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class="title-logo" alt="Civic Literacy Initiative"> <p class="project-context">ICT for Civic Data — Crash Course 2026<br> </p> # Finding and<br>Getting Data <p class="subtitle"><br>Self-Paced Review — Section C</p> <p class="url">civicliteraci.es</p> --- <!-- .slide: class="section-slide" data-background-color="#091A31" --> # Why This Matters --- ## Build the evidence base Find data sources, retrieve data, and verify it. These are the **Find**, **Get**, and initial **Verify** steps of the pipeline. <cli-pipeline highlight="Find, Get, Verify">Define, Find, Get, Verify, Clean, Analyse, Present</cli-pipeline> The goal: collect the data that will back your proposal's arguments. Every dataset you retrieve is a potential piece of evidence. The Find step discovers what exists. The Get step brings it into your workspace. The Verify step confirms it is what you think it is. Note: This section covers the most AI-intensive steps of the pipeline. Get and Clean are where AI has the biggest impact (Foundations slide 5). But more automation means more verification, so the discipline of separating steps is critical. --- <!-- .slide: class="section-slide" data-background-color="#091A31" --> # Before You Start --- ## Where data lives | Location | What you find | How to get it | |---|---|---| | **Open data portal** | Downloadable files (CSV, Excel, GeoJSON) | Browse and download | | **API** | Structured data you can query | Send a request, get a response | | **Web page** | Tables, lists, text | Scraping (manual or AI-assisted) | | **PDF or report** | Tables, figures, text | Extraction (AI, Tabula, OCR) | | **Physical archive** | Paper, photos | Scan + OCR or manual entry | | **"Nowhere"** | Data that doesn't exist yet | FOI requests, crowdsourcing, field collection | "Nowhere" has strategies: Freedom of Information requests (e.g., UK knife crime data from 43 police forces), media monitoring and scraping (e.g., Turkish worker deaths), crowdsourcing (e.g., La Nacion Vozdata), collaborative research networks (e.g., Land Conflict Watch India). Note: From Lecture 2 and the crash course. The location determines the method. The format determines the tool. Knowing these categories helps you plan your data collection approach. --- ## Common data formats <div class="compact"> | Format | What it is | Good for | |---|---|---| | **CSV** | Text with commas separating values | Tabular data. Opens in any spreadsheet. | | **GeoJSON** | JSON with coordinates | Map data. Goes straight onto Leaflet. | | **Shapefile** | Legacy GIS format (3-6 files) | Geographic boundaries. Needs conversion for web. | | **JSON** | Nested, structured data | API responses. Needs flattening for tables. | | **Excel (.xlsx)** | Spreadsheet with sheets and formulas | Common in government data. May need cleaning. | </div> CSVs can use different separators: commas (standard), semicolons (common in Europe where commas are decimal separators), or tabs (.tsv). Google Sheets asks which separator to use during import. Note: Students encountered format issues during the crash course: Excel files that Google Sheets could not parse, CSVs with semicolons, GeoJSON files that needed to be created from CSV coordinates. Knowing the format landscape prevents surprise. --- ## What is an API? An API is a way to ask a database for specific data. Instead of downloading a huge file, you send a **request** and get back only what you asked for. **Example:** the REST Countries API ``` https://restcountries.com/v3.1/name/kenya ``` Returns: population, area, region, capital, coordinates, borders, for Kenya only. APIs are useful because your AI tool can **write the request for you** and **process the response**. Without knowing an API exists, you might instruct AI to scrape a website page by page, when the API could give you exactly the data you need. Note: From Lecture 2. The birth certificate analogy: a government database holds vast information, but you fill in a form and receive only your record. Same principle. The REST Countries API is a good first API to explore because it requires no registration or key. --- ## Chatbot for thinking, CLI for building <div class="two-column"> <div class="column"> <div class="column-header">Web chatbot</div> - Free, no token limits - Good for **questions and discovery** - Cannot touch your files - Each session is isolated Use for: "What data sources exist for flood events?" </div> <div class="column"> <div class="column-header">CLI agent (Gemini, Claude Code)</div> - Token limits (reset periodically) - Works **on your files** directly - Writes and runs scripts - Sessions persist (`gemini --resume`) Use for: "Write a script to download this data and build a map." </div> </div> Do your thinking in the chatbot. Do your building in the CLI. This saves tokens and keeps the CLI context focused. Note: From Day 2 of the crash course. Students who burned tokens on simple discovery questions learned this the hard way. The rule of thumb: if you are asking a question, use the chatbot. If you need the AI to touch your files, use the CLI. --- ## Precise prompts produce better results Think of AI as an **assistant**: - Two **beginner assistants** asked a vague question will do their best, but their answers will be imprecise, sometimes irrelevant, and very different from each other - Two **expert assistants** asked a precise question will give relevant, useful answers, and their answers will be much more similar AI is **non-deterministic**: same prompt, different results every time. But **precision narrows the variation** dramatically. **Vague:** "Find me data about disasters." **Precise:** "I need open datasets of historical flood events with geographic coordinates. What sources exist? For each, tell me what it covers, what format the data is in, and how to access it." Note: From Day 2. Students tried both versions in class and compared results. The vague prompt returned US-focused data, storm data instead of floods, insurance data. The precise prompt converged on FloodArchive, EM-DAT, and GDACS across all students. --- ## Separate data from interface to protect privacy When working with sensitive data: 1. **Separate data from interface** — build the interface first with anonymised sample data (first 5 rows, randomised coordinates). Connect to real data afterwards. 2. **AI only needs the shape** — data models need column names and types, not actual values. Provide a minimal sample. 3. **Self-contained HTML** processes data entirely in the browser. Nothing leaves your device, even when published. 4. **Don't put sensitive data in free tools** — paid versions may contractually commit not to train on your data. Free tools make no such guarantee. Note: From Day 4. Students working in organisations with PII need this. The self-contained HTML architecture (Leaflet maps, Chart.js dashboards) is inherently privacy-safe because all processing is client-side. --- <!-- .slide: class="section-slide" data-background-color="#091A31" --> # How to Do It --- ## Separate Find, Get, and Verify Do them as **distinct steps**, not all at once: 1. **Find** — ask the AI what sources exist. Save the list to `sources.md` in your repo. This is documentation. 2. **Get** — pick a source. Ask the AI to write a script that retrieves the data. Read the script. Run it. 3. **Verify** — put the data on a map or in a spreadsheet. Does it look right? If Verify reveals a problem, go back to Find or Get. Do not try to patch bad data. Note: From Day 2 afternoon. The separation is what makes each step verifiable. If you ask the AI to "find and map data" in one prompt, you get a result but cannot tell where an error came from. --- ## Prompt: discovering data sources <cli-highlight-prompt> I need {objective}open datasets of historical flood events with geographic coordinates.{/objective} {output}What sources exist? For each, tell me what it covers, what format the data is in, and how to access it.{/output} {reasoning}I'm a beginner, please explain in simple terms.{/reasoning} </cli-highlight-prompt> Use the **chatbot** for this, not the CLI. Review what comes back. Then decide which source to try first. Note: This is the Find step. The output is a list of sources, not data. You make the decision about which source to use. The "beginner" qualifier changes how the AI explains things. --- ## Prompt: extracting data with a script <cli-highlight-prompt> {objective}Write a script that reads FloodArchive_clustered.csv and keeps only the rows where Country is [your country].{/objective} {output}Save the result as a new CSV file.{/output} {reasoning}I'm a beginner, please explain what you're doing in simple terms.{/reasoning} </cli-highlight-prompt> **Read the script before running it.** A script is a reproducible artifact. If someone asks how you got this data, you show them the script. Note: This is the Get step. The script IS the methodology. Without it, you have data with no explanation of where it came from. --- ## Prompt: building a simple Leaflet map <cli-highlight-prompt> {objective}Create a simple Leaflet map that can be published on GitHub Pages.{/objective} {output}Display the flood events from [your CSV] as circles. Add popups with date, cause, and severity. Center the map on [your country].{/output} {steps}Publish it on GitHub Pages from the main branch.{/steps} {reasoning}I'm a beginner, please explain what you're doing in simple terms.{/reasoning} </cli-highlight-prompt> Always say **"simple Leaflet map"**. Without "simple," the agent will build something complex and waste tokens. Note: This is the Verify step: put the data on a map and check visually. Does it look right? Are the points in the right country? Is the count reasonable? --- ## Prompt: querying the Overpass API <cli-highlight-prompt> {objective}Query the Overpass API for all hospitals and clinics in [your country].{/objective} {output}Save the result as a GeoJSON file.{/output} {reasoning}I'm a beginner, please explain what you're doing in simple terms.{/reasoning} </cli-highlight-prompt> **The Overpass API** queries OpenStreetMap data. No registration, no API key. Queries can take 30+ seconds for large countries; that is normal. Rate limits are generous: under 10,000 queries/day is safe. Note: From Day 3. Overpass is the query engine for OpenStreetMap. The query syntax is complex but the AI writes it. Kenya has ~1,800 health facilities in OSM. A country with only 20 results means poor coverage. --- ## Disaster data sources <div class="compact"> | Source | Data | Format | Access | |---|---|---|---| | **GDACS** | Real-time disaster alerts (floods, earthquakes, cyclones) | GeoJSON | Free API, no key | | **FloodArchive** | Historical flood events 1985-2024 | CSV, Shapefile | Download from RIMES CKAN | | **EM-DAT** | All disasters 1900-present, casualties, damage | Excel/CSV | Free, requires registration | | **healthsites.io** | Health facility locations worldwide | JSON | API, requires OSM account | | **OSM / Overpass** | Any mapped infrastructure | GeoJSON | Free API, no key | | **WorldPop** | Population density grids | GeoTIFF | Free download | | **Meta HRSL** | ML-derived 30m population density | GeoTIFF | HDX download | | **HDX** | Thousands of humanitarian datasets | Mixed | Free, browse by country | | **REST Countries** | Country-level data (population, borders) | JSON | Free API, no key | </div> Note: Reference table. Students can use this when searching for data. GDACS is best for recent events; FloodArchive for historical patterns; EM-DAT for casualty/damage analysis. HDX is the best starting point for humanitarian data by country. --- <!-- .slide: class="section-slide" data-background-color="#091A31" --> # Behind the Approach --- ## Tasks stay within pipeline steps If you ask AI to "find and map data" in one prompt, it does three things at once: - Finds a source (but which one? did it hallucinate?) - Downloads the data (but the right data? the right format?) - Renders a map (but are the coordinates correct?) If the map shows wrong data, you cannot tell which step failed. **Separating steps = separating failure modes.** This is why we always do Find, then Get, then Verify, each as its own prompt, with its own verifiable output. Note: Callback to Foundations slide 6. The election results example from Lecture 3: without separating Find and Get, the AI might hit anti-bot protection, silently fall back to an older dataset, and you would never know. --- ## More automation means more verification As your extraction power goes up, the burden on **Verify** increases. AI makes getting data frictionless, but it does not make verifying data easier. The pipeline keeps you honest: every step has a checkpoint where you inspect the result before proceeding. AI concentrates at Get and Clean. The heatmap from Lecture 2 shows where AI helps most. But Define, Verify, and Analyse remain human-dominated because they require judgment about meaning. Note: From Lecture 2: the verification burden diagram. Students experienced this: when AI fetched 52 MEP records in Lecture 5, the automatic count looked right but manual spot-checking revealed "name not found" entries. --- <!-- .slide: class="section-slide" data-background-color="#091A31" --> # FAQ --- ## What do I do when the AI agent isn't working? - **Agent thinking too long?** Press **Escape** (may need multiple presses), then ask it why it is taking so long - **Agent builds something too complex?** Ask for a **"simple Leaflet map"** or **"simple HTML page"** - **Map not updating?** Hard refresh: **Ctrl+Shift+R** (Windows) or **Cmd+Shift+R** (Mac). This clears the browser cache. It is safe. - **Agent fails to download a file?** Download it yourself and drag-and-drop into the Codespace - **Agent publishes to wrong branch?** Tell it "publish on the main branch, not gh-pages" or change Settings → Pages to use the gh-pages branch Note: These were the most frequent issues during the crash course. The "simple" keyword is especially important: without it, Gemini may create multi-file projects when a single HTML file would do. --- ## How do I manage Gemini CLI sessions? - `gemini --resume` reopens your latest session - Different folders = different conversation histories - Use separate terminal tabs for separate tasks - Your Codespace preserves files but restarts apps. Gemini CLI needs to be relaunched, but `--resume` recovers the session Note: From Days 2-4. Codespaces shut off automatically to save resources. Files persist, but running processes restart. Gemini sessions are saved in the folder, so resume always works. --- ## Git and GitHub Pages essentials <div class="compact"> | Concept | What it does | |---|---| | **Clone** | Copy repo to your machine (Codespace does this automatically) | | **Branch** | Parallel version for experiments (like duplicating a spreadsheet) | | **Commit** | Save a change with a message | | **Push** | Send committed changes to GitHub | | **Pull** | Get changes from GitHub to your machine | </div> **GitHub Pages:** enable in Settings → Pages. Set source branch to `main`. Your site appears at `username.github.io/repo-name/`. Note: The key distinction: commit saves locally, push sends to the remote. In Codespaces, both are always needed because the Codespace is a separate machine from GitHub. --- ## How do we collaborate on the same repository? Work on **separate branches** and merge afterwards. If two people edit the same file on the same branch, git cannot automatically reconcile the changes and you will get a merge conflict. Tell the agent: "I want to work on a branch called `my-feature` and I will merge it into main afterwards." Practical tips: - **Separate files, separate folders** — even on the same branch, this reduces conflicts - **Push often** — small, frequent pushes are easier to merge than large, infrequent ones - **Merge early** — the longer branches diverge, the harder the merge For the crash course, most work is individual. For future projects, branching becomes essential. Note: From Day 5 Q&A. Students asked about working together on the same repository. The key insight: branching is not a git concept to memorise, it is a collaboration tool. If you tell the agent to work on a branch, the agent handles the git mechanics. You just need to know when to merge. --- ## What is the gh-pages branch? Some AI agents automatically create a `gh-pages` branch when publishing to GitHub Pages. This is a legacy convention: GitHub Pages originally required a special branch. **Modern setup:** GitHub Pages can serve from **any branch**. The default recommendation is to serve from `main`, which is simpler. If the agent publishes to `gh-pages` instead of `main`: - **Option 1:** Tell the agent "publish on the main branch, not gh-pages" - **Option 2:** Go to Settings → Pages and change the source branch to `gh-pages` Both work. The important thing is that your source branch in Settings → Pages matches where the agent puts the files. Note: From Day 5. This confused several students whose sites were blank because the agent pushed to gh-pages while Pages was configured to serve from main. Either changing the agent's behaviour or changing the setting fixes it.
