scheme: default + primary: custom + accent: custom + toggle: + icon: material/weather-night + name: Switch to dark mode + - media: "(prefers-color-scheme: dark)" + scheme: slate + primary: amber + accent: pink + toggle: + icon: material/weather-sunny + name: Switch to light mode +nav: + - Home: docs/index.md +plugins: + - same-dir \ No newline at end of file