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class="title-logo" alt="Civic Literacy Initiative"> <p class="project-context">ICT for Civic Data — Turin University 2025-26<br> </p> # Enrichment<br>and Cleaning <p class="subtitle"><br>Crash Course — Day 3 Afternoon</p> <p class="url">civicliteraci.es</p> --- <!-- .slide: class="section-slide" data-background-color="#091A31" --> # Cleaning for<br>Visualisation Note: "This morning we combined datasets on a map. This afternoon we look at the data itself, clean it, and build a visualisation page. Without clean data, the visualisations will be wrong." --- ## The goal By the end of this afternoon: - Clean the FloodArchive data in Google Sheets - Build a **visualisation page** with charts that slice the data in different ways - Publish it on GitHub Pages as a **separate page** from your map Tomorrow we will connect everything with a landing page. Note: Set the goal upfront so students know why they're cleaning. The visualisation page won't work with messy data: country name variants split bar charts, inconsistent causes produce dozens of tiny slices instead of clear categories. --- ## Why cleaning matters You want to build charts like: - Flood events **by country** (top 20) - Flood events **per year** (trend over time) - Breakdown **by cause** - Total displaced **by severity** But with the current data: - "Philippines" is spelled 5 different ways → 5 bars instead of 1 - "Heavy rain" has 9 variants → 9 slices instead of 1 - Dead = 0 could mean zero or unknown → totals are unreliable **Clean first. Visualise second.** Note: Make the connection concrete. Show that the messiness directly breaks the charts they want to build. This motivates the cleaning work. --- ## The FloodArchive: what's actually in it? We have been using this data all week. Let's look at it properly. Open the FloodArchive CSV in **Google Sheets**: 1. Go to Google Sheets → File → Import → Upload 2. Upload `FloodArchive_clustered.csv` 3. Choose "Comma" as separator Now we can see every row and every column. This is what the AI has been working with. Note: Walk through the import live. Make sure everyone has it open. This is the first time many students are looking at the raw data instead of the map. --- ## What does messy data look like? Let's explore. In Google Sheets, try these: - **Sort by Country** (Data → Sort sheet → Column C). Scroll through. Notice anything? - **Sort by MainCause**. How many ways is "Heavy rain" spelled? - **Filter Dead = 0**. Does 0 mean zero people died, or unknown? Take 5 minutes to explore. Write down what you find. Note: Give students 5 minutes to explore freely. Then collect findings on the whiteboard. They will find: country name variants, case inconsistencies, trailing spaces, typos, ambiguous zeros. --- ## Country name problems <div class="compact"> | In the data | Should be | |---|---| | Phillipines, Philipines, Philippine | Philippines | | Philippines (with trailing space) | Philippines | | DR Congo, Democratic Republic Congo, Democratic Republic of the Congo | Pick one, use it everywhere | | USA, USA., USA (trailing space) | USA | | UK, UK (trailing space) | UK | </div> A computer treats "Philippines" and "Philippines " as two different countries. So does a filter. So does a chart. Note: Project this slide and have students look for these in their own spreadsheet. The trailing spaces are the sneakiest: they are invisible but break every filter and lookup. --- ## MainCause problems <div class="compact"> | In the data | Count | Problem | |---|---|---| | Heavy rain | 2,131 | | | Heavy Rain | 893 | Different capitalisation | | heavy rain | 4 | Different capitalisation | | Heavy Rain | 2 | Double space | | HeavyRain | 1 | Missing space | | Heay Rain | 1 | Typo | | Heavy RAin | 2 | Typo | | 0 | 11 | Missing value coded as zero | | (blank) | 3 | Actually missing | </div> Nine representations of the same cause. A bar chart will show nine categories instead of one. Note: This is the slide that makes the problem visceral. Nine ways to say "heavy rain." If you count by MainCause without cleaning, you get nine categories instead of one. --- ## Validation field problems The Validation column records the source that confirmed the flood event. | In the data | Count | |---|---| | FloodList | 502 | | FloodLIst | 38 | | Flood List | 8 | | Flood LIst | 1 | Four versions of the same source. And 188 entries have "0" as validation, meaning: unvalidated. Note: Another concrete example. The same pattern as country names and MainCause: inconsistent naming, typos, trailing spaces, and coded missing values. --- ## The ambiguity of zero In this dataset, **0 does not always mean zero**: - `Dead = 0` for 1,554 events (30%). Did nobody die, or is the number unknown? - `Displaced = 0` for 1,525 events (30%). Same question. - `GlideNumber = 0` for 4,652 events (91%). This is a missing ID, not a zero. **You have to decide** what 0 means in each column and document your decision. The data will not tell you. Note: This is the verify step applied to individual values. The distinction between "zero" and "unknown" is critical for any analysis. If you count total deaths and include the zeros as actual zeros, your total is wrong. If you exclude them, your count of events is wrong. Either way you need to document what you chose. --- <!-- .slide: class="section-slide" data-background-color="#091A31" --> # Cleaning in<br>Google Sheets Note: "Now let's fix some of these problems. Google Sheets is the right tool for this: you can see everything, and your colleague can too." --- ## Why Google Sheets for cleaning? - You can **see** every value and every change - Your colleague can see it too (shared spreadsheet) - Formulas are visible in the cell (traceability) - No code to review or debug For small-to-medium datasets (under ~50,000 rows), a spreadsheet is often the most transparent cleaning tool. Note: This is the traceability argument from Lecture 4. A formula in a cell is more transparent than a Python script for non-technical stakeholders. For larger datasets you need OpenRefine or scripts, but for this exercise Google Sheets is the right choice. --- ## Getting data into Google Sheets Two ways to import data: **Upload:** File → Import → Upload your CSV. Choose the right separator (comma, semicolon, or tab). **IMPORTDATA formula:** pull data directly from a URL: ``` =IMPORTDATA("https://raw.githubusercontent.com/user/repo/main/data.csv") ``` After importing with a formula, **detach the data** so you can edit it: select all → Copy → Edit → Paste special → **Values only**. Now the cells contain values, not formulas. Note: IMPORTDATA is useful for connecting Google Sheets to data in a GitHub repo. But you can't edit formula-generated cells, so paste-as-values is essential before cleaning. Note that CSVs can use different separators: commas, semicolons, or tabs (TSV). Google Sheets asks which one to use during import. --- ## Useful Google Sheets functions | Function | What it does | Example | |---|---|---| | `LEFT(A2, 4)` | Extract characters from the left | Extract year from "1985-01-01" | | `TRIM(A2)` | Remove leading/trailing spaces | Fix "Philippines " | | `UPPER(A2)` / `LOWER(A2)` | Change case | Standardise text | | `SUBSTITUTE(A2, "old", "new")` | Replace text within a cell | Fix specific values | | `COUNTIF(A:A, "value")` | Count matching cells | How many "Philippines"? | You do not need to memorise these. Ask your AI chatbot: "what Google Sheets formula would do X?" Note: Quick reference. The LEFT function is particularly useful for extracting years from date strings like "1985-01-01". COUNTIF helps verify cleaning: after standardising, count to check that variants are gone. --- ## Pivot tables for exploration A pivot table **counts and summarises** data without changing it. 1. Select all your data 2. Insert → Pivot table → New sheet 3. Set **Rows** = what you want to group by (e.g., Country) 4. Set **Values** = what you want to count (e.g., COUNTA of ID) Try: flood events **by year**. Use LEFT to extract the year from the Began column first, then pivot on that. Add **conditional formatting** (Format → Conditional formatting → Colour scale) to spot patterns visually: where are the red spots? Note: Demo this live. Pivot tables are the perfect way to count floods by country or by year. Conditional formatting with a colour scale (white to red) makes patterns visible at a glance. A participant noted "it took me a while to figure out the logic of the pivot table" — so walk through it step by step. --- ## Technique 1: Filter and overwrite Use column filters to isolate incorrect values, then fix them in bulk. 1. Select the column → Data → Create a filter 2. Click the filter dropdown → uncheck all → select only the wrong value (e.g., "Phillipines") 3. Now only the wrong rows are visible. Type the correct value in the first visible cell, then **copy it down** to all filtered rows. 4. Remove the filter. The corrected values are now in place alongside the rest. This is more controlled than Find and Replace: you see exactly which rows you are changing. Note: Demo this live. Filter by "Phillipines", show the rows, paste "Philippines" over them. Then filter by "Philippines " (with trailing space) and fix those too. Students can verify the count before and after. --- ## Technique 2: handling invisible spaces Trailing spaces are invisible but break everything. Google Sheets may **suggest automated cleaning** (a small prompt appears when it detects trailing spaces). This catches spaces **after** the text but can miss spaces **before** it. To catch both, use the `TRIM` formula in a helper column: ``` =TRIM(C2) ``` TRIM removes leading, trailing, and double spaces. Apply it to the column, then copy-paste **values only** to replace the originals. **Always verify after cleaning**: filter by the original and trimmed values to confirm they now match. Note: Google Sheets' automated suggestion is helpful but incomplete. Demo both: accept the automated fix, then check if leading spaces were caught. If not, use TRIM. The verification step is key: don't assume the cleaning worked without checking. --- ## For larger datasets: OpenRefine Google Sheets works for thousands of rows. For tens of thousands or more, **OpenRefine** is the tool. - **Text facets**: see all unique values in a column instantly, click to filter - **Clustering**: automatically group similar values and merge them - **Timeline facets**: filter dates with a visual histogram - **Trim whitespace**: one click to remove leading/trailing spaces You don't need to memorise OpenRefine. Ask your AI chatbot: "remind me how to do clustering in OpenRefine" and it will walk you through it. Note: OpenRefine is free and open source. The practitioner makes the cleaning decisions; the AI helps with the tool mechanics. --- ## OpenRefine clustering algorithms Different algorithms catch different problems. Try several. - **Key collision**: catches exact duplicates (Brazil/Brasil) - **Nearest neighbour**: catches near-matches (Phillipines/Philippines) - **Phonetic** (metaphone): catches sound-alikes (Cote d'Ivoire variations) OpenRefine can also **fetch URLs** to call APIs (e.g., REST Countries to get capital cities), parse JSON responses, and extract substrings using GREL formulas. Note: Demo the clustering live if time allows. Each algorithm surfaces different issues. Key collision is fastest and catches the obvious ones. Nearest neighbour is slower but catches typos. Phonetic catches names that sound alike but are spelled differently. --- ## Exercise: clean the FloodArchive data **Individual work — 45 minutes** In your Google Sheets copy of FloodArchive: 1. **Standardise Country names**: fix the variants we identified (Philippines, DR Congo, USA, UK, etc.) 2. **Standardise MainCause**: consolidate the "Heavy rain" variants. Decide what to do with "0" and blank values. 3. **Handle ambiguous zeros**: in Dead and Displaced columns, decide what 0 means. Add a note or a new column documenting your decision. 4. **Fix Validation**: consolidate FloodList variants You do not need to clean every row. Focus on the problems we identified and document what you did. Note: Give 45 minutes for cleaning. This is methodical work. Students should be thorough with the problems we identified rather than trying to find every issue. Circulate and help. Some students will finish quickly; point them to the next section. --- <!-- .slide: class="section-slide" data-background-color="#091A31" --> # Proposals:<br>What to Pitch Note: "Before we wrap up, a few words about how to pitch your proposal. This connects to everything we've been building." --- ## Don't pitch doing what they already do, but better The worst pitch: "we will help you do what you already do, but with data." The funder already has processes. They don't need someone to tell them to keep doing the same thing with a spreadsheet on top. A strong pitch shows **new possibilities**: things they thought were impossible, or things they didn't know were possible. Note: This is the most common proposal mistake. Students will want to say "we'll improve your monitoring." Instead: "we'll show you which facilities are at risk BEFORE the next flood, something you currently cannot do." That's a new capability, not an incremental improvement. --- ## Find the most compelling point Your proposal will have many ideas. Not all of them are equally compelling. - **Keep data presentation simple.** The funder is not a data expert. - **Embed evaluation** in the methodology, but don't make evaluation the pitch. Nobody gets excited about better evaluation. - **The case study is your proof of capability.** "I'm showing you that I can do the work." - It's not about these specific numbers. It's an example of how you would use data to support decisions. Note: Simplicity matters. The proposal is still a pitch. Everything supports the argument "this is what I can do for you." The case study demonstrates credibility. The data is evidence. The visualisations make the evidence accessible. --- ## Show new capabilities Many organisations already collect data but don't know what to do with it. Your proposal should show: **with the data you already gather, here is what becomes possible.** - A dashboard that turns routine data into situational awareness - A map that connects data points no one had connected before - An early warning system built from data they already have How data gives the funder **opportunities to do things differently**. Note: This is the positive framing. The funder's problem is not lack of data — it's lack of capacity to use it. The proposal bridges that gap by showing concrete new capabilities. --- <!-- .slide: class="section-slide" data-background-color="#091A31" --> # Tips and Q&A Note: "A few practical things that came up today." --- ## CSV is not always comma-separated Although CSV stands for "comma-separated values," you may encounter: - **Semicolon-separated** files (common in Europe, where commas are decimal separators) - **Tab-separated** files (.tsv) This is why Google Sheets asks you to choose the separator when importing. If your data looks wrong after import, try a different separator. Note: A quick gotcha that trips people up. If all the data appears in one column, the separator is wrong. --- ## Your Codespace is a rented computer When your Codespace shuts off (it does this automatically to save resources): - Your **files are preserved** (data, scripts, maps) - Your **apps restart fresh** (Gemini CLI needs to be relaunched) Think of it as: the data stays, the tools restart. Note: Students were confused by this. The Codespace preserves the filesystem but not running processes. Gemini CLI sessions are saved though, so gemini --resume still works. --- ## Controlling the AI's pace If a task is complex, tell the AI to go **step by step** and explain each step before executing. - Prevents the AI from interpreting your request in a way you don't want - Makes it easier to go back if something is wrong - Gives you context that helps you learn Give the AI **context about what you're doing and why**. This forces it to think more carefully about its approach. Note: Step-by-step prompting is a form of guardrailing. When you ask the AI to explain its plan, you get a checkpoint before it acts. When you give context, you constrain the space of possible responses. --- ## Community data and empowerment Several of you are working on proposals involving community-based data practices. A key framing: the goal is not to teach the community new things. It is to help them **demonstrate that what they already know and do is powerful**. - Surface existing knowledge and practices - Use data to highlight impact that is already happening - Empower the community to advocate with evidence from their own experience Note: This came up from participants working on indigenous knowledge and climate resilience. The data project's role is to make existing community knowledge visible and defensible, not to impose external frameworks. --- <!-- .slide: class="section-slide" data-background-color="#091A31" --> # Wrap-Up Note: Bring everyone back. --- ## What we produced today **Morning:** - Walked through case study → angle → proposal for health facilities in flood zones - Built an enriched map with a filter for at-risk facilities - Learned the five-element prompt structure **Afternoon:** - Explored the FloodArchive data and found real problems - Cleaned the data in Google Sheets and OpenRefine - Learned pivot tables and conditional formatting for data exploration **Tomorrow morning:** we turn the cleaned data into a visualisation page with charts, published on GitHub Pages alongside your map. Note: The cleaning is done. Tomorrow we visualise the cleaned data and start connecting everything together. --- <!-- .slide: class="section-slide" data-background-color="#091A31" --> # Questions?
