diff --git a/.github/dependabot.yml b/.github/dependabot.yml
new file mode 100644
index 000000000..0b9c6d9f5
--- /dev/null
+++ b/.github/dependabot.yml
@@ -0,0 +1,30 @@
+version: 2
+updates:
+  - package-ecosystem: "npm"
+    directory: "/"
+    schedule:
+      interval: "daily"
+  - package-ecosystem: "npm"
+    directory: "/packages/api"
+    schedule:
+      interval: "daily"
+  - package-ecosystem: "npm"
+    directory: "/packages/api-routes"
+    schedule:
+      interval: "daily"
+  - package-ecosystem: "npm"
+    directory: "/packages/axios-helper"
+    schedule:
+      interval: "daily"
+  - package-ecosystem: "npm"
+    directory: "/packages/prisma-clients"
+    schedule:
+      interval: "daily"
+  - package-ecosystem: "npm"
+    directory: "/packages/types"
+    schedule:
+      interval: "daily"
+  - package-ecosystem: "npm"
+    directory: "/apps/web"
+    schedule:
+      interval: "daily"
diff --git a/.github/workflows/daily.yml b/.github/workflows/daily.yml
index 8bcbf9f17..879bcaad0 100644
--- a/.github/workflows/daily.yml
+++ b/.github/workflows/daily.yml
@@ -54,8 +54,10 @@ jobs:
           key: ${{ secrets.PRODUCTION_SSH_KEY }}
           command_timeout: 60m
           script: |
-            cd workspace/DucksManager2
-            docker compose run --rm --no-deps duck-estimator
+            cd workspace/DucksManager2/apps/duck-estimator
+            echo ${{ secrets.DOCKER_REGISTRY_TOKEN_DM }} | docker login ghcr.io -u bperel --password-stdin
+            docker compose pull
+            docker compose run --rm duck-estimator
 
       - name: Run sprite-names-updater
         uses: appleboy/ssh-action@v0.1.4
diff --git a/.github/workflows/deploy-duck-estimator.yml b/.github/workflows/deploy-duck-estimator.yml
new file mode 100644
index 000000000..725f3efec
--- /dev/null
+++ b/.github/workflows/deploy-duck-estimator.yml
@@ -0,0 +1,66 @@
+name: deploy-duck-estimator
+
+on:
+  workflow_dispatch:
+  push:
+    paths:
+      - ".github/workflows/deploy-duck-estimator.yml"
+      - "apps/duck-estimator"
+      - "pnpm-lock.yaml"
+    branches:
+      - "master"
+jobs:
+  deploy-duck-estimator:
+    runs-on: ubuntu-latest
+    environment: production
+    steps:
+      - name: Check out repository
+        uses: actions/checkout@master
+        with:
+          submodules: recursive
+
+      - name: Download web .env file
+        uses: nicklasfrahm/scp-action@main
+        with:
+          direction: download
+          host: ${{ secrets.PRODUCTION_SSH_HOST }}
+          fingerprint: ${{ secrets.PRODUCTION_SSH_FINGERPRINT }}
+          username: ${{ secrets.PRODUCTION_SSH_USER }}
+          key: ${{ secrets.PRODUCTION_SSH_KEY }}
+          source: /home/bperel/workspace/DucksManager2/apps/duck-estimator/.env.local
+          target: apps/duck-estimator/.env.local
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v3
+        with:
+          driver-opts: |
+            image=moby/buildkit:v0.12.3
+
+      - name: Login to GitHub Container Registry
+        uses: docker/login-action@v3
+        with:
+          registry: ghcr.io
+          username: bperel
+          password: ${{ secrets.DOCKER_REGISTRY_TOKEN_DM }}
+
+      - name: Build and push app
+        uses: docker/build-push-action@v5
+        with:
+          context: .
+          file: apps/duck-estimator/Dockerfile
+          platforms: linux/x86_64
+          push: true
+          cache-from: type=registry,ref=ghcr.io/bperel/duck-estimator:buildcache
+          cache-to: type=registry,ref=ghcr.io/bperel/duck-estimator:buildcache,mode=max
+          tags: ghcr.io/bperel/duck-estimator:latest
+
+      - name: Upload docker-compose.yml file
+        uses: nicklasfrahm/scp-action@v1.0.1
+        with:
+          direction: upload
+          host: ${{ secrets.PRODUCTION_SSH_HOST }}
+          fingerprint: ${{ secrets.PRODUCTION_SSH_FINGERPRINT }}
+          username: ${{ secrets.PRODUCTION_SSH_USER }}
+          key: ${{ secrets.PRODUCTION_SSH_KEY }}
+          source: apps/duck-estimator/docker-compose.yml
+          target: /home/bperel/workspace/DucksManager2/apps/duck-estimator/docker-compose.yml
diff --git a/.github/workflows/deploy-ducksmanager.yml b/.github/workflows/deploy-ducksmanager.yml
index 3aa73ca84..ce34a9a96 100644
--- a/.github/workflows/deploy-ducksmanager.yml
+++ b/.github/workflows/deploy-ducksmanager.yml
@@ -6,6 +6,7 @@ on:
     paths:
       - ".github/workflows/deploy-ducksmanager.yml"
       - "apps/web/**"
+      - "packages/api/**"
       - "pnpm-lock.yaml"
     branches:
       - "master"
diff --git a/.gitmodules b/.gitmodules
index e22710e8d..955b383c2 100644
--- a/.gitmodules
+++ b/.gitmodules
@@ -10,6 +10,15 @@
 	path = apps/duck-estimator
 	url = git@github.com:bperel/duck-estimator.git
 	branch=master
-[submodule "apps/duckguessr"]
+[submodule "duckguessr-old"]
+	path = apps/duckguessr-old
+	url = git@github.com:bperel/duckguessr.git
+	branch=master
+[submodule "duckguessr"]
 	path = apps/duckguessr
 	url = git@github.com:bperel/duckguessr.git
+	branch=nuxt3-to-vite-vue3
+[submodule "duckguessr-ml"]
+	branch=ts
+	path = packages/duckguessr-ml
+	url = git@github.com:bperel/duckguessr-ml.git
diff --git a/.vscode/settings.json b/.vscode/settings.json
index ae0ee58d6..82c61a488 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -1,6 +1,6 @@
 {
   "editor.codeActionsOnSave": {
-    "source.fixAll": true
+    "source.fixAll": "explicit"
   },
   "sqltools.connections": [
     {
@@ -17,5 +17,5 @@
       "password": "changeme"
     }
   ],
-  "i18n-ally.localesPaths": ["translations"],
+  "i18n-ally.localesPaths": ["translations"]
 }
diff --git a/apps/duck-estimator b/apps/duck-estimator
index 46ca02b77..612e1cf79 160000
--- a/apps/duck-estimator
+++ b/apps/duck-estimator
@@ -1 +1 @@
-Subproject commit 46ca02b7760391de17fad9ec9b863357311491d0
+Subproject commit 612e1cf79d5761bc515221b0c892e0b42fd4d131
diff --git a/apps/duckguessr b/apps/duckguessr
index fc58de7b7..323e72c8f 160000
--- a/apps/duckguessr
+++ b/apps/duckguessr
@@ -1 +1 @@
-Subproject commit fc58de7b7495adb8fcd77f74d5491ab47b2b5e22
+Subproject commit 323e72c8f1ec3c6cb951e0cd0c4e8631d9e3a602
diff --git a/apps/duckguessr-old b/apps/duckguessr-old
new file mode 160000
index 000000000..dbd39e3a6
--- /dev/null
+++ b/apps/duckguessr-old
@@ -0,0 +1 @@
+Subproject commit dbd39e3a6e72da60bc0855a999b5887653b95d27
diff --git a/apps/web/Dockerfile b/apps/web/Dockerfile
index c8d073166..fa7df5712 100644
--- a/apps/web/Dockerfile
+++ b/apps/web/Dockerfile
@@ -1,4 +1,4 @@
-FROM node:18 as pnpm
+FROM node:18.18 as pnpm
 
 ENV PNPM_HOME="/pnpm"
 ENV PATH="$PNPM_HOME:$PATH"
@@ -36,6 +36,7 @@ COPY --from=build /app/packages/api/dist/api ./packages/api
 
 COPY packages/api/package.json ./packages/api
 COPY packages/api/translations ./packages/api/translations
+COPY packages/api/emails ./packages/api/emails
 
 RUN --mount=type=cache,id=pnpm-store,target=/app/.pnpm-store \
     pnpm i --production
diff --git a/apps/web/src/components/Bookcase.vue b/apps/web/src/components/Bookcase.vue
index fb3eca1a4..02e876be6 100644
--- a/apps/web/src/components/Bookcase.vue
+++ b/apps/web/src/components/Bookcase.vue
@@ -24,21 +24,34 @@
         :id="`edge-${edgeIndex}`"
         :key="`edge-${edgeIndex}`"
         :invisible="
-          currentEdgeOpened === sortedBookcase[edgeIndex] ||
+          currentEdgeOpened === sortedBookcaseWithPopularity![edgeIndex] ||
           edgeIndex > lastEdgeIndexContinuouslyLoaded
         "
-        :highlighted="currentEdgeHighlighted === sortedBookcase[edgeIndex].id"
-        :publicationcode="sortedBookcase[edgeIndex].publicationcode"
-        :issuenumber="sortedBookcase[edgeIndex].issuenumber"
-        :issuenumber-reference="sortedBookcase[edgeIndex].issuenumberReference"
-        :creation-date="sortedBookcase[edgeIndex].creationDate?.toString()"
-        :popularity="sortedBookcase[edgeIndex].popularity || null"
-        :existing="!!sortedBookcase[edgeIndex].edgeId"
+        :highlighted="
+          currentEdgeHighlighted === sortedBookcaseWithPopularity![edgeIndex].id
+        "
+        :publicationcode="
+          sortedBookcaseWithPopularity![edgeIndex].publicationcode
+        "
+        :issuenumber="sortedBookcaseWithPopularity![edgeIndex].issuenumber"
+        :issuenumber-reference="
+          sortedBookcaseWithPopularity![edgeIndex].issuenumberReference
+        "
+        :creation-date="
+          sortedBookcaseWithPopularity![edgeIndex].creationDate?.toString()
+        "
+        :popularity="
+          sortedBookcaseWithPopularity![edgeIndex].popularity || null
+        "
+        :existing="!!sortedBookcaseWithPopularity![edgeIndex].edgeId"
         :sprite-path="
-          edgesUsingSprites[sortedBookcase[edgeIndex].edgeId] || null
+          edgesUsingSprites[sortedBookcaseWithPopularity![edgeIndex].edgeId] ||
+          null
         "
         @loaded="onEdgeLoaded(edgeIndex)"
-        @open-book="$emit('open-book', sortedBookcase[edgeIndex])"
+        @open-book="
+          $emit('open-book', sortedBookcaseWithPopularity![edgeIndex])
+        "
       />
     </template>
   </div>
@@ -76,6 +89,10 @@ const {
   )
 >();
 
+const sortedBookcaseWithPopularity = $computed(() =>
+  embedded ? undefined : (sortedBookcase as BookcaseEdgeWithPopularity[]),
+);
+
 const MAX_BATCH_SIZE = 50;
 
 let loadedImages = $ref(new Set<number>() as Set<number>);
diff --git a/apps/web/src/components/LastPurchases.vue b/apps/web/src/components/LastPurchases.vue
index 7f4b9c10c..9c40bf9e9 100644
--- a/apps/web/src/components/LastPurchases.vue
+++ b/apps/web/src/components/LastPurchases.vue
@@ -19,7 +19,7 @@
         :visible="false"
       >
         <template #header>
-          <b>{{ purchase.date }}</b
+          <b>{{ purchase.date.toLocaleDateString(locale) }}</b
           >&nbsp;<i v-if="purchase.description"
             >{{ purchase.description }}&nbsp;</i
           >{{ issues.length }}
@@ -44,14 +44,14 @@
 import { IssueWithPublicationcode } from "~dm-types/IssueWithPublicationcode";
 
 const { publicationNames } = storeToRefs(coa());
-const { purchasesById, issues } = storeToRefs(collection());
+const { purchasesById, issues: allIssues } = storeToRefs(collection());
 
-const { t } = useI18n();
+const { t, locale } = useI18n();
 const hasPublicationNames = $computed(() => Object.keys(publicationNames)),
   collectionPerPurchaseDate = $computed(
     () =>
       purchasesById.value &&
-      issues.value
+      allIssues.value
         ?.reduce(
           (acc, issue) => {
             const existingPurchase =
@@ -62,19 +62,17 @@ const hasPublicationNames = $computed(() => Object.keys(publicationNames)),
                   description: existingPurchase.description,
                 }
               : {
-                  date: (
-                    (issue.creationDate || "0001-01-01T00:00:00") as string
-                  ).split("T")[0],
+                  date: issue.creationDate,
                   description: "",
                 };
             let purchaseIndex = acc.findIndex(
               ({ purchase: currentPurchase }) =>
-                (currentPurchase.date as string) === (purchase.date as string),
+                currentPurchase.date === purchase.date,
             );
-            if (purchaseIndex === -1) {
+            if (purchaseIndex === -1 && purchase.date) {
               acc.push({
                 purchase: {
-                  date: purchase.date as string,
+                  date: purchase.date,
                   description: purchase.description,
                 },
                 issues: [],
@@ -85,7 +83,7 @@ const hasPublicationNames = $computed(() => Object.keys(publicationNames)),
             return acc;
           },
           [] as {
-            purchase: { date: string; description: string };
+            purchase: { date: Date; description: string };
             issues: IssueWithPublicationcode[];
           }[],
         )
diff --git a/apps/web/src/components/PublicationSelect.vue b/apps/web/src/components/PublicationSelect.vue
index 77f953d07..9b34e50be 100644
--- a/apps/web/src/components/PublicationSelect.vue
+++ b/apps/web/src/components/PublicationSelect.vue
@@ -50,8 +50,8 @@ const { countryNames, publicationNames, publicationNamesFullCountries } =
   storeToRefs(coa());
 const countryNamesForPublication = $computed(
   () =>
-    (countryNames &&
-      Object.entries(countryNames)
+    (countryNames.value &&
+      Object.entries(countryNames.value)
         .map(([countrycode, countryName]) => ({
           text: countryName,
           value: countrycode,
diff --git a/apps/web/src/components/stats/ConditionsComponent.vue b/apps/web/src/components/stats/ConditionsComponent.vue
index d228fee44..f21eb062d 100644
--- a/apps/web/src/components/stats/ConditionsComponent.vue
+++ b/apps/web/src/components/stats/ConditionsComponent.vue
@@ -20,7 +20,7 @@ import { Pie } from "vue-chartjs";
 const props = defineProps<{
   conditions: { dbValue: string; color: string; text: string }[];
   numberPerCondition: Record<string, number>;
-  style: Record<string, string>;
+  style?: Record<string, string>;
 }>();
 
 Chart.register(Legend, PieController, Tooltip, Title, ArcElement);
diff --git a/apps/web/src/pages/admin/presentation-text/[decision].vue b/apps/web/src/pages/admin/presentation-text/[decision].vue
index ac7ef9408..07b26abff 100644
--- a/apps/web/src/pages/admin/presentation-text/[decision].vue
+++ b/apps/web/src/pages/admin/presentation-text/[decision].vue
@@ -17,7 +17,7 @@ let router = useRouter();
       params: { decision: currentRoute.params.decision as string },
       reqBody: currentRoute.query as unknown as {
         sentence: string;
-        userId: number;
+        userId: string;
       },
     }),
   );
diff --git a/apps/web/src/pages/bookcase/options.vue b/apps/web/src/pages/bookcase/options.vue
index 56871420a..b49e1c2b7 100644
--- a/apps/web/src/pages/bookcase/options.vue
+++ b/apps/web/src/pages/bookcase/options.vue
@@ -7,38 +7,31 @@ alias: [/bibliotheque/options]
     {{ $t("Chargement...") }}
   </div>
   <div v-else class="bookcase-options">
-    <div v-for="(textureText, textureType) in textureTypes" :key="textureType">
-      <h5>{{ textureText }}</h5>
-      <b-dropdown
-        v-model="
-          bookcaseOptions.textures[textureType as 'bookshelf' | 'bookcase']
-        "
-      >
+    <div v-for="textureType in textureTypes" :key="textureType">
+      <h5>
+        {{
+          textureType === "bookcase"
+            ? $t("Sous-texture")
+            : $t("Sous-texture de l'étagère")
+        }}
+      </h5>
+      <b-dropdown toggle-class="ps-0 pe-1">
         <template #button-content>
-          <div
-            class="selected"
+          <span
+            class="selected ps-3 pe-2"
             :style="{
               backgroundImage: `url('${getImagePath(
-                `textures/${
-                  bookcaseOptions.textures[
-                    textureType as 'bookshelf' | 'bookcase'
-                  ]
-                }`,
+                `textures/${bookcaseOptions.textures[textureType]}`,
               )}.jpg')`,
             }"
           >
-            {{
-              textureWithoutSuperType(
-                bookcaseOptions.textures[
-                  textureType as "bookshelf" | "bookcase"
-                ],
-              )
-            }}
-          </div>
+            {{ textureWithoutSuperType(bookcaseOptions.textures[textureType]) }}
+          </span>
         </template>
         <b-dropdown-item
           v-for="texture in textures"
           :key="texture"
+          link-class="p-0"
           :style="{
             backgroundImage: `url('${getImagePath(
               `textures/${texture}.jpg`,
@@ -49,7 +42,16 @@ alias: [/bibliotheque/options]
               texture
           "
         >
-          {{ textureWithoutSuperType(texture) }}
+          <div
+            class="p-2"
+            :style="{
+              backgroundImage: `url('${getImagePath(
+                `textures/${texture}.jpg`,
+              )}')`,
+            }"
+          >
+            {{ textureWithoutSuperType(texture) }}
+          </div>
         </b-dropdown-item>
       </b-dropdown>
     </div>
@@ -170,13 +172,8 @@ const textures = [
   "bois/ZEBRAWOOD",
 ] as const;
 const { t: $t } = useI18n();
-const textureTypes = $computed(
-  () =>
-    ({
-      bookcase: $t("Sous-texture"),
-      bookshelf: $t("Sous-texture de l'étagère"),
-    }) as { bookcase: string; bookshelf: string },
-);
+
+const textureTypes = ["bookcase", "bookshelf"] as const;
 
 const loadData = async () => {
   await loadBookcaseOptions();
diff --git a/apps/web/src/pages/expand/suggestions.vue b/apps/web/src/pages/expand/suggestions.vue
index c4a0fa4d7..6d2e9bdc0 100644
--- a/apps/web/src/pages/expand/suggestions.vue
+++ b/apps/web/src/pages/expand/suggestions.vue
@@ -82,18 +82,18 @@ const { countryNames } = storeToRefs(coa());
 
 const countryNamesWithAllCountriesOption = $computed(
   () =>
-    countryNames && [
+    countryNames.value && [
       {
         value: "ALL",
         text: $t("Tous les pays"),
       },
-      ...Object.entries(countryNames)
+      ...Object.entries(countryNames.value)
         .map(([value, text]) => ({ text, value }))
         .sort(({ text: text1 }, { text: text2 }) => text1.localeCompare(text2)),
     ],
 );
-const watchedAuthorsWithNotation = $computed(
-  () => watchedAuthors.value?.filter(({ notation }) => notation > 0),
+const watchedAuthorsWithNotation = $computed(() =>
+  watchedAuthors.value?.filter(({ notation }) => notation > 0),
 );
 
 watch(
diff --git a/apps/web/src/pages/stats/conditions.vue b/apps/web/src/pages/stats/conditions.vue
index 03b369c67..0d1e79e2f 100644
--- a/apps/web/src/pages/stats/conditions.vue
+++ b/apps/web/src/pages/stats/conditions.vue
@@ -1,12 +1,15 @@
 <template>
   <LinkToCollectionIfNoIssue />
-  <ConditionsComponent :conditions="conditionsWithoutMissing" />
+  <ConditionsComponent
+    :conditions="conditionsWithoutMissing"
+    :number-per-condition="numberPerCondition"
+  />
 </template>
 
 <script setup lang="ts">
 import condition from "~/composables/useCondition";
 
-const { loadCollection } = collection();
+const { loadCollection, numberPerCondition } = collection();
 
 const conditionsWithoutMissing = condition()
   .conditions.filter(({ dbValue }) => dbValue !== "missing")
diff --git a/apps/web/src/pages/stats/general.vue b/apps/web/src/pages/stats/general.vue
index a189099a0..47ff36d18 100644
--- a/apps/web/src/pages/stats/general.vue
+++ b/apps/web/src/pages/stats/general.vue
@@ -161,8 +161,8 @@
 <script setup lang="ts">
 import axios from "axios";
 
+import { QuotedIssue } from "~/composables/useCollection";
 import condition from "~/composables/useCondition";
-import { QuotedIssue } from "~/stores/collection";
 import { call } from "~axios-helper";
 
 const { getConditionLabel } = condition();
diff --git a/apps/web/src/pages/stats/publications.vue b/apps/web/src/pages/stats/publications.vue
index 2cb340c10..710c9179d 100644
--- a/apps/web/src/pages/stats/publications.vue
+++ b/apps/web/src/pages/stats/publications.vue
@@ -11,6 +11,7 @@ import {
   Chart,
   ChartData,
   ChartOptions,
+  DefaultDataPoint,
   Legend,
   PieController,
   Title,
@@ -42,8 +43,8 @@ const totalPerPublicationGroupSmallCounts: {
 } = $computed(
   () =>
     (smallCountPublications &&
-      totalPerPublication && {
-        ...Object.keys(totalPerPublication)
+      totalPerPublication.value && {
+        ...Object.keys(totalPerPublication.value)
           .filter(
             (publicationcode) =>
               !smallCountPublications.includes(publicationcode),
@@ -112,9 +113,11 @@ const sortByCount = (
       totalPerPublicationGroupSmallCounts[publicationCode2],
   );
 
-let hasPublicationNames = $ref(false as boolean);
-let chartData = $ref(null as ChartData<"pie"> | null);
-let options = $ref({} as ChartOptions<"pie">);
+let hasPublicationNames = $ref<boolean>(false);
+let chartData = $ref<ChartData<"pie", DefaultDataPoint<"pie">, string> | null>(
+  null,
+);
+let options = $ref<ChartOptions<"pie">>({});
 
 watch(
   $$(totalPerPublicationGroupSmallCounts),
@@ -170,7 +173,7 @@ watch(
             },
 
             title: (tooltipItems) =>
-              chartData!.labels![tooltipItems[0].dataIndex] as string,
+              chartData!.labels![tooltipItems[0].dataIndex],
           },
         },
       },
diff --git a/apps/web/tsconfig.json b/apps/web/tsconfig.json
index 6e8ccb3d1..fcbb46b86 100644
--- a/apps/web/tsconfig.json
+++ b/apps/web/tsconfig.json
@@ -2,6 +2,7 @@
   "compilerOptions": {
     "baseUrl": ".",
     "module": "ESNext",
+    "declaration": true,
     "target": "es2020",
     "lib": ["dom", "dom.iterable", "ESNext"],
     "strict": true,
diff --git a/packages/api-routes/index.ts b/packages/api-routes/index.ts
index dd8016828..67eee4ac0 100644
--- a/packages/api-routes/index.ts
+++ b/packages/api-routes/index.ts
@@ -396,7 +396,7 @@ export class GET__global_stats__user__list  extends ContractWithMethodAndUrl<{ r
         }
 export class POST__presentation_text__$decision  extends ContractWithMethodAndUrl<{
       params: { decision: string };
-      reqBody: { sentence: string; userId: number };
+      reqBody: { sentence: string; userId: string };
     }> {
             static readonly method = "post";
             static readonly url = "/presentation-text/:decision";
diff --git a/packages/api/package.json b/packages/api/package.json
index 5a48d7741..6803fac91 100644
--- a/packages/api/package.json
+++ b/packages/api/package.json
@@ -13,7 +13,7 @@
     "~prisma-clients": "../prisma-clients"
   },
   "dependencies": {
-    "@prisma/client": "^5.6.0",
+    "@prisma/client": "^5.7.0",
     "@pusher/push-notifications-server": "^1.2.6",
     "@sentry/node": "^7.81.1",
     "axios": "^1.6.2",
@@ -61,7 +61,7 @@
     "eslint-plugin-prettier-vue": "^5.0.0",
     "eslint-plugin-simple-import-sort": "^10.0.0",
     "eslint-plugin-unused-imports": "^3.0.0",
-    "prisma": "^5.6.0",
+    "prisma": "^5.7.0",
     "tsc-alias": "^1.8.8",
     "tsconfig-paths": "^4.2.0",
     "typescript": "^5.3.2"
diff --git a/packages/api/pnpm-lock.yaml b/packages/api/pnpm-lock.yaml
index 779084cf0..4d94df28e 100644
--- a/packages/api/pnpm-lock.yaml
+++ b/packages/api/pnpm-lock.yaml
@@ -6,8 +6,8 @@ settings:
 
 dependencies:
   '@prisma/client':
-    specifier: ^5.6.0
-    version: 5.6.0(prisma@5.6.0)
+    specifier: ^5.7.0
+    version: 5.7.0(prisma@5.7.0)
   '@pusher/push-notifications-server':
     specifier: ^1.2.6
     version: 1.2.6
@@ -146,8 +146,8 @@ devDependencies:
     specifier: ^3.0.0
     version: 3.0.0(@typescript-eslint/eslint-plugin@6.12.0)(eslint@8.54.0)
   prisma:
-    specifier: ^5.6.0
-    version: 5.6.0
+    specifier: ^5.7.0
+    version: 5.7.0
   tsc-alias:
     specifier: ^1.8.8
     version: 1.8.8
@@ -342,8 +342,8 @@ packages:
       tslib: 2.6.2
     dev: true
 
-  /@prisma/client@5.6.0(prisma@5.6.0):
-    resolution: {integrity: sha512-mUDefQFa1wWqk4+JhKPYq8BdVoFk9NFMBXUI8jAkBfQTtgx8WPx02U2HB/XbAz3GSUJpeJOKJQtNvaAIDs6sug==}
+  /@prisma/client@5.7.0(prisma@5.7.0):
+    resolution: {integrity: sha512-cZmglCrfNbYpzUtz7HscVHl38e9CrUs31nrVoGUK1nIPXGgt8hT4jj2s657UXcNdQ/jBUxDgGmHyu2Nyrq1txg==}
     engines: {node: '>=16.13'}
     requiresBuild: true
     peerDependencies:
@@ -352,17 +352,35 @@ packages:
       prisma:
         optional: true
     dependencies:
-      '@prisma/engines-version': 5.6.0-32.e95e739751f42d8ca026f6b910f5a2dc5adeaeee
-      prisma: 5.6.0
+      prisma: 5.7.0
     dev: false
 
-  /@prisma/engines-version@5.6.0-32.e95e739751f42d8ca026f6b910f5a2dc5adeaeee:
-    resolution: {integrity: sha512-UoFgbV1awGL/3wXuUK3GDaX2SolqczeeJ5b4FVec9tzeGbSWJboPSbT0psSrmgYAKiKnkOPFSLlH6+b+IyOwAw==}
-    dev: false
+  /@prisma/debug@5.7.0:
+    resolution: {integrity: sha512-tZ+MOjWlVvz1kOEhNYMa4QUGURY+kgOUBqLHYIV8jmCsMuvA1tWcn7qtIMLzYWCbDcQT4ZS8xDgK0R2gl6/0wA==}
+
+  /@prisma/engines-version@5.7.0-41.79fb5193cf0a8fdbef536e4b4a159cad677ab1b9:
+    resolution: {integrity: sha512-V6tgRVi62jRwTm0Hglky3Scwjr/AKFBFtS+MdbsBr7UOuiu1TKLPc6xfPiyEN1+bYqjEtjxwGsHgahcJsd1rNg==}
 
-  /@prisma/engines@5.6.0:
-    resolution: {integrity: sha512-Mt2q+GNJpU2vFn6kif24oRSBQv1KOkYaterQsi0k2/lA+dLvhRX6Lm26gon6PYHwUM8/h8KRgXIUMU0PCLB6bw==}
+  /@prisma/engines@5.7.0:
+    resolution: {integrity: sha512-TkOMgMm60n5YgEKPn9erIvFX2/QuWnl3GBo6yTRyZKk5O5KQertXiNnrYgSLy0SpsKmhovEPQb+D4l0SzyE7XA==}
     requiresBuild: true
+    dependencies:
+      '@prisma/debug': 5.7.0
+      '@prisma/engines-version': 5.7.0-41.79fb5193cf0a8fdbef536e4b4a159cad677ab1b9
+      '@prisma/fetch-engine': 5.7.0
+      '@prisma/get-platform': 5.7.0
+
+  /@prisma/fetch-engine@5.7.0:
+    resolution: {integrity: sha512-zIn/qmO+N/3FYe7/L9o+yZseIU8ivh4NdPKSkQRIHfg2QVTVMnbhGoTcecbxfVubeTp+DjcbjS0H9fCuM4W04w==}
+    dependencies:
+      '@prisma/debug': 5.7.0
+      '@prisma/engines-version': 5.7.0-41.79fb5193cf0a8fdbef536e4b4a159cad677ab1b9
+      '@prisma/get-platform': 5.7.0
+
+  /@prisma/get-platform@5.7.0:
+    resolution: {integrity: sha512-ZeV/Op4bZsWXuw5Tg05WwRI8BlKiRFhsixPcAM+5BKYSiUZiMKIi713tfT3drBq8+T0E1arNZgYSA9QYcglWNA==}
+    dependencies:
+      '@prisma/debug': 5.7.0
 
   /@pusher/push-notifications-server@1.2.6:
     resolution: {integrity: sha512-BbGmD0YzxSvW2CSTYD1sdDT/zCEuhGIeKuTd6T989sQf1e7UhKY+acLuDvnviM/EBcRxxjGZManOS/9+1Gjyww==}
@@ -2581,13 +2599,13 @@ packages:
     hasBin: true
     dev: true
 
-  /prisma@5.6.0:
-    resolution: {integrity: sha512-EEaccku4ZGshdr2cthYHhf7iyvCcXqwJDvnoQRAJg5ge2Tzpv0e2BaMCp+CbbDUwoVTzwgOap9Zp+d4jFa2O9A==}
+  /prisma@5.7.0:
+    resolution: {integrity: sha512-0rcfXO2ErmGAtxnuTNHQT9ztL0zZheQjOI/VNJzdq87C3TlGPQtMqtM+KCwU6XtmkoEr7vbCQqA7HF9IY0ST+Q==}
     engines: {node: '>=16.13'}
     hasBin: true
     requiresBuild: true
     dependencies:
-      '@prisma/engines': 5.6.0
+      '@prisma/engines': 5.7.0
 
   /proxy-addr@2.0.7:
     resolution: {integrity: sha512-llQsMLSUDUPT44jdrU/O37qlnifitDP+ZwrmmZcoSKyLKvtZxpyV0n2/bD/N4tBAAZ/gJEdZU7KMraoK1+XYAg==}
diff --git a/packages/api/routes/presentation-text/:decision.ts b/packages/api/routes/presentation-text/:decision.ts
index fc7d74448..a7b6e973b 100644
--- a/packages/api/routes/presentation-text/:decision.ts
+++ b/packages/api/routes/presentation-text/:decision.ts
@@ -12,10 +12,11 @@ export const post = [
   async (
     ...[req, res]: ExpressCall<{
       params: { decision: string };
-      reqBody: { sentence: string; userId: number };
+      reqBody: { sentence: string; userId: string };
     }>
   ) => {
-    const { sentence, userId } = req.body;
+    const { sentence, userId: userIdString } = req.body;
+    const userId = parseInt(userIdString);
     const { decision } = req.params;
     if (!["approve", "refuse"].includes(decision as string)) {
       res.writeHead(400);
diff --git a/packages/api/scripts/send-pending-emails.ts b/packages/api/scripts/send-pending-emails.ts
new file mode 100644
index 000000000..fbc7261a2
--- /dev/null
+++ b/packages/api/scripts/send-pending-emails.ts
@@ -0,0 +1,86 @@
+import dotenv from "dotenv";
+
+dotenv.config({
+    path: "../.env",
+});
+
+import BookstoreApproved from "~/emails/bookstore-approved";
+import EdgesPublishedWithCreator from "~/emails/edges-published-with-creator";
+import EdgesPublishedWithPhotographer from "~/emails/edges-published-with-photographer";
+import { PrismaClient, userContribution, userContributionType } from "~prisma-clients/client_dm";
+const prismaDmClient = new PrismaClient();
+const medalLevels = {
+    [userContributionType.photographe]: { 1: 50, 2: 150, 3: 600 },
+    [userContributionType.createur]: { 1: 20, 2: 70, 3: 150 },
+    [userContributionType.duckhunter]: { 1: 1, 2: 3, 3: 5 }
+} as const;
+
+
+(async () => {
+    const emailsSent = [];
+    for (const contributionTypeStr in medalLevels) {
+        const contributionType = contributionTypeStr as userContributionType;
+        const pendingEmailContributionsForType = await prismaDmClient.userContribution.findMany({
+            where: {
+            contribution: contributionType,
+            isEmailSent: false
+        }, orderBy: {
+            userId: 'asc',
+            totalPoints: 'asc'
+        }});
+        if (!pendingEmailContributionsForType.length) {
+            console.info(`No email to send for contribution ${contributionType}`);
+        } else {
+            const pendingEmailContributionsByUser = pendingEmailContributionsForType.reduce<Record<number, userContribution[]>>((acc, contribution) => ({
+                ...acc, [contribution.userId]: [...((acc[contribution.userId]) || []), contribution]
+            }), {});
+
+            for (const [userId, pendingEmailContributionsForUser] of Object.entries(pendingEmailContributionsByUser)) {
+                console.info(`${pendingEmailContributionsForUser.length} contributions pending for user ${userId}`);
+                const initialPointsCount = pendingEmailContributionsForUser[0].totalPoints - pendingEmailContributionsForUser[0].newPoints;
+                const finalPointsCount = pendingEmailContributionsForUser[pendingEmailContributionsForUser.length - 1].totalPoints;
+                const pointsEarned = finalPointsCount - initialPointsCount;
+
+                const medalReached = Object.entries(medalLevels[contributionType]).reduce((medalReached, [medal, medalThreshold]) =>
+                    (initialPointsCount < medalThreshold && finalPointsCount >= medalThreshold) ? parseInt(medal):  medalReached, null as number|null)
+
+                await prismaDmClient.$transaction(
+                    pendingEmailContributionsForUser.map(({ id }) =>
+                    prismaDmClient.userContribution.update({
+                        where: {
+                        id,
+                        },
+                        data: {
+                            isEmailSent: true
+                        },
+                    })
+                    )
+                );
+
+                const user = await prismaDmClient.user.findUniqueOrThrow({ where: {id: parseInt(userId)}});
+
+                const locale = 'fr';
+                let email;
+                switch (contributionType) {
+                    case 'duckhunter':
+                        email =(await new BookstoreApproved({ user, locale, newMedalLevel: medalReached }));
+                        break;
+                    case 'photographe':
+                        email = (await new EdgesPublishedWithPhotographer({ user, locale, extraEdges: pendingEmailContributionsForUser.length, extraPhotographerPoints: pointsEarned, newMedalLevel: medalReached }));
+                        break;
+                    case 'createur':
+                        email = (await new EdgesPublishedWithCreator({ user, locale, extraEdges: pendingEmailContributionsForUser.length, extraCreatorPoints: pointsEarned, newMedalLevel: medalReached }));
+                        break;
+                }
+                emailsSent.push(email)
+                email.send();
+            }
+        }
+    }
+    console.log(JSON.stringify({
+        'emails_sent': emailsSent.map(emailHelper => ({
+            'to': emailHelper.getTo(),
+            'subject': emailHelper.getSubject()
+        }))
+    }));
+})();
\ No newline at end of file
diff --git a/packages/api/translations/messages.en.json b/packages/api/translations/messages.en.json
index 8d0db5406..d8836f0f8 100644
--- a/packages/api/translations/messages.en.json
+++ b/packages/api/translations/messages.en.json
@@ -17,8 +17,8 @@
   "Un magazine faisant partie de vos abonnements DucksManager est récemment sorti et a donc été ajouté automatiquement à votre collection : {{publicationName}} {{issuenumber}}.": "A publication that you are subscribed to has recently released an issue which has been automatically added to your DucksManager collection : {{publicationName}} {{issuenumber}}.",
   "Un visiteur a indiqué avoir oublié le mot de passe associé à l'adresse e-mail {{email}}.": "A visitor reported that they forgot the password associated with the email address {{email}}.",
   "Vos tranches ont été publiées sur DucksManager !": "Your edges have been published on DucksManager!",
-  "Votre contribution vous a rapporté {{{{extraCreatorPoints}}}} points \"Créateur\"": "Your contribution earned you {{{{extraCreatorPoints}}}} \"Creator\" points",
-  "Votre contribution vous a rapporté {{{{extraPhotographerPoints}}}} points \"Photographe\"": "Your contribution earned you {{{{extraPhotographerPoints}}}} \"Photographer\" points",
+  "Votre contribution vous a rapporté {{extraCreatorPoints}} points \"Créateur\"": "Your contribution earned you {{extraCreatorPoints}} \"Creator\" points",
+  "Votre contribution vous a rapporté {{extraPhotographerPoints}} points \"Photographe\"": "Your contribution earned you {{extraPhotographerPoints}} \"Photographer\" points",
   "Votre phrase de présentation a été acceptée !": "Your presentation sentence has been approved!",
   "Votre phrase de présentation a été refusée.": "Your presentation sentence has been refused.",
   "Votre revue de bouquinerie a été approuvée !": "Your bookstore review has been approved!",
@@ -32,4 +32,4 @@
   "{{publicationName}} {{issuenumber}} a été ajouté à votre collection !": "{{publicationName}} {{issuenumber}} has been added to your collection!",
   "• 1 nouvelle histoire de {{authorName}}": "• 1 new story from {{authorName}}",
   "• {{newStoriesNumber}} nouvelles histoires de {{authorName}}": "• {{newStoriesNumber}} new stories from {{authorName}}"
-}
+}
\ No newline at end of file
diff --git a/packages/duckguessr-ml b/packages/duckguessr-ml
new file mode 160000
index 000000000..eabeaf30c
--- /dev/null
+++ b/packages/duckguessr-ml
@@ -0,0 +1 @@
+Subproject commit eabeaf30c7fa4af2282cf9b511c3935fc015b182
diff --git a/packages/prisma-clients/.npmrc b/packages/prisma-clients/.npmrc
new file mode 100644
index 000000000..f98d3bc8f
--- /dev/null
+++ b/packages/prisma-clients/.npmrc
@@ -0,0 +1,2 @@
+strict-peer-dependencies=false
+shared-workspace-lockfile=false
diff --git a/packages/prisma-clients/package.json b/packages/prisma-clients/package.json
index d605f1936..04cb41ca6 100644
--- a/packages/prisma-clients/package.json
+++ b/packages/prisma-clients/package.json
@@ -11,8 +11,8 @@
     "build": "pnpm run generate && ./node_modules/.pnpm/node_modules/.bin/tsc"
   },
   "dependencies": {
-    "@prisma/client": "^5.6.0",
-    "prisma": "^5.6.0"
+    "@prisma/client": "^5.7.0",
+    "prisma": "^5.7.0"
   },
   "devDependencies": {
     "ts-node": "^10.9.1"
diff --git a/packages/prisma-clients/pnpm-lock.yaml b/packages/prisma-clients/pnpm-lock.yaml
index 239671427..ae7a94c97 100644
--- a/packages/prisma-clients/pnpm-lock.yaml
+++ b/packages/prisma-clients/pnpm-lock.yaml
@@ -6,16 +6,16 @@ settings:
 
 dependencies:
   '@prisma/client':
-    specifier: ^5.6.0
-    version: 5.6.0(prisma@5.6.0)
+    specifier: ^5.7.0
+    version: 5.7.0(prisma@5.7.0)
   prisma:
-    specifier: ^5.6.0
-    version: 5.6.0
+    specifier: ^5.7.0
+    version: 5.7.0
 
 devDependencies:
   ts-node:
     specifier: ^10.9.1
-    version: 10.9.1(@types/node@20.10.0)(typescript@5.3.2)
+    version: 10.9.1(@types/node@20.10.3)(typescript@5.3.2)
 
 packages:
 
@@ -42,8 +42,8 @@ packages:
       '@jridgewell/sourcemap-codec': 1.4.15
     dev: true
 
-  /@prisma/client@5.6.0(prisma@5.6.0):
-    resolution: {integrity: sha512-mUDefQFa1wWqk4+JhKPYq8BdVoFk9NFMBXUI8jAkBfQTtgx8WPx02U2HB/XbAz3GSUJpeJOKJQtNvaAIDs6sug==}
+  /@prisma/client@5.7.0(prisma@5.7.0):
+    resolution: {integrity: sha512-cZmglCrfNbYpzUtz7HscVHl38e9CrUs31nrVoGUK1nIPXGgt8hT4jj2s657UXcNdQ/jBUxDgGmHyu2Nyrq1txg==}
     engines: {node: '>=16.13'}
     requiresBuild: true
     peerDependencies:
@@ -52,17 +52,39 @@ packages:
       prisma:
         optional: true
     dependencies:
-      '@prisma/engines-version': 5.6.0-32.e95e739751f42d8ca026f6b910f5a2dc5adeaeee
-      prisma: 5.6.0
+      prisma: 5.7.0
     dev: false
 
-  /@prisma/engines-version@5.6.0-32.e95e739751f42d8ca026f6b910f5a2dc5adeaeee:
-    resolution: {integrity: sha512-UoFgbV1awGL/3wXuUK3GDaX2SolqczeeJ5b4FVec9tzeGbSWJboPSbT0psSrmgYAKiKnkOPFSLlH6+b+IyOwAw==}
+  /@prisma/debug@5.7.0:
+    resolution: {integrity: sha512-tZ+MOjWlVvz1kOEhNYMa4QUGURY+kgOUBqLHYIV8jmCsMuvA1tWcn7qtIMLzYWCbDcQT4ZS8xDgK0R2gl6/0wA==}
     dev: false
 
-  /@prisma/engines@5.6.0:
-    resolution: {integrity: sha512-Mt2q+GNJpU2vFn6kif24oRSBQv1KOkYaterQsi0k2/lA+dLvhRX6Lm26gon6PYHwUM8/h8KRgXIUMU0PCLB6bw==}
+  /@prisma/engines-version@5.7.0-41.79fb5193cf0a8fdbef536e4b4a159cad677ab1b9:
+    resolution: {integrity: sha512-V6tgRVi62jRwTm0Hglky3Scwjr/AKFBFtS+MdbsBr7UOuiu1TKLPc6xfPiyEN1+bYqjEtjxwGsHgahcJsd1rNg==}
+    dev: false
+
+  /@prisma/engines@5.7.0:
+    resolution: {integrity: sha512-TkOMgMm60n5YgEKPn9erIvFX2/QuWnl3GBo6yTRyZKk5O5KQertXiNnrYgSLy0SpsKmhovEPQb+D4l0SzyE7XA==}
     requiresBuild: true
+    dependencies:
+      '@prisma/debug': 5.7.0
+      '@prisma/engines-version': 5.7.0-41.79fb5193cf0a8fdbef536e4b4a159cad677ab1b9
+      '@prisma/fetch-engine': 5.7.0
+      '@prisma/get-platform': 5.7.0
+    dev: false
+
+  /@prisma/fetch-engine@5.7.0:
+    resolution: {integrity: sha512-zIn/qmO+N/3FYe7/L9o+yZseIU8ivh4NdPKSkQRIHfg2QVTVMnbhGoTcecbxfVubeTp+DjcbjS0H9fCuM4W04w==}
+    dependencies:
+      '@prisma/debug': 5.7.0
+      '@prisma/engines-version': 5.7.0-41.79fb5193cf0a8fdbef536e4b4a159cad677ab1b9
+      '@prisma/get-platform': 5.7.0
+    dev: false
+
+  /@prisma/get-platform@5.7.0:
+    resolution: {integrity: sha512-ZeV/Op4bZsWXuw5Tg05WwRI8BlKiRFhsixPcAM+5BKYSiUZiMKIi713tfT3drBq8+T0E1arNZgYSA9QYcglWNA==}
+    dependencies:
+      '@prisma/debug': 5.7.0
     dev: false
 
   /@tsconfig/node10@1.0.9:
@@ -81,8 +103,8 @@ packages:
     resolution: {integrity: sha512-vxhUy4J8lyeyinH7Azl1pdd43GJhZH/tP2weN8TntQblOY+A0XbT8DJk1/oCPuOOyg/Ja757rG0CgHcWC8OfMA==}
     dev: true
 
-  /@types/node@20.10.0:
-    resolution: {integrity: sha512-D0WfRmU9TQ8I9PFx9Yc+EBHw+vSpIub4IDvQivcp26PtPrdMGAq5SDcpXEo/epqa/DXotVpekHiLNTg3iaKXBQ==}
+  /@types/node@20.10.3:
+    resolution: {integrity: sha512-XJavIpZqiXID5Yxnxv3RUDKTN5b81ddNC3ecsA0SoFXz/QU8OGBwZGMomiq0zw+uuqbL/krztv/DINAQ/EV4gg==}
     dependencies:
       undici-types: 5.26.5
     dev: true
@@ -115,16 +137,16 @@ packages:
     resolution: {integrity: sha512-s8UhlNe7vPKomQhC1qFelMokr/Sc3AgNbso3n74mVPA5LTZwkB9NlXf4XPamLxJE8h0gh73rM94xvwRT2CVInw==}
     dev: true
 
-  /prisma@5.6.0:
-    resolution: {integrity: sha512-EEaccku4ZGshdr2cthYHhf7iyvCcXqwJDvnoQRAJg5ge2Tzpv0e2BaMCp+CbbDUwoVTzwgOap9Zp+d4jFa2O9A==}
+  /prisma@5.7.0:
+    resolution: {integrity: sha512-0rcfXO2ErmGAtxnuTNHQT9ztL0zZheQjOI/VNJzdq87C3TlGPQtMqtM+KCwU6XtmkoEr7vbCQqA7HF9IY0ST+Q==}
     engines: {node: '>=16.13'}
     hasBin: true
     requiresBuild: true
     dependencies:
-      '@prisma/engines': 5.6.0
+      '@prisma/engines': 5.7.0
     dev: false
 
-  /ts-node@10.9.1(@types/node@20.10.0)(typescript@5.3.2):
+  /ts-node@10.9.1(@types/node@20.10.3)(typescript@5.3.2):
     resolution: {integrity: sha512-NtVysVPkxxrwFGUUxGYhfux8k78pQB3JqYBXlLRZgdGUqTO5wU/UyHop5p70iEbGhB7q5KmiZiU0Y3KlJrScEw==}
     hasBin: true
     peerDependencies:
@@ -143,7 +165,7 @@ packages:
       '@tsconfig/node12': 1.0.11
       '@tsconfig/node14': 1.0.3
       '@tsconfig/node16': 1.0.4
-      '@types/node': 20.10.0
+      '@types/node': 20.10.3
       acorn: 8.11.2
       acorn-walk: 8.3.0
       arg: 4.1.3
diff --git a/packages/prisma-clients/schemas/schema_dm.prisma b/packages/prisma-clients/schemas/schema_dm.prisma
index 5129628cd..5620929ba 100644
--- a/packages/prisma-clients/schemas/schema_dm.prisma
+++ b/packages/prisma-clients/schemas/schema_dm.prisma
@@ -1,7 +1,7 @@
 generator client {
   provider      = "prisma-client-js"
   output        = "../client_dm"
-  binaryTargets = ["native", "debian-openssl-1.1.x", "debian-openssl-3.0.x"]
+  binaryTargets = ["native", "debian-openssl-1.1.x", "debian-openssl-3.0.x", "darwin-arm64"]
 }
 
 datasource db {
diff --git a/pnpm-workspace.yaml b/pnpm-workspace.yaml
index 2de1661b7..58f3c750e 100644
--- a/pnpm-workspace.yaml
+++ b/pnpm-workspace.yaml
@@ -1,4 +1,6 @@
 packages:
-  - 'apps/*'
-  - 'apps/*/api'
-  - 'packages/*'
\ No newline at end of file
+  - "apps/*"
+  - "!apps/duckguessr-old"
+  - "apps/*/packages/*"
+  - "apps/*/api"
+  - "packages/*"