diff --git a/.all-contributorsrc b/.all-contributorsrc new file mode 100644 index 00000000..b2872756 --- /dev/null +++ b/.all-contributorsrc @@ -0,0 +1,55 @@ +{ + "projectName": "media-impact-monitor-website", + "projectOwner": "SocialChangeLab", + "repoType": "github", + "repoHost": "https://github.com", + "files": [ + "README.md" + ], + "imageSize": 64, + "commit": false, + "commitConvention": "angular", + "contributors": [ + { + "login": "vogelino", + "name": "Lucas Vogel", + "avatar_url": "https://avatars.githubusercontent.com/u/2759340?v=4", + "profile": "https://github.com/vogelino", + "contributions": [ + "code", + "design", + "doc", + "projectManagement" + ] + }, + { + "login": "davidpomerenke", + "name": "David Pomerenke", + "avatar_url": "https://avatars.githubusercontent.com/u/46022183?v=4", + "profile": "https://github.com/davidpomerenke", + "contributions": [ + "code", + "content", + "data", + "doc", + "projectManagement", + "research" + ] + }, + { + "login": "kleinlennart", + "name": "Lennart Klein", + "avatar_url": "https://avatars.githubusercontent.com/u/31488915?v=4", + "profile": "https://www.kleinbutsignificant.com/", + "contributions": [ + "code", + "data", + "doc", + "projectManagement", + "research" + ] + } + ], + "contributorsPerLine": 10, + "linkToUsage": true +} \ No newline at end of file diff --git a/.devcontainer/R/.Renviron b/.devcontainer/R/.Renviron new file mode 100644 index 00000000..54c73317 --- /dev/null +++ b/.devcontainer/R/.Renviron @@ -0,0 +1,3 @@ +## Global .Renviron + +RENV_PATHS_CACHE="/renv/cache" \ No newline at end of file diff --git a/.devcontainer/R/.Rprofile b/.devcontainer/R/.Rprofile new file mode 100644 index 00000000..ba71a6f2 --- /dev/null +++ b/.devcontainer/R/.Rprofile @@ -0,0 +1,6 @@ +## Copy to '/home/vscode/.Rprofile' in postCreateCommand.sh + +cat("Loading global R presets from '/home/vscode/.Rprofile'....\n") + +setwd("/workspaces/media-impact-monitor/backend-R") +renv::load(project = "/workspaces/media-impact-monitor/backend-R") diff --git a/.devcontainer/R/addins.json b/.devcontainer/R/addins.json new file mode 100644 index 00000000..fcdc8aa2 --- /dev/null +++ b/.devcontainer/R/addins.json @@ -0,0 +1,3 @@ +{ + "styler::style_active_file": "Shift+Cmd+F" +} \ No newline at end of file diff --git a/.devcontainer/R/r.snippets b/.devcontainer/R/r.snippets new file mode 100644 index 00000000..3067f3b2 --- /dev/null +++ b/.devcontainer/R/r.snippets @@ -0,0 +1,2 @@ +snippet tidy + library(tidyverse) diff --git a/.devcontainer/R/rstudio-prefs.json b/.devcontainer/R/rstudio-prefs.json new file mode 100644 index 00000000..4b1b550e --- /dev/null +++ b/.devcontainer/R/rstudio-prefs.json @@ -0,0 +1,10 @@ +{ + "always_save_history": false, + "save_workspace": "never", + "load_workspace": false, + "initial_working_directory": "/workspaces/media-impact-monitor/backend-R", + "restore_last_project": true, + "jobs_tab_visibility": "shown", + "rainbow_parentheses": true, + "auto_append_newline": true +} \ No newline at end of file diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json new file mode 100644 index 00000000..104697ca --- /dev/null +++ b/.devcontainer/devcontainer.json @@ -0,0 +1,147 @@ +// For format details, see https://aka.ms/devcontainer.json. For config options, see the +// README at: https://github.com/devcontainers/templates/tree/main/src/ubuntu +{ + "name": "Ubuntu", + // Or use a Dockerfile or Docker Compose file. More info: https://containers.dev/guide/dockerfile + "image": "mcr.microsoft.com/devcontainers/base:jammy", + "features": { + // Web Dev Stack –-------------------------------------------------------- + + // https://github.com/devcontainers/features/tree/main/src/node + "ghcr.io/devcontainers/features/node:1": { + "version": "lts" // Node.js version + }, + + "ghcr.io/devcontainers/features/azure-cli:1": { }, + "ghcr.io/stuartleeks/dev-container-features/azure-cli-persistence:0": { }, + "ghcr.io/dhoeric/features/google-cloud-cli:1": { }, + "ghcr.io/joshuanianji/devcontainer-features/gcloud-cli-persistence:1": { }, + + // Python Stack –-------------------------------------------------------- + + "ghcr.io/devcontainers/features/python:1": { + "installTools": true, + "version": "3.10" + }, + "ghcr.io/devcontainers-contrib/features/poetry:2": { }, + "ghcr.io/nikobockerman/devcontainer-features/poetry-persistent-cache:1": { }, + "ghcr.io/devcontainers-contrib/features/ruff:1": { }, + "ghcr.io/devcontainers-contrib/features/starship:1": { }, + + // R Stack –-------------------------------------------------------- + + // System dependencies + // "ghcr.io/devcontainers-contrib/features/apt-get-packages:1": { + // "packages": "libfribidi-dev,libharfbuzz-dev,cmake" + // }, + + // https://github.com/rocker-org/devcontainer-features/tree/main/src/r-apt + // NOTE: always installs the latest R Version (not fixed!) + "ghcr.io/rocker-org/devcontainer-features/r-apt:0": { + "vscodeRSupport": "full", + "installDevTools": true, // for debugging + "installREnv": false, // -> install with renv cache feature + "installRMarkdown": false, // needed? + "installJupyterlab": false, + "installRadian": true, // better R console + "installVscDebugger": true, + "useTesting": true, // for Debian, default: true + "installBspm": false + }, + // https://github.com/rocker-org/devcontainer-features/tree/main/src/rstudio-server + "ghcr.io/rocker-org/devcontainer-features/rstudio-server:0": { + "singleUser": true, + "version": "stable" + }, + // https://github.com/rocker-org/devcontainer-features/tree/main/src/quarto-cli + "ghcr.io/rocker-org/devcontainer-features/quarto-cli:1": { + "installTinyTex": false, + "installChromium": false // https://github.com/rocker-org/devcontainer-features/tree/main/src/quarto-cli#install-chromium + }, + // https://github.com/rocker-org/devcontainer-features/tree/main/src/renv-cache + "ghcr.io/rocker-org/devcontainer-features/renv-cache:0": { }, + + // Misc –----------------------------------------------------------------------------------- + + "ghcr.io/stuartleeks/dev-container-features/shell-history:0": { }, + "ghcr.io/devcontainers/features/docker-in-docker:2": {}, + "ghcr.io/devcontainers-contrib/features/act:1": {}, + "ghcr.io/devcontainers/features/terraform:1": {} + }, + // Ports & Server ---------------------------------------------------------------------------- + // start RStudio Server process in container, not needed automatically + // "postAttachCommand": { + // "rstudio-start": "rserver" + // }, + // https://containers.dev/implementors/json_reference/#port-attributes + "forwardPorts": [ + 8787 + ], + "portsAttributes": { + "8787": { + "label": "RStudio IDE", + "requireLocalPort": true, // defaults to false + "onAutoForward": "ignore" // defaults to notify + } + }, + // Lifecycle Scripts ---------------------------------------------------------------------------- + // https://containers.dev/implementors/json_reference/#lifecycle-scripts + // run after the container is created. + "postCreateCommand": "sh ./.devcontainer/postCreateCommand.sh", + // run every time the container starts + "postStartCommand": "sh ./.devcontainer/postStartCommand.sh", + // Configure tool-specific properties + "workspaceFolder": "/workspaces/${localWorkspaceFolderBasename}/", + "customizations": { + "vscode": { + "extensions": [ + // General + "eamodio.gitlens", + "mhutchie.git-graph", + "knisterpeter.vscode-commitizen", + "github.vscode-github-actions", + "ms-vscode-remote.vscode-remote-extensionpack", + "ms-vsliveshare.vsliveshare", + "github.copilot", + "github.copilot-chat", + "visualstudioexptteam.vscodeintellicode", + "hashicorp.terraform", + // R + "quarto.quarto", + "REditorSupport.r", + // Python + "ms-python.python", + "ms-toolsai.jupyter", + "charliermarsh.ruff", + "tamasfe.even-better-toml" + ], + // "codespaces": { + // "openFiles": [ "README.md" ] + // }, + "settings": { + "editor.codeActionsOnSave": { + "source.fixAll": "always", + "source.organizeImports": "always" + }, + "editor.formatOnSave": true, + "[python]": { + "editor.defaultFormatter": "charliermarsh.ruff" + }, + "[toml]": { + "editor.formatOnSave": false + }, + "editor.rulers": [ + 100 + ], + "files.autoSave": "onFocusChange", + "mypy-type-checker.importStrategy": "fromEnvironment", + "python.defaultInterpreterPath": "/opt/greenwashing-env/bin/python", + "python.terminal.activateEnvironment": false, + "python.testing.pytestEnabled": true, + "ruff.importStrategy": "fromEnvironment" + } + } + } + // Uncomment to connect as root instead. More info: https://aka.ms/dev-containers-non-root. + // "remoteUser": "root" +} \ No newline at end of file diff --git a/.devcontainer/postCreateCommand.sh b/.devcontainer/postCreateCommand.sh new file mode 100644 index 00000000..c9e23eb1 --- /dev/null +++ b/.devcontainer/postCreateCommand.sh @@ -0,0 +1,51 @@ +#!/usr/bin/bash +## postCreateCommand.sh + +## Node Startup +# https://github.com/devcontainers/features/tree/main/src/node#using-nvm-from-postcreatecommand-or-another-lifecycle-command +# . ${NVM_DIR}/nvm.sh && nvm install --lts + +## R ------------------------------------ + +## R system dependencies +sudo apt-get update +sudo apt-get install -y \ + cmake + +## tidyverse dependencies (from https://packagemanager.posit.co/client/#/repos/cran/packages/overview?search=tidyverse) +sudo apt-get install -y \ + libicu-dev \ + make \ + libcurl4-openssl-dev \ + libssl-dev \ + zlib1g-dev \ + libfontconfig1-dev \ + libfreetype6-dev \ + libfribidi-dev \ + libharfbuzz-dev \ + libjpeg-dev \ + libpng-dev \ + libtiff-dev \ + pandoc \ + libxml2-dev + +## setup R env prefs +# ~ = /home/vscode/ for Codespaces +cp /workspaces/media-impact-monitor/.devcontainer/R/.Rprofile ~/.Rprofile +cp /workspaces/media-impact-monitor/.devcontainer/R/.Renviron ~/.Renviron + +# https://docs.rstudio.com/ide/server-pro/session-user-settings.html +cp /workspaces/media-impact-monitor/.devcontainer/R/rstudio-prefs.json ~/.config/rstudio/rstudio-prefs.json + +mkdir -p ~/.config/rstudio/keybindings +cp /workspaces/media-impact-monitor/.devcontainer/R/addins.json ~/.config/rstudio/keybindings/addins.json +mkdir -p ~/.config/rstudio/snippets +cp /workspaces/media-impact-monitor/.devcontainer/R/r.snippets ~/.config/rstudio/snippets/r.snippets + +## Restore renv library from lockfile +Rscript -e 'renv::restore(project = "/workspaces/media-impact-monitor/backend-R")' + +#### + +echo 'eval "$(starship init bash)"' >> ~/.bashrc +cd backend-python && poetry install # install everything once at setup \ No newline at end of file diff --git a/.devcontainer/postStartCommand.sh b/.devcontainer/postStartCommand.sh new file mode 100644 index 00000000..b3021c39 --- /dev/null +++ b/.devcontainer/postStartCommand.sh @@ -0,0 +1,5 @@ +#!/usr/bin/bash +## postStartCommand.sh + +cd backend-python && poetry install # install changed packages +# bash diff --git a/.github/dependabot.yml b/.github/dependabot.yml new file mode 100644 index 00000000..f33a02cd --- /dev/null +++ b/.github/dependabot.yml @@ -0,0 +1,12 @@ +# To get started with Dependabot version updates, you'll need to specify which +# package ecosystems to update and where the package manifests are located. +# Please see the documentation for more information: +# https://docs.github.com/github/administering-a-repository/configuration-options-for-dependency-updates +# https://containers.dev/guide/dependabot + +version: 2 +updates: + - package-ecosystem: "devcontainers" + directory: "/" + schedule: + interval: weekly diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml new file mode 100644 index 00000000..2c1ffbb5 --- /dev/null +++ b/.github/workflows/deploy.yml @@ -0,0 +1,95 @@ +name: CI/CD Pipeline +# run it locally: +# act \ +# --secret DOCKER_USERNAME=$DOCKER_USERNAME \ +# --secret DOCKER_PASSWORD=$DOCKER_PASSWORD \ +# --secret SERVER_IP=$SERVER_IP \ +# --secret SERVER_USERNAME=$SERVER_USERNAME \ +# --secret SERVER_SSH_KEY="$SERVER_SSH_KEY" \ +# --env MEDIACLOUD_API_TOKEN=$MEDIACLOUD_API_TOKEN \ +# --env ACLED_EMAIL=$ACLED_EMAIL \ +# --env ACLED_KEY=$ACLED_KEY + +on: + push: + branches: + - main + - feature/deployment + +jobs: + test: + runs-on: ubuntu-22.04 + steps: + + - name: Checkout code + uses: actions/checkout@v4 + + - name: Set up Python + uses: actions/setup-python@v2 + with: + python-version: '3.10' + + - name: Install Poetry + run: | + pip install poetry + + - name: Install dependencies + run: | + cd backend-python + poetry install + + - name: Run pytest + run: | + cd backend-python + poetry run pytest + env: + MEDIACLOUD_API_TOKEN: ${{ secrets.MEDIACLOUD_API_TOKEN }} + ACLED_EMAIL: ${{ secrets.ACLED_EMAIL }} + ACLED_KEY: ${{ secrets.ACLED_KEY }} + ZENROWS_API_KEY: ${{ secrets.ZENROWS_API_KEY }} + + build-and-push: + needs: test + runs-on: ubuntu-22.04 + steps: + + - name: Checkout code + uses: actions/checkout@v4 + + - name: Login to Docker Registry + uses: docker/login-action@v3 + with: + username: ${{ secrets.DOCKER_USERNAME }} + password: ${{ secrets.DOCKER_PASSWORD }} + + - name: Build Docker image + run: | + docker build \ + -t socialchangelab/media-impact-monitor:${{ github.sha }} \ + -t socialchangelab/media-impact-monitor:latest \ + . + + - name: Push Docker image + run: docker push --all-tags socialchangelab/media-impact-monitor + + deploy: + needs: build-and-push + runs-on: ubuntu-22.04 + steps: + - name: Deploy to server + uses: appleboy/ssh-action@master + with: + host: ${{ secrets.SERVER_IP }} + username: ${{ secrets.SERVER_USERNAME }} + key: ${{ secrets.SERVER_SSH_KEY }} + script: | + sudo docker pull socialchangelab/media-impact-monitor:latest + sudo docker stop media-impact-monitor || true + sudo docker rm media-impact-monitor || true + sudo docker run -d \ + -p 8000:8000 \ + -e MEDIACLOUD_API_TOKEN=${{ secrets.MEDIACLOUD_API_TOKEN }} \ + -e ACLED_EMAIL=${{ secrets.ACLED_EMAIL }} \ + -e ACLED_KEY=${{ secrets.ACLED_KEY }} \ + --name media-impact-monitor \ + socialchangelab/media-impact-monitor:latest diff --git a/.gitignore b/.gitignore index 6f98794f..9f07f0ee 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,5 @@ +.secrets + ### macOS ------------------------------------------------------------------------ # General .DS_Store @@ -7,7 +9,6 @@ # Icon must end with two \r Icon - # Thumbnails ._* @@ -33,7 +34,6 @@ Temporary Items # End of https://www.toptal.com/developers/gitignore/api/macos - ### Windows ------------------------------------------------------------------------ # Windows thumbnail cache files @@ -63,7 +63,6 @@ $RECYCLE.BIN/ # End of https://www.toptal.com/developers/gitignore/api/windows - ### Python ------------------------------------------------------------------------ # Byte-compiled / optimized / DLL files @@ -239,7 +238,6 @@ pyrightconfig.json # End of https://www.toptal.com/developers/gitignore/api/python - ### R ------------------------------------------------------------------------ # History files @@ -281,7 +279,7 @@ vignettes/*.pdf *.knit.md # R Environment Variables -.Renviron +# .Renviron # pkgdown site docs/ @@ -299,3 +297,38 @@ rsconnect/ # End of https://www.toptal.com/developers/gitignore/api/r .quarto + +# Local .terraform directories +**/.terraform/* + +# .tfstate files +*.tfstate +*.tfstate.* + +# Crash log files +crash.log +crash.*.log + +# Exclude all .tfvars files, which are likely to contain sensitive data, such as +# password, private keys, and other secrets. These should not be part of version +# control as they are data points which are potentially sensitive and subject +# to change depending on the environment. +*.tfvars +*.tfvars.json + +# Ignore override files as they are usually used to override resources locally and so +# are not checked in +override.tf +override.tf.json +*_override.tf +*_override.tf.json + +# Include override files you do wish to add to version control using negated pattern +# !example_override.tf + +# Include tfplan files to ignore the plan output of command: terraform plan -out=tfplan +# example: *tfplan* + +# Ignore CLI configuration files +.terraformrc +terraform.rc diff --git a/.terraform.lock.hcl b/.terraform.lock.hcl new file mode 100644 index 00000000..bd57ec6e --- /dev/null +++ b/.terraform.lock.hcl @@ -0,0 +1,21 @@ +# This file is maintained automatically by "terraform init". +# Manual edits may be lost in future updates. + +provider "registry.terraform.io/hashicorp/azurerm" { + version = "3.95.0" + hashes = [ + "h1:Vcd25+tCcLuRyEVaG9w/eHcSJcFI3oH/T5gwGuCHe74=", + "zh:36e96725fb5860b68c4f86d43988eadfe13ece7abfc3368bf01b2f4e253a05f8", + "zh:3f416b574518a63793dfda0efa588dd0d2432d4cbea5908d7a479f82f0a89a01", + "zh:3f94eb8dc1717bd5af524138258b65bb2011917e05db727a0696623d4a2cdf6f", + "zh:4fd395656aeb366830eebc11f10d29b2e9652b4d74e70bbe785768b7cbcf8d5c", + "zh:58bc5bd83a984f91faebbc71f27062d3a6ca4e3abfc2fe7fcd40833d8145c5a8", + "zh:5bfedb1592056da89c3cfa2cb409cdeadedc2d336a862d39c14a9a2a4424cb8a", + "zh:6135572aa2d99e95877a28deaa864742429ba7bba8ca39b5dd8261484d384c06", + "zh:8440dbc750cd06e51a640175acd2187ab2816e080c318ea278ef9657c3000675", + "zh:9dc9e301319f49c639535da6d5ed5d938a7c8153d4467816419466d343784d01", + "zh:e5c99bc6c960d0cc4f4aab4779ccb59ec8cc6802799f2fff9c41c945f2012f85", + "zh:e9d55f63a20054c3cbb95f14dc3670c89575893b9747eb2c2ee067e1bc521c48", + "zh:f569b65999264a9416862bca5cd2a6177d94ccb0424f3a4ef424428912b9cb3c", + ] +} diff --git a/Dockerfile b/Dockerfile new file mode 100644 index 00000000..f71bf1c4 --- /dev/null +++ b/Dockerfile @@ -0,0 +1,25 @@ +# build it: docker build -t mim . +# run it: docker run -e MEDIACLOUD_API_TOKEN="${MEDIACLOUD_API_TOKEN}" -e ACLED_EMAIL="${ACLED_EMAIL}" -e ACLED_KEY="${ACLED_KEY}" mim +FROM python:3.10-slim +# install poetry +RUN pip install --upgrade pip +RUN pip install poetry +# copy the poetry files and install the dependencies +COPY backend-python/poetry.lock backend-python/pyproject.toml /app/backend-python/ +WORKDIR /app/backend-python +RUN poetry config virtualenvs.create false \ + && poetry install --no-interaction --no-ansi +# copy the rest of the files and set the working directory +WORKDIR /app/ +COPY . /app/ +WORKDIR /app/backend-python +# run the application +CMD ["uvicorn", "media_impact_monitor.api:app", "--host", "0.0.0.0", "--port", "8000"] +# OCI Labels as per https://github.com/opencontainers/image-spec/blob/main/annotations.md +LABEL org.opencontainers.image.title="media-impact-monitor" +LABEL org.opencontainers.image.description="Media Impact Monitor" +LABEL org.opencontainers.image.authors="Social Change Lab" +LABEL org.opencontainers.image.url="https://hub.docker.com/repository/docker/socialchangelab/media-impact-monitor" +LABEL org.opencontainers.image.source="https://github.com/SocialChangeLab/media-impact-monitor" +LABEL org.opencontainers.image.created=${BUILD_DATE} +LABEL org.opencontainers.image.revision=${VCS_REF} diff --git a/README.md b/README.md index b20234b5..671de0fe 100644 --- a/README.md +++ b/README.md @@ -1,21 +1,33 @@ +[![Logo of the Media Impact Monitor app](https://mediaimpactmonitor.app/assets/logos/mim-alternate-hybrid.svg)](https://mediaimpactmonitor.app/) + +
+ # Media Impact Monitor -The *Media Impact Monitor* will be a novel tool for protest groups and NGOs to measure and visualize their impact on public discourse. The tool will show how activist events affect the discourse across various media sources, such as local and national newspapers, social media, parliamentary debates, and more. Protest groups can use it to quantitatively and qualitatively evaluate their actions and adapt them in a targeted manner to draw attention to their issues. + + +[![All Contributors](https://img.shields.io/badge/all_contributors-3-orange.svg?style=flat-square)](#contributors-) + + -The *Media Impact Monitor* project is hosted by [Social Change Lab](http://socialchangelab.org/) and funded by [Prototype Fund](https://prototypefund.de/en/) ([BMBF](https://www.bmbf.de/bmbf/de/home/home_node.html)). Development will primarily take place from March–August 2024. +The _Media Impact Monitor_ is a novel tool for protest groups and NGOs to measure and visualize their impact on public discourse. The tool shows how activist events affect the discourse across various media sources, such as local and national newspapers, social media, parliamentary debates, and more. Protest groups can use it to quantitatively and qualitatively evaluate their actions and adapt them in a targeted manner to draw attention to their issues. -## Motivation +The _Media Impact Monitor_ project is hosted by [Social Change Lab](http://socialchangelab.org/) and funded by [Prototype Fund](https://prototypefund.de/en/) ([BMBF](https://www.bmbf.de/bmbf/de/home/home_node.html)). Development is primarily taking place from March–August 2024. + +## Background NGOs and protest groups often want to draw more public attention to important issues in order to initiate social change. To do this, they organise panel discussions, publish articles on social media, send out press releases, organize demonstrations, practice civil disobedience, implement art actions, and so on. To evaluate their work, organizations often use "press hits" as a metric - but this is a poor substitute for the broader impact on agenda setting within public discourse, which the organizations are interested in but cannot easily analyze. This impact on agenda setting is difficult to capture statistically because of the complex causal relationship between discourse, action events, and external events. A correlational and even a simple regression analysis would therefore lead to statistically biased results. -This is where we will start with the Media Impact Monitor: It aims to use innovative causal inference methods to quantify and visualize how action events affect agenda setting in public discourse. +This is where the _Media Impact Monitor_ comes in: It uses innovative causal inference methods to quantify and visualize how action events affect agenda setting in public discourse. -**Examples:** The "Last Generation" can use it to see, for example, whether their actions distract from actual climate policy discussion or contribute to it constructively; and NGOs such as Greenpeace can evaluate which of their formats are most effective in media terms, and can use their media impact as an argument for donating to them. +**Examples:** Protest groups such as "Last Generation" can use it to see whether their actions distract from actual climate policy discussion or contribute to it constructively; and NGOs such as Greenpeace can evaluate which of their formats are most effective in media terms, and can use their media impact as an argument for donating to them. ## Team + The project team is constituted from: + - **David Pomerenke** (@davidpomerenke) – Data Science – M.A. Artificial Intelligence - **Lennard Klein** (@kleinlennart) – Data Science – B.A. Political Science - **Lucas Vogel** (@vogelino) – Frontend UI/UX Development – B.A. Interface Design @@ -25,3 +37,38 @@ The project team is constituted from: We are seeking activists and NGO employees to help us shape the tool: We are curious about your experience with media evaluation, your ideas and dreams, and your feedback on our prototypes! Please [send us an email](mailto:david@socialchangelab.org) or [book a short meeting](https://cal.com/davidpomerenke/meeting-mim) with us 🤗 + +## Contributors + + + + + + + + + + + + + + + + + +
Lucas Vogel
Lucas Vogel
💻 🎨 📖 📆		David Pomerenke
David Pomerenke
💻 🖋 🔣 📖 📆 🔬		Lennart Klein
Lennart Klein
💻 🔣 📖 📆 🔬
+ + Add your contributions + +
+ + + + + + +## Partners + +| Hosted by | Funded by | | | +| ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------- | +| [![Logo of the Social Change Lab](https://mediaimpactmonitor.app/assets/logos/socialchangelab-hybrid.svg)](https://socialchangelab.org/)       | [![Logo of the Prototype Fund](https://mediaimpactmonitor.app/assets/logos/prototypefund-hybrid.svg)](https://prototypefund.org/) | [![Logo of the Bundesministerium für Bildung und Forschung](https://mediaimpactmonitor.app/assets/logos/bmbf-hybrid.svg)](https://prototypefund.org/) | [![Logo of the Open Knowledge Founfation](https://mediaimpactmonitor.app/assets/logos/okf-hybrid.svg)](https://okfn.org/) | diff --git a/assets/logos/bmbf-hybrid.svg b/assets/logos/bmbf-hybrid.svg new file mode 100644 index 00000000..287df864 --- /dev/null +++ b/assets/logos/bmbf-hybrid.svg @@ -0,0 +1,8 @@ + + + + + + + diff --git a/assets/logos/bmbf-negative.svg b/assets/logos/bmbf-negative.svg new file mode 100644 index 00000000..86369d9a --- /dev/null +++ b/assets/logos/bmbf-negative.svg @@ -0,0 +1,8 @@ + + + + + + + diff --git a/assets/logos/bmbf-positive.svg b/assets/logos/bmbf-positive.svg new file mode 100644 index 00000000..c7014083 --- /dev/null +++ b/assets/logos/bmbf-positive.svg @@ -0,0 +1,8 @@ + + + + + + + diff --git a/assets/logos/prototypefund-hybrid.svg b/assets/logos/prototypefund-hybrid.svg new file mode 100644 index 00000000..95723593 --- /dev/null +++ b/assets/logos/prototypefund-hybrid.svg @@ -0,0 +1,17 @@ + + + + + + + + + + + + + + + + diff --git a/assets/logos/prototypefund-negative.svg b/assets/logos/prototypefund-negative.svg new file mode 100644 index 00000000..cffb9e5d --- /dev/null +++ b/assets/logos/prototypefund-negative.svg @@ -0,0 +1,17 @@ + + + + + + + + + + + + + + + + diff --git a/assets/logos/prototypefund-positive.svg b/assets/logos/prototypefund-positive.svg new file mode 100644 index 00000000..83b9ccd2 --- /dev/null +++ b/assets/logos/prototypefund-positive.svg @@ -0,0 +1,17 @@ + + + + + + + + + + + + + + + + diff --git a/assets/logos/socialchangelab-hybrid.svg b/assets/logos/socialchangelab-hybrid.svg new file mode 100644 index 00000000..eee8fdd4 --- /dev/null +++ b/assets/logos/socialchangelab-hybrid.svg @@ -0,0 +1,25 @@ + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/assets/logos/socialchangelab-negative.svg b/assets/logos/socialchangelab-negative.svg new file mode 100644 index 00000000..e7fa6e32 --- /dev/null +++ b/assets/logos/socialchangelab-negative.svg @@ -0,0 +1,25 @@ + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/assets/logos/socialchangelab-positive.svg b/assets/logos/socialchangelab-positive.svg new file mode 100644 index 00000000..82ebff85 --- /dev/null +++ b/assets/logos/socialchangelab-positive.svg @@ -0,0 +1,25 @@ + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/backend-R/.Renviron b/backend-R/.Renviron new file mode 100644 index 00000000..eed6a7fc --- /dev/null +++ b/backend-R/.Renviron @@ -0,0 +1 @@ +## Local .Renviron diff --git a/backend-R/.Rprofile b/backend-R/.Rprofile new file mode 100644 index 00000000..00971986 --- /dev/null +++ b/backend-R/.Rprofile @@ -0,0 +1,15 @@ +# library(renv) + +# ?renv::settings + +renv::settings$snapshot.type("all") +options(renv.config.auto.snapshot = TRUE) + +# ?renv::config + +# renv::config$auto.snapshot() + +# custom cache location +# renv::paths$cache() + +source("renv/activate.R") diff --git a/backend-R/README.md b/backend-R/README.md new file mode 100644 index 00000000..681b5ba4 --- /dev/null +++ b/backend-R/README.md @@ -0,0 +1,22 @@ + + + +## {renv} + +- ?renv::settings + +``` +> .libPaths() +[1] "/workspaces/media-impact-monitor/backend-R/renv/library/R-4.3/x86_64-pc-linux-gnu" +[2] "/usr/local/lib/R/site-library" +[3] "/usr/lib/R/site-library" +[4] "/usr/lib/R/library" +``` + +# Installed packages in global library: `/usr/lib/R/site-library` + +### Within renv project folder + +> .libPaths() +[1] "/workspaces/media-impact-monitor/backend-R/renv/library/R-4.3/x86_64-pc-linux-gnu" +[2] "/home/vscode/.cache/R/renv/sandbox/R-4.3/x86_64-pc-linux-gnu/9a444a72" diff --git a/media-impact-monitor.Rproj b/backend-R/backend-R.Rproj similarity index 100% rename from media-impact-monitor.Rproj rename to backend-R/backend-R.Rproj diff --git a/backend-R/renv.lock b/backend-R/renv.lock new file mode 100644 index 00000000..2da9e2c1 --- /dev/null +++ b/backend-R/renv.lock @@ -0,0 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tempfile("renv-startup-", fileext = ".Rprof") + utils::Rprof(profile) + on.exit({ + utils::Rprof(NULL) + elapsed <- signif(difftime(Sys.time(), start, units = "auto"), digits = 2L) + writeLines(sprintf("- renv took %s to run the autoloader.", format(elapsed))) + writeLines(sprintf("- Profile: %s", profile)) + print(utils::summaryRprof(profile)) + }, add = TRUE) + } + + # figure out whether the autoloader is enabled + enabled <- local({ + + # first, check config option + override <- getOption("renv.config.autoloader.enabled") + if (!is.null(override)) + return(override) + + # if we're being run in a context where R_LIBS is already set, + # don't load -- presumably we're being run as a sub-process and + # the parent process has already set up library paths for us + rcmd <- Sys.getenv("R_CMD", unset = NA) + rlibs <- Sys.getenv("R_LIBS", unset = NA) + if (!is.na(rlibs) && !is.na(rcmd)) + return(FALSE) + + # next, check environment variables + # TODO: prefer using the configuration one in the future + envvars <- c( + "RENV_CONFIG_AUTOLOADER_ENABLED", + "RENV_AUTOLOADER_ENABLED", + "RENV_ACTIVATE_PROJECT" + ) + + for (envvar in envvars) { + envval <- Sys.getenv(envvar, unset = NA) + if (!is.na(envval)) + return(tolower(envval) %in% c("true", "t", "1")) + } + + # enable by default + TRUE + + }) + + # bail if we're not enabled + if (!enabled) { + + # if we're not enabled, we might still need to manually load + # the user profile here + profile <- Sys.getenv("R_PROFILE_USER", unset = "~/.Rprofile") + if (file.exists(profile)) { + cfg <- Sys.getenv("RENV_CONFIG_USER_PROFILE", unset = "TRUE") + if (tolower(cfg) %in% c("true", "t", "1")) + sys.source(profile, envir = globalenv()) + } + + return(FALSE) + + } + + # avoid recursion + if (identical(getOption("renv.autoloader.running"), TRUE)) { + warning("ignoring recursive attempt to run renv autoloader") + return(invisible(TRUE)) + } + + # signal that we're loading renv during R startup + options(renv.autoloader.running = TRUE) + on.exit(options(renv.autoloader.running = NULL), add = TRUE) + + # signal that we've consented to use renv + options(renv.consent = TRUE) + + # load the 'utils' package eagerly -- this ensures that renv shims, which + # mask 'utils' packages, will come first on the search path + library(utils, lib.loc = .Library) + + # unload renv if it's already been loaded + if ("renv" %in% loadedNamespaces()) + unloadNamespace("renv") + + # load bootstrap tools + `%||%` <- function(x, y) { + if (is.null(x)) y else x + } + + catf <- function(fmt, ..., appendLF = TRUE) { + + quiet <- getOption("renv.bootstrap.quiet", default = FALSE) + if (quiet) + return(invisible()) + + msg <- sprintf(fmt, ...) + cat(msg, file = stdout(), sep = if (appendLF) "\n" else "") + + invisible(msg) + + } + + header <- function(label, + ..., + prefix = "#", + suffix = "-", + n = min(getOption("width"), 78)) + { + label <- sprintf(label, ...) + n <- max(n - nchar(label) - nchar(prefix) - 2L, 8L) + if (n <= 0) + return(paste(prefix, label)) + + tail <- paste(rep.int(suffix, n), collapse = "") + paste0(prefix, " ", label, " ", tail) + + } + + startswith <- function(string, prefix) { + substring(string, 1, nchar(prefix)) == prefix + } + + bootstrap <- function(version, library) { + + friendly <- renv_bootstrap_version_friendly(version) + section <- header(sprintf("Bootstrapping renv %s", friendly)) + catf(section) + + # attempt to download renv + catf("- Downloading renv ... ", appendLF = FALSE) + withCallingHandlers( + tarball <- renv_bootstrap_download(version), + error = function(err) { + catf("FAILED") + stop("failed to download:\n", conditionMessage(err)) + } + ) + catf("OK") + on.exit(unlink(tarball), add = TRUE) + + # now attempt to install + catf("- Installing renv ... ", appendLF = FALSE) + withCallingHandlers( + status <- renv_bootstrap_install(version, tarball, library), + error = function(err) { + catf("FAILED") + stop("failed to install:\n", conditionMessage(err)) + } + ) + catf("OK") + + # add empty line to break up bootstrapping from normal output + catf("") + + return(invisible()) + } + + renv_bootstrap_tests_running <- function() { + getOption("renv.tests.running", default = FALSE) + } + + renv_bootstrap_repos <- function() { + + # get CRAN repository + cran <- getOption("renv.repos.cran", "https://cloud.r-project.org") + + # check for repos override + repos <- Sys.getenv("RENV_CONFIG_REPOS_OVERRIDE", unset = NA) + if (!is.na(repos)) { + + # check for RSPM; if set, use a fallback repository for renv + rspm <- Sys.getenv("RSPM", unset = NA) + if (identical(rspm, repos)) + repos <- c(RSPM = rspm, CRAN = cran) + + return(repos) + + } + + # check for lockfile repositories + repos <- tryCatch(renv_bootstrap_repos_lockfile(), error = identity) + if (!inherits(repos, "error") && length(repos)) + return(repos) + + # retrieve current repos + repos <- getOption("repos") + + # ensure @CRAN@ entries are resolved + repos[repos == "@CRAN@"] <- cran + + # add in renv.bootstrap.repos if set + default <- c(FALLBACK = "https://cloud.r-project.org") + extra <- getOption("renv.bootstrap.repos", default = default) + repos <- c(repos, extra) + + # remove duplicates that might've snuck in + dupes <- duplicated(repos) | duplicated(names(repos)) + repos[!dupes] + + } + + renv_bootstrap_repos_lockfile <- function() { + + lockpath <- Sys.getenv("RENV_PATHS_LOCKFILE", unset = "renv.lock") + if (!file.exists(lockpath)) + return(NULL) + + lockfile <- tryCatch(renv_json_read(lockpath), error = identity) + if (inherits(lockfile, "error")) { + warning(lockfile) + return(NULL) + } + + repos <- lockfile$R$Repositories + if (length(repos) == 0) + return(NULL) + + keys <- vapply(repos, `[[`, "Name", FUN.VALUE = character(1)) + vals <- vapply(repos, `[[`, "URL", FUN.VALUE = character(1)) + names(vals) <- keys + + return(vals) + + } + + renv_bootstrap_download <- function(version) { + + sha <- attr(version, "sha", exact = TRUE) + + methods <- if (!is.null(sha)) { + + # attempting to bootstrap a development version of renv + c( + function() renv_bootstrap_download_tarball(sha), + function() renv_bootstrap_download_github(sha) + ) + + } else { + + # attempting to bootstrap a release version of renv + c( + function() renv_bootstrap_download_tarball(version), + function() renv_bootstrap_download_cran_latest(version), + function() renv_bootstrap_download_cran_archive(version) + ) + + } + + for (method in methods) { + path <- tryCatch(method(), error = identity) + if (is.character(path) && file.exists(path)) + return(path) + } + + stop("All download methods failed") + + } + + renv_bootstrap_download_impl <- function(url, destfile) { + + mode <- "wb" + + # https://bugs.r-project.org/bugzilla/show_bug.cgi?id=17715 + fixup <- + Sys.info()[["sysname"]] == "Windows" && + substring(url, 1L, 5L) == "file:" + + if (fixup) + mode <- "w+b" + + args <- list( + url = url, + destfile = destfile, + mode = mode, + quiet = TRUE + ) + + if ("headers" %in% names(formals(utils::download.file))) + args$headers <- renv_bootstrap_download_custom_headers(url) + + do.call(utils::download.file, args) + + } + + renv_bootstrap_download_custom_headers <- function(url) { + + headers <- getOption("renv.download.headers") + if (is.null(headers)) + return(character()) + + if (!is.function(headers)) + stopf("'renv.download.headers' is not a function") + + headers <- headers(url) + if (length(headers) == 0L) + return(character()) + + if (is.list(headers)) + headers <- unlist(headers, recursive = FALSE, use.names = TRUE) + + ok <- + is.character(headers) && + is.character(names(headers)) && + all(nzchar(names(headers))) + + if (!ok) + stop("invocation of 'renv.download.headers' did not return a named character vector") + + headers + + } + + renv_bootstrap_download_cran_latest <- function(version) { + + spec <- renv_bootstrap_download_cran_latest_find(version) + type <- spec$type + repos <- spec$repos + + baseurl <- utils::contrib.url(repos = repos, type = type) + ext <- if (identical(type, "source")) + ".tar.gz" + else if (Sys.info()[["sysname"]] == "Windows") + ".zip" + else + ".tgz" + name <- sprintf("renv_%s%s", version, ext) + url <- paste(baseurl, name, sep = "/") + + destfile <- file.path(tempdir(), name) + status <- tryCatch( + renv_bootstrap_download_impl(url, destfile), + condition = identity + ) + + if (inherits(status, "condition")) + return(FALSE) + + # report success and return + destfile + + } + + renv_bootstrap_download_cran_latest_find <- function(version) { + + # check whether binaries are supported on this system + binary <- + getOption("renv.bootstrap.binary", default = TRUE) && + !identical(.Platform$pkgType, "source") && + !identical(getOption("pkgType"), "source") && + Sys.info()[["sysname"]] %in% c("Darwin", "Windows") + + types <- c(if (binary) "binary", "source") + + # iterate over types + repositories + for (type in types) { + for (repos in renv_bootstrap_repos()) { + + # retrieve package database + db <- tryCatch( + as.data.frame( + utils::available.packages(type = type, repos = repos), + stringsAsFactors = FALSE + ), + error = identity + ) + + if (inherits(db, "error")) + next + + # check for compatible entry + entry <- db[db$Package %in% "renv" & db$Version %in% version, ] + if (nrow(entry) == 0) + next + + # found it; return spec to caller + spec <- list(entry = entry, type = type, repos = repos) + return(spec) + + } + } + + # if we got here, we failed to find renv + fmt <- "renv %s is not available from your declared package repositories" + stop(sprintf(fmt, version)) + + } + + renv_bootstrap_download_cran_archive <- function(version) { + + name <- sprintf("renv_%s.tar.gz", version) + repos <- renv_bootstrap_repos() + urls <- file.path(repos, "src/contrib/Archive/renv", name) + destfile <- file.path(tempdir(), name) + + for (url in urls) { + + status <- tryCatch( + renv_bootstrap_download_impl(url, destfile), + condition = identity + ) + + if (identical(status, 0L)) + return(destfile) + + } + + return(FALSE) + + } + + renv_bootstrap_download_tarball <- function(version) { + + # if the user has provided the path to a tarball via + # an environment variable, then use it + tarball <- Sys.getenv("RENV_BOOTSTRAP_TARBALL", unset = NA) + if (is.na(tarball)) + return() + + # allow directories + if (dir.exists(tarball)) { + name <- sprintf("renv_%s.tar.gz", version) + tarball <- file.path(tarball, name) + } + + # bail if it doesn't exist + if (!file.exists(tarball)) { + + # let the user know we weren't able to honour their request + fmt <- "- RENV_BOOTSTRAP_TARBALL is set (%s) but does not exist." + msg <- sprintf(fmt, tarball) + warning(msg) + + # bail + return() + + } + + catf("- Using local tarball '%s'.", tarball) + tarball + + } + + renv_bootstrap_download_github <- function(version) { + + enabled <- Sys.getenv("RENV_BOOTSTRAP_FROM_GITHUB", unset = "TRUE") + if (!identical(enabled, "TRUE")) + return(FALSE) + + # prepare download options + pat <- Sys.getenv("GITHUB_PAT") + if (nzchar(Sys.which("curl")) && nzchar(pat)) { + fmt <- "--location --fail --header \"Authorization: token %s\"" + extra <- sprintf(fmt, pat) + saved <- options("download.file.method", "download.file.extra") + options(download.file.method = "curl", download.file.extra = extra) + on.exit(do.call(base::options, saved), add = TRUE) + } else if (nzchar(Sys.which("wget")) && nzchar(pat)) { + fmt <- "--header=\"Authorization: token %s\"" + extra <- sprintf(fmt, pat) + saved <- options("download.file.method", "download.file.extra") + options(download.file.method = "wget", download.file.extra = extra) + on.exit(do.call(base::options, saved), add = TRUE) + } + + url <- file.path("https://api.github.com/repos/rstudio/renv/tarball", version) + name <- sprintf("renv_%s.tar.gz", version) + destfile <- file.path(tempdir(), name) + + status <- tryCatch( + renv_bootstrap_download_impl(url, destfile), + condition = identity + ) + + if (!identical(status, 0L)) + return(FALSE) + + renv_bootstrap_download_augment(destfile) + + return(destfile) + + } + + # Add Sha to DESCRIPTION. This is stop gap until #890, after which we + # can use renv::install() to fully capture metadata. + renv_bootstrap_download_augment <- function(destfile) { + sha <- renv_bootstrap_git_extract_sha1_tar(destfile) + if (is.null(sha)) { + return() + } + + # Untar + tempdir <- tempfile("renv-github-") + on.exit(unlink(tempdir, recursive = TRUE), add = TRUE) + untar(destfile, exdir = tempdir) + pkgdir <- dir(tempdir, full.names = TRUE)[[1]] + + # Modify description + desc_path <- file.path(pkgdir, "DESCRIPTION") + desc_lines <- readLines(desc_path) + remotes_fields <- c( + "RemoteType: github", + "RemoteHost: api.github.com", + "RemoteRepo: renv", + "RemoteUsername: rstudio", + "RemotePkgRef: rstudio/renv", + paste("RemoteRef: ", sha), + paste("RemoteSha: ", sha) + ) + writeLines(c(desc_lines[desc_lines != ""], remotes_fields), con = desc_path) + + # Re-tar + local({ + old <- setwd(tempdir) + on.exit(setwd(old), add = TRUE) + + tar(destfile, compression = "gzip") + }) + invisible() + } + + # Extract the commit hash from a git archive. Git archives include the SHA1 + # hash as the comment field of the tarball pax extended header + # (see https://www.kernel.org/pub/software/scm/git/docs/git-archive.html) + # For GitHub archives this should be the first header after the default one + # (512 byte) header. + renv_bootstrap_git_extract_sha1_tar <- function(bundle) { + + # open the bundle for reading + # We use gzcon for everything because (from ?gzcon) + # > Reading from a connection which does not supply a 'gzip' magic + # > header is equivalent to reading from the original connection + conn <- gzcon(file(bundle, open = "rb", raw = TRUE)) + on.exit(close(conn)) + + # The default pax header is 512 bytes long and the first pax extended header + # with the comment should be 51 bytes long + # `52 comment=` (11 chars) + 40 byte SHA1 hash + len <- 0x200 + 0x33 + res <- rawToChar(readBin(conn, "raw", n = len)[0x201:len]) + + if (grepl("^52 comment=", res)) { + sub("52 comment=", "", res) + } else { + NULL + } + } + + renv_bootstrap_install <- function(version, tarball, library) { + + # attempt to install it into project library + dir.create(library, showWarnings = FALSE, recursive = TRUE) + output <- renv_bootstrap_install_impl(library, tarball) + + # check for successful install + status <- attr(output, "status") + if (is.null(status) || identical(status, 0L)) + return(status) + + # an error occurred; report it + header <- "installation of renv failed" + lines <- paste(rep.int("=", nchar(header)), collapse = "") + text <- paste(c(header, lines, output), collapse = "\n") + stop(text) + + } + + renv_bootstrap_install_impl <- function(library, tarball) { + + # invoke using system2 so we can capture and report output + bin <- R.home("bin") + exe <- if (Sys.info()[["sysname"]] == "Windows") "R.exe" else "R" + R <- file.path(bin, exe) + + args <- c( + "--vanilla", "CMD", "INSTALL", "--no-multiarch", + "-l", shQuote(path.expand(library)), + shQuote(path.expand(tarball)) + ) + + system2(R, args, stdout = TRUE, stderr = TRUE) + + } + + renv_bootstrap_platform_prefix <- function() { + + # construct version prefix + version <- paste(R.version$major, R.version$minor, sep = ".") + prefix <- paste("R", numeric_version(version)[1, 1:2], sep = "-") + + # include SVN revision for development versions of R + # (to avoid sharing platform-specific artefacts with released versions of R) + devel <- + identical(R.version[["status"]], "Under development (unstable)") || + identical(R.version[["nickname"]], "Unsuffered Consequences") + + if (devel) + prefix <- paste(prefix, R.version[["svn rev"]], sep = "-r") + + # build list of path components + components <- c(prefix, R.version$platform) + + # include prefix if provided by user + prefix <- renv_bootstrap_platform_prefix_impl() + if (!is.na(prefix) && nzchar(prefix)) + components <- c(prefix, components) + + # build prefix + paste(components, collapse = "/") + + } + + renv_bootstrap_platform_prefix_impl <- function() { + + # if an explicit prefix has been supplied, use it + prefix <- Sys.getenv("RENV_PATHS_PREFIX", unset = NA) + if (!is.na(prefix)) + return(prefix) + + # if the user has requested an automatic prefix, generate it + auto <- Sys.getenv("RENV_PATHS_PREFIX_AUTO", unset = NA) + if (auto %in% c("TRUE", "True", "true", "1")) + return(renv_bootstrap_platform_prefix_auto()) + + # empty string on failure + "" + + } + + renv_bootstrap_platform_prefix_auto <- function() { + + prefix <- tryCatch(renv_bootstrap_platform_os(), error = identity) + if (inherits(prefix, "error") || prefix %in% "unknown") { + + msg <- paste( + "failed to infer current operating system", + "please file a bug report at https://github.com/rstudio/renv/issues", + sep = "; " + ) + + warning(msg) + + } + + prefix + + } + + renv_bootstrap_platform_os <- function() { + + sysinfo <- Sys.info() + sysname <- sysinfo[["sysname"]] + + # handle Windows + macOS up front + if (sysname == "Windows") + return("windows") + else if (sysname == "Darwin") + return("macos") + + # check for os-release files + for (file in c("/etc/os-release", "/usr/lib/os-release")) + if (file.exists(file)) + return(renv_bootstrap_platform_os_via_os_release(file, sysinfo)) + + # check for redhat-release files + if (file.exists("/etc/redhat-release")) + return(renv_bootstrap_platform_os_via_redhat_release()) + + "unknown" + + } + + renv_bootstrap_platform_os_via_os_release <- function(file, sysinfo) { + + # read /etc/os-release + release <- utils::read.table( + file = file, + sep = "=", + quote = c("\"", "'"), + col.names = c("Key", "Value"), + comment.char = "#", + stringsAsFactors = FALSE + ) + + vars <- as.list(release$Value) + names(vars) <- release$Key + + # get os name + os <- tolower(sysinfo[["sysname"]]) + + # read id + id <- "unknown" + for (field in c("ID", "ID_LIKE")) { + if (field %in% names(vars) && nzchar(vars[[field]])) { + id <- vars[[field]] + break + } + } + + # read version + version <- "unknown" + for (field in c("UBUNTU_CODENAME", "VERSION_CODENAME", "VERSION_ID", "BUILD_ID")) { + if (field %in% names(vars) && nzchar(vars[[field]])) { + version <- vars[[field]] + break + } + } + + # join together + paste(c(os, id, version), collapse = "-") + + } + + renv_bootstrap_platform_os_via_redhat_release <- function() { + + # read /etc/redhat-release + contents <- readLines("/etc/redhat-release", warn = FALSE) + + # infer id + id <- if (grepl("centos", contents, ignore.case = TRUE)) + "centos" + else if (grepl("redhat", contents, ignore.case = TRUE)) + "redhat" + else + "unknown" + + # try to find a version component (very hacky) + version <- "unknown" + + parts <- strsplit(contents, "[[:space:]]")[[1L]] + for (part in parts) { + + nv <- tryCatch(numeric_version(part), error = identity) + if (inherits(nv, "error")) + next + + version <- nv[1, 1] + break + + } + + paste(c("linux", id, version), collapse = "-") + + } + + renv_bootstrap_library_root_name <- function(project) { + + # use project name as-is if requested + asis <- Sys.getenv("RENV_PATHS_LIBRARY_ROOT_ASIS", unset = "FALSE") + if (asis) + return(basename(project)) + + # otherwise, disambiguate based on project's path + id <- substring(renv_bootstrap_hash_text(project), 1L, 8L) + paste(basename(project), id, sep = "-") + + } + + renv_bootstrap_library_root <- function(project) { + + prefix <- renv_bootstrap_profile_prefix() + + path <- Sys.getenv("RENV_PATHS_LIBRARY", unset = NA) + if (!is.na(path)) + return(paste(c(path, prefix), collapse = "/")) + + path <- renv_bootstrap_library_root_impl(project) + if (!is.null(path)) { + name <- renv_bootstrap_library_root_name(project) + return(paste(c(path, prefix, name), collapse = "/")) + } + + renv_bootstrap_paths_renv("library", project = project) + + } + + renv_bootstrap_library_root_impl <- function(project) { + + root <- Sys.getenv("RENV_PATHS_LIBRARY_ROOT", unset = NA) + if (!is.na(root)) + return(root) + + type <- renv_bootstrap_project_type(project) + if (identical(type, "package")) { + userdir <- renv_bootstrap_user_dir() + return(file.path(userdir, "library")) + } + + } + + renv_bootstrap_validate_version <- function(version, description = NULL) { + + # resolve description file + # + # avoid passing lib.loc to `packageDescription()` below, since R will + # use the loaded version of the package by default anyhow. note that + # this function should only be called after 'renv' is loaded + # https://github.com/rstudio/renv/issues/1625 + description <- description %||% packageDescription("renv") + + # check whether requested version 'version' matches loaded version of renv + sha <- attr(version, "sha", exact = TRUE) + valid <- if (!is.null(sha)) + renv_bootstrap_validate_version_dev(sha, description) + else + renv_bootstrap_validate_version_release(version, description) + + if (valid) + return(TRUE) + + # the loaded version of renv doesn't match the requested version; + # give the user instructions on how to proceed + remote <- if (!is.null(description[["RemoteSha"]])) { + paste("rstudio/renv", description[["RemoteSha"]], sep = "@") + } else { + paste("renv", description[["Version"]], sep = "@") + } + + # display both loaded version + sha if available + friendly <- renv_bootstrap_version_friendly( + version = description[["Version"]], + sha = description[["RemoteSha"]] + ) + + fmt <- paste( + "renv %1$s was loaded from project library, but this project is configured to use renv %2$s.", + "- Use `renv::record(\"%3$s\")` to record renv %1$s in the lockfile.", + "- Use `renv::restore(packages = \"renv\")` to install renv %2$s into the project library.", + sep = "\n" + ) + catf(fmt, friendly, renv_bootstrap_version_friendly(version), remote) + + FALSE + + } + + renv_bootstrap_validate_version_dev <- function(version, description) { + expected <- description[["RemoteSha"]] + is.character(expected) && startswith(expected, version) + } + + renv_bootstrap_validate_version_release <- function(version, description) { + expected <- description[["Version"]] + is.character(expected) && identical(expected, version) + } + + renv_bootstrap_hash_text <- function(text) { + + hashfile <- tempfile("renv-hash-") + on.exit(unlink(hashfile), add = TRUE) + + writeLines(text, con = hashfile) + tools::md5sum(hashfile) + + } + + renv_bootstrap_load <- function(project, libpath, version) { + + # try to load renv from the project library + if (!requireNamespace("renv", lib.loc = libpath, quietly = TRUE)) + return(FALSE) + + # warn if the version of renv loaded does not match + renv_bootstrap_validate_version(version) + + # execute renv load hooks, if any + hooks <- getHook("renv::autoload") + for (hook in hooks) + if (is.function(hook)) + tryCatch(hook(), error = warnify) + + # load the project + renv::load(project) + + TRUE + + } + + renv_bootstrap_profile_load <- function(project) { + + # if RENV_PROFILE is already set, just use that + profile <- Sys.getenv("RENV_PROFILE", unset = NA) + if (!is.na(profile) && nzchar(profile)) + return(profile) + + # check for a profile file (nothing to do if it doesn't exist) + path <- renv_bootstrap_paths_renv("profile", profile = FALSE, project = project) + if (!file.exists(path)) + return(NULL) + + # read the profile, and set it if it exists + contents <- readLines(path, warn = FALSE) + if (length(contents) == 0L) + return(NULL) + + # set RENV_PROFILE + profile <- contents[[1L]] + if (!profile %in% c("", "default")) + Sys.setenv(RENV_PROFILE = profile) + + profile + + } + + renv_bootstrap_profile_prefix <- function() { + profile <- renv_bootstrap_profile_get() + if (!is.null(profile)) + return(file.path("profiles", profile, "renv")) + } + + renv_bootstrap_profile_get <- function() { + profile <- Sys.getenv("RENV_PROFILE", unset = "") + renv_bootstrap_profile_normalize(profile) + } + + renv_bootstrap_profile_set <- function(profile) { + profile <- renv_bootstrap_profile_normalize(profile) + if (is.null(profile)) + Sys.unsetenv("RENV_PROFILE") + else + Sys.setenv(RENV_PROFILE = profile) + } + + renv_bootstrap_profile_normalize <- function(profile) { + + if (is.null(profile) || profile %in% c("", "default")) + return(NULL) + + profile + + } + + renv_bootstrap_path_absolute <- function(path) { + + substr(path, 1L, 1L) %in% c("~", "/", "\\") || ( + substr(path, 1L, 1L) %in% c(letters, LETTERS) && + substr(path, 2L, 3L) %in% c(":/", ":\\") + ) + + } + + renv_bootstrap_paths_renv <- function(..., profile = TRUE, project = NULL) { + renv <- Sys.getenv("RENV_PATHS_RENV", unset = "renv") + root <- if (renv_bootstrap_path_absolute(renv)) NULL else project + prefix <- if (profile) renv_bootstrap_profile_prefix() + components <- c(root, renv, prefix, ...) + paste(components, collapse = "/") + } + + renv_bootstrap_project_type <- function(path) { + + descpath <- file.path(path, "DESCRIPTION") + if (!file.exists(descpath)) + return("unknown") + + desc <- tryCatch( + read.dcf(descpath, all = TRUE), + error = identity + ) + + if (inherits(desc, "error")) + return("unknown") + + type <- desc$Type + if (!is.null(type)) + return(tolower(type)) + + package <- desc$Package + if (!is.null(package)) + return("package") + + "unknown" + + } + + renv_bootstrap_user_dir <- function() { + dir <- renv_bootstrap_user_dir_impl() + path.expand(chartr("\\", "/", dir)) + } + + renv_bootstrap_user_dir_impl <- function() { + + # use local override if set + override <- getOption("renv.userdir.override") + if (!is.null(override)) + return(override) + + # use R_user_dir if available + tools <- asNamespace("tools") + if (is.function(tools$R_user_dir)) + return(tools$R_user_dir("renv", "cache")) + + # try using our own backfill for older versions of R + envvars <- c("R_USER_CACHE_DIR", "XDG_CACHE_HOME") + for (envvar in envvars) { + root <- Sys.getenv(envvar, unset = NA) + if (!is.na(root)) + return(file.path(root, "R/renv")) + } + + # use platform-specific default fallbacks + if (Sys.info()[["sysname"]] == "Windows") + file.path(Sys.getenv("LOCALAPPDATA"), "R/cache/R/renv") + else if (Sys.info()[["sysname"]] == "Darwin") + "~/Library/Caches/org.R-project.R/R/renv" + else + "~/.cache/R/renv" + + } + + renv_bootstrap_version_friendly <- function(version, shafmt = NULL, sha = NULL) { + sha <- sha %||% attr(version, "sha", exact = TRUE) + parts <- c(version, sprintf(shafmt %||% " [sha: %s]", substring(sha, 1L, 7L))) + paste(parts, collapse = "") + } + + renv_bootstrap_exec <- function(project, libpath, version) { + if (!renv_bootstrap_load(project, libpath, version)) + renv_bootstrap_run(version, libpath) + } + + renv_bootstrap_run <- function(version, libpath) { + + # perform bootstrap + bootstrap(version, libpath) + + # exit early if we're just testing bootstrap + if (!is.na(Sys.getenv("RENV_BOOTSTRAP_INSTALL_ONLY", unset = NA))) + return(TRUE) + + # try again to load + if (requireNamespace("renv", lib.loc = libpath, quietly = TRUE)) { + return(renv::load(project = getwd())) + } + + # failed to download or load renv; warn the user + msg <- c( + "Failed to find an renv installation: the project will not be loaded.", + "Use `renv::activate()` to re-initialize the project." + ) + + warning(paste(msg, collapse = "\n"), call. = FALSE) + + } + + renv_json_read <- function(file = NULL, text = NULL) { + + jlerr <- NULL + + # if jsonlite is loaded, use that instead + if ("jsonlite" %in% loadedNamespaces()) { + + json <- tryCatch(renv_json_read_jsonlite(file, text), error = identity) + if (!inherits(json, "error")) + return(json) + + jlerr <- json + + } + + # otherwise, fall back to the default JSON reader + json <- tryCatch(renv_json_read_default(file, text), error = identity) + if (!inherits(json, "error")) + return(json) + + # report an error + if (!is.null(jlerr)) + stop(jlerr) + else + stop(json) + + } + + renv_json_read_jsonlite <- function(file = NULL, text = NULL) { + text <- paste(text %||% readLines(file, warn = FALSE), collapse = "\n") + jsonlite::fromJSON(txt = text, simplifyVector = FALSE) + } + + renv_json_read_default <- function(file = NULL, text = NULL) { + + # find strings in the JSON + text <- paste(text %||% readLines(file, warn = FALSE), collapse = "\n") + pattern <- '["](?:(?:\\\\.)|(?:[^"\\\\]))*?["]' + locs <- gregexpr(pattern, text, perl = TRUE)[[1]] + + # if any are found, replace them with placeholders + replaced <- text + strings <- character() + replacements <- character() + + if (!identical(c(locs), -1L)) { + + # get the string values + starts <- locs + ends <- locs + attr(locs, "match.length") - 1L + strings <- substring(text, starts, ends) + + # only keep those requiring escaping + strings <- grep("[[\\]{}:]", strings, perl = TRUE, value = TRUE) + + # compute replacements + replacements <- sprintf('"\032%i\032"', seq_along(strings)) + + # replace the strings + mapply(function(string, replacement) { + replaced <<- sub(string, replacement, replaced, fixed = TRUE) + }, strings, replacements) + + } + + # transform the JSON into something the R parser understands + transformed <- replaced + transformed <- gsub("{}", "`names<-`(list(), character())", transformed, fixed = TRUE) + transformed <- gsub("[[{]", "list(", transformed, perl = TRUE) + transformed <- gsub("[]}]", ")", transformed, perl = TRUE) + transformed <- gsub(":", "=", transformed, fixed = TRUE) + text <- paste(transformed, collapse = "\n") + + # parse it + json <- parse(text = text, keep.source = FALSE, srcfile = NULL)[[1L]] + + # construct map between source strings, replaced strings + map <- as.character(parse(text = strings)) + names(map) <- as.character(parse(text = replacements)) + + # convert to list + map <- as.list(map) + + # remap strings in object + remapped <- renv_json_read_remap(json, map) + + # evaluate + eval(remapped, envir = baseenv()) + + } + + renv_json_read_remap <- function(json, map) { + + # fix names + if (!is.null(names(json))) { + lhs <- match(names(json), names(map), nomatch = 0L) + rhs <- match(names(map), names(json), nomatch = 0L) + names(json)[rhs] <- map[lhs] + } + + # fix values + if (is.character(json)) + return(map[[json]] %||% json) + + # handle true, false, null + if (is.name(json)) { + text <- as.character(json) + if (text == "true") + return(TRUE) + else if (text == "false") + return(FALSE) + else if (text == "null") + return(NULL) + } + + # recurse + if (is.recursive(json)) { + for (i in seq_along(json)) { + json[i] <- list(renv_json_read_remap(json[[i]], map)) + } + } + + json + + } + + # load the renv profile, if any + renv_bootstrap_profile_load(project) + + # construct path to library root + root <- renv_bootstrap_library_root(project) + + # construct library prefix for platform + prefix <- renv_bootstrap_platform_prefix() + + # construct full libpath + libpath <- file.path(root, prefix) + + # run bootstrap code + renv_bootstrap_exec(project, libpath, version) + + invisible() + +}) diff --git a/backend-R/renv/settings.json b/backend-R/renv/settings.json new file mode 100644 index 00000000..a1ae2284 --- /dev/null +++ b/backend-R/renv/settings.json @@ -0,0 +1,19 @@ +{ + "bioconductor.version": null, + "external.libraries": [], + "ignored.packages": [], + "package.dependency.fields": [ + "Imports", + "Depends", + "LinkingTo" + ], + "ppm.enabled": null, + "ppm.ignored.urls": [], + "r.version": null, + "snapshot.type": "all", + "use.cache": true, + "vcs.ignore.cellar": true, + "vcs.ignore.library": true, + "vcs.ignore.local": true, + "vcs.manage.ignores": true +} diff --git a/backend-python/README.md b/backend-python/README.md new file mode 100644 index 00000000..6f407796 --- /dev/null +++ b/backend-python/README.md @@ -0,0 +1,7 @@ +# Python backend + +## Usage + +- `poetry install` to install dependencies +- `poetry run python xyz.py` to run a Python script +- `poetry run pytest` to run tests diff --git a/backend-python/media_impact_monitor/__init__.py b/backend-python/media_impact_monitor/__init__.py new file mode 100644 index 00000000..cc7ddfa7 --- /dev/null +++ b/backend-python/media_impact_monitor/__init__.py @@ -0,0 +1 @@ +"""Main module for media_impact_monitor package.""" diff --git a/backend-python/media_impact_monitor/api.py b/backend-python/media_impact_monitor/api.py new file mode 100644 index 00000000..3e7b6491 --- /dev/null +++ b/backend-python/media_impact_monitor/api.py @@ -0,0 +1,73 @@ +"""API for the Media Impact Monitor. + +Run with: `uvicorn media_impact_monitor.api:app --reload` +Or, if necessary: `poetry run uvicorn media_impact_monitor.api:app --reload` +""" + +from functools import partial + +import pandas as pd +from fastapi import FastAPI +from fastapi.responses import PlainTextResponse +from typing_extensions import Literal + +from media_impact_monitor.data_loaders.news_online.mediacloud_ import ( + get_mediacloud_counts, +) +from media_impact_monitor.data_loaders.news_print.genios import get_genios_counts +from media_impact_monitor.data_loaders.protest.acled import get_acled_events +from media_impact_monitor.types_ import CountJson, CountType, EventJson + +app = FastAPI() + + +@app.get("/", response_class=PlainTextResponse) +def welcome() -> str: + version = "0.1.2" + return f"Media Impact Monitor API, v{version}\nDocumentation: /docs" + + +parse_date = partial(pd.to_datetime, format="%Y-%m-%d") + + +@app.get("/events/") +def get_events( + types: list[Literal["protest"]], + keywords: list[str], + organizations: list[str], + start_date: str, + end_date: str, +) -> list[EventJson]: + """Fetch events from the Media Impact Monitor database.""" + events = get_acled_events(keyword=keywords[0]) + start_date = parse_date(start_date) + end_date = parse_date(end_date) + # ... TODO + return events.to_dict(orient="records")[:50] + + +@app.get("/counts/") +def get_counts( + types: list[CountType], + keywords: list[str], + start_date: str, + end_date: str, +) -> dict[CountType, list[CountJson]]: + """Fetch media item counts from the Media Impact Monitor database.""" + start_date = parse_date(start_date) + end_date = parse_date(end_date) + results = {} + if "news_online" in types: + results["news_online"] = get_mediacloud_counts( + query=keywords[0], + start_date=start_date, + end_date=end_date, + ).to_dict(orient="records")[:50] + if "news_print" in types: + results["news_print"] = get_genios_counts( + query=keywords[0], + start_date=start_date, + end_date=end_date, + ).to_dict(orient="records")[:50] + # ... TODO + return results diff --git a/backend-python/media_impact_monitor/data_loaders/news_online/mediacloud_.py b/backend-python/media_impact_monitor/data_loaders/news_online/mediacloud_.py new file mode 100644 index 00000000..4321dfb9 --- /dev/null +++ b/backend-python/media_impact_monitor/data_loaders/news_online/mediacloud_.py @@ -0,0 +1,47 @@ +import os +from datetime import date +from typing import Literal + +import mediacloud.api +import pandas as pd +from dotenv import load_dotenv + +load_dotenv() + +token = os.environ["MEDIACLOUD_API_TOKEN"] +search = mediacloud.api.SearchApi(token) +directory = mediacloud.api.DirectoryApi(token) + +start = date(2023, 1, 1) +end = date(2024, 1, 1) + +Platform = Literal["onlinenews-mediacloud", "onlinenews-waybackmachine"] + + +def get_mediacloud_counts( + query: str, + start_date: pd.Timestamp = start, + end_date: pd.Timestamp = end, + countries: list | None = None, +): + assert len(countries) == 1, "Currently only supports one country at a time." + collection_ids: list[str] = [] + if countries: + collection_ids = [] + for country in countries: + results = directory.collection_list(name=f"{country} - national")["results"] + assert ( + len(results) == 1 + ), f"Expected 1 result, got {len(results)} for {country}" + collection_ids.append(results[0]["id"]) + data = search.story_count_over_time( + query=query, + start_date=start_date.to_pydatetime().date(), + end_date=end_date.to_pydatetime().date(), + # There seems to be a bug in the library relating to `collection_ids`: + collection_ids=collection_ids, + ) + df = pd.DataFrame(data) + df["date"] = pd.to_datetime(df["date"]) + df = df.set_index("date") + return df diff --git a/backend-python/media_impact_monitor/data_loaders/news_online/mediacloud_test.py b/backend-python/media_impact_monitor/data_loaders/news_online/mediacloud_test.py new file mode 100644 index 00000000..ca295699 --- /dev/null +++ b/backend-python/media_impact_monitor/data_loaders/news_online/mediacloud_test.py @@ -0,0 +1,38 @@ +import pandas as pd +import pytest +from media_impact_monitor.data_loaders.news_online.mediacloud_ import ( + get_mediacloud_counts, +) + + +@pytest.mark.skip(reason="There are some bugs with the mediacloud library.") +def test_get_counts_mediacloud(): + df = get_mediacloud_counts( + "Fridays for Future", + pd.Timestamp("2023-06-01"), + pd.Timestamp("2023-12-01"), + ["Germany", "United Kingdom"], + ) + assert not df.empty, "The dataframe returned is unexpectedly empty." + assert ( + df.index >= "2023-06-01" + ).all(), "The returned dataframe contains dates before the start date." + assert ( + df.index <= "2023-12-01" + ).all(), "The returned dataframe contains dates after the end date." + assert (df["count"] >= 0).all(), "The returned dataframe contains negative counts." + print(df["count"].diff().abs()) + assert ( + df["count"].diff().abs().fillna(0) <= 200 + ).all(), "The returned dataframe contains a count change of more than 200." + # assume more counts in September (due to global climate strike) than in August + assert ( + df.resample("ME").sum()["count"]["2023-09"].item() + > df.resample("ME").sum()["count"]["2023-08"].item() + ), "The count in September is not higher than in August." + assert ( + df.resample("ME").sum()["count"] < 10_000 + ).all(), "The count per month is higher than 10,000 for some months." + assert ( + df.resample("ME").sum()["count"] > 10 + ).all(), "The count per month is lower than 30 for some months." diff --git a/backend-python/media_impact_monitor/data_loaders/news_print/genios.py b/backend-python/media_impact_monitor/data_loaders/news_print/genios.py new file mode 100644 index 00000000..c14774ec --- /dev/null +++ b/backend-python/media_impact_monitor/data_loaders/news_print/genios.py @@ -0,0 +1,29 @@ +import pandas as pd +from media_impact_monitor.util.cache import cloudcache, get + + +@cloudcache +def get_genios_counts(query: str, start_date: pd.Timestamp, end_date: pd.Timestamp): + response = get( + "https://www.genios.de/api/searchResult/Alle/Presse", + params={ + "requestText": query, + "size": 0, + "sort": "BY_DATE", + "order": "desc", + "resultListType": "DEFAULT", + "date": [ + f"from_{start_date.strftime('%d.%m.%Y')}", + f"to_{end_date.strftime('%d.%m.%Y')}", + ], + "getDateHistograms": "day", + }, + ) + data = response.json()["aggregations"]["day"] + data = [{"date": k, "count": v["count"]} for k, v in data.items()] + df = pd.DataFrame(data) + df["date"] = pd.to_datetime(df["date"], format="%d-%m-%Y") + df = df.set_index("date") + # there is a bug that sets the count at day -1 to 0 + df = df[df.index >= start_date] + return df diff --git a/backend-python/media_impact_monitor/data_loaders/news_print/genios_test.py b/backend-python/media_impact_monitor/data_loaders/news_print/genios_test.py new file mode 100644 index 00000000..077a2f75 --- /dev/null +++ b/backend-python/media_impact_monitor/data_loaders/news_print/genios_test.py @@ -0,0 +1,33 @@ +import pandas as pd +from media_impact_monitor.data_loaders.news_print.genios import get_genios_counts + + +def test_get_counts_genios(): + df = get_genios_counts( + "Fridays for Future", + pd.Timestamp("2023-06-01"), + pd.Timestamp("2023-12-01"), + ) + assert not df.empty, "The dataframe returned is unexpectedly empty." + assert ( + df.index >= "2023-06-01" + ).all(), "The returned dataframe contains dates before the start date." + assert ( + df.index <= "2023-12-01" + ).all(), "The returned dataframe contains dates after the end date." + assert (df["count"] >= 0).all(), "The returned dataframe contains negative counts." + print(df["count"].diff().abs()) + assert ( + df["count"].diff().abs().fillna(0) <= 1000 + ).all(), "The returned dataframe contains a count change of more than 1000." + # assume more counts in September (due to global climate strike) than in August + assert ( + df.resample("ME").sum()["count"]["2023-09"].item() + > df.resample("ME").sum()["count"]["2023-08"].item() + ), "The count in September is not higher than in August." + assert ( + df.resample("ME").sum()["count"] < 10_000 + ).all(), "The count per month is higher than 10,000 for some months." + assert ( + df.resample("ME").sum()["count"] > 10 + ).all(), "The count per month is lower than 30 for some months." diff --git a/backend-python/media_impact_monitor/data_loaders/protest/acled.py b/backend-python/media_impact_monitor/data_loaders/protest/acled.py new file mode 100644 index 00000000..a953e22f --- /dev/null +++ b/backend-python/media_impact_monitor/data_loaders/protest/acled.py @@ -0,0 +1,74 @@ +import os + +import pandas as pd +from dotenv import load_dotenv +from media_impact_monitor.util.cache import cloudcache, get + +load_dotenv() + +acled_region_keys = { + "Western Africa": 1, + "Middle Africa": 2, + "Eastern Africa": 3, + "Southern Africa": 4, + "Northern Africa": 5, + "South Asia": 7, + "Southeast Asia": 9, + "Middle East": 11, + "Europe": 12, + "Caucasus and Central Asia": 13, + "Central America": 14, + "South America": 15, + "Caribbean": 16, + "East Asia": 17, + "North America": 18, + "Oceania": 19, + "Antarctica": 20, +} + + +@cloudcache +def get_acled_events( + countries: list[str] = [], regions: list[str] = [], keyword: str | None = None +) -> pd.DataFrame: + """Fetch protests from the ACLED API. + + API documentation: https://apidocs.acleddata.com/ + """ + limit = 1_000_000 + parameters = { + "email": os.environ["ACLED_EMAIL"], + "key": os.environ["ACLED_KEY"], + "event_type": "Protests", + "fields": "event_date|assoc_actor_1|notes", + "limit": limit, + } + assert (countries or regions) and not ( + countries and regions + ), "Specify countries or regions, not both." + if countries: + parameters["country"] = "|".join(countries) + if regions: + parameters["region"] = "|".join( + str(acled_region_keys[region]) for region in regions + ) + response = get("https://api.acleddata.com/acled/read", params=parameters) + df = pd.DataFrame(response.json()["data"]) + if df.empty: + raise ValueError("No data returned.") + if len(df) == limit: + raise ValueError(f"Limit of {limit} reached.") + df["event_date"] = pd.to_datetime(df["event_date"]) + if keyword: + df = df[ + df["assoc_actor_1"].str.lower().str.contains(keyword.lower()) + | df["notes"].str.lower().str.contains(keyword.lower()) + ] + df = df.rename( + columns={ + "event_date": "date", + "assoc_actor_1": "organization", + "notes": "description", + } + ) + return df diff --git a/backend-python/media_impact_monitor/data_loaders/protest/acled_test.py b/backend-python/media_impact_monitor/data_loaders/protest/acled_test.py new file mode 100644 index 00000000..3665d4ac --- /dev/null +++ b/backend-python/media_impact_monitor/data_loaders/protest/acled_test.py @@ -0,0 +1,34 @@ +import os + +import pytest +from media_impact_monitor.data_loaders.protest.acled import get_acled_events + + +def test_get_protests_with_keyword(): + test_countries = ["Germany", "Burkina Faso"] + test_keyword = "climate" + assert ( + "ACLED_EMAIL" in os.environ and "ACLED_KEY" in os.environ + ), "Environment variables for ACLED API access are not set." + df = get_acled_events(countries=test_countries, keyword=test_keyword) + assert not df.empty, "The dataframe returned is unexpectedly empty." + assert ( + df["description"].str.lower().str.contains(test_keyword.lower()).all() + ), "Keyword not found in the description." + expected_columns = ["date", "organization", "description"] + assert all( + column in df.columns for column in expected_columns + ), "Not all expected columns are present in the returned DataFrame." + movements = ["Fridays for Future", "Extinction Rebellion"] + assert ( + df["organization"].str.contains(movements[0]).sum() > 10 + ), "Fridays for Future not found in the organization column." + assert ( + df["organization"].str.contains(movements[1]).sum() > 10 + ), "Extinction Rebellion not found in the organization column." + + +def test_get_protests_fail_with_both_countries_and_regions(): + """Test that the function raises an assertion error when both countries and regions are specified.""" + with pytest.raises(AssertionError): + get_acled_events(countries=["United States"], regions=["Western Africa"]) diff --git a/backend-python/media_impact_monitor/types_.py b/backend-python/media_impact_monitor/types_.py new file mode 100644 index 00000000..64871e7e --- /dev/null +++ b/backend-python/media_impact_monitor/types_.py @@ -0,0 +1,33 @@ +from dataclasses import dataclass +from typing import Literal + +import pandas as pd + + +@dataclass +class Event: + date: pd.Timestamp + organization: str + description: str + + +@dataclass +class EventJson: + date: str + organization: str + description: str + + +@dataclass +class Count: + date: pd.Timestamp + count: int + + +@dataclass +class CountJson: + date: str + count: int + + +CountType = Literal["news_online", "news_print"] diff --git a/backend-python/media_impact_monitor/util/cache.py b/backend-python/media_impact_monitor/util/cache.py new file mode 100644 index 00000000..028c68ea --- /dev/null +++ b/backend-python/media_impact_monitor/util/cache.py @@ -0,0 +1,66 @@ +"""Cache functions.""" + +from os import environ +from time import sleep as _sleep + +from dotenv import load_dotenv +from perscache import Cache +from perscache.storage import GoogleCloudStorage +from requests import get as _get +from requests import post as _post +from zenrows import ZenRowsClient + +load_dotenv() + +storage = GoogleCloudStorage("/media-impact-monitor/cache") +cloudcache = Cache(storage=storage) + + +@cloudcache(ignore=["sleep"]) +def get(url, sleep=None, **kwargs): + r"""Send a GET request, cached in the cloud. + + :param url: URL for the new :class:`Request` object. + :param params: (optional) Dictionary, list of tuples or bytes to send + in the query string for the :class:`Request`. + :param sleep: (optional) Number of seconds to sleep after the request. + :param \*\*kwargs: Optional arguments that ``request`` takes. + :return: :class:`Response ` object + :rtype: requests.Response + """ + response = _get(url, **kwargs) + response.raise_for_status() + if sleep is not None: + _sleep(sleep) + return response + + +@cloudcache(ignore=["sleep"]) +def post(url, sleep=None, **kwargs): + r"""Send a POST request, cached in the cloud. + + :param url: URL for the new :class:`Request` object. + :param params: (optional) Dictionary, list of tuples or bytes to send + in the query string for the :class:`Request`. + :param \*\*kwargs: Optional arguments that ``request`` takes. + :param sleep: (optional) Number of seconds to sleep after the request. + :return: :class:`Response ` object + :rtype: requests.Response + """ + response = _post(url, **kwargs) + response.raise_for_status() + if sleep is not None: + _sleep(sleep) + return response + + +concurrency = 10 +retries = 5 + + +@cloudcache +def get_proxied(url, *args, **kwargs): + client = ZenRowsClient( + environ["ZENROWS_API_KEY"], retries=2, concurrency=concurrency + ) + return client.get(url, *args, **kwargs) diff --git a/backend-python/media_impact_monitor/util/cache_test.py b/backend-python/media_impact_monitor/util/cache_test.py new file mode 100644 index 00000000..139094bc --- /dev/null +++ b/backend-python/media_impact_monitor/util/cache_test.py @@ -0,0 +1,45 @@ +import pytest +from media_impact_monitor.util.cache import get, get_proxied, post + +# URLs for the stable testing endpoints (preferably dedicated for testing purposes) +GET_URL = "https://httpbin.org/get" +POST_URL = "https://httpbin.org/post" + +# Test data for the POST request +POST_DATA = {"key": "value"} + + +def test_get_retrieval(): + """ + Test if the `get` function can successfully retrieve content. + """ + response = get(GET_URL) + assert response.status_code == 200 + assert ( + "args" in response.json() + ), "The response should contain 'args' to confirm it's from httpbin.org" + + +def test_post_retrieval(): + """ + Test if the `post` function can successfully retrieve content. + """ + response = post(POST_URL, json=POST_DATA) + assert response.status_code == 200 + assert ( + response.json().get("json") == POST_DATA + ), "The response body should contain the JSON data we sent" + + +@pytest.mark.skip( + reason="Our API key has expired, we will get a new one once we really need it." +) +def test_get_proxied(): + """ + Test if the `get_proxied` function can successfully retrieve content. + """ + response = get_proxied(GET_URL) + assert response.status_code == 200 + assert ( + "args" in response.json() + ), "The response should contain 'args' to confirm it's from httpbin.org" diff --git a/backend-python/media_impact_monitor/util/paths.py b/backend-python/media_impact_monitor/util/paths.py new file mode 100644 index 00000000..b44682ce --- /dev/null +++ b/backend-python/media_impact_monitor/util/paths.py @@ -0,0 +1,9 @@ +"""Define important local and remote paths to avoid problems with absolute and relative paths.""" + +from pathlib import Path + +from cloudpathlib import CloudPath + +src = Path(__file__).parent.parent +src = src.parent +data = CloudPath("gs://protest-impact-policy") diff --git a/backend-python/media_impact_monitor/util/paths_test.py b/backend-python/media_impact_monitor/util/paths_test.py new file mode 100644 index 00000000..616334ca --- /dev/null +++ b/backend-python/media_impact_monitor/util/paths_test.py @@ -0,0 +1,20 @@ +import pytest +from media_impact_monitor.util.paths import data, src + + +def test_src_path(): + assert src.exists(), "The 'src' path should exist." + assert src.is_dir(), "The 'src' path should be a directory." + assert any(src.iterdir()), "The 'src' directory should not be empty." + + +def test_data_path(): + """ + This test requires valid credentials for the gs://protest-impact-policy bucket. + If no credentials are available, this test will be skipped. + """ + try: + contents = list(data.iterdir()) + except Exception as e: + pytest.fail(f"An exception occurred while accessing the 'data' CloudPath: {e}") + assert any(contents), "The 'data' CloudPath should not be empty." diff --git a/backend-python/poetry.lock b/backend-python/poetry.lock new file mode 100644 index 00000000..7a8e362a --- /dev/null +++ b/backend-python/poetry.lock @@ -0,0 +1,4302 @@ +# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. + +[[package]] +name = "aiohttp" +version = "3.9.3" +description = "Async http client/server framework (asyncio)" +optional = false +python-versions = ">=3.8" +files = [ + {file = "aiohttp-3.9.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:939677b61f9d72a4fa2a042a5eee2a99a24001a67c13da113b2e30396567db54"}, + {file = "aiohttp-3.9.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1f5cd333fcf7590a18334c90f8c9147c837a6ec8a178e88d90a9b96ea03194cc"}, + {file = 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/etc/nginx/sites-available/default +sudo nginx -t && sudo systemctl reload nginx + +# setup SSL with certbot +sudo certbot --nginx --non-interactive --agree-tos \ + -d api.mediaimpactmonitor.app \ + --email david@socialchangelab.org + +# install Docker +curl -fsSL https://get.docker.com -o get-docker.sh + +# pull the Docker image +sudo docker pull socialchangelab/media-impact-monitor:latest + +# run the Docker image +sudo docker run -d -p 8000:8000 --name media-impact-monitor socialchangelab/media-impact-monitor:latest