From 381f4dd02c0eca2f4982ab92eb943265f7340572 Mon Sep 17 00:00:00 2001
From: Nicolas Froidure <nicolas.froidure@gmail.com>
Date: Fri, 25 Aug 2023 10:45:38 +0200
Subject: [PATCH] feat(scripts): split script into granular ones

---
 README.md                                     |   7 +-
 bin/parse.ts                                  | 563 ------------------
 bin/{presence.ts => presences.ts}             |   1 -
 bin/{profile.ts => profiles.ts}               |   0
 bin/stats.ts                                  | 388 ++++++++++++
 bin/tribunes.ts                               | 207 +++++++
 contents/globalStats.json                     |  42 +-
 contents/groups/douai-au-coeur-eelv.json      |  24 +-
 contents/groups/douai-au-coeur-pcf.json       |  16 +-
 contents/groups/douai-au-coeur-ps.json        |  60 +-
 contents/groups/douai-au-coeur-se.json        |  64 +-
 .../douai-dynamique-et-durable-dvd.json       |  32 +-
 ...i-plus-belle-plus-propre-plus-sure-rn.json |  12 +-
 .../groups/douaisiens-passionnement-ump.json  |  32 +-
 .../groups/ensemble-faisons-douai-se.json     |   4 +-
 contents/groups/jacques-vernier-ump.json      |   4 +-
 .../rassemblement-douai-bleu-marine-rn.json   |   8 +-
 contents/groups/vivons-douai-eelv.json        |   4 +-
 contents/groups/vivons-douai-pcf.json         |   8 +-
 contents/groups/vivons-douai-ps.json          |  28 +-
 package-lock.json                             |  14 +
 package.json                                  |   8 +-
 src/utils/tribunes.ts                         |   4 +-
 23 files changed, 727 insertions(+), 803 deletions(-)
 delete mode 100644 bin/parse.ts
 rename bin/{presence.ts => presences.ts} (99%)
 rename bin/{profile.ts => profiles.ts} (100%)
 create mode 100644 bin/stats.ts
 create mode 100644 bin/tribunes.ts

diff --git a/README.md b/README.md
index c9a8db7b..5aa68d2e 100644
--- a/README.md
+++ b/README.md
@@ -18,7 +18,10 @@ Ensure you installed `inkscape` and `chromium`.
 
 Then, run the data ingestion:
 ```sh
-npm run parse
+npm run tribunes
+npm run profiles
+npm run stats
+npm run presences
 ```
 
 And finally run the app:
@@ -30,6 +33,6 @@ npm run dev
 
 Lemmatization is not working properly. May be useful to [see this](http://www.erwanlenagard.com/general/tutoriel-implementer-stanford-corenlp-avec-talend-1354).
 
-## Windows users
+## Windows & MAC users
 
 Lol.
diff --git a/bin/parse.ts b/bin/parse.ts
deleted file mode 100644
index 167b9472..00000000
--- a/bin/parse.ts
+++ /dev/null
@@ -1,563 +0,0 @@
-import { readFile, writeFile, readDir, access } from "../src/utils/files";
-import { join as pathJoin } from "path";
-import axios from "axios";
-import { tmpdir } from "node:os";
-import { exec as _exec } from "node:child_process";
-import { promisify } from "node:util";
-import nodeLefff from "node-lefff";
-import { toASCIIString } from "../src/utils/ascii";
-import type {
-  SentimentOccurenceItem,
-  StatsSummary,
-} from "../src/utils/writters";
-import type { Author, BaseGroup } from "../src/utils/tribunes";
-import {
-  createBaseStatsItem,
-  shrinkStats,
-  sortByName,
-  aggregatesStats,
-  computeStats,
-} from "../src/utils/stats";
-
-const exec = promisify(_exec);
-
-run();
-
-async function run() {
-  const nl = await nodeLefff.load();
-
-  const files = await readDir(pathJoin("sources", "tribunes"));
-  const writtersAggregations = {};
-  const groupsAggregations = {};
-  const globalStats = createBaseStatsObject();
-
-  for (const file of files) {
-    const content = await readFile(pathJoin("sources", "tribunes", file));
-
-    console.warn(`➕ - Processing ${file}.`);
-
-    const publication = file.split("-").slice(2).join("-").replace(/\.md$/, "");
-    const occurence = file.split("-").slice(0, 2).join("-");
-    const parts = content.split(/[\-]{3,}/gm);
-    const sources = parts[0]
-      .split(/(\r?\n)+/gm)
-      .filter((line) => line.startsWith("https://"));
-    const tempDir = tmpdir();
-    const sourcesCaptures = await sources.reduce(
-      async (sourcesCaptures, source) => {
-        const captures = await sourcesCaptures;
-        const filename = `${publication}-${occurence}-p${source.replace(
-          /^.*p([0-9]+).svgz/,
-          "$1"
-        )}.png`;
-        const captureDestination = pathJoin(
-          "public",
-          "images",
-          "sources",
-          filename
-        );
-        const tempFile = pathJoin(tempDir, filename);
-
-        // await new Promise((resolve) => setTimeout(resolve, 500));
-        // await exec(
-        //   `google-chrome  --headless --screenshot=${tempFile} ${source}`
-        // );
-        // await new Promise((resolve) => setTimeout(resolve, 500));
-        // await exec(`convert ${tempFile} -trim ${captureDestination}`);
-        return [...captures, captureDestination];
-      },
-      Promise.resolve([] as string[])
-    );
-
-    if (!sources.length) {
-      console.error(`🤔 - No sources for ${file} !`);
-      continue;
-    }
-
-    const tribunes = parts.slice(1);
-
-    for (const tribune of tribunes) {
-      const parts = tribune.trim().split(/\n[\n]+/gm);
-      const authorPart = (parts.pop() as string).trim();
-      const mayorCase = !!authorPart.match(/^\s*votre maire/i);
-      const authorParts = authorPart.split(/\n/).slice(mayorCase ? 1 : 0);
-
-      if (authorParts.length % 2 !== 0) {
-        console.error(`🤔 - Author parts for ${file} looks strange!`);
-      }
-
-      const authors: Author[] = [];
-
-      do {
-        const name = authorParts.shift() as string;
-        const id = toASCIIString(name);
-        let portrait = id + ".jpg";
-        const mandates = (authorParts.shift() as string).split(/\s*,\s+/);
-
-        try {
-          await access(pathJoin("public", "images", "portraits", portrait));
-        } catch (err) {
-          portrait = "default.svg";
-        }
-
-        const author = {
-          id,
-          name,
-          mandates,
-          portrait,
-          totalSignificantWords: 0,
-          totalWords: 0,
-        };
-
-        authors.push(author);
-        globalStats.authors[author.id] = author;
-      } while (authorParts.length);
-
-      const content = parts
-        .slice(mayorCase ? 0 : 1)
-        .join("\n\n")
-        .trim();
-      const group: BaseGroup = buildGroupDetails(
-        mayorCase
-          ? "Majorité municipale : Douai au Cœur (Parti Socialiste)"
-          : parts.slice(0, 1).join("")
-      );
-      const source = mayorCase
-        ? sourcesCaptures[1] || sourcesCaptures[0]
-        : sourcesCaptures[0];
-
-      const date = `${occurence}-01T00:00:00Z`;
-      const id = `${occurence}-${publication}-${authors
-        .map(({ id }) => id)
-        .join("-")}`;
-      const response = await axios({
-        method: "post",
-        url: `http://localhost:9000`,
-        params: {
-          properties:
-            '{"annotators":"tokenize,ssplit,mwt,pos,lemma,ner,parse,sentiment","outputFormat":"json"}',
-        },
-        data: content,
-      });
-
-      const sentiments = response.data.sentences.map(
-        ({ sentiment }) => sentiment
-      );
-      const words = response.data.sentences.reduce(
-        (words, sentence) =>
-          words.concat(
-            sentence.tokens
-              .filter(({ pos }) => ["NOUN", "ADJ", "VERB"].includes(pos))
-              .map(({ lemma, characterOffsetBegin, characterOffsetEnd }) => ({
-                word: lemma,
-                offset: [characterOffsetBegin, characterOffsetEnd],
-              }))
-          ),
-        []
-      );
-
-      const groupAggregation = groupsAggregations[group.id] || {
-        id: group.id,
-        name: group.name,
-        party: group.party,
-        partyAbbr: group.abbr,
-        type: group.type,
-        logo: group.logo,
-        totalWords: 0,
-        writtings: [],
-        sentences: [],
-        sentiments: [],
-        exclamations: [],
-        questions: [],
-        bolds: [],
-        caps: [],
-        words: [],
-        authors,
-        locality: "Douai",
-        country: "France",
-      };
-
-      groupsAggregations[group.id] = groupAggregation;
-      groupAggregation.authors = [
-        ...groupAggregation.authors,
-        ...authors.filter(
-          ({ name }) =>
-            !groupAggregation.authors.some(
-              ({ name: otherName }) => name === otherName
-            )
-        ),
-      ].sort(sortByName);
-
-      const aggregationsList = [
-        groupAggregation,
-        ...authors.map(({ name, mandates, portrait }) => {
-          const writerAggregation = writtersAggregations[
-            toASCIIString(name)
-          ] || {
-            totalWords: 0,
-            writtings: [],
-            sentences: [],
-            sentiments: [],
-            exclamations: [],
-            questions: [],
-            bolds: [],
-            caps: [],
-            words: [],
-            portrait,
-            name,
-            mandates,
-            groups: [group],
-            locality: "Douai",
-            country: "France",
-          };
-
-          writtersAggregations[toASCIIString(name)] = writerAggregation;
-          writerAggregation.groups = [
-            ...writerAggregation.groups,
-            ...(writerAggregation.groups.some(
-              ({ name: otherName }) => name === otherName
-            )
-              ? []
-              : []),
-          ].sort(sortByName);
-
-          writerAggregation.mandates = [
-            ...Array.from(new Set(writerAggregation.mandates.concat(mandates))),
-          ];
-
-          return writerAggregation;
-        }),
-      ];
-
-      aggregationsList.forEach((aggregation) => {
-        aggregation.writtings.push({ date, id });
-      });
-
-      const exclamation = {
-        id,
-        date,
-        count: response.data.sentences.reduce((count, sentence) => {
-          return sentence.tokens.reduce((count, { lemma }) => {
-            return count + (lemma === "!" ? 1 : 0);
-          }, count);
-        }, 0),
-      };
-      aggregationsList.forEach((aggregation) => {
-        aggregation.exclamations.push(exclamation);
-      });
-
-      const question = {
-        id,
-        date,
-        count: response.data.sentences.reduce((count, sentence) => {
-          return sentence.tokens.reduce((count, { lemma }) => {
-            return count + (lemma === "?" ? 1 : 0);
-          }, count);
-        }, 0),
-      };
-      aggregationsList.forEach((aggregation) => {
-        aggregation.questions.push(question);
-      });
-
-      const bold = {
-        id,
-        date,
-        // Very approximative count, could parse MD contents and
-        // use the AST
-        count:
-          Math.floor([...Array.from(content.matchAll(/\*\*/gm))]?.length / 2) ||
-          0,
-      };
-      aggregationsList.forEach((aggregation) => {
-        aggregation.bolds.push(bold);
-      });
-
-      const cap = {
-        id,
-        date,
-        count: response.data.sentences.reduce((count, sentence) => {
-          return sentence.tokens.reduce((count, { originalText }) => {
-            return (
-              count +
-              (originalText.match(/[a-zA-Z]{5,}/) &&
-              originalText.toUpperCase() === originalText
-                ? 1
-                : 0)
-            );
-          }, count);
-        }, 0),
-      };
-      aggregationsList.forEach((aggregation) => {
-        aggregation.caps.push(cap);
-      });
-
-      const sentence = { id, date, count: response.data.sentences.length };
-      aggregationsList.forEach((aggregation) => {
-        aggregation.sentences.push(sentence);
-      });
-
-      const sentiment = {
-        id,
-        date,
-        positive: sentiments.filter((sentiment) => sentiment === "Positive")
-          .length,
-        neutral: sentiments.filter((sentiment) => sentiment === "Neutral")
-          .length,
-        negative: sentiments.filter((sentiment) => sentiment === "Negative")
-          .length,
-      };
-      aggregationsList.forEach((aggregation) => {
-        aggregation.sentiments.push(sentiment);
-      });
-
-      words.forEach((word) => {
-        const lemma = nl.lem(word.word);
-
-        aggregationsList.forEach((aggregation) => {
-          aggregation.words[lemma] = (aggregation.words[lemma] || 0) + 1;
-          aggregation.totalWords += word.word.length > 3 ? 1 : 0;
-        });
-      });
-
-      const markdown = `---
-id: "${id}"
-authors:${authors
-        .map(
-          ({ id, name, mandates, portrait }) => `
-- id: "${id}"
-  name: "${name}"
-  mandates: ${mandates
-    .map(
-      (mandate) => `
-  - "${mandate}"`
-    )
-    .join("")}
-  portrait: "${portrait}"`
-        )
-        .join("")}
-group:
-  id: "${group.id}"
-  name: "${group.name}"
-  type: "${group.type}"
-  party: "${group.party}"
-  abbr: "${group.abbr}"
-  logo: "${group.logo}"
-date: "${date}"
-publication: "${publication}"
-source: "${source}"
-language: "fr"
-locality: "Douai"
-country: "France"
----
-
-${content}
-`;
-      await writeFile(pathJoin("contents", "tribunes", `${id}.md`), markdown);
-    }
-  }
-
-  for (const key of Object.keys(writtersAggregations)) {
-    const summary = {
-      sentences: computeStats(writtersAggregations[key].sentences),
-      exclamations: computeStats(writtersAggregations[key].exclamations),
-      questions: computeStats(writtersAggregations[key].questions),
-      bolds: computeStats(writtersAggregations[key].bolds),
-      caps: computeStats(writtersAggregations[key].caps),
-      sentiments: computeSentimentStats(writtersAggregations[key].sentiments),
-    };
-    const allWords = Object.keys(writtersAggregations[key].words).filter(
-      (word) => word.length > 3
-    );
-
-    globalStats.authors[key].totalWords = writtersAggregations[key].totalWords;
-    globalStats.authors[key].totalSignificantWords = allWords.length;
-
-    const finalAggregation = {
-      ...writtersAggregations[key],
-      summary: shrinkSummary(summary),
-      words: allWords
-        .sort((wordA, wordB) =>
-          writtersAggregations[key].words[wordA] <
-          writtersAggregations[key].words[wordB]
-            ? 1
-            : writtersAggregations[key].words[wordA] >
-              writtersAggregations[key].words[wordB]
-            ? -1
-            : 0
-        )
-        .slice(0, 25)
-        .map((word) => ({
-          word,
-          count: writtersAggregations[key].words[word],
-        })),
-    };
-
-    await writeFile(
-      pathJoin("contents", "writters", `${key}.json`),
-      JSON.stringify(finalAggregation, null, 2)
-    );
-  }
-
-  for (const key of Object.keys(groupsAggregations)) {
-    const summary = {
-      sentences: computeStats(groupsAggregations[key].sentences),
-      exclamations: computeStats(groupsAggregations[key].exclamations),
-      questions: computeStats(groupsAggregations[key].questions),
-      bolds: computeStats(groupsAggregations[key].bolds),
-      caps: computeStats(groupsAggregations[key].caps),
-      sentiments: computeSentimentStats(groupsAggregations[key].sentiments),
-    };
-
-    aggregatesStats(summary.sentences, globalStats.sentences);
-    aggregatesStats(summary.exclamations, globalStats.exclamations);
-    aggregatesStats(summary.questions, globalStats.questions);
-    aggregatesStats(summary.bolds, globalStats.bolds);
-    aggregatesStats(summary.caps, globalStats.caps);
-    aggregatesStats(
-      summary.sentiments.positive,
-      globalStats.sentiments.positive
-    );
-    aggregatesStats(
-      summary.sentiments.negative,
-      globalStats.sentiments.negative
-    );
-    aggregatesStats(summary.sentiments.neutral, globalStats.sentiments.neutral);
-
-    const finalAggregation = {
-      ...groupsAggregations[key],
-      summary: shrinkSummary(summary),
-      words: Object.keys(groupsAggregations[key].words)
-        .filter((word) => word.length > 3)
-        .sort((wordA, wordB) =>
-          groupsAggregations[key].words[wordA] <
-          groupsAggregations[key].words[wordB]
-            ? 1
-            : groupsAggregations[key].words[wordA] >
-              groupsAggregations[key].words[wordB]
-            ? -1
-            : 0
-        )
-        .slice(0, 25)
-        .map((word) => ({ word, count: groupsAggregations[key].words[word] })),
-    };
-
-    await writeFile(
-      pathJoin("contents", "groups", `${key}.json`),
-      JSON.stringify(finalAggregation, null, 2)
-    );
-  }
-
-  await writeFile(
-    pathJoin("contents", `globalStats.json`),
-    JSON.stringify(shrinkSummary(globalStats), null, 2)
-  );
-}
-
-function buildGroupDetails(fullName): BaseGroup {
-  const matches = fullName.match(/^(.*) :([^\(]*)(\(.*\)|)$/);
-  const name = matches[2].trim() || "Non-Affilié·es";
-  const type = matches[1].trim();
-  let party = matches[3].trim() || "Sans-Étiquette";
-  let abbr = "SE";
-  let logo = "default.svg";
-
-  if (party.includes("Europe Écologie les Verts")) {
-    party = "Europe Écologie-Les Verts";
-    abbr = "EELV";
-    logo = "eelv-douaisis.svg";
-  }
-  if (party.includes("Vivre Douai")) {
-    party = "Citoyen·nes de Vivre Douai";
-    abbr = "SE";
-    logo = "douai-au-coeur.svg";
-  }
-  if (party.includes("Parti Socialiste")) {
-    party = "Parti Socialiste";
-    abbr = "PS";
-    logo = "ps.png";
-  }
-  if (
-    party.includes("L’humain d’abord pour Douai") ||
-    party.includes("Parti Communiste")
-  ) {
-    party = "Parti Communiste Français";
-    abbr = "PCF";
-    logo = "pcf.svg";
-  }
-  if (party.includes("Rassemblement National")) {
-    party = "Rassemblement National";
-    abbr = "RN";
-  }
-  if (party.includes("UMP")) {
-    party = "Union pour un Mouvement Populaire";
-    abbr = "UMP";
-  }
-  if (fullName.includes("Douai dynamique et durable")) {
-    party = "Alliance LReM-Modem";
-    abbr = "DVD";
-  }
-  if (fullName.includes("Ensemble faisons Douai")) {
-    party = "Sans-Étiquette";
-    abbr = "SE";
-  }
-
-  return {
-    id: toASCIIString(`${name} ${abbr}`),
-    name,
-    type,
-    party,
-    abbr,
-    logo,
-  };
-}
-
-function createBaseStatsObject() {
-  return {
-    authors: {},
-    sentences: createBaseStatsItem(),
-    exclamations: createBaseStatsItem(),
-    questions: createBaseStatsItem(),
-    bolds: createBaseStatsItem(),
-    caps: createBaseStatsItem(),
-    sentiments: {
-      positive: createBaseStatsItem(),
-      neutral: createBaseStatsItem(),
-      negative: createBaseStatsItem(),
-    },
-  };
-}
-
-function computeSentimentStats(
-  occurences: SentimentOccurenceItem[]
-): StatsSummary["sentiments"] {
-  return ["positive", "neutral", "negative"].reduce((stats, sentiment) => {
-    const reshapedOccurences = occurences.map(({ id, date, ...occurence }) => ({
-      id,
-      date,
-      count: occurence[sentiment],
-    }));
-
-    return {
-      ...stats,
-      [sentiment]: computeStats(reshapedOccurences),
-    };
-  }, {} as Partial<StatsSummary["sentiments"]>) as StatsSummary["sentiments"];
-}
-
-function shrinkSummary(
-  summary: Omit<StatsSummary, "authors">
-): Omit<StatsSummary, "authors"> {
-  return {
-    ...summary,
-    sentences: shrinkStats(summary.sentences),
-    exclamations: shrinkStats(summary.exclamations),
-    questions: shrinkStats(summary.questions),
-    bolds: shrinkStats(summary.bolds),
-    caps: shrinkStats(summary.caps),
-    sentiments: {
-      positive: shrinkStats(summary.sentiments.positive),
-      neutral: shrinkStats(summary.sentiments.neutral),
-      negative: shrinkStats(summary.sentiments.negative),
-    },
-  };
-}
diff --git a/bin/presence.ts b/bin/presences.ts
similarity index 99%
rename from bin/presence.ts
rename to bin/presences.ts
index f5686779..4ddf1e66 100644
--- a/bin/presence.ts
+++ b/bin/presences.ts
@@ -4,7 +4,6 @@ import { toASCIIString } from "../src/utils/ascii";
 import {
   OccurenceItem,
   aggregatesStats,
-  computeStats,
   createBaseStatsItem,
   shrinkStats,
   sortByDate,
diff --git a/bin/profile.ts b/bin/profiles.ts
similarity index 100%
rename from bin/profile.ts
rename to bin/profiles.ts
diff --git a/bin/stats.ts b/bin/stats.ts
new file mode 100644
index 00000000..f25c0e55
--- /dev/null
+++ b/bin/stats.ts
@@ -0,0 +1,388 @@
+import {
+  createBaseStatsItem,
+  shrinkStats,
+  sortByName,
+  aggregatesStats,
+  computeStats,
+} from "../src/utils/stats";
+import { parse } from "yaml";
+import { readFile, writeFile, readDir } from "../src/utils/files";
+import { join as pathJoin } from "path";
+import axios from "axios";
+import { exec as _exec } from "node:child_process";
+import nodeLefff from "node-lefff";
+import { toASCIIString } from "../src/utils/ascii";
+import type {
+  SentimentOccurenceItem,
+  StatsSummary,
+} from "../src/utils/writters";
+import type {
+  BaseGroup,
+  TribuneFrontmatterMetadata,
+} from "../src/utils/tribunes";
+
+run();
+
+async function run() {
+  const globalStats = await createBaseStatsObject();
+  const nl = await nodeLefff.load();
+  const files = await readDir(pathJoin("contents", "tribunes"));
+  const writtersAggregations = {};
+  const groupsAggregations = {};
+
+  for (const file of files) {
+    console.warn(`➕ - Processing ${file}.`);
+
+    const content = await readFile(pathJoin("contents", "tribunes", file));
+    const parts = content
+      .split(/\-\-\-/)
+      .map((s) => s.trim())
+      .filter((id) => id);
+    const metadata = parse(parts[0]) as TribuneFrontmatterMetadata;
+    const markdown = parts[1];
+    const response = await axios({
+      method: "post",
+      url: `http://localhost:9000`,
+      params: {
+        properties:
+          '{"annotators":"tokenize,ssplit,mwt,pos,lemma,ner,parse,sentiment","outputFormat":"json"}',
+      },
+      data: markdown,
+    });
+
+    const sentiments = response.data.sentences.map(
+      ({ sentiment }) => sentiment
+    );
+    const words = response.data.sentences.reduce(
+      (words, sentence) =>
+        words.concat(
+          sentence.tokens
+            .filter(({ pos }) => ["NOUN", "ADJ", "VERB"].includes(pos))
+            .map(({ lemma, characterOffsetBegin, characterOffsetEnd }) => ({
+              word: lemma,
+              offset: [characterOffsetBegin, characterOffsetEnd],
+            }))
+        ),
+      []
+    );
+
+    const { id, date, group, authors } = metadata;
+    const groupAggregation = groupsAggregations[group.id] || {
+      id: group.id,
+      name: group.name,
+      party: group.party,
+      partyAbbr: group.abbr,
+      type: group.type,
+      logo: group.logo,
+      totalWords: 0,
+      writtings: [],
+      sentences: [],
+      sentiments: [],
+      exclamations: [],
+      questions: [],
+      bolds: [],
+      caps: [],
+      words: [],
+      authors,
+      locality: "Douai",
+      country: "France",
+    };
+
+    groupsAggregations[group.id] = groupAggregation;
+    groupAggregation.authors = [
+      ...groupAggregation.authors,
+      ...authors.filter(
+        ({ name }) =>
+          !groupAggregation.authors.some(
+            ({ name: otherName }) => name === otherName
+          )
+      ),
+    ].sort(sortByName);
+
+    const aggregationsList = [
+      groupAggregation,
+      ...authors.map(({ name, mandates, portrait }) => {
+        const writerAggregation = writtersAggregations[toASCIIString(name)] || {
+          totalWords: 0,
+          writtings: [],
+          sentences: [],
+          sentiments: [],
+          exclamations: [],
+          questions: [],
+          bolds: [],
+          caps: [],
+          words: [],
+          portrait,
+          name,
+          mandates,
+          groups: [group],
+          locality: "Douai",
+          country: "France",
+        };
+
+        writtersAggregations[toASCIIString(name)] = writerAggregation;
+        writerAggregation.groups = [
+          ...writerAggregation.groups,
+          ...(writerAggregation.groups.some(
+            ({ name: otherName }) => name === otherName
+          )
+            ? []
+            : []),
+        ].sort(sortByName);
+
+        writerAggregation.mandates = [
+          ...Array.from(new Set(writerAggregation.mandates.concat(mandates))),
+        ];
+
+        return writerAggregation;
+      }),
+    ];
+
+    aggregationsList.forEach((aggregation) => {
+      aggregation.writtings.push({ date, id });
+    });
+
+    const exclamation = {
+      id,
+      date,
+      count: response.data.sentences.reduce((count, sentence) => {
+        return sentence.tokens.reduce((count, { lemma }) => {
+          return count + (lemma === "!" ? 1 : 0);
+        }, count);
+      }, 0),
+    };
+    aggregationsList.forEach((aggregation) => {
+      aggregation.exclamations.push(exclamation);
+    });
+
+    const question = {
+      id,
+      date,
+      count: response.data.sentences.reduce((count, sentence) => {
+        return sentence.tokens.reduce((count, { lemma }) => {
+          return count + (lemma === "?" ? 1 : 0);
+        }, count);
+      }, 0),
+    };
+    aggregationsList.forEach((aggregation) => {
+      aggregation.questions.push(question);
+    });
+
+    const bold = {
+      id,
+      date,
+      // Very approximative count, could parse MD contents and
+      // use the AST
+      count:
+        Math.floor([...Array.from(content.matchAll(/\*\*/gm))]?.length / 2) ||
+        0,
+    };
+    aggregationsList.forEach((aggregation) => {
+      aggregation.bolds.push(bold);
+    });
+
+    const cap = {
+      id,
+      date,
+      count: response.data.sentences.reduce((count, sentence) => {
+        return sentence.tokens.reduce((count, { originalText }) => {
+          return (
+            count +
+            (originalText.match(/[a-zA-Z]{5,}/) &&
+            originalText.toUpperCase() === originalText
+              ? 1
+              : 0)
+          );
+        }, count);
+      }, 0),
+    };
+    aggregationsList.forEach((aggregation) => {
+      aggregation.caps.push(cap);
+    });
+
+    const sentence = { id, date, count: response.data.sentences.length };
+    aggregationsList.forEach((aggregation) => {
+      aggregation.sentences.push(sentence);
+    });
+
+    const sentiment = {
+      id,
+      date,
+      positive: sentiments.filter((sentiment) => sentiment === "Positive")
+        .length,
+      neutral: sentiments.filter((sentiment) => sentiment === "Neutral").length,
+      negative: sentiments.filter((sentiment) => sentiment === "Negative")
+        .length,
+    };
+    aggregationsList.forEach((aggregation) => {
+      aggregation.sentiments.push(sentiment);
+    });
+
+    words.forEach((word) => {
+      const lemma = nl.lem(word.word);
+
+      aggregationsList.forEach((aggregation) => {
+        aggregation.words[lemma] = (aggregation.words[lemma] || 0) + 1;
+        aggregation.totalWords += word.word.length > 3 ? 1 : 0;
+      });
+    });
+  }
+
+  for (const key of Object.keys(writtersAggregations)) {
+    const summary = {
+      sentences: computeStats(writtersAggregations[key].sentences),
+      exclamations: computeStats(writtersAggregations[key].exclamations),
+      questions: computeStats(writtersAggregations[key].questions),
+      bolds: computeStats(writtersAggregations[key].bolds),
+      caps: computeStats(writtersAggregations[key].caps),
+      sentiments: computeSentimentStats(writtersAggregations[key].sentiments),
+    };
+    const allWords = Object.keys(writtersAggregations[key].words).filter(
+      (word) => word.length > 3
+    );
+
+    globalStats.authors[key].totalWords = writtersAggregations[key].totalWords;
+    globalStats.authors[key].totalSignificantWords = allWords.length;
+
+    const finalAggregation = {
+      ...writtersAggregations[key],
+      summary: shrinkSummary(summary),
+      words: allWords
+        .sort((wordA, wordB) =>
+          writtersAggregations[key].words[wordA] <
+          writtersAggregations[key].words[wordB]
+            ? 1
+            : writtersAggregations[key].words[wordA] >
+              writtersAggregations[key].words[wordB]
+            ? -1
+            : 0
+        )
+        .slice(0, 25)
+        .map((word) => ({
+          word,
+          count: writtersAggregations[key].words[word],
+        })),
+    };
+
+    await writeFile(
+      pathJoin("contents", "writters", `${key}.json`),
+      JSON.stringify(finalAggregation, null, 2)
+    );
+  }
+
+  for (const key of Object.keys(groupsAggregations)) {
+    const summary = {
+      sentences: computeStats(groupsAggregations[key].sentences),
+      exclamations: computeStats(groupsAggregations[key].exclamations),
+      questions: computeStats(groupsAggregations[key].questions),
+      bolds: computeStats(groupsAggregations[key].bolds),
+      caps: computeStats(groupsAggregations[key].caps),
+      sentiments: computeSentimentStats(groupsAggregations[key].sentiments),
+    };
+
+    aggregatesStats(summary.sentences, globalStats.sentences);
+    aggregatesStats(summary.exclamations, globalStats.exclamations);
+    aggregatesStats(summary.questions, globalStats.questions);
+    aggregatesStats(summary.bolds, globalStats.bolds);
+    aggregatesStats(summary.caps, globalStats.caps);
+    aggregatesStats(
+      summary.sentiments.positive,
+      globalStats.sentiments.positive
+    );
+    aggregatesStats(
+      summary.sentiments.negative,
+      globalStats.sentiments.negative
+    );
+    aggregatesStats(summary.sentiments.neutral, globalStats.sentiments.neutral);
+
+    const finalAggregation = {
+      ...groupsAggregations[key],
+      summary: shrinkSummary(summary),
+      words: Object.keys(groupsAggregations[key].words)
+        .filter((word) => word.length > 3)
+        .sort((wordA, wordB) =>
+          groupsAggregations[key].words[wordA] <
+          groupsAggregations[key].words[wordB]
+            ? 1
+            : groupsAggregations[key].words[wordA] >
+              groupsAggregations[key].words[wordB]
+            ? -1
+            : 0
+        )
+        .slice(0, 25)
+        .map((word) => ({ word, count: groupsAggregations[key].words[word] })),
+    };
+
+    await writeFile(
+      pathJoin("contents", "groups", `${key}.json`),
+      JSON.stringify(finalAggregation, null, 2)
+    );
+  }
+
+  await writeFile(
+    pathJoin("contents", `globalStats.json`),
+    JSON.stringify(shrinkSummary(globalStats), null, 2)
+  );
+}
+
+async function createBaseStatsObject(): Promise<StatsSummary> {
+  let globalStats;
+
+  try {
+    globalStats = JSON.parse(
+      (await readFile(pathJoin("contents", `globalStats.json`))).toString()
+    ) as StatsSummary;
+  } catch (err) {
+    console.error(`💥 - Cannot read the global stats object.`);
+  }
+
+  return {
+    authors: {},
+    ...globalStats,
+    sentences: createBaseStatsItem(),
+    exclamations: createBaseStatsItem(),
+    questions: createBaseStatsItem(),
+    bolds: createBaseStatsItem(),
+    caps: createBaseStatsItem(),
+    sentiments: {
+      positive: createBaseStatsItem(),
+      neutral: createBaseStatsItem(),
+      negative: createBaseStatsItem(),
+    },
+  };
+}
+
+function computeSentimentStats(
+  occurences: SentimentOccurenceItem[]
+): StatsSummary["sentiments"] {
+  return ["positive", "neutral", "negative"].reduce((stats, sentiment) => {
+    const reshapedOccurences = occurences.map(({ id, date, ...occurence }) => ({
+      id,
+      date,
+      count: occurence[sentiment],
+    }));
+
+    return {
+      ...stats,
+      [sentiment]: computeStats(reshapedOccurences),
+    };
+  }, {} as Partial<StatsSummary["sentiments"]>) as StatsSummary["sentiments"];
+}
+
+function shrinkSummary(
+  summary: Omit<StatsSummary, "authors">
+): Omit<StatsSummary, "authors"> {
+  return {
+    ...summary,
+    sentences: shrinkStats(summary.sentences),
+    exclamations: shrinkStats(summary.exclamations),
+    questions: shrinkStats(summary.questions),
+    bolds: shrinkStats(summary.bolds),
+    caps: shrinkStats(summary.caps),
+    sentiments: {
+      positive: shrinkStats(summary.sentiments.positive),
+      neutral: shrinkStats(summary.sentiments.neutral),
+      negative: shrinkStats(summary.sentiments.negative),
+    },
+  };
+}
diff --git a/bin/tribunes.ts b/bin/tribunes.ts
new file mode 100644
index 00000000..5ad0b7de
--- /dev/null
+++ b/bin/tribunes.ts
@@ -0,0 +1,207 @@
+import { readFile, writeFile, readDir, access } from "../src/utils/files";
+import { join as pathJoin } from "path";
+import { tmpdir } from "node:os";
+import { exec as _exec } from "node:child_process";
+import { promisify } from "node:util";
+import { toASCIIString } from "../src/utils/ascii";
+import type { Author, BaseGroup } from "../src/utils/tribunes";
+
+const exec = promisify(_exec);
+
+run();
+
+async function run() {
+  const files = await readDir(pathJoin("sources", "tribunes"));
+
+  for (const file of files) {
+    const content = await readFile(pathJoin("sources", "tribunes", file));
+
+    console.warn(`➕ - Processing ${file}.`);
+
+    const publication = file.split("-").slice(2).join("-").replace(/\.md$/, "");
+    const occurence = file.split("-").slice(0, 2).join("-");
+    const parts = content.split(/[\-]{3,}/gm);
+    const sources = parts[0]
+      .split(/(\r?\n)+/gm)
+      .filter((line) => line.startsWith("https://"));
+    const tempDir = tmpdir();
+    const sourcesCaptures = await sources.reduce(
+      async (sourcesCaptures, source) => {
+        const captures = await sourcesCaptures;
+        const filename = `${publication}-${occurence}-p${source.replace(
+          /^.*p([0-9]+).svgz/,
+          "$1"
+        )}.png`;
+        const captureDestination = pathJoin(
+          "public",
+          "images",
+          "sources",
+          filename
+        );
+        const tempFile = pathJoin(tempDir, filename);
+
+        await new Promise((resolve) => setTimeout(resolve, 500));
+        await exec(
+          `google-chrome  --headless --screenshot=${tempFile} ${source}`
+        );
+        await new Promise((resolve) => setTimeout(resolve, 500));
+        await exec(`convert ${tempFile} -trim ${captureDestination}`);
+        return [...captures, captureDestination];
+      },
+      Promise.resolve([] as string[])
+    );
+
+    if (!sources.length) {
+      console.error(`🤔 - No sources for ${file} !`);
+      continue;
+    }
+
+    const tribunes = parts.slice(1);
+
+    for (const tribune of tribunes) {
+      const parts = tribune.trim().split(/\n[\n]+/gm);
+      const authorPart = (parts.pop() as string).trim();
+      const mayorCase = !!authorPart.match(/^\s*votre maire/i);
+      const authorParts = authorPart.split(/\n/).slice(mayorCase ? 1 : 0);
+
+      if (authorParts.length % 2 !== 0) {
+        console.error(`🤔 - Author parts for ${file} looks strange!`);
+      }
+
+      const authors: Author[] = [];
+
+      do {
+        const name = authorParts.shift() as string;
+        const id = toASCIIString(name);
+        let portrait = id + ".jpg";
+        const mandates = (authorParts.shift() as string).split(/\s*,\s+/);
+
+        try {
+          await access(pathJoin("public", "images", "portraits", portrait));
+        } catch (err) {
+          portrait = "default.svg";
+        }
+
+        const author: Author = {
+          id,
+          name,
+          mandates,
+          portrait,
+        };
+
+        authors.push(author);
+      } while (authorParts.length);
+
+      const content = parts
+        .slice(mayorCase ? 0 : 1)
+        .join("\n\n")
+        .trim();
+      const group: BaseGroup = buildGroupDetails(
+        mayorCase
+          ? "Majorité municipale : Douai au Cœur (Parti Socialiste)"
+          : parts.slice(0, 1).join("")
+      );
+      const source = mayorCase
+        ? sourcesCaptures[1] || sourcesCaptures[0]
+        : sourcesCaptures[0];
+
+      const date = `${occurence}-01T00:00:00Z`;
+      const id = `${occurence}-${publication}-${authors
+        .map(({ id }) => id)
+        .join("-")}`;
+
+      const markdown = `---
+id: "${id}"
+authors:${authors
+        .map(
+          ({ id, name, mandates, portrait }) => `
+- id: "${id}"
+  name: "${name}"
+  mandates: ${mandates
+    .map(
+      (mandate) => `
+  - "${mandate}"`
+    )
+    .join("")}
+  portrait: "${portrait}"`
+        )
+        .join("")}
+group:
+  id: "${group.id}"
+  name: "${group.name}"
+  type: "${group.type}"
+  party: "${group.party}"
+  abbr: "${group.abbr}"
+  logo: "${group.logo}"
+date: "${date}"
+publication: "${publication}"
+source: "${source}"
+language: "fr"
+locality: "Douai"
+country: "France"
+---
+
+${content}
+`;
+      await writeFile(pathJoin("contents", "tribunes", `${id}.md`), markdown);
+    }
+  }
+}
+
+function buildGroupDetails(fullName): BaseGroup {
+  const matches = fullName.match(/^(.*) :([^\(]*)(\(.*\)|)$/);
+  const name = matches[2].trim() || "Non-Affilié·es";
+  const type = matches[1].trim();
+  let party = matches[3].trim() || "Sans-Étiquette";
+  let abbr = "SE";
+  let logo = "default.svg";
+
+  if (party.includes("Europe Écologie les Verts")) {
+    party = "Europe Écologie-Les Verts";
+    abbr = "EELV";
+    logo = "eelv-douaisis.svg";
+  }
+  if (party.includes("Vivre Douai")) {
+    party = "Citoyen·nes de Vivre Douai";
+    abbr = "SE";
+    logo = "douai-au-coeur.svg";
+  }
+  if (party.includes("Parti Socialiste")) {
+    party = "Parti Socialiste";
+    abbr = "PS";
+    logo = "ps.png";
+  }
+  if (
+    party.includes("L’humain d’abord pour Douai") ||
+    party.includes("Parti Communiste")
+  ) {
+    party = "Parti Communiste Français";
+    abbr = "PCF";
+    logo = "pcf.svg";
+  }
+  if (party.includes("Rassemblement National")) {
+    party = "Rassemblement National";
+    abbr = "RN";
+  }
+  if (party.includes("UMP")) {
+    party = "Union pour un Mouvement Populaire";
+    abbr = "UMP";
+  }
+  if (fullName.includes("Douai dynamique et durable")) {
+    party = "Alliance LReM-Modem";
+    abbr = "DVD";
+  }
+  if (fullName.includes("Ensemble faisons Douai")) {
+    party = "Sans-Étiquette";
+    abbr = "SE";
+  }
+
+  return {
+    id: toASCIIString(`${name} ${abbr}`),
+    name,
+    type,
+    party,
+    abbr,
+    logo,
+  };
+}
diff --git a/contents/globalStats.json b/contents/globalStats.json
index a01fe379..666f0725 100644
--- a/contents/globalStats.json
+++ b/contents/globalStats.json
@@ -602,7 +602,7 @@
         "2012-04-douai-notre-ville-jean-pierre-divrechy",
         "2013-03-douai-notre-ville-jean-pierre-divrechy",
         "2012-09-douai-notre-ville-odile-hage",
-        "2014-05-douai-notre-ville-guy-cannie"
+        "2014-05-douai-notre-ville-francoise-prouvost"
       ],
       "restLength": 181
     },
@@ -623,11 +623,11 @@
     "min": {
       "value": 0,
       "ids": [
-        "2012-02-douai-notre-ville-cyril-carbonnel",
-        "2012-06-douai-notre-ville-karine-doyen-carbonnel",
-        "2012-07-douai-notre-ville-annick-louvion",
-        "2012-12-douai-notre-ville-monique-amghar",
-        "2013-01-douai-notre-ville-frederic-chereau"
+        "2012-01-douai-notre-ville-jacques-vernier",
+        "2012-04-douai-notre-ville-jacques-vernier",
+        "2012-06-douai-notre-ville-jacques-vernier",
+        "2012-07-douai-notre-ville-jacques-vernier",
+        "2012-09-douai-notre-ville-jacques-vernier"
       ],
       "restLength": 362
     },
@@ -648,10 +648,10 @@
       "value": 0,
       "ids": [
         "2012-09-douai-notre-ville-odile-hage",
-        "2014-05-douai-notre-ville-guy-cannie",
-        "2014-07-douai-notre-ville-guy-cannie",
-        "2015-02-douai-notre-ville-guy-cannie",
-        "2015-05-douai-notre-ville-guy-cannie"
+        "2014-05-douai-notre-ville-francoise-prouvost",
+        "2014-10-douai-notre-ville-marie-helene-quatreboeufs-niklikowski",
+        "2014-11-douai-notre-ville-marie-delecambre",
+        "2014-12-douai-notre-ville-chantal-rybak"
       ],
       "restLength": 298
     },
@@ -671,11 +671,11 @@
     "min": {
       "value": 0,
       "ids": [
-        "2012-01-douai-notre-ville-monique-amghar",
-        "2012-02-douai-notre-ville-cyril-carbonnel",
-        "2012-03-douai-notre-ville-rene-lavarde",
-        "2012-06-douai-notre-ville-karine-doyen-carbonnel",
-        "2012-07-douai-notre-ville-annick-louvion"
+        "2012-01-douai-notre-ville-jacques-vernier",
+        "2012-04-douai-notre-ville-jacques-vernier",
+        "2012-05-douai-notre-ville-jacques-vernier",
+        "2012-06-douai-notre-ville-jacques-vernier",
+        "2012-07-douai-notre-ville-jacques-vernier"
       ],
       "restLength": 397
     },
@@ -696,11 +696,11 @@
       "min": {
         "value": 0,
         "ids": [
-          "2012-01-douai-notre-ville-monique-amghar",
-          "2012-07-douai-notre-ville-annick-louvion",
-          "2013-01-douai-notre-ville-frederic-chereau",
           "2012-01-douai-notre-ville-jacques-vernier",
-          "2012-02-douai-notre-ville-jacques-vernier"
+          "2012-02-douai-notre-ville-jacques-vernier",
+          "2012-04-douai-notre-ville-jacques-vernier",
+          "2012-05-douai-notre-ville-jacques-vernier",
+          "2012-06-douai-notre-ville-jacques-vernier"
         ],
         "restLength": 235
       },
@@ -744,11 +744,11 @@
       "min": {
         "value": 0,
         "ids": [
-          "2012-01-douai-notre-ville-monique-amghar",
           "2012-02-douai-notre-ville-jacques-vernier",
           "2012-03-douai-notre-ville-jacques-vernier",
           "2012-05-douai-notre-ville-jacques-vernier",
-          "2012-10-douai-notre-ville-jacques-vernier"
+          "2012-10-douai-notre-ville-jacques-vernier",
+          "2012-11-douai-notre-ville-jacques-vernier"
         ],
         "restLength": 195
       },
diff --git a/contents/groups/douai-au-coeur-eelv.json b/contents/groups/douai-au-coeur-eelv.json
index e64b97d4..4c2099cb 100644
--- a/contents/groups/douai-au-coeur-eelv.json
+++ b/contents/groups/douai-au-coeur-eelv.json
@@ -1317,9 +1317,7 @@
       "mandates": [
         "Conseiller municipal délégué"
       ],
-      "portrait": "guy-caruyer.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "guy-caruyer.jpg"
     },
     {
       "id": "jean-christophe-leclercq",
@@ -1327,9 +1325,7 @@
       "mandates": [
         "Adjoint au maire"
       ],
-      "portrait": "jean-christophe-leclercq.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "jean-christophe-leclercq.jpg"
     },
     {
       "id": "katia-bittner",
@@ -1337,9 +1333,7 @@
       "mandates": [
         "Conseillère municipale"
       ],
-      "portrait": "katia-bittner.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "katia-bittner.jpg"
     },
     {
       "id": "marie-delattre",
@@ -1347,9 +1341,7 @@
       "mandates": [
         "Adjointe au maire"
       ],
-      "portrait": "marie-delattre.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "marie-delattre.jpg"
     },
     {
       "id": "stephanie-stiernon",
@@ -1357,9 +1349,7 @@
       "mandates": [
         "Adjointe au maire"
       ],
-      "portrait": "stephanie-stiernon.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "stephanie-stiernon.jpg"
     },
     {
       "id": "yves-piquot",
@@ -1367,9 +1357,7 @@
       "mandates": [
         "Conseiller municipal"
       ],
-      "portrait": "yves-piquot.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "yves-piquot.jpg"
     }
   ],
   "locality": "Douai",
diff --git a/contents/groups/douai-au-coeur-pcf.json b/contents/groups/douai-au-coeur-pcf.json
index b8c2eae6..a947f3af 100644
--- a/contents/groups/douai-au-coeur-pcf.json
+++ b/contents/groups/douai-au-coeur-pcf.json
@@ -1317,9 +1317,7 @@
       "mandates": [
         "Adjointe au maire"
       ],
-      "portrait": "auriane-ait-lasri.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "auriane-ait-lasri.jpg"
     },
     {
       "id": "jessy-kaboul",
@@ -1327,9 +1325,7 @@
       "mandates": [
         "Adjoint au maire"
       ],
-      "portrait": "default.svg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "default.svg"
     },
     {
       "id": "nora-cherki",
@@ -1337,9 +1333,7 @@
       "mandates": [
         "Conseillère municipale"
       ],
-      "portrait": "nora-cherki.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "nora-cherki.jpg"
     },
     {
       "id": "eric-lemaitre",
@@ -1347,9 +1341,7 @@
       "mandates": [
         "Conseiller municipal"
       ],
-      "portrait": "eric-lemaitre.jpg",
-      "totalSignificantWords": 45,
-      "totalWords": 47
+      "portrait": "eric-lemaitre.jpg"
     }
   ],
   "locality": "Douai",
diff --git a/contents/groups/douai-au-coeur-ps.json b/contents/groups/douai-au-coeur-ps.json
index 98cb74ae..70724705 100644
--- a/contents/groups/douai-au-coeur-ps.json
+++ b/contents/groups/douai-au-coeur-ps.json
@@ -333,11 +333,11 @@
     },
     {
       "date": "2021-09-01T00:00:00Z",
-      "id": "2021-09-douai-notre-ville-jean-marie-dupire"
+      "id": "2021-09-douai-notre-ville-frederic-chereau"
     },
     {
       "date": "2021-09-01T00:00:00Z",
-      "id": "2021-09-douai-notre-ville-frederic-chereau"
+      "id": "2021-09-douai-notre-ville-jean-marie-dupire"
     },
     {
       "date": "2021-10-01T00:00:00Z",
@@ -835,14 +835,14 @@
       "count": 21
     },
     {
-      "id": "2021-09-douai-notre-ville-jean-marie-dupire",
+      "id": "2021-09-douai-notre-ville-frederic-chereau",
       "date": "2021-09-01T00:00:00Z",
-      "count": 5
+      "count": 12
     },
     {
-      "id": "2021-09-douai-notre-ville-frederic-chereau",
+      "id": "2021-09-douai-notre-ville-jean-marie-dupire",
       "date": "2021-09-01T00:00:00Z",
-      "count": 12
+      "count": 5
     },
     {
       "id": "2021-10-douai-notre-ville-frederic-chereau",
@@ -1524,18 +1524,18 @@
       "negative": 1
     },
     {
-      "id": "2021-09-douai-notre-ville-jean-marie-dupire",
+      "id": "2021-09-douai-notre-ville-frederic-chereau",
       "date": "2021-09-01T00:00:00Z",
       "positive": 1,
-      "neutral": 3,
-      "negative": 1
+      "neutral": 8,
+      "negative": 2
     },
     {
-      "id": "2021-09-douai-notre-ville-frederic-chereau",
+      "id": "2021-09-douai-notre-ville-jean-marie-dupire",
       "date": "2021-09-01T00:00:00Z",
       "positive": 1,
-      "neutral": 8,
-      "negative": 2
+      "neutral": 3,
+      "negative": 1
     },
     {
       "id": "2021-10-douai-notre-ville-frederic-chereau",
@@ -2099,14 +2099,14 @@
       "count": 5
     },
     {
-      "id": "2021-09-douai-notre-ville-jean-marie-dupire",
+      "id": "2021-09-douai-notre-ville-frederic-chereau",
       "date": "2021-09-01T00:00:00Z",
-      "count": 0
+      "count": 2
     },
     {
-      "id": "2021-09-douai-notre-ville-frederic-chereau",
+      "id": "2021-09-douai-notre-ville-jean-marie-dupire",
       "date": "2021-09-01T00:00:00Z",
-      "count": 2
+      "count": 0
     },
     {
       "id": "2021-10-douai-notre-ville-frederic-chereau",
@@ -2626,12 +2626,12 @@
       "count": 0
     },
     {
-      "id": "2021-09-douai-notre-ville-jean-marie-dupire",
+      "id": "2021-09-douai-notre-ville-frederic-chereau",
       "date": "2021-09-01T00:00:00Z",
       "count": 0
     },
     {
-      "id": "2021-09-douai-notre-ville-frederic-chereau",
+      "id": "2021-09-douai-notre-ville-jean-marie-dupire",
       "date": "2021-09-01T00:00:00Z",
       "count": 0
     },
@@ -3153,12 +3153,12 @@
       "count": 0
     },
     {
-      "id": "2021-09-douai-notre-ville-jean-marie-dupire",
+      "id": "2021-09-douai-notre-ville-frederic-chereau",
       "date": "2021-09-01T00:00:00Z",
       "count": 0
     },
     {
-      "id": "2021-09-douai-notre-ville-frederic-chereau",
+      "id": "2021-09-douai-notre-ville-jean-marie-dupire",
       "date": "2021-09-01T00:00:00Z",
       "count": 0
     },
@@ -3680,12 +3680,12 @@
       "count": 0
     },
     {
-      "id": "2021-09-douai-notre-ville-jean-marie-dupire",
+      "id": "2021-09-douai-notre-ville-frederic-chereau",
       "date": "2021-09-01T00:00:00Z",
       "count": 0
     },
     {
-      "id": "2021-09-douai-notre-ville-frederic-chereau",
+      "id": "2021-09-douai-notre-ville-jean-marie-dupire",
       "date": "2021-09-01T00:00:00Z",
       "count": 0
     },
@@ -3909,9 +3909,7 @@
       "mandates": [
         "Adjointe au maire"
       ],
-      "portrait": "agnes-dupuis.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "agnes-dupuis.jpg"
     },
     {
       "id": "carolle-divrechy",
@@ -3919,9 +3917,7 @@
       "mandates": [
         "Conseillère municipale"
       ],
-      "portrait": "carolle-divrechy.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "carolle-divrechy.jpg"
     },
     {
       "id": "frederic-chereau",
@@ -3929,9 +3925,7 @@
       "mandates": [
         "Maire de Douai"
       ],
-      "portrait": "frederic-chereau.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "frederic-chereau.jpg"
     },
     {
       "id": "jean-marie-dupire",
@@ -3939,9 +3933,7 @@
       "mandates": [
         "Conseiller municipal"
       ],
-      "portrait": "jean-marie-dupire.jpg",
-      "totalSignificantWords": 45,
-      "totalWords": 50
+      "portrait": "jean-marie-dupire.jpg"
     }
   ],
   "locality": "Douai",
diff --git a/contents/groups/douai-au-coeur-se.json b/contents/groups/douai-au-coeur-se.json
index 4556efb5..3ebe6582 100644
--- a/contents/groups/douai-au-coeur-se.json
+++ b/contents/groups/douai-au-coeur-se.json
@@ -1137,9 +1137,7 @@
       "mandates": [
         "Conseillère municipale"
       ],
-      "portrait": "anne-sophie-audegond.jpg",
-      "totalSignificantWords": 34,
-      "totalWords": 41
+      "portrait": "anne-sophie-audegond.jpg"
     },
     {
       "id": "avida-oulahcene",
@@ -1147,9 +1145,7 @@
       "mandates": [
         "Conseillère municipale"
       ],
-      "portrait": "avida-oulahcene.jpg",
-      "totalSignificantWords": 41,
-      "totalWords": 45
+      "portrait": "avida-oulahcene.jpg"
     },
     {
       "id": "guy-lagache",
@@ -1157,9 +1153,7 @@
       "mandates": [
         "Conseiller municipal"
       ],
-      "portrait": "guy-lagache.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "guy-lagache.jpg"
     },
     {
       "id": "hocine-mazy",
@@ -1167,9 +1161,7 @@
       "mandates": [
         "Adjoint au maire"
       ],
-      "portrait": "hocine-mazy.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "hocine-mazy.jpg"
     },
     {
       "id": "jamila-mekki",
@@ -1177,9 +1169,7 @@
       "mandates": [
         "Conseillère municipale"
       ],
-      "portrait": "jamila-mekki.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "jamila-mekki.jpg"
     },
     {
       "id": "jean-michel-leroy",
@@ -1187,9 +1177,7 @@
       "mandates": [
         "Adjoint au maire"
       ],
-      "portrait": "jean-michel-leroy.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "jean-michel-leroy.jpg"
     },
     {
       "id": "khadija-ahantat",
@@ -1197,9 +1185,7 @@
       "mandates": [
         "Adjointe au maire"
       ],
-      "portrait": "khadija-ahantat.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "khadija-ahantat.jpg"
     },
     {
       "id": "maxime-decupper-laud",
@@ -1207,9 +1193,7 @@
       "mandates": [
         "Conseiller municipal"
       ],
-      "portrait": "maxime-decupper-laud.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "maxime-decupper-laud.jpg"
     },
     {
       "id": "michael-doziere",
@@ -1217,9 +1201,7 @@
       "mandates": [
         "Adjoint au maire"
       ],
-      "portrait": "michael-doziere.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "michael-doziere.jpg"
     },
     {
       "id": "mohamed-kheraki",
@@ -1227,9 +1209,7 @@
       "mandates": [
         "Adjoint au Maire"
       ],
-      "portrait": "mohamed-kheraki.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "mohamed-kheraki.jpg"
     },
     {
       "id": "nadia-bony",
@@ -1237,9 +1217,7 @@
       "mandates": [
         "Conseillère municipale"
       ],
-      "portrait": "nadia-bony.jpg",
-      "totalSignificantWords": 47,
-      "totalWords": 56
+      "portrait": "nadia-bony.jpg"
     },
     {
       "id": "nathalie-apers",
@@ -1247,9 +1225,7 @@
       "mandates": [
         "Adjointe au maire"
       ],
-      "portrait": "nathalie-apers.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "nathalie-apers.jpg"
     },
     {
       "id": "salima-boukentar",
@@ -1257,9 +1233,7 @@
       "mandates": [
         "Conseillère municipale"
       ],
-      "portrait": "salima-boukentar.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "salima-boukentar.jpg"
     },
     {
       "id": "sebastien-lanclu",
@@ -1267,9 +1241,7 @@
       "mandates": [
         "Conseiller municipal"
       ],
-      "portrait": "sebastien-lanclu.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "sebastien-lanclu.jpg"
     },
     {
       "id": "virginie-malolepszy",
@@ -1277,9 +1249,7 @@
       "mandates": [
         "Adjointe au maire"
       ],
-      "portrait": "default.svg",
-      "totalSignificantWords": 47,
-      "totalWords": 48
+      "portrait": "default.svg"
     },
     {
       "id": "yvon-sipieter",
@@ -1287,9 +1257,7 @@
       "mandates": [
         "Adjoint au maire"
       ],
-      "portrait": "yvon-sipieter.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "yvon-sipieter.jpg"
     }
   ],
   "locality": "Douai",
diff --git a/contents/groups/douai-dynamique-et-durable-dvd.json b/contents/groups/douai-dynamique-et-durable-dvd.json
index bc655ea5..62d32df0 100644
--- a/contents/groups/douai-dynamique-et-durable-dvd.json
+++ b/contents/groups/douai-dynamique-et-durable-dvd.json
@@ -1317,9 +1317,7 @@
       "mandates": [
         "Conseillère municipale d’opposition"
       ],
-      "portrait": "anissa-bouchaboun.jpg",
-      "totalSignificantWords": 40,
-      "totalWords": 50
+      "portrait": "anissa-bouchaboun.jpg"
     },
     {
       "id": "anne-colin",
@@ -1327,9 +1325,7 @@
       "mandates": [
         "Conseillère municipale d’opposition"
       ],
-      "portrait": "anne-colin.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "anne-colin.jpg"
     },
     {
       "id": "chantal-rybak",
@@ -1337,9 +1333,7 @@
       "mandates": [
         "Conseillère municipale d’opposition"
       ],
-      "portrait": "chantal-rybak.jpg",
-      "totalSignificantWords": 552,
-      "totalWords": 876
+      "portrait": "chantal-rybak.jpg"
     },
     {
       "id": "coline-craeye",
@@ -1347,9 +1341,7 @@
       "mandates": [
         "Conseillère municipale d’opposition"
       ],
-      "portrait": "coline-craeye.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "coline-craeye.jpg"
     },
     {
       "id": "coline-craeye",
@@ -1357,9 +1349,7 @@
       "mandates": [
         "Conseillère municipale d’opposition"
       ],
-      "portrait": "coline-craeye.jpg",
-      "totalSignificantWords": 617,
-      "totalWords": 1087
+      "portrait": "coline-craeye.jpg"
     },
     {
       "id": "franz-quatreboeufs",
@@ -1367,9 +1357,7 @@
       "mandates": [
         "Conseiller municipal d’opposition"
       ],
-      "portrait": "franz-quatreboeufs.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "franz-quatreboeufs.jpg"
     },
     {
       "id": "mohamed-felouki",
@@ -1377,9 +1365,7 @@
       "mandates": [
         "Conseiller municipal d’opposition"
       ],
-      "portrait": "mohamed-felouki.jpg",
-      "totalSignificantWords": 43,
-      "totalWords": 50
+      "portrait": "mohamed-felouki.jpg"
     },
     {
       "id": "xavier-thierry",
@@ -1387,9 +1373,7 @@
       "mandates": [
         "Conseiller municipal d’opposition"
       ],
-      "portrait": "xavier-thierry.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "xavier-thierry.jpg"
     }
   ],
   "locality": "Douai",
diff --git a/contents/groups/douai-plus-belle-plus-propre-plus-sure-rn.json b/contents/groups/douai-plus-belle-plus-propre-plus-sure-rn.json
index 66e0c455..632f85f9 100644
--- a/contents/groups/douai-plus-belle-plus-propre-plus-sure-rn.json
+++ b/contents/groups/douai-plus-belle-plus-propre-plus-sure-rn.json
@@ -1317,9 +1317,7 @@
       "mandates": [
         "Conseiller municipal d’opposition"
       ],
-      "portrait": "guy-cannie.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "guy-cannie.jpg"
     },
     {
       "id": "thibaut-francois",
@@ -1327,9 +1325,7 @@
       "mandates": [
         "Conseiller municipal d’opposition"
       ],
-      "portrait": "thibaut-francois.jpg",
-      "totalSignificantWords": 647,
-      "totalWords": 1274
+      "portrait": "thibaut-francois.jpg"
     },
     {
       "id": "thibaut-francois",
@@ -1337,9 +1333,7 @@
       "mandates": [
         "Conseiller municipal d’opposition"
       ],
-      "portrait": "thibaut-francois.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "thibaut-francois.jpg"
     }
   ],
   "locality": "Douai",
diff --git a/contents/groups/douaisiens-passionnement-ump.json b/contents/groups/douaisiens-passionnement-ump.json
index c7a6034b..c377d6df 100644
--- a/contents/groups/douaisiens-passionnement-ump.json
+++ b/contents/groups/douaisiens-passionnement-ump.json
@@ -2541,9 +2541,7 @@
       "mandates": [
         "Conseiller municipal d’opposition"
       ],
-      "portrait": "default.svg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "default.svg"
     },
     {
       "id": "chantal-rybak",
@@ -2551,9 +2549,7 @@
       "mandates": [
         "Conseillère municipale d’opposition"
       ],
-      "portrait": "chantal-rybak.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "chantal-rybak.jpg"
     },
     {
       "id": "cyril-carbonnel",
@@ -2561,9 +2557,7 @@
       "mandates": [
         "Conseiller municipal d’opposition"
       ],
-      "portrait": "default.svg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "default.svg"
     },
     {
       "id": "franz-quatreboeufs",
@@ -2571,9 +2565,7 @@
       "mandates": [
         "Conseiller municipal d’opposition"
       ],
-      "portrait": "franz-quatreboeufs.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "franz-quatreboeufs.jpg"
     },
     {
       "id": "francoise-prouvost",
@@ -2581,9 +2573,7 @@
       "mandates": [
         "Conseillère municipale d’opposition"
       ],
-      "portrait": "default.svg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "default.svg"
     },
     {
       "id": "isabelle-chatelain",
@@ -2591,9 +2581,7 @@
       "mandates": [
         "Conseillère municipale d’opposition"
       ],
-      "portrait": "default.svg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "default.svg"
     },
     {
       "id": "marie-delecambre",
@@ -2601,9 +2589,7 @@
       "mandates": [
         "Conseillère municipale d’opposition"
       ],
-      "portrait": "default.svg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "default.svg"
     },
     {
       "id": "marie-helene-quatreboeufs-niklikowski",
@@ -2611,9 +2597,7 @@
       "mandates": [
         "Conseillère municipale d’opposition"
       ],
-      "portrait": "default.svg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "default.svg"
     }
   ],
   "locality": "Douai",
diff --git a/contents/groups/ensemble-faisons-douai-se.json b/contents/groups/ensemble-faisons-douai-se.json
index 9654b237..9ece6b2f 100644
--- a/contents/groups/ensemble-faisons-douai-se.json
+++ b/contents/groups/ensemble-faisons-douai-se.json
@@ -1317,9 +1317,7 @@
       "mandates": [
         "Conseiller municipal d’opposition"
       ],
-      "portrait": "francois-guiffard.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "francois-guiffard.jpg"
     }
   ],
   "locality": "Douai",
diff --git a/contents/groups/jacques-vernier-ump.json b/contents/groups/jacques-vernier-ump.json
index 05ac2a30..a5abfe68 100644
--- a/contents/groups/jacques-vernier-ump.json
+++ b/contents/groups/jacques-vernier-ump.json
@@ -634,9 +634,7 @@
         "Maire de Douai",
         "Conseiller Régional"
       ],
-      "portrait": "default.svg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "default.svg"
     }
   ],
   "locality": "Douai",
diff --git a/contents/groups/rassemblement-douai-bleu-marine-rn.json b/contents/groups/rassemblement-douai-bleu-marine-rn.json
index f5d3e323..c4a7721f 100644
--- a/contents/groups/rassemblement-douai-bleu-marine-rn.json
+++ b/contents/groups/rassemblement-douai-bleu-marine-rn.json
@@ -2541,9 +2541,7 @@
       "mandates": [
         "Conseiller municipal d’opposition"
       ],
-      "portrait": "guy-cannie.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "guy-cannie.jpg"
     },
     {
       "id": "gerard-bailliet",
@@ -2551,9 +2549,7 @@
       "mandates": [
         "Conseiller municipal d’opposition"
       ],
-      "portrait": "default.svg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "default.svg"
     }
   ],
   "locality": "Douai",
diff --git a/contents/groups/vivons-douai-eelv.json b/contents/groups/vivons-douai-eelv.json
index 8c76f429..cfc15d8b 100644
--- a/contents/groups/vivons-douai-eelv.json
+++ b/contents/groups/vivons-douai-eelv.json
@@ -165,9 +165,7 @@
       "mandates": [
         "Conseiller municipal d’opposition"
       ],
-      "portrait": "default.svg",
-      "totalSignificantWords": 78,
-      "totalWords": 93
+      "portrait": "default.svg"
     }
   ],
   "locality": "Douai",
diff --git a/contents/groups/vivons-douai-pcf.json b/contents/groups/vivons-douai-pcf.json
index 446f6038..d817cc46 100644
--- a/contents/groups/vivons-douai-pcf.json
+++ b/contents/groups/vivons-douai-pcf.json
@@ -201,9 +201,7 @@
       "mandates": [
         "Conseillère municipale d’opposition"
       ],
-      "portrait": "default.svg",
-      "totalSignificantWords": 52,
-      "totalWords": 52
+      "portrait": "default.svg"
     },
     {
       "id": "odile-hage",
@@ -211,9 +209,7 @@
       "mandates": [
         "Conseillère municipale d’opposition"
       ],
-      "portrait": "default.svg",
-      "totalSignificantWords": 60,
-      "totalWords": 62
+      "portrait": "default.svg"
     }
   ],
   "locality": "Douai",
diff --git a/contents/groups/vivons-douai-ps.json b/contents/groups/vivons-douai-ps.json
index cf1fa1ad..6b7dc853 100644
--- a/contents/groups/vivons-douai-ps.json
+++ b/contents/groups/vivons-douai-ps.json
@@ -525,9 +525,7 @@
       "mandates": [
         "Conseillère municipale d’opposition"
       ],
-      "portrait": "default.svg",
-      "totalSignificantWords": 72,
-      "totalWords": 77
+      "portrait": "default.svg"
     },
     {
       "id": "cyril-carbonnel",
@@ -535,9 +533,7 @@
       "mandates": [
         "Conseiller municipal d’opposition"
       ],
-      "portrait": "default.svg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "default.svg"
     },
     {
       "id": "frederic-chereau",
@@ -545,9 +541,7 @@
       "mandates": [
         "Conseiller municipal d’opposition"
       ],
-      "portrait": "frederic-chereau.jpg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "frederic-chereau.jpg"
     },
     {
       "id": "jean-pierre-divrechy",
@@ -555,9 +549,7 @@
       "mandates": [
         "Conseiller municipal d’opposition"
       ],
-      "portrait": "default.svg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "default.svg"
     },
     {
       "id": "karine-doyen-carbonnel",
@@ -565,9 +557,7 @@
       "mandates": [
         "Conseillère municipale d’opposition"
       ],
-      "portrait": "default.svg",
-      "totalSignificantWords": 75,
-      "totalWords": 85
+      "portrait": "default.svg"
     },
     {
       "id": "monique-amghar",
@@ -575,9 +565,7 @@
       "mandates": [
         "Conseillère municipale d’opposition"
       ],
-      "portrait": "default.svg",
-      "totalSignificantWords": 0,
-      "totalWords": 0
+      "portrait": "default.svg"
     },
     {
       "id": "rene-lavarde",
@@ -585,9 +573,7 @@
       "mandates": [
         "Conseiller municipal d’opposition"
       ],
-      "portrait": "default.svg",
-      "totalSignificantWords": 64,
-      "totalWords": 76
+      "portrait": "default.svg"
     }
   ],
   "locality": "Douai",
diff --git a/package-lock.json b/package-lock.json
index 83708e49..1bd6140b 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -19,6 +19,7 @@
         "remark-parse": "^10.0.1",
         "ts-node": "^10.9.1",
         "unified": "^10.1.2",
+        "yaml": "^2.3.1",
         "yerror": "^6.2.1"
       },
       "devDependencies": {
@@ -3626,6 +3627,14 @@
       "integrity": "sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==",
       "dev": true
     },
+    "node_modules/yaml": {
+      "version": "2.3.1",
+      "resolved": "https://registry.npmjs.org/yaml/-/yaml-2.3.1.tgz",
+      "integrity": "sha512-2eHWfjaoXgTBC2jNM1LRef62VQa0umtvRiDSk6HSzW7RvS5YtkabJrwYLLEKWBc8a5U2PTSCs+dJjUTJdlHsWQ==",
+      "engines": {
+        "node": ">= 14"
+      }
+    },
     "node_modules/yerror": {
       "version": "6.2.1",
       "resolved": "https://registry.npmjs.org/yerror/-/yerror-6.2.1.tgz",
@@ -5982,6 +5991,11 @@
       "integrity": "sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==",
       "dev": true
     },
+    "yaml": {
+      "version": "2.3.1",
+      "resolved": "https://registry.npmjs.org/yaml/-/yaml-2.3.1.tgz",
+      "integrity": "sha512-2eHWfjaoXgTBC2jNM1LRef62VQa0umtvRiDSk6HSzW7RvS5YtkabJrwYLLEKWBc8a5U2PTSCs+dJjUTJdlHsWQ=="
+    },
     "yerror": {
       "version": "6.2.1",
       "resolved": "https://registry.npmjs.org/yerror/-/yerror-6.2.1.tgz",
diff --git a/package.json b/package.json
index 8d6060f3..af0a5ba2 100644
--- a/package.json
+++ b/package.json
@@ -10,9 +10,10 @@
     "build": "next build && touch out/.nojekyll && echo 'keskidiz.nicolasfroidure.fr' > out/CNAME",
     "start": "next start",
     "types": "tsc",
-    "presence": "ts-node --esm -O '{ \"target\": \"es2022\", \"module\": \"node16\" }' bin/presence.ts",
-    "parse": "ts-node --esm -O '{ \"target\": \"es2022\", \"module\": \"node16\" }' bin/parse.ts",
-    "profile": "ts-node --esm -O '{ \"target\": \"es2022\", \"module\": \"node16\" }' bin/profile.ts"
+    "presences": "ts-node --esm -O '{ \"target\": \"es2022\", \"module\": \"node16\" }' bin/presences.ts",
+    "tribunes": "ts-node --esm -O '{ \"target\": \"es2022\", \"module\": \"node16\" }' bin/tribunes.ts",
+    "stats": "ts-node --esm -O '{ \"target\": \"es2022\", \"module\": \"node16\" }' bin/stats.ts",
+    "profiles": "ts-node --esm -O '{ \"target\": \"es2022\", \"module\": \"node16\" }' bin/profiles.ts"
   },
   "dependencies": {
     "@types/inline-style-prefixer": "^5.0.0",
@@ -25,6 +26,7 @@
     "remark-parse": "^10.0.1",
     "ts-node": "^10.9.1",
     "unified": "^10.1.2",
+    "yaml": "^2.3.1",
     "yerror": "^6.2.1"
   },
   "devDependencies": {
diff --git a/src/utils/tribunes.ts b/src/utils/tribunes.ts
index 54c0a8cb..925ace7e 100644
--- a/src/utils/tribunes.ts
+++ b/src/utils/tribunes.ts
@@ -6,8 +6,8 @@ export type Author = {
   name: string;
   mandates: string[];
   portrait: string;
-  totalSignificantWords: number;
-  totalWords: number;
+  totalSignificantWords?: number;
+  totalWords?: number;
 };
 export type BaseGroup = {
   id: string;