feat: always-on Insights — correlation analysis over viewing habits
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Conservative, live insights (ADR-0010) derived from each user's diary: rating lift by genre (first-time watches only), genre seasonality vs a uniform 1/12 month baseline, medium weekend-lift, and watch-time rhythm. - domain: WatchRow model, InsightsQuery port, pure insights_analyzer with all honesty thresholds (sample minimums, strength cutoffs, suppressions for import noise), unit-tested - adapters: thin Sqlite/Postgres fetch twins, reusing WrapUp's genre fetch - application: get_insights use case, InsightsGroup in Deps - composition/server: wiring through Repositories/DatabaseOutput - presentation: GET /api/v1/insights handler, typed serde-tagged DTOs, openapi doc - spa: /insights route (shadcn cards), insights feature hook, profile entry link, en locale strings - server test: end-to-end seed sqlite → HTTP → rating lift + rhythm Also records ADR-0010, defines "Insight" in the glossary, and includes pre-existing worktree comment-stripping cleanups.
This commit is contained in:
@@ -1,5 +1,6 @@
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{
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"lockfileVersion": 1,
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"configVersion": 0,
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"workspaces": {
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"": {
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"name": "vite-app",
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@@ -18,6 +19,7 @@
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"cmdk": "^1.1.1",
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"date-fns": "^4.4.0",
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"embla-carousel-react": "^8.6.0",
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"html2canvas-pro": "^2.0.4",
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"i18next": "^26.3.1",
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"input-otp": "^1.4.2",
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"lucide-react": "^1.17.0",
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@@ -844,6 +846,8 @@
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61
spa/src/features/insights.ts
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61
spa/src/features/insights.ts
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@@ -0,0 +1,61 @@
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import { useQuery } from "@tanstack/react-query"
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import { get } from "@/lib/api/client"
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export type RatingLiftInsight = {
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kind: "rating_lift"
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genre: string
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genre_avg: number
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user_avg: number
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delta: number
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sample_count: number
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}
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export type SeasonalityInsight = {
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kind: "seasonality"
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genre: string
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month: number
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multiplier: number
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sample_count: number
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}
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export type MediumTimingInsight = {
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kind: "medium_timing"
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medium: string
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multiplier: number
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weekend_share: number
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baseline_share: number
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sample_count: number
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}
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export type RhythmInsight = {
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kind: "rhythm"
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peak_hour_start: number
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peak_hour_end: number
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top_days: number[]
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sample_count: number
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}
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export type Insight =
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| RatingLiftInsight
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| SeasonalityInsight
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| MediumTimingInsight
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| RhythmInsight
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export type InsightsResponse = {
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insights: Insight[]
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}
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export const insightsKeys = {
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all: ["insights"] as const,
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}
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function getInsights() {
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return get<InsightsResponse>("/insights")
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}
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export function useInsights() {
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return useQuery({
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queryKey: insightsKeys.all,
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queryFn: getInsights,
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})
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}
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@@ -258,6 +258,25 @@
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"plexStep2": "Add the URL above, replacing YOUR_TOKEN with your generated token",
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"plexStep3": "Plex sends scrobble events when a movie is watched to 90%+ (requires Plex Pass)"
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},
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"insights": {
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"title": "Insights",
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"subtitle": "Patterns your diary reveals",
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"emptyTitle": "No insights yet",
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"emptyDesc": "Insights appear once there is enough data to say something honest — keep logging films.",
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"taste": "Your taste",
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"seasons": "Seasons",
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"mediums": "How you watch",
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"rhythm": "When you watch",
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"ratingLiftUp": "You rate {{genre}} higher than your own average — {{genreAvg}}★ vs {{userAvg}}★",
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"ratingLiftDown": "You rate {{genre}} lower than your own average — {{genreAvg}}★ vs {{userAvg}}★",
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"yourAverage": "your average",
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"seasonality": "{{genre}} is your {{month}} genre — {{multiplier}}× your yearly baseline",
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"mediumTiming": "You watch {{medium}} on weekends {{multiplier}}× more than your baseline",
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"weekends": "weekends",
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"yourBaseline": "your baseline",
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"rhythm": "You watch mostly {{start}}–{{end}} on {{days}}",
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"filmsSample": "{{count}} films"
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},
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"wrapup": {
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"title": "Year Wrap-Up",
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"noWrapUps": "No wrap-ups",
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@@ -16,6 +16,7 @@ import { Route as AppIndexRouteImport } from './routes/_app/index'
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import { Route as AppSocialRouteImport } from './routes/_app/social'
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import { Route as AppSearchRouteImport } from './routes/_app/search'
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import { Route as AppProfileRouteImport } from './routes/_app/profile'
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import { Route as AppInsightsRouteImport } from './routes/_app/insights'
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import { Route as AppDiaryRouteImport } from './routes/_app/diary'
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import { Route as AppSettingsIndexRouteImport } from './routes/_app/settings/index'
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import { Route as AppWrapupIdRouteImport } from './routes/_app/wrapup.$id'
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@@ -63,6 +64,11 @@ const AppProfileRoute = AppProfileRouteImport.update({
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path: '/profile',
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getParentRoute: () => AppRoute,
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} as any)
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const AppInsightsRoute = AppInsightsRouteImport.update({
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id: '/insights',
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path: '/insights',
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getParentRoute: () => AppRoute,
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} as any)
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const AppDiaryRoute = AppDiaryRouteImport.update({
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id: '/diary',
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path: '/diary',
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@@ -129,6 +135,7 @@ export interface FileRoutesByFullPath {
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'/login': typeof LoginRoute
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'/register': typeof RegisterRoute
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'/diary': typeof AppDiaryRoute
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'/insights': typeof AppInsightsRoute
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'/profile': typeof AppProfileRoute
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'/search': typeof AppSearchRoute
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'/social': typeof AppSocialRoute
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@@ -148,6 +155,7 @@ export interface FileRoutesByTo {
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'/login': typeof LoginRoute
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'/register': typeof RegisterRoute
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'/diary': typeof AppDiaryRoute
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'/insights': typeof AppInsightsRoute
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'/profile': typeof AppProfileRoute
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'/search': typeof AppSearchRoute
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'/social': typeof AppSocialRoute
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@@ -170,6 +178,7 @@ export interface FileRoutesById {
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'/login': typeof LoginRoute
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'/register': typeof RegisterRoute
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'/_app/diary': typeof AppDiaryRoute
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'/_app/insights': typeof AppInsightsRoute
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'/_app/profile': typeof AppProfileRoute
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'/_app/search': typeof AppSearchRoute
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'/_app/social': typeof AppSocialRoute
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@@ -193,6 +202,7 @@ export interface FileRouteTypes {
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| '/login'
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| '/register'
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| '/diary'
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| '/insights'
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| '/profile'
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| '/search'
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| '/social'
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@@ -212,6 +222,7 @@ export interface FileRouteTypes {
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| '/login'
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| '/register'
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| '/diary'
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| '/insights'
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| '/profile'
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| '/search'
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| '/social'
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@@ -233,6 +244,7 @@ export interface FileRouteTypes {
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| '/login'
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| '/register'
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| '/_app/diary'
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| '/_app/insights'
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| '/_app/profile'
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| '/_app/search'
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| '/_app/social'
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@@ -307,6 +319,13 @@ declare module '@tanstack/react-router' {
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preLoaderRoute: typeof AppProfileRouteImport
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parentRoute: typeof AppRoute
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}
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'/_app/insights': {
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id: '/_app/insights'
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path: '/insights'
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fullPath: '/insights'
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preLoaderRoute: typeof AppInsightsRouteImport
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parentRoute: typeof AppRoute
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}
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'/_app/diary': {
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id: '/_app/diary'
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path: '/diary'
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@@ -396,6 +415,7 @@ declare module '@tanstack/react-router' {
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interface AppRouteChildren {
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AppDiaryRoute: typeof AppDiaryRoute
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AppInsightsRoute: typeof AppInsightsRoute
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AppProfileRoute: typeof AppProfileRoute
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AppSearchRoute: typeof AppSearchRoute
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AppSocialRoute: typeof AppSocialRoute
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@@ -415,6 +435,7 @@ interface AppRouteChildren {
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const AppRouteChildren: AppRouteChildren = {
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AppDiaryRoute: AppDiaryRoute,
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AppInsightsRoute: AppInsightsRoute,
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AppProfileRoute: AppProfileRoute,
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AppSearchRoute: AppSearchRoute,
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AppSocialRoute: AppSocialRoute,
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263
spa/src/routes/_app/insights.tsx
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263
spa/src/routes/_app/insights.tsx
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@@ -0,0 +1,263 @@
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import { createFileRoute } from "@tanstack/react-router"
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import type { ReactNode } from "react"
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import { useTranslation } from "react-i18next"
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import {
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CalendarDays,
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Clapperboard,
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Clock,
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Lightbulb,
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Sparkles,
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TrendingDown,
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TrendingUp,
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} from "lucide-react"
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import { BackButton } from "@/components/back-button"
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import { Badge } from "@/components/ui/badge"
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import { Card, CardContent, CardHeader, CardTitle } from "@/components/ui/card"
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import { EmptyState } from "@/components/empty-state"
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import { Skeleton } from "@/components/ui/skeleton"
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import { WATCH_MEDIUMS } from "@/lib/watch-mediums"
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import { useInsights, type Insight } from "@/features/insights"
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import { useDocumentTitle } from "@/hooks/use-document-title"
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export const Route = createFileRoute("/_app/insights")({
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component: InsightsPage,
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})
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const MONTH_BASE = new Date(2024, 0, 1) // any year; only the month name matters
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const MONDAY_BASE = new Date(2024, 2, 4) // 2024-03-04 is a Monday
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function isKind<K extends Insight["kind"]>(kind: K) {
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return (insight: Insight): insight is Extract<Insight, { kind: K }> => insight.kind === kind
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}
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function monthName(month: number): string {
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return new Intl.DateTimeFormat(undefined, { month: "long" }).format(
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new Date(MONTH_BASE.getFullYear(), month - 1, 1),
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)
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}
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function dayNames(days: number[]): string[] {
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const fmt = new Intl.DateTimeFormat(undefined, { weekday: "short" })
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return days.map((d) => fmt.format(new Date(MONDAY_BASE.getFullYear(), MONDAY_BASE.getMonth(), MONDAY_BASE.getDate() + d - 1)))
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}
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function mediumLabel(medium: string, t: (key: string) => string): string {
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const def = WATCH_MEDIUMS.find((m) => m.value === medium)
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return def ? t(def.labelKey) : medium
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}
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function hourLabel(hour: number): string {
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return `${String(hour).padStart(2, "0")}:00`
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}
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function InsightsPage() {
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const { t } = useTranslation()
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const { data, isPending } = useInsights()
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useDocumentTitle(t("insights.title"))
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if (isPending) return <InsightsSkeleton />
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const insights = data?.insights ?? []
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return (
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<div className="space-y-4 p-4">
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<BackButton />
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<div>
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<h1 className="flex items-center gap-2 text-lg font-bold">
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<Sparkles className="size-5 text-primary" />
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{t("insights.title")}
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</h1>
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<p className="text-sm text-muted-foreground">{t("insights.subtitle")}</p>
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</div>
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{insights.length === 0 ? (
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<EmptyState
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icon={Lightbulb}
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title={t("insights.emptyTitle")}
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description={t("insights.emptyDesc")}
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/>
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) : (
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<>
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<InsightGroup
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title={t("insights.taste")}
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items={insights.filter(isKind("rating_lift"))}
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render={(insight) => <RatingLiftCard insight={insight} />}
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/>
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<InsightGroup
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title={t("insights.seasons")}
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items={insights.filter(isKind("seasonality"))}
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render={(insight) => <SeasonalityCard insight={insight} />}
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/>
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<InsightGroup
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title={t("insights.mediums")}
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items={insights.filter(isKind("medium_timing"))}
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render={(insight) => <MediumTimingCard insight={insight} />}
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/>
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<InsightGroup
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title={t("insights.rhythm")}
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items={insights.filter(isKind("rhythm"))}
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render={(insight) => <RhythmCard insight={insight} />}
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/>
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</>
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)}
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</div>
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)
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}
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function InsightGroup<T extends Insight>({
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title,
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items,
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render,
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}: {
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title: string
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items: T[]
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render: (insight: T) => ReactNode
|
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}) {
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if (items.length === 0) return null
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return (
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<section className="space-y-2">
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<h2 className="text-sm font-semibold text-muted-foreground">{title}</h2>
|
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{items.map((insight, i) => (
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<div key={i}>{render(insight)}</div>
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))}
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</section>
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)
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}
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|
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type RatingLiftCardProps = { insight: Extract<Insight, { kind: "rating_lift" }> }
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type SeasonalityCardProps = { insight: Extract<Insight, { kind: "seasonality" }> }
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type MediumTimingCardProps = { insight: Extract<Insight, { kind: "medium_timing" }> }
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type RhythmCardProps = { insight: Extract<Insight, { kind: "rhythm" }> }
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|
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function RatingLiftCard({ insight }: RatingLiftCardProps) {
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const { t } = useTranslation()
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const up = insight.delta > 0
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const Trend = up ? TrendingUp : TrendingDown
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return (
|
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<Card>
|
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<CardHeader className="pb-2">
|
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<CardTitle className="flex items-center gap-2 text-sm">
|
||||
<Trend className={`size-4 ${up ? "text-emerald-500" : "text-rose-500"}`} />
|
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{t(up ? "insights.ratingLiftUp" : "insights.ratingLiftDown", {
|
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genre: insight.genre,
|
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genreAvg: insight.genre_avg.toFixed(1),
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userAvg: insight.user_avg.toFixed(1),
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})}
|
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</CardTitle>
|
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</CardHeader>
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||||
<CardContent>
|
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<div className="flex flex-wrap gap-2">
|
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<Badge variant="secondary">
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{insight.genre_avg.toFixed(1)}★ · {insight.genre}
|
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</Badge>
|
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<Badge variant="outline">
|
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{t("insights.yourAverage")}: {insight.user_avg.toFixed(1)}★
|
||||
</Badge>
|
||||
<SampleBadge count={insight.sample_count} />
|
||||
</div>
|
||||
</CardContent>
|
||||
</Card>
|
||||
)
|
||||
}
|
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|
||||
function SeasonalityCard({ insight }: SeasonalityCardProps) {
|
||||
const { t } = useTranslation()
|
||||
return (
|
||||
<Card>
|
||||
<CardHeader className="pb-2">
|
||||
<CardTitle className="flex items-center gap-2 text-sm">
|
||||
<CalendarDays className="size-4 text-primary" />
|
||||
{t("insights.seasonality", {
|
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genre: insight.genre,
|
||||
multiplier: insight.multiplier.toFixed(1),
|
||||
month: monthName(insight.month),
|
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})}
|
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</CardTitle>
|
||||
</CardHeader>
|
||||
<CardContent>
|
||||
<div className="flex flex-wrap gap-2">
|
||||
<Badge variant="secondary">
|
||||
{insight.multiplier.toFixed(1)}× · {monthName(insight.month)}
|
||||
</Badge>
|
||||
<Badge variant="outline">{insight.genre}</Badge>
|
||||
<SampleBadge count={insight.sample_count} />
|
||||
</div>
|
||||
</CardContent>
|
||||
</Card>
|
||||
)
|
||||
}
|
||||
|
||||
function MediumTimingCard({ insight }: MediumTimingCardProps) {
|
||||
const { t } = useTranslation()
|
||||
return (
|
||||
<Card>
|
||||
<CardHeader className="pb-2">
|
||||
<CardTitle className="flex items-center gap-2 text-sm">
|
||||
<Clapperboard className="size-4 text-primary" />
|
||||
{t("insights.mediumTiming", {
|
||||
medium: mediumLabel(insight.medium, t),
|
||||
multiplier: insight.multiplier.toFixed(1),
|
||||
})}
|
||||
</CardTitle>
|
||||
</CardHeader>
|
||||
<CardContent>
|
||||
<div className="flex flex-wrap gap-2">
|
||||
<Badge variant="secondary">
|
||||
{Math.round(insight.weekend_share * 100)}% · {t("insights.weekends")}
|
||||
</Badge>
|
||||
<Badge variant="outline">
|
||||
{t("insights.yourBaseline")}: {Math.round(insight.baseline_share * 100)}%
|
||||
</Badge>
|
||||
<SampleBadge count={insight.sample_count} />
|
||||
</div>
|
||||
</CardContent>
|
||||
</Card>
|
||||
)
|
||||
}
|
||||
|
||||
function RhythmCard({ insight }: RhythmCardProps) {
|
||||
const { t } = useTranslation()
|
||||
return (
|
||||
<Card>
|
||||
<CardHeader className="pb-2">
|
||||
<CardTitle className="flex items-center gap-2 text-sm">
|
||||
<Clock className="size-4 text-primary" />
|
||||
{t("insights.rhythm", {
|
||||
start: hourLabel(insight.peak_hour_start),
|
||||
end: hourLabel(insight.peak_hour_end),
|
||||
days: dayNames(insight.top_days).join(", "),
|
||||
})}
|
||||
</CardTitle>
|
||||
</CardHeader>
|
||||
<CardContent>
|
||||
<div className="flex flex-wrap gap-2">
|
||||
<Badge variant="secondary">
|
||||
{hourLabel(insight.peak_hour_start)}–{hourLabel(insight.peak_hour_end)}
|
||||
</Badge>
|
||||
<Badge variant="outline">{dayNames(insight.top_days).join(", ")}</Badge>
|
||||
<SampleBadge count={insight.sample_count} />
|
||||
</div>
|
||||
</CardContent>
|
||||
</Card>
|
||||
)
|
||||
}
|
||||
|
||||
function SampleBadge({ count }: { count: number }) {
|
||||
const { t } = useTranslation()
|
||||
return <Badge variant="outline">{t("insights.filmsSample", { count })}</Badge>
|
||||
}
|
||||
|
||||
function InsightsSkeleton() {
|
||||
return (
|
||||
<div className="space-y-4 p-4">
|
||||
<BackButton />
|
||||
<Skeleton className="h-6 w-40" />
|
||||
<Skeleton className="h-4 w-64" />
|
||||
<div className="space-y-2">
|
||||
{[0, 1, 2].map((i) => (
|
||||
<Skeleton key={i} className="h-28 w-full" />
|
||||
))}
|
||||
</div>
|
||||
</div>
|
||||
)
|
||||
}
|
||||
@@ -1,7 +1,7 @@
|
||||
import { createFileRoute, Link } from "@tanstack/react-router"
|
||||
import { useState } from "react"
|
||||
import { useTranslation } from "react-i18next"
|
||||
import { ChevronDown, ChevronRight, Plus, Settings, Sparkles } from "lucide-react"
|
||||
import { ChevronDown, ChevronRight, Lightbulb, Plus, Settings, Sparkles } from "lucide-react"
|
||||
import { Button } from "@/components/ui/button"
|
||||
import { ProfileView, ProfileSkeleton } from "@/components/profile-view"
|
||||
import { useAuth } from "@/components/auth-provider"
|
||||
@@ -51,6 +51,15 @@ function ProfilePage() {
|
||||
actions={
|
||||
<>
|
||||
<GoalSection goals={data.goals ?? []} />
|
||||
<Link to="/insights" className="block">
|
||||
<Button variant="outline" size="sm" className="w-full justify-between">
|
||||
<span className="flex items-center gap-2">
|
||||
<Lightbulb className="size-4 text-primary" />
|
||||
{t("insights.title")}
|
||||
</span>
|
||||
<ChevronRight className="size-4 text-muted-foreground" />
|
||||
</Button>
|
||||
</Link>
|
||||
<Link to="/social" className="block">
|
||||
<Button variant="outline" size="sm" className="w-full justify-between">
|
||||
<span>{t("profile.followingFollowers")}</span>
|
||||
|
||||
Reference in New Issue
Block a user