Search is TIERED: exact matches win outright, fuzzy is only the typo rescue

Driver: 'fuzzy search is too fuzzy -- Bhutan returns more results than just the country, and there is no interoperability with the other filters like selecting it as a place.' The first fuzzy pass was a UNION (exact + every <=k-error neighbour), so the exact term Bhutan counted 132 rows while Country=Bhutan counted 13 -- two controls disagreeing about one place. Now tiered, the conventional search contract: when a term has ANY exact substring match, only exact matches return -- search agrees with the facet (13 = 13). The k-errors pass runs solely when exact yields zero (Bhutann -> 13, Banladesh -> Bangladesh). Applied in the shared Fuse.search (grid) AND a filterRowsBySearch helper used by the shell + all four panels (table, facet rail, charts rail, map), so every surface computes the same tier. Measured: Bhutan 132 -> 13 (grid 'Showing 13' agrees), Bhutann 13, Banladesh rescued, gibberish 0, clear 2,107.
2026-09-24 00:21:32 +00:00 · 2026-09-24 00:21:32 +00:00 · 98cb50cc4b
commit 98cb50cc4b
parent 566ad4676e
21 changed files with 160 additions and 113 deletions
--- a/library/components/search/fuzzy.js
+++ b/library/components/search/fuzzy.js
@ -82,10 +82,25 @@ function approxIndices(haystack, needle, threshold) {
 }

 /**
- * Low-level predicate shared with the dashboard's search matcher (useDashboardShell.js):
- * does `text` match `term` under the DX-life Fuse contract (exact substring first, then
- * k-errors fuzzy when term.length >= minMatchCharLength)? ONE matcher, every search surface.
+ * Low-level predicates shared with the dashboard's search matcher (useDashboardShell.js).
+ *
+ * ★ TIERED, NOT A UNION (Driver 2026-09-24: "fuzzy search is too fuzzy -- Bhutan returns more
+ * results than just the country, and there is no interoperability with the other filters like
+ * selecting it as a place"). The first fuzzy pass returned exact matches PLUS every <=k-error
+ * neighbour, so the EXACT term 'Bhutan' counted 132 rows while the Country filter counted 13 --
+ * two controls disagreeing about the same place. The conventional contract is tiered: when a
+ * term has exact matches, return ONLY those (search now agrees with the facet, 13 = 13); the
+ * k-errors pass exists solely as the ZERO-RESULT typo rescue ('Bhutann', 'Banladesh').
+ * Callers implement the tier over their row set: filter with exactMatches first, and only if
+ * that yields nothing, filter with fuzzyMatches.
 */
+export function exactMatches(text, term) {
+  const raw = String(text ?? '')
+  const q = String(term ?? '').trim()
+  if (!q) return true
+  if (!raw) return false
+  return raw.toLowerCase().includes(q.toLowerCase())
+}
 export function fuzzyMatches(text, term, { threshold = 0.4, minMatchCharLength = 3 } = {}) {
  const raw = String(text ?? '')
  const q = String(term ?? '').trim()
@ -109,18 +124,30 @@ export default class Fuse {
    if (!q) return this.list.map(item => ({ item, matches: [] }))
    if (q.length < this.minMatchCharLength) return []
    const exactOnly = this.threshold === 0
+    // TIER 1: exact substring across the whole list. If ANY item matches exactly, fuzzy never
+    // runs -- an exact term returns exactly the rows the equivalent facet filter selects
+    // (see the tiered-contract note on exactMatches above).
+    const exact = []
+    for (const item of this.list) {
+      const matches = []
+      for (const key of this.keys) {
+        const raw = getByPath(item, key)
+        if (typeof raw !== 'string' || !raw) continue
+        const indices = exactIndices(raw, q)
+        if (indices.length) matches.push({ key, indices })
+      }
+      if (matches.length) exact.push({ item, matches })
+    }
+    if (exact.length || exactOnly) return exact
+    // TIER 2: the zero-result typo rescue (k-errors edit distance).
    const results = []
    for (const item of this.list) {
      const matches = []
      for (const key of this.keys) {
        const raw = getByPath(item, key)
        if (typeof raw !== 'string' || !raw) continue
-        let indices = exactIndices(raw, q)
-        if (indices.length === 0 && !exactOnly) {
-          const fz = approxIndices(raw, q, this.threshold)
-          if (fz) indices = fz
-        }
-        if (indices.length) matches.push({ key, indices })
+        const fz = approxIndices(raw, q, this.threshold)
+        if (fz) matches.push({ key, indices: fz })
      }
      if (matches.length) results.push({ item, matches })
    }
--- a/plugin-designs/research-dashboard/src/components/dashboards/DashboardChartsRail.vue
+++ b/plugin-designs/research-dashboard/src/components/dashboards/DashboardChartsRail.vue
@ -9,7 +9,7 @@
 import { inject, computed, ref } from 'vue'
 import { useShadowStyles } from '@map/composables/useShadowStyles.js'
 import { aggregate, buildDonut, buildBars, lbl, buildCountryRegionColors } from '../../composables/useDashboardAggregations.js'
-import { buildSearchAccessors, makeSearchMatcher } from '../../composables/useDashboardShell.js'
+import { buildSearchAccessors, makeSearchMatcher, filterRowsBySearch } from '../../composables/useDashboardShell.js'

 /**
 * ── THE RAIL'S TAB STRIP ──────────────────────────────────────────────────────────────────────
@ -55,7 +55,8 @@ function rowsExcluding(exclude) {
  const keys = Object.keys(filterSet).filter((k) => !exclude.includes(k))
  const hasText = !!(bus?.searchTerm?.value || '').trim()
  if (!keys.length && !hasText) return rows
-  return rows.filter((r) => keys.every((k) => { const a = FACET_ACC[k]; return a ? a(r) === filterSet[k] : true }) && matchSearch(r))
+  const faceted = rows.filter((r) => keys.every((k) => { const a = FACET_ACC[k]; return a ? a(r) === filterSet[k] : true }))
+  return filterRowsBySearch(faceted, matchSearch)
 }

 // COUNTRY -> REGION hue (the Driver's "countries should match the colour of their regions").
--- a/plugin-designs/research-dashboard/src/components/dashboards/DashboardDataTable.vue
+++ b/plugin-designs/research-dashboard/src/components/dashboards/DashboardDataTable.vue
@ -13,7 +13,7 @@
 */
 import { inject, ref, computed, watch, onMounted, onBeforeUnmount } from 'vue'
 import { useShadowStyles } from '@map/composables/useShadowStyles.js'
-import { buildSearchAccessors, makeSearchMatcher } from '../../composables/useDashboardShell.js'
+import { buildSearchAccessors, makeSearchMatcher, filterRowsBySearch } from '../../composables/useDashboardShell.js'
 import { useCsvExport } from '../../composables/useCsvExport.js'
 import { useTreeLegendLabels } from '../../composables/useTreeLegendLabels.js'

@ -104,7 +104,8 @@ const filtered = computed(() => {
  const keys = Object.keys(filterSet)
  const hasText = !!(bus?.searchTerm?.value || '').trim()
  if (!keys.length && !hasText) return allRows.value
-  return allRows.value.filter((r) => keys.every((k) => matchFacet(r, k, filterSet[k])) && matchSearch(r))
+  const faceted = allRows.value.filter((r) => keys.every((k) => matchFacet(r, k, filterSet[k])))
+  return filterRowsBySearch(faceted, matchSearch)
 })

 /**
--- a/plugin-designs/research-dashboard/src/components/dashboards/DashboardFacetRail.vue
+++ b/plugin-designs/research-dashboard/src/components/dashboards/DashboardFacetRail.vue
@ -16,7 +16,7 @@
 import { inject, ref, reactive, computed, onMounted } from 'vue'
 import { useShadowStyles } from '@map/composables/useShadowStyles.js'
 import { aggregate, lbl } from '../../composables/useDashboardAggregations.js'
-import { buildSearchAccessors, makeSearchMatcher } from '../../composables/useDashboardShell.js'
+import { buildSearchAccessors, makeSearchMatcher, filterRowsBySearch } from '../../composables/useDashboardShell.js'
 import { useTreeLegendColors } from '../../composables/useTreeLegendColors.js'
 import { useTreeLegendLabels } from '../../composables/useTreeLegendLabels.js'

@ -58,7 +58,8 @@ function rowsExcluding(exclude) {
  const keys = Object.keys(filterSet).filter((k) => !exclude.includes(k))
  const hasText = !!(bus?.searchTerm?.value || '').trim()
  if (!keys.length && !hasText) return rows
-  return rows.filter((r) => keys.every((k) => { const a = FACET_ACC[k]; return a ? a(r) === filterSet[k] : true }) && matchSearch(r))
+  const faceted = rows.filter((r) => keys.every((k) => { const a = FACET_ACC[k]; return a ? a(r) === filterSet[k] : true }))
+  return filterRowsBySearch(faceted, matchSearch)
 }

 // ── SECTION COLLAPSE STATE (BUG-DASHBOARD-BAND-GROWS-ENORMOUS-WITH-LIVE-DATA) ────────────────
--- a/plugin-designs/research-dashboard/src/components/dashboards/DashboardMapPanel.vue
+++ b/plugin-designs/research-dashboard/src/components/dashboards/DashboardMapPanel.vue
@ -22,7 +22,7 @@ import MapToolbar from '@map/components/map-controls/MapToolbar.vue'
 import ZoomInButton from '@map/components/map-controls/ZoomInButton.vue'
 import ZoomOutButton from '@map/components/map-controls/ZoomOutButton.vue'
 import { lbl } from '../../composables/useDashboardAggregations.js'
-import { buildSearchAccessors, makeSearchMatcher } from '../../composables/useDashboardShell.js'
+import { buildSearchAccessors, makeSearchMatcher, filterRowsBySearch } from '../../composables/useDashboardShell.js'
 // ── THE PRAYER COLOUR STRATEGY, REUSED NOT RE-DERIVED ──
 // applyColor() returns the SAME 3-tier expression the prayer map paints with, keyed off the
 // FULL_PRAYER_THRESHOLD that library/colors/prayer-progress.js owns. Importing it here means the
@ -50,7 +50,8 @@ const filteredRows = computed(() => {
  const keys = Object.keys(filterSet)
  const hasText = !!(bus?.searchTerm?.value || '').trim()
  if (!keys.length && !hasText) return rows
-  return rows.filter((r) => keys.every((k) => { const a = FACET_ACC[k]; return a ? a(r) === filterSet[k] : true }) && matchSearch(r))
+  const faceted = rows.filter((r) => keys.every((k) => { const a = FACET_ACC[k]; return a ? a(r) === filterSet[k] : true }))
+  return filterRowsBySearch(faceted, matchSearch)
 })
 // Geo join is config-driven: geoFacet selects the facet whose `geoIso` accessor yields the ISO-3 join
 // value (e.g. 'IND') for the choropleth, and whose `get` accessor yields the filter label (e.g. 'India').
--- a/plugin-designs/research-dashboard/src/composables/useDashboardShell.js
+++ b/plugin-designs/research-dashboard/src/composables/useDashboardShell.js
@ -23,7 +23,7 @@
 * responsive switch, collapsible table dock, segmented mobile view, and the location.hash sync.
 * Only the SOURCE of the per-dashboard constants changed: from hard-coded → config.
 */
-import { fuzzyMatches } from '@map/components/search/fuzzy.js'
+import { exactMatches, fuzzyMatches } from '@map/components/search/fuzzy.js'
 import { provide, ref, computed, watch, onMounted, onBeforeUnmount } from 'vue'
 import { createSelectionBus } from './useSelectionBus.js'
 import { useDashboardData } from './useDashboardData.js'
@ -67,15 +67,29 @@ export function makeSearchMatcher(bus, accessors) {
  // silently lost that behaviour in the migration (measured: 'Bhutan' 13 rows, 'Bhutann' 0).
  // It now delegates to the shared fuzzyMatches() in @map fuzzy.js -- the same matcher the
  // grid's Fuse uses -- with the same DX-life options, so every search surface agrees.
-  return (row) => {
+  // Row-level predicates for the TIERED contract (see fuzzy.js exactMatches): the caller
+  // (filterRowsBySearch below) runs the exact tier over the whole row set first and falls back
+  // to the fuzzy tier only when exact yields nothing, so an exact term agrees with the facet.
+  const test = (row, pred) => {
    const needle = (bus?.searchTerm?.value || '').trim()
    if (!needle) return true
    for (const acc of accessors) {
      const v = acc(row)
-      if (v != null && fuzzyMatches(String(v), needle, { threshold: 0.4, minMatchCharLength: 3 })) return true
+      if (v != null && pred(String(v), needle, { threshold: 0.4, minMatchCharLength: 3 })) return true
    }
    return false
  }
+  const matcher = (row) => test(row, fuzzyMatches)
+  matcher.exact = (row) => test(row, exactMatches)
+  matcher.active = () => !!(bus?.searchTerm?.value || '').trim()
+  return matcher
+}
+
+/** Apply the tiered search to a row set: exact tier first, fuzzy only as the typo rescue. */
+export function filterRowsBySearch(rows, matcher) {
+  if (!matcher.active()) return rows
+  const exact = rows.filter(matcher.exact)
+  return exact.length ? exact : rows.filter(matcher)
 }

 /**
@ -248,9 +262,11 @@ export function useDashboardShell(config) {
    const keys = Object.keys(bus.filterSet)
    const hasText = !!(bus.searchTerm?.value || '').trim()
    if (!keys.length && !hasText) return rows
-    return rows.filter((r) =>
-      keys.every((k) => { const a = FACET_ACC[k]; return a ? a(r) === bus.filterSet[k] : true }) && matchSearch(r)
-    )
+    const faceted = keys.length
+      ? rows.filter((r) => keys.every((k) => { const a = FACET_ACC[k]; return a ? a(r) === bus.filterSet[k] : true }))
+      : rows
+    // Tiered search over the faceted scope: exact first, fuzzy only if exact finds nothing.
+    return filterRowsBySearch(faceted, matchSearch)
  })

  // linked KPI strip — recomputes on every brush.
--- a/public/doxa-maps/big-picture/big-picture.js
+++ b/public/doxa-maps/big-picture/big-picture.js
--- a/public/doxa-maps/big-picture/big-picture/big-picture/index.html
+++ b/public/doxa-maps/big-picture/big-picture/big-picture/index.html
@ -37,7 +37,7 @@

  <script>window.MAP_APP_API_URL = "https://pray.doxa.life";</script>
  <!-- Bundle IIFE — registers the <bp-big-picture> custom element. -->
-  <script src="../../big-picture.js" integrity="sha384-MG/HIBfHvBjodOyOgVlzhgK5sZhEg2BI4DGPBc7yUmjGM9CDWI5JMvQh9nHRbJz4" crossorigin="anonymous"></script>
+  <script src="../../big-picture.js" integrity="sha384-LcTqxsi0hgbx7m3gsJQwpYSZkCHP1KDLkwUmBknrOBo6vvPxS10MhozDcVCdCwMG" crossorigin="anonymous"></script>

  <script>
    // Mapbox token resolution — the A3 ladder, in precedence order:
--- a/public/doxa-maps/big-picture/big-picture/frontier/index.html
+++ b/public/doxa-maps/big-picture/big-picture/frontier/index.html
@ -37,7 +37,7 @@

  <script>window.MAP_APP_API_URL = "https://pray.doxa.life";</script>
  <!-- Bundle IIFE — registers the <bp-big-picture> custom element. -->
-  <script src="../../big-picture.js" integrity="sha384-MG/HIBfHvBjodOyOgVlzhgK5sZhEg2BI4DGPBc7yUmjGM9CDWI5JMvQh9nHRbJz4" crossorigin="anonymous"></script>
+  <script src="../../big-picture.js" integrity="sha384-LcTqxsi0hgbx7m3gsJQwpYSZkCHP1KDLkwUmBknrOBo6vvPxS10MhozDcVCdCwMG" crossorigin="anonymous"></script>

  <script>
    // Mapbox token resolution — the A3 ladder, in precedence order:
--- a/public/doxa-maps/big-picture/big-picture/index.html
+++ b/public/doxa-maps/big-picture/big-picture/index.html
@ -37,7 +37,7 @@

  <script>window.MAP_APP_API_URL = "https://pray.doxa.life";</script>
  <!-- Bundle IIFE — registers the <bp-big-picture> custom element. -->
-  <script src="../big-picture.js" integrity="sha384-MG/HIBfHvBjodOyOgVlzhgK5sZhEg2BI4DGPBc7yUmjGM9CDWI5JMvQh9nHRbJz4" crossorigin="anonymous"></script>
+  <script src="../big-picture.js" integrity="sha384-LcTqxsi0hgbx7m3gsJQwpYSZkCHP1KDLkwUmBknrOBo6vvPxS10MhozDcVCdCwMG" crossorigin="anonymous"></script>

  <script>
    // Mapbox token resolution — the A3 ladder, in precedence order:
--- a/public/doxa-maps/dashboard-plus-grid/dashboard-plus-grid.js
+++ b/public/doxa-maps/dashboard-plus-grid/dashboard-plus-grid.js
--- a/public/doxa-maps/dashboard-plus-grid/dashboard-plus-grid/default/index.html
+++ b/public/doxa-maps/dashboard-plus-grid/dashboard-plus-grid/default/index.html
@ -40,7 +40,7 @@

  <script>window.MAP_APP_API_URL = "https://pray.doxa.life";</script>
  <!-- Bundle IIFE — registers the <dashboard-plus-grid> custom element. -->
-  <script src="../../dashboard-plus-grid.js" integrity="sha384-Cxz3IYNCaS4mySFmoH5wbVt8CKCDx6lmMDmgJcqPbj1g3vsZRDcoc2j7GsGCnrXZ" crossorigin="anonymous"></script>
+  <script src="../../dashboard-plus-grid.js" integrity="sha384-RwMGtLXZFtctic8xn5T2NZgovHMoiebxlDlXF6ywWqYIaei+Dr6Ujt+Zuf0HoS7X" crossorigin="anonymous"></script>

  <script>
    // Mapbox token resolution — the A3 ladder, in precedence order:
--- a/public/doxa-maps/dashboard-plus-grid/dashboard-plus-grid/index.html
+++ b/public/doxa-maps/dashboard-plus-grid/dashboard-plus-grid/index.html
@ -40,7 +40,7 @@

  <script>window.MAP_APP_API_URL = "https://pray.doxa.life";</script>
  <!-- Bundle IIFE — registers the <dashboard-plus-grid> custom element. -->
-  <script src="../dashboard-plus-grid.js" integrity="sha384-Cxz3IYNCaS4mySFmoH5wbVt8CKCDx6lmMDmgJcqPbj1g3vsZRDcoc2j7GsGCnrXZ" crossorigin="anonymous"></script>
+  <script src="../dashboard-plus-grid.js" integrity="sha384-RwMGtLXZFtctic8xn5T2NZgovHMoiebxlDlXF6ywWqYIaei+Dr6Ujt+Zuf0HoS7X" crossorigin="anonymous"></script>

  <script>
    // Mapbox token resolution — the A3 ladder, in precedence order:
--- a/public/doxa-maps/index.html
+++ b/public/doxa-maps/index.html
--- a/public/doxa-maps/manifest.json
+++ b/public/doxa-maps/manifest.json
@ -35,7 +35,7 @@
      "bundle": "big-picture",
      "scriptUrl": "./big-picture/big-picture.js",
      "output": "doxa-maps/big-picture/big-picture.js",
-      "integrity": "sha384-MG/HIBfHvBjodOyOgVlzhgK5sZhEg2BI4DGPBc7yUmjGM9CDWI5JMvQh9nHRbJz4",
+      "integrity": "sha384-LcTqxsi0hgbx7m3gsJQwpYSZkCHP1KDLkwUmBknrOBo6vvPxS10MhozDcVCdCwMG",
      "elements": [
        "bp-big-picture",
        "bp-research-header",
@ -57,7 +57,7 @@
          "scriptUrl": "./big-picture/big-picture.js",
          "embed": {
            "iframe": "<iframe src=\"./big-picture/big-picture/index.html?utm_source=YOUR_SOURCE\" width=\"100%\" height=\"600\" style=\"border:none;border-radius:12px;\" allowfullscreen></iframe>",
-            "script": "<script>window.MAP_APP_API_URL=\"https://pray.doxa.life\";</script>\n<script src=\"./big-picture/big-picture.js\" integrity=\"sha384-MG/HIBfHvBjodOyOgVlzhgK5sZhEg2BI4DGPBc7yUmjGM9CDWI5JMvQh9nHRbJz4\" crossorigin=\"anonymous\"></script>\n<bp-big-picture profile-config='{\"profile\":\"big-picture\",\"tk\":\"YOUR_MAPBOX_TOKEN\",\"utmSource\":\"YOUR_SOURCE\",\"assetsBase\":\"YOUR_TREE_URL/assets\"}'></bp-big-picture>"
+            "script": "<script>window.MAP_APP_API_URL=\"https://pray.doxa.life\";</script>\n<script src=\"./big-picture/big-picture.js\" integrity=\"sha384-LcTqxsi0hgbx7m3gsJQwpYSZkCHP1KDLkwUmBknrOBo6vvPxS10MhozDcVCdCwMG\" crossorigin=\"anonymous\"></script>\n<bp-big-picture profile-config='{\"profile\":\"big-picture\",\"tk\":\"YOUR_MAPBOX_TOKEN\",\"utmSource\":\"YOUR_SOURCE\",\"assetsBase\":\"YOUR_TREE_URL/assets\"}'></bp-big-picture>"
          },
          "instances": [
            {
@ -193,7 +193,7 @@
      "bundle": "dashboard-plus-grid",
      "scriptUrl": "./dashboard-plus-grid/dashboard-plus-grid.js",
      "output": "doxa-maps/dashboard-plus-grid/dashboard-plus-grid.js",
-      "integrity": "sha384-Cxz3IYNCaS4mySFmoH5wbVt8CKCDx6lmMDmgJcqPbj1g3vsZRDcoc2j7GsGCnrXZ",
+      "integrity": "sha384-RwMGtLXZFtctic8xn5T2NZgovHMoiebxlDlXF6ywWqYIaei+Dr6Ujt+Zuf0HoS7X",
      "elements": [
        "dashboard-plus-grid"
      ],
@ -213,7 +213,7 @@
          "scriptUrl": "./dashboard-plus-grid/dashboard-plus-grid.js",
          "embed": {
            "iframe": "<iframe src=\"./dashboard-plus-grid/dashboard-plus-grid/index.html?utm_source=YOUR_SOURCE\" width=\"100%\" height=\"600\" style=\"border:none;border-radius:12px;\" allowfullscreen></iframe>",
-            "script": "<script>window.MAP_APP_API_URL=\"https://pray.doxa.life\";</script>\n<script src=\"./dashboard-plus-grid/dashboard-plus-grid.js\" integrity=\"sha384-Cxz3IYNCaS4mySFmoH5wbVt8CKCDx6lmMDmgJcqPbj1g3vsZRDcoc2j7GsGCnrXZ\" crossorigin=\"anonymous\"></script>\n<dashboard-plus-grid profile-config='{\"profile\":\"dashboard-plus-grid\",\"tk\":\"YOUR_MAPBOX_TOKEN\",\"utmSource\":\"YOUR_SOURCE\",\"assetsBase\":\"YOUR_TREE_URL/assets\"}'></dashboard-plus-grid>"
+            "script": "<script>window.MAP_APP_API_URL=\"https://pray.doxa.life\";</script>\n<script src=\"./dashboard-plus-grid/dashboard-plus-grid.js\" integrity=\"sha384-RwMGtLXZFtctic8xn5T2NZgovHMoiebxlDlXF6ywWqYIaei+Dr6Ujt+Zuf0HoS7X\" crossorigin=\"anonymous\"></script>\n<dashboard-plus-grid profile-config='{\"profile\":\"dashboard-plus-grid\",\"tk\":\"YOUR_MAPBOX_TOKEN\",\"utmSource\":\"YOUR_SOURCE\",\"assetsBase\":\"YOUR_TREE_URL/assets\"}'></dashboard-plus-grid>"
          },
          "instances": [
            {
@ -680,7 +680,7 @@
      "bundle": "people-groups-grid",
      "scriptUrl": "./people-groups-grid/people-groups-grid.js",
      "output": "doxa-maps/people-groups-grid/people-groups-grid.js",
-      "integrity": "sha384-SKWGRiLzac7kgXqwKmZ6zztgnwonaWQuelRXos+pToKjq9s7H1DgpKb/t+4zVsIq",
+      "integrity": "sha384-ktuMhVzpB05It1q3/X0mtY6H9bbjBSeamFjKx0BoQu1DuoNXNZBtDNs9itrbcHPG",
      "elements": [
        "people-groups-grid"
      ],
@ -696,7 +696,7 @@
          "scriptUrl": "./people-groups-grid/people-groups-grid.js",
          "embed": {
            "iframe": "<iframe src=\"./people-groups-grid/people-groups-grid/index.html?utm_source=YOUR_SOURCE\" width=\"100%\" height=\"600\" style=\"border:none;border-radius:12px;\" allowfullscreen></iframe>",
-            "script": "<script>window.MAP_APP_API_URL=\"https://pray.doxa.life\";</script>\n<script src=\"./people-groups-grid/people-groups-grid.js\" integrity=\"sha384-SKWGRiLzac7kgXqwKmZ6zztgnwonaWQuelRXos+pToKjq9s7H1DgpKb/t+4zVsIq\" crossorigin=\"anonymous\"></script>\n<people-groups-grid profile-config='{\"profile\":\"people-groups-grid\",\"tk\":\"YOUR_MAPBOX_TOKEN\",\"utmSource\":\"YOUR_SOURCE\",\"assetsBase\":\"YOUR_TREE_URL/assets\"}'></people-groups-grid>"
+            "script": "<script>window.MAP_APP_API_URL=\"https://pray.doxa.life\";</script>\n<script src=\"./people-groups-grid/people-groups-grid.js\" integrity=\"sha384-ktuMhVzpB05It1q3/X0mtY6H9bbjBSeamFjKx0BoQu1DuoNXNZBtDNs9itrbcHPG\" crossorigin=\"anonymous\"></script>\n<people-groups-grid profile-config='{\"profile\":\"people-groups-grid\",\"tk\":\"YOUR_MAPBOX_TOKEN\",\"utmSource\":\"YOUR_SOURCE\",\"assetsBase\":\"YOUR_TREE_URL/assets\"}'></people-groups-grid>"
          },
          "instances": [
            {
@ -878,7 +878,7 @@
      "bundle": "research-dashboard",
      "scriptUrl": "./research-dashboard/research-dashboard.js",
      "output": "doxa-maps/research-dashboard/research-dashboard.js",
-      "integrity": "sha384-DKCSj4V1+kZlJVOueTMVpDvbJEwExTr8HgLq+YiX+vMiaCmXRDsTfVdseKMRJ+Dw",
+      "integrity": "sha384-9/hF/6WuV7HVDQuZS1MbAOJCtvh+RsNVEcRoPBTbfTn8SUNYnW2A46OY8EXcznsO",
      "elements": [
        "research-dashboard-map"
      ],
@ -894,7 +894,7 @@
          "scriptUrl": "./research-dashboard/research-dashboard.js",
          "embed": {
            "iframe": "<iframe src=\"./research-dashboard/research-dashboard/index.html?utm_source=YOUR_SOURCE\" width=\"100%\" height=\"600\" style=\"border:none;border-radius:12px;\" allowfullscreen></iframe>",
-            "script": "<script>window.MAP_APP_API_URL=\"https://pray.doxa.life\";</script>\n<script src=\"./research-dashboard/research-dashboard.js\" integrity=\"sha384-DKCSj4V1+kZlJVOueTMVpDvbJEwExTr8HgLq+YiX+vMiaCmXRDsTfVdseKMRJ+Dw\" crossorigin=\"anonymous\"></script>\n<research-dashboard-map profile-config='{\"profile\":\"research-dashboard\",\"tk\":\"YOUR_MAPBOX_TOKEN\",\"utmSource\":\"YOUR_SOURCE\",\"assetsBase\":\"YOUR_TREE_URL/assets\"}'></research-dashboard-map>"
+            "script": "<script>window.MAP_APP_API_URL=\"https://pray.doxa.life\";</script>\n<script src=\"./research-dashboard/research-dashboard.js\" integrity=\"sha384-9/hF/6WuV7HVDQuZS1MbAOJCtvh+RsNVEcRoPBTbfTn8SUNYnW2A46OY8EXcznsO\" crossorigin=\"anonymous\"></script>\n<research-dashboard-map profile-config='{\"profile\":\"research-dashboard\",\"tk\":\"YOUR_MAPBOX_TOKEN\",\"utmSource\":\"YOUR_SOURCE\",\"assetsBase\":\"YOUR_TREE_URL/assets\"}'></research-dashboard-map>"
          },
          "bundle": "research-dashboard"
        }
--- a/public/doxa-maps/people-groups-grid/people-groups-grid.js
+++ b/public/doxa-maps/people-groups-grid/people-groups-grid.js
--- a/public/doxa-maps/people-groups-grid/people-groups-grid/driven/index.html
+++ b/public/doxa-maps/people-groups-grid/people-groups-grid/driven/index.html
@ -26,7 +26,7 @@

  <script>window.MAP_APP_API_URL = "https://pray.doxa.life";</script>
  <!-- Bundle IIFE — registers the <people-groups-grid> custom element. -->
-  <script src="../../people-groups-grid.js" integrity="sha384-SKWGRiLzac7kgXqwKmZ6zztgnwonaWQuelRXos+pToKjq9s7H1DgpKb/t+4zVsIq" crossorigin="anonymous"></script>
+  <script src="../../people-groups-grid.js" integrity="sha384-ktuMhVzpB05It1q3/X0mtY6H9bbjBSeamFjKx0BoQu1DuoNXNZBtDNs9itrbcHPG" crossorigin="anonymous"></script>

  <script>
    // Mapbox token resolution — the A3 ladder, in precedence order:
--- a/public/doxa-maps/people-groups-grid/people-groups-grid/index.html
+++ b/public/doxa-maps/people-groups-grid/people-groups-grid/index.html
@ -26,7 +26,7 @@

  <script>window.MAP_APP_API_URL = "https://pray.doxa.life";</script>
  <!-- Bundle IIFE — registers the <people-groups-grid> custom element. -->
-  <script src="../people-groups-grid.js" integrity="sha384-SKWGRiLzac7kgXqwKmZ6zztgnwonaWQuelRXos+pToKjq9s7H1DgpKb/t+4zVsIq" crossorigin="anonymous"></script>
+  <script src="../people-groups-grid.js" integrity="sha384-ktuMhVzpB05It1q3/X0mtY6H9bbjBSeamFjKx0BoQu1DuoNXNZBtDNs9itrbcHPG" crossorigin="anonymous"></script>

  <script>
    // Mapbox token resolution — the A3 ladder, in precedence order:
--- a/public/doxa-maps/people-groups-grid/people-groups-grid/people-groups-grid/index.html
+++ b/public/doxa-maps/people-groups-grid/people-groups-grid/people-groups-grid/index.html
@ -26,7 +26,7 @@

  <script>window.MAP_APP_API_URL = "https://pray.doxa.life";</script>
  <!-- Bundle IIFE — registers the <people-groups-grid> custom element. -->
-  <script src="../../people-groups-grid.js" integrity="sha384-SKWGRiLzac7kgXqwKmZ6zztgnwonaWQuelRXos+pToKjq9s7H1DgpKb/t+4zVsIq" crossorigin="anonymous"></script>
+  <script src="../../people-groups-grid.js" integrity="sha384-ktuMhVzpB05It1q3/X0mtY6H9bbjBSeamFjKx0BoQu1DuoNXNZBtDNs9itrbcHPG" crossorigin="anonymous"></script>

  <script>
    // Mapbox token resolution — the A3 ladder, in precedence order:
--- a/public/doxa-maps/research-dashboard/research-dashboard.js
+++ b/public/doxa-maps/research-dashboard/research-dashboard.js
--- a/public/doxa-maps/research-dashboard/research-dashboard/index.html
+++ b/public/doxa-maps/research-dashboard/research-dashboard/index.html
@ -29,7 +29,7 @@

  <script>window.MAP_APP_API_URL = "https://pray.doxa.life";</script>
  <!-- Bundle IIFE — registers the <research-dashboard-map> custom element. -->
-  <script src="../research-dashboard.js" integrity="sha384-DKCSj4V1+kZlJVOueTMVpDvbJEwExTr8HgLq+YiX+vMiaCmXRDsTfVdseKMRJ+Dw" crossorigin="anonymous"></script>
+  <script src="../research-dashboard.js" integrity="sha384-9/hF/6WuV7HVDQuZS1MbAOJCtvh+RsNVEcRoPBTbfTn8SUNYnW2A46OY8EXcznsO" crossorigin="anonymous"></script>

  <script>
    // Mapbox token resolution — the A3 ladder, in precedence order: