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class="title-logo" alt="Civic Literacy Initiative"> <p class="project-context">ICT for Civic Data — Crash Course 2026<br> </p> # Verification and<br>Cleaning <p class="subtitle"><br>Self-Paced Review — Section D</p> <p class="url">civicliteraci.es</p> --- <!-- .slide: class="section-slide" data-background-color="#091A31" --> # Why This Matters --- ## Make data trustworthy Make data trustworthy so that charts, maps, and arguments built on it are correct. These are the **Verify** and **Clean** steps of the pipeline. <cli-pipeline highlight="Verify, Clean">Define, Find, Get, Verify, Clean, Analyse, Present</cli-pipeline> Verification checks that the data is what you think it is. Cleaning fixes errors, standardises values, and consolidates categories. Both steps must happen before analysis, or every conclusion you draw could be wrong. Note: This is the largest section of the course because cleaning is where most of the real work happens. Students who rushed through cleaning produced maps and charts with wrong labels, double-counted events, and invisible countries. The pipeline makes this visible: if you skip Verify and Clean, Analyse and Present inherit every error silently. --- <!-- .slide: class="section-slide" data-background-color="#091A31" --> # Before You Start --- ## Why cleaning matters The FloodArchive dataset has: - **5 ways to spell Philippines:** Philippines, Phillipines, Phillippines, Philipines, philippine - **9 ways to say Heavy rain:** Heavy Rain, Heavy rain, heavy rain, Monsoonal rain, Monsoon, Torrential rain, Tropical storm, Brief torrential rain, Rain Each spelling variant becomes a separate category in a chart or filter. A bar chart of flood causes shows 9 bars instead of 3. A country filter misses events because the name doesn't match. A COUNTIF formula returns 12 instead of 47. Messy data does not produce errors. It produces **wrong answers that look right**. Note: This is the opening example from the crash course cleaning session. Students opened the FloodArchive CSV and immediately saw the problem when they sorted the Country column. The point: messy data silently corrupts analysis. It doesn't crash; it lies. --- ## Who is invisible? After designing your data table, ask: **what can't this data capture? Who is missing from the dataset?** - Missing data is not the same as zero - People sleeping rough but not in contact with services don't appear in homelessness data - Communities in regions where no one is counting don't appear in disaster data - Events that happened before systematic recording began don't appear in historical data This is a critical question from Lecture 1. It applies at every stage, but it matters most during verification: when you look at the data, ask who and what is **not** in it. Note: Callback to Lecture 1. This question shaped several students' proposals: one group working on flood data in Southeast Asia realised that rural communities without internet access were systematically underrepresented in crowdsourced datasets. The absence of data is itself data. --- ## Eight principles keep your cleaning auditable <div class="compact"> | # | Principle | Why | |---|-----------|-----| | 1 | **Never modify originals** | Keep the raw file untouched. Work on a copy. | | 2 | **Never let AI modify content directly** | AI can write formulas and scripts. It should not edit cell values. | | 3 | **Look at the data yourself** | Sort, scroll, spot-check. Build intuition for what's wrong. | | 4 | **Create new columns, don't overwrite** | Keep originals alongside cleaned versions for comparison. | | 5 | **One problem at a time** | Fix spelling first. Then categories. Then missing values. | | 6 | **Right tool for the job** | Sheets for transparency, OpenRefine for scale, scripts for automation. | | 7 | **Document every decision** | Why did you merge these categories? Write it down. | | 8 | **Verify after each step** | Check the result before moving to the next problem. | </div> Note: Principles 1-2 are the most important. Modifying originals means you can't undo mistakes. Letting AI modify content directly means you can't verify what changed. The rest are workflow discipline. Students who followed "one problem at a time" finished cleaning faster than those who tried to fix everything at once. --- ## When to use which tool <div class="two-column"> <div class="column"> <div class="column-header">Google Sheets</div> - Under ~50,000 rows - You want to **see every step** happening - Formulas are transparent and auditable - Best for learning and small datasets - Good for collaborative work (share the sheet) </div> <div class="column"> <div class="column-header">OpenRefine</div> - Any dataset size (handles millions of rows) - **Bulk standardisation** of messy categories - Clustering algorithms find similar values automatically - Every action is recorded and undoable - Best for repetitive, large-scale cleaning </div> </div> **Scripts** (Python, R) are best for automated pipelines that run repeatedly. For one-off cleaning in this course, Sheets and OpenRefine cover everything. Note: The decision heuristic: if you need to see and understand every change, use Sheets. If you have thousands of messy values to standardise, use OpenRefine. If the cleaning needs to run again next month on new data, write a script. Most students in the crash course used Sheets for everything under 5,000 rows. --- ## Data format shapes what you can ask The FloodArchive stores multi-country floods as **one row** with an OtherCountry column: <cli-csv file="flood-row.csv"> ID, Country, OtherCountry, Date, Dead 4567, Brazil, "Argentina, Paraguay", 2019-03-15, 12 </cli-csv> A more expressive format would be **hierarchical**: each country gets its own record with country-specific dates and impacts. But CSV is flat: one row, one record. When you encounter limitations in your data, ask: **is this a data quality problem or a data modeling problem?** The Philippines misspellings are data quality. The OtherCountry column is data modeling. Different problems need different solutions. Note: This distinction matters because students sometimes tried to "clean" structural limitations out of the data. You can't fix the OtherCountry problem with TRIM or Find-and-Replace. You'd need to restructure the data: one row per country-event pair. That's a modeling decision, not a cleaning task. JSON or a relational database would handle this naturally; CSV forces it into a single field. --- <!-- .slide: class="section-slide" data-background-color="#091A31" --> # Walkthrough --- ## Three methods get external data into Sheets Three methods: **1. IMPORTDATA formula** — pulls live data from a URL directly into the sheet: ``` =IMPORTDATA("https://example.com/data.csv") ``` The data updates when the URL changes. Useful for APIs and live datasets. **2. Upload CSV** — File → Import → Upload. Google Sheets asks which separator to use: comma, semicolon, or tab. If the data looks wrong (everything in one column), try a different separator. **3. Paste special (values only)** — if you have formula-generated data (from IMPORTDATA or calculations), copy it and use Edit → Paste special → Values only. This detaches the values from formulas so you can edit them freely. Note: IMPORTDATA is the fastest way to get CSV data into Sheets. But it creates a live link: if you edit the imported cells, they revert on refresh. That's why Paste Special matters: it converts formula results into plain values you can modify. Students who forgot this step lost their cleaning work when the sheet refreshed. --- ## Explore before you clean Before cleaning, explore: - **Sort columns** to see what values exist. Sort the Country column alphabetically and scan for near-duplicates. - **Filter** to isolate subsets. Filter Country = "Philippines" (but you'll miss "Phillipines"). - **Scroll** through the data. AI reads the first 50 rows carefully and assumes the rest are similar. You need to check the middle and end. **Pivot tables** for quick summaries: Insert → Pivot table. Set Rows = the column you want to group by, Values = COUNTA (counts non-empty cells). A pivot table on Country immediately shows you all 5 Philippines variants and their counts. **Conditional formatting** with a colour scale on numeric columns reveals visual patterns: outliers, clusters, and gaps. Note: The pivot table is the most powerful exploration tool in Sheets. Students who built a pivot table on the Cause column immediately saw the 9 variants of Heavy Rain. Without it, they would have had to scroll through 4,000 rows. COUNTA counts non-empty cells; SUM adds up numbers. Choosing SUM when you want counts is a common error (see Q&A slide on common errors). --- ## Cleaning: filter and overwrite A controlled alternative to Find and Replace: 1. Click the column filter dropdown 2. Uncheck "Select all," then check only the wrong value (e.g., "Phillipines") 3. The sheet now shows only rows with that value 4. Select the visible cells in that column 5. Type the correct value ("Philippines") and press **Ctrl+Enter** (fills all selected cells) 6. Remove the filter to see all rows again This is safer than Find and Replace because you **see exactly which rows will change** before changing them. Find and Replace can modify values inside longer strings unexpectedly. Note: From Day 3. Students used this technique to fix the Philippines variants one by one. The visual confirmation (seeing only the filtered rows) prevents accidents. Find and Replace is dangerous when your search term appears inside other values: replacing "rain" could affect "Torrential rain" if you're not careful with the scope. --- ## Cleaning: invisible spaces Google Sheets catches **trailing** spaces with its automated suggestion ("Did you mean Philippines?"). But it misses **leading** spaces. The TRIM function removes both leading and trailing spaces: <sheets-string-surgery before=" Philippines " target=" " after="Philippines"> </sheets-string-surgery> **Workflow:** create a helper column with `=TRIM(A2)`, drag down, copy the column, paste as values over the original, delete the helper column. Why it matters: `" Philippines"` and `"Philippines"` look identical on screen but are different values to formulas. COUNTIF, FILTER, and pivot tables all treat them as separate categories. Note: This was one of the trickiest issues in the crash course. A student had 3 apparent duplicates in their pivot table that looked identical. Selecting the cells and checking the formula bar revealed leading spaces. TRIM is the standard fix. The helper column workflow preserves the original until you verify the result. --- ## Categorisation with FILTER lookup When many raw values map to a few categories, use a **mapping sheet**: 1. In a new sheet ("Mapping"), use `=UNIQUE(Data!E:E)` to list all distinct values from the Cause column 2. Sort the list alphabetically 3. Manually assign a category to each value in an adjacent column (e.g., "Heavy Rain" → "Rain", "Monsoonal rain" → "Rain") 4. Back in the data sheet, use FILTER to look up the category: <sheets-merge table-a="Data" key-a="MainCause" cols-a='["Country","Dead"]' rows-a='[["Heavy Rain","Algeria","26"],["Monsoonal rain","Bangladesh","43"]]' table-b="Mapping" key-b="original" cols-b='["category"]' rows-b='[["Heavy Rain","Rain"],["Monsoonal rain","Rain"],["Dam break","Dam"]]' pull="category"> </sheets-merge> Formula: `=FILTER(Mapping!B:B, Mapping!A:A = E2)`. Transparent: anyone can open the Mapping sheet and see every decision. Note: This is the recommended approach for the crash course because it is fully auditable. Every mapping decision is visible in the Mapping sheet. If someone asks "why did you classify Monsoonal rain as Rain?", you point to the sheet. The FILTER function here acts as a lookup: given a raw value, return its assigned category. --- ## Categorisation with IFS and SEARCH An alternative for pattern-based categories. SEARCH finds text within a cell: ``` =IFS( IFERROR(SEARCH("rain", E2), 0), "Rain", IFERROR(SEARCH("storm", E2), 0), "Storm", IFERROR(SEARCH("snow", E2), 0), "Snow", TRUE, "Other" ) ``` **The gotcha:** SEARCH returns an **error** when it doesn't find the text, not FALSE. This blocks the entire IFS chain. IFERROR wraps each SEARCH to convert the error to 0 (falsy), letting IFS proceed to the next condition. Without IFERROR: the formula crashes on the first non-match. With IFERROR: the formula tests each pattern in order and falls through to "Other." Note: This is a common source of confusion. Students expect SEARCH to return TRUE/FALSE like a boolean check, but it returns the position number (e.g., 7) on match and #VALUE! error on no match. IFERROR(SEARCH(...), 0) converts this to: position number (truthy) on match, 0 (falsy) on no match. IFS evaluates each condition and picks the first truthy one. --- ## Zero and blank mean different things The OtherCountry column contains three kinds of values: - **0** — no other country affected - **Blank** — unknown or not recorded - **Country names** — "Argentina, Paraguay" Create a helper column to classify each row: <sheets-branch test='= 0 or "0" ?' inputs='["0", "", "Argentina", "0", "Paraguay"]' yes="Single country" no="Check if blank → Unknown, else Multi-country"> </sheets-branch> Formula: `=IF(OR(A2=0, A2="0"), "Single country", IF(A2="", "Unknown", "Multi-country"))`. Alternative with IFS (flatter): `=IFS(OR(A2=0, A2="0"), "Single country", A2="", "Unknown", TRUE, "Multi-country")` Note: The 0 vs blank distinction is critical. In the FloodArchive, 0 means "no other country" (a positive assertion), while blank means "we don't know" (absence of information). Treating both the same would hide the difference between "this flood affected only one country" and "we have no information about other countries." Students who ignored this distinction miscounted multi-country events. --- ## Validating with the REST Countries API Multi-country flood events: do the paired countries actually share a border? - Brazil + Argentina → **plausible** (shared border) - Brazil + Vietnam → **suspicious** (no shared border) The REST Countries API has a `borders` field listing each country's neighbours by ISO code: ``` https://restcountries.com/v3.1/name/brazil?fields=borders → ["ARG", "BOL", "COL", "GUF", "GUY", "PRY", "PER", "SUR", "URY", "VEN"] ``` This is geographic knowledge that formulas can't provide. You need an external data source. Use OpenRefine's "Add column by fetching URLs" feature or write a script that checks each country pair against the API. Note: From Day 3. One student found a flood event listing Brazil and Vietnam as co-affected countries. The API confirmed they don't share a border, flagging this as a likely data entry error (probably two separate events merged into one row). This is a good example of using an API for verification, not just data retrieval. --- ## Extract the year with LEFT The LEFT function extracts characters from the start of a text string: <sheets-string-surgery before="1985-01-01" target="-01-01" after="1985"> </sheets-string-surgery> Formula: `=LEFT(A2, 4)` extracts the first 4 characters, giving you the year from an ISO date string. Useful when you need to group events by year but the date column contains full dates. **Helper column workflow:** create a "Year" column with `=LEFT(A2, 4)`, drag down. Now you can pivot by year, filter by decade, or chart trends over time. Note: LEFT treats the cell as text and returns characters by position. It does not understand dates. If your dates are stored as actual date values (not text), use =YEAR(A2) instead. In the FloodArchive, dates are stored as text strings in ISO format, so LEFT works correctly. --- ## OpenRefine groups similar values automatically OpenRefine finds and fixes inconsistencies across thousands of values: <img src="data:image/png;base64,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" alt="OpenRefine text facet showing 198 country choices with Cluster button" style="max-height:440px; width:auto; object-fit:contain; border-radius:8px;"> A **text facet** on a column shows all unique values and counts. Click **Cluster** to group similar values. Note: From Day 3-4. The screenshot shows the FloodArchive Country column with 198 choices. Notice SCOTLAND, UK, UNITED KINGDOM as separate entries, and CZECHOSLOVAKIA, USSR as historical entities. The Cluster button (top right of the facet panel) opens the clustering dialog. --- ## Three clustering algorithms find different problems <div class="compact"> | Algorithm | What it finds | Example | |-----------|--------------|---------| | **Key collision** | Duplicates after normalisation (case, whitespace) | "Heavy Rain" = "heavy rain" | | **Nearest neighbour** | Near-matches by edit distance | "Philippines" ≈ "Phillipines" | | **Phonetic (Metaphone)** | Words that sound alike | "Fillipines" ≈ "Philippines" | </div> Note: From Day 3. Students who only ran key collision missed the "Phillipines" misspelling (one letter difference). Nearest neighbour caught it. Phonetic caught creative misspellings. --- ## OpenRefine: advanced features Beyond text facets and clustering: - **Timeline facet** on date columns → filter by date range using a slider. Useful for identifying time periods with sparse or suspicious data. - **Trim whitespace** → Edit cells → Common transforms → Trim leading and trailing whitespace. Bulk version of the Sheets TRIM approach. - **Fetch URLs** → Add column by fetching URLs. Send API requests for each row (e.g., REST Countries API for border validation). Rate-limited automatically. - **Parse JSON** → use GREL `parseJson()` to extract fields from API responses into new columns. - **GREL substring** → `value[0,4]` extracts the first 4 characters (like LEFT in Sheets). Note: OpenRefine's "fetch URLs" feature is powerful but slow: it sends one request per row with a configurable delay. For 4,000 rows at 500ms delay, that's 33 minutes. Filter down to only the rows you need to validate before fetching. GREL (General Refine Expression Language) is OpenRefine's formula language. It's different from Sheets formulas but serves the same purpose. --- ## Prompt: asking AI for formula syntax <cli-highlight-prompt no-legend> {objective}I need to cluster similar values in a text column in OpenRefine.{/objective} {output}Walk me through the steps to apply nearest-neighbour clustering.{/output} {reasoning}I'm a beginner using OpenRefine for the first time.{/reasoning} </cli-highlight-prompt> <cli-highlight-prompt> {objective}I have a column with dates in "YYYY-MM-DD" format in OpenRefine.{/objective} {output}What GREL expression extracts just the year?{/output} </cli-highlight-prompt> Use the **chatbot** for syntax questions like these. Save CLI tokens for tasks that need to touch your files. Note: AI is excellent at formula and syntax recall. This is a good example of "what function would I use?" rather than "do it for me." The AI gives you the syntax; you apply it yourself and verify the result. This builds your skill while saving time on memorisation. --- ## Paste as values before exporting After cleaning, prepare the data for analysis: 1. Create a **new sheet** in the same workbook 2. Copy only the **columns you need** for analysis (original + cleaned columns) 3. **Paste as values** (Edit → Paste special → Values only) to detach from formulas 4. Review the result: are all cleaning formulas resolved to final values? 5. **Download as CSV** (File → Download → Comma-separated values) 6. Upload the CSV to your Codespace for scripting and map-building Why a separate sheet: your cleaning sheet has helper columns, formulas, and intermediate steps. Your analysis needs a clean, flat CSV with only the final values. Note: This step is often forgotten. Students who tried to use the cleaning sheet directly for analysis ran into problems: helper columns cluttering the data, formulas breaking when rows were deleted, IMPORTDATA refreshing and overwriting edits. The reduced CSV is the artifact that enters the Analyse step of the pipeline. --- <!-- .slide: class="section-slide" data-background-color="#091A31" --> # Behind the Approach --- ## Trust the code, not the reasoning Scripts are deterministic: the same script on the same data produces the same result every time. AI can write scripts that filter rows, create columns, and convert formats. These are trustable because they are testable. But AI should never directly edit data content. If the logic can't be expressed as a formula or script, do it manually. **Exception:** AI writing a formula inside a spreadsheet cell IS trustable. You see the result immediately in the cell and can verify it in place. The formula `=TRIM(A2)` does exactly one thing, and you can check whether the output is correct by looking at it. Note: Callback to Foundations. The formula exception is important because it distinguishes between "AI writes code that processes data" (the script is the artifact, testable) and "AI edits cell values directly" (no artifact, no audit trail). A formula is visible, inspectable, and deterministic. An AI editing cells behind the scenes is none of these. --- ## Build good taste in data Manual spreadsheet work develops intuition for what right data looks like: - Sort the column. Scroll through. Does anything stand out? - Check the min and max. Do they make sense? - Count the categories. Are there too many? If you rely on AI to do all the data work, you will never develop this judgment. You won't notice when "Dead = 0" could mean zero deaths or unknown. You won't catch that a country column has 47 unique values when only 30 countries are in the dataset. AI gets lazy with large files: it reads the first 50 rows carefully, then assumes the rest are similar. **Verify values near the end of outputs, not just the top.** Note: Callback to Foundations. This is why we do manual spreadsheet exercises even when AI could do them faster. You are building judgment, not just producing output. The "AI laziness" pattern is real: students who trusted AI-generated cleaned data without scrolling to the bottom found errors in rows 500+ that the AI had processed by pattern-matching from the top. --- ## Core vs peripheral competencies <div class="two-column"> <div class="column"> <div class="column-header">Core (build skill here)</div> - Data cleaning and validation - Formula logic and spreadsheet work - Judging whether results make sense - Understanding what the data represents - Deciding how to categorise values </div> <div class="column"> <div class="column-header">Peripheral (AI handles well)</div> - Remembering GREL syntax - Writing HTML and CSS - Memorising git commands - Producing visual polish - Recalling function names </div> </div> Best AI use for formulas: ask **"what function would I use for this?"** not "do it for me." You apply the function, verify the result, and build the skill. Note: Callback to Foundations. In the cleaning context, this means: learn to read a FILTER formula and understand what it does. Don't memorise the exact syntax. When you need it, ask AI for the syntax, then apply it yourself. The judgment of whether the result is correct is yours, and you can only build that judgment by doing the work. --- <!-- .slide: class="section-slide" data-background-color="#091A31" --> # FAQ --- ## Is it ethical to merge Scotland into UK? Cleaning is not neutral. Decisions about categories are decisions about how to represent the world: - **Scotland/UK:** do you list Scotland as a separate country or merge it into the UK? Depends on whether your analysis is about political entities or geographic regions. - **USSR/Russia:** historical data may list the USSR. Do you reclassify as Russia? You lose the Baltic states, Ukraine, and 12 other countries. - **Palestine/Gaza:** naming and boundary decisions carry political weight. There is no correct answer. The correct practice is to **document your reasoning** so that anyone reviewing your data understands the choice you made and why. Note: From the crash course Q&A. This came up when a student working on historical disaster data had events listed under "USSR." Converting to "Russia" would mean attributing Chernobyl (Ukraine) to Russia. The student chose to keep the original values and add a note column explaining the historical context. That's good practice. --- ## What are the most common spreadsheet mistakes? **SUM vs COUNTA in pivot tables:** SUM adds up numbers. COUNTA counts non-empty cells. If you want "how many flood events per country," use COUNTA. SUM would add up the Dead column instead of counting rows. **Semicolons vs commas as formula delimiters:** Google Sheets uses your locale settings. In most European locales, formulas use semicolons: `=IF(A2>0; "Yes"; "No")`. In English locales, commas: `=IF(A2>0, "Yes", "No")`. If a formula doesn't work, check your delimiter. **Google Sheets limits:** maximum ~10 million cells. Performance degrades noticeably above ~100,000 rows. For larger datasets, use OpenRefine or scripts. Note: The SUM/COUNTA confusion was the most common pivot table error in the crash course. Students set Values to SUM(Country), which either returned 0 (text can't be summed) or summed a numeric column they didn't intend. COUNTA counts any non-empty cell regardless of type, which is almost always what you want when counting records. --- ## When should I clean: during Get or before Analyse? <cli-pipeline highlight="Verify, Clean">Define, Find, Get, Verify, Clean, Analyse, Present</cli-pipeline> Clean after Get, before Analyse. But the pipeline is iterative: - **Verify** may reveal the data is unsuitable → go back to **Find** for a better source - **Clean** may reveal structural problems → reconsider your **Define** (maybe your question can't be answered with this data) - **Analyse** may reveal patterns that look wrong → go back to **Clean** to investigate The pipeline is a living process. Returning to an earlier step is a feature, not a failure. Document each iteration so you can retrace your path. Note: From Lecture 3. The iterative nature of the pipeline was evident during the crash course: students who cleaned their data and then started analysis often discovered new problems (e.g., a country with only 2 events when neighbouring countries had 200, suggesting missing data rather than actual low frequency). That sent them back to Verify and sometimes back to Find. --- ## Does zero mean zero or unknown? In the FloodArchive: - **Dead = 0** could mean zero deaths, or unknown (no one counted) - **GlideNumber = 0** is a missing ID, not a real identifier - **Displaced = 0** might mean no displacement, or the source didn't report it You must decide how to handle each case and **document the decision**. If you treat 0-as-unknown the same as 0-as-zero, your averages will be wrong (dragged down by false zeros). If you exclude all zeros, you lose genuine zero-death events. There is no universal rule. The right choice depends on what you use the data for. Note: This is a fundamental data quality issue. The FloodArchive does not distinguish between "zero deaths confirmed" and "death count not available." Students who computed average deaths per flood without addressing this got artificially low numbers because hundreds of events with unknown death counts were treated as zero. The fix: decide on a convention, apply it consistently, and document it in your methodology.
