diff --git a/scripts/generateReviewsAnalysis.ts b/scripts/generateReviewsAnalysis.ts
new file mode 100644
index 000000000..cff0a9f03
--- /dev/null
+++ b/scripts/generateReviewsAnalysis.ts
@@ -0,0 +1,159 @@
+import Script from "./Script"
+import * as fs from "fs"
+import { Review } from "mangrove-reviews-typescript"
+import { parse } from "csv-parse"
+import { Feature, FeatureCollection, Point } from "geojson"
+
+export default class GenerateReviewsAnalysis extends Script {
+    constructor() {
+        super("Analyses a CSV-file with Mangrove reviews")
+    }
+
+    async analyze(datapath: string) {
+        const reviews = await this.parseCsv(datapath)
+
+        const clientWebsites: Record<string, number> = {}
+        const themeHist: Record<string, number> = {}
+        const languageHist: Record<string, number> = {}
+
+        const geojsonFeatures: Feature<Point, Record<string, string>>[] = []
+
+        for (const review of reviews) {
+            try {
+                const client = new URL(review.metadata.client_id)
+                clientWebsites[client.host] = 1 + (clientWebsites[client.host] ?? 0)
+                if (
+                    client.host.indexOf("mapcomplete") >= 0 ||
+                    client.host.indexOf("pietervdvn") >= 0
+                ) {
+                    let theme = client.pathname.substring(client.pathname.lastIndexOf("/") + 1)
+                    if (theme.endsWith(".html")) {
+                        theme = theme.substring(0, theme.length - 5)
+                    }
+                    if (theme === "theme") {
+                        // THis is a custom layout
+                        theme =
+                            client.searchParams.get("layout") ??
+                            client.searchParams.get("userlayout")
+                    }
+                    theme = "https://mapcomplete.osm.be/" + theme
+                    themeHist[theme] = (themeHist[theme] ?? 0) + 1
+
+                    const language = client.searchParams.get("language")
+                    languageHist[language] = (languageHist[language] ?? 0) + 1
+                }
+            } catch (e) {
+                console.error("Not a url:", review.metadata.client_id)
+            }
+
+            try {
+                const geo = new URL(review.sub)
+                if (geo.protocol !== "geo:") {
+                    continue
+                }
+                const [lat, lon] = geo.pathname.split(",").map(Number)
+                console.log(lat, lon)
+                geojsonFeatures.push({
+                    geometry: {
+                        type: "Point",
+                        coordinates: [lon, lat],
+                    },
+                    type: "Feature",
+                    properties: {
+                        name: geo.searchParams.get("q"),
+                        rating: "" + review.rating,
+                        opinion: review.opinion,
+                        client: review.metadata.client_id,
+                        nickname: review.metadata.nickname,
+                    },
+                })
+            } catch (e) {
+                console.error(e)
+            }
+        }
+        this.print("Website", clientWebsites)
+        this.print("Theme", themeHist)
+        this.print("language", languageHist)
+        const fc: FeatureCollection = {
+            type: "FeatureCollection",
+            features: geojsonFeatures,
+        }
+        fs.writeFileSync(
+            "../MapComplete-data/reviews.geojson",
+
+            JSON.stringify(fc),
+            { encoding: "utf-8" }
+        )
+    }
+
+    async main(args: string[]): Promise<void> {
+        const datapath = args[0] ?? "../MapComplete-data/mangrove.reviews_1674234503.csv"
+        await this.analyze(datapath)
+    }
+
+    private sort(record: Record<string, number>): Record<string, number> {
+        record = { ...record }
+        const result: Record<string, number> = {}
+        do {
+            let maxKey: string = undefined
+            let maxCount: number = -999
+
+            for (const key in record) {
+                const c = record[key]
+                if (c > maxCount) {
+                    maxCount = c
+                    maxKey = key
+                }
+            }
+            result[maxKey] = maxCount
+            delete record[maxKey]
+        } while (Object.keys(record).length > 0)
+
+        return result
+    }
+
+    private print(type: string, histogram: Record<string, number>) {
+        console.log(type, this.sort(histogram))
+    }
+
+    private parseCsv(datapath: string): Promise<Review[]> {
+        const header: string[] = [
+            "signature",
+            "pem",
+            "iat",
+            "sub",
+            "rating",
+            "opinion",
+            "images",
+            "metadata",
+        ]
+        return new Promise<Review[]>((resolve) => {
+            const parser = parse({ delimiter: "," }, function (err, data) {
+                const asJson: Review[] = []
+                for (let i = 1; i < data.length; i++) {
+                    const line = data[i]
+                    const entry: Review = { sub: undefined }
+                    for (let c = 0; c < line.length; c++) {
+                        const key: string = header[c]
+                        let value = line[c]
+                        if (value === "none") {
+                            value = null
+                        } else if (key === "images" || key === "metadata") {
+                            try {
+                                value = JSON.parse(value)
+                            } catch (e) {
+                                console.log("Could not parse", value, "\n", line)
+                            }
+                        }
+                        entry[key] = value
+                    }
+                    asJson.push(entry)
+                }
+                resolve(asJson)
+            })
+            fs.createReadStream(datapath).pipe(parser)
+        })
+    }
+}
+
+new GenerateReviewsAnalysis().run()