infinite scroll

pb_migrations/1783926000_optimized_player_stats_views.js

@@ -0,0 +1,50 @@
+/// <reference path="../pb_data/types.d.ts" />
+migrate((app) => {
+  {
+    const collection = app.findCollectionByNameOrId("player_stats");
+    unmarshal({
+      "viewQuery": "SELECT\n      p.id as id,\n      p.id as player_id,\n      (p.first_name || ' ' || p.last_name) as player_name,\n      COUNT(mt.match_id) as matches,\n      COUNT(DISTINCT mt.tournament) as tournaments,\n      SUM(CASE WHEN mt.cups_for > mt.cups_against THEN 1 ELSE 0 END) as wins,\n      SUM(CASE WHEN mt.cups_for < mt.cups_against THEN 1 ELSE 0 END) as losses,\n      SUM(mt.cups_for) as total_cups_made,\n      SUM(mt.cups_against) as total_cups_against,\n      ROUND((CAST(SUM(CASE WHEN mt.cups_for > mt.cups_against THEN 1 ELSE 0 END) AS REAL) / COUNT(mt.match_id)) * 100, 2) as win_percentage,\n      ROUND(CAST(SUM(mt.cups_for) AS REAL) / COUNT(mt.match_id), 2) as avg_cups_per_match,\n      ROUND(AVG(CASE WHEN mt.cups_for > mt.cups_against THEN mt.cups_for - mt.cups_against ELSE NULL END), 2) as margin_of_victory,\n      ROUND(AVG(CASE WHEN mt.cups_for < mt.cups_against THEN mt.cups_against - mt.cups_for ELSE NULL END), 2) as margin_of_loss\n  FROM (\n      SELECT m.id as match_id, m.tournament as tournament, m.home as team_id, m.home_cups as cups_for, m.away_cups as cups_against\n      FROM matches m\n      JOIN tournaments tour ON m.tournament = tour.id\n      WHERE m.status = 'ended'\n      UNION ALL\n      SELECT m.id, m.tournament, m.away, m.away_cups, m.home_cups\n      FROM matches m\n      JOIN tournaments tour ON m.tournament = tour.id\n      WHERE m.status = 'ended'\n  ) mt\n  JOIN (\n      SELECT teams.id AS team_id, je.value AS player_id\n      FROM teams, json_each(ifnull(nullif(teams.players, ''), '[]')) je\n      GROUP BY teams.id, je.value\n  ) tp ON tp.team_id = mt.team_id\n  JOIN players p ON p.id = tp.player_id\n  GROUP BY p.id"
+    }, collection);
+    app.save(collection);
+  }
+
+  {
+    const collection = app.findCollectionByNameOrId("player_mainline_stats");
+    unmarshal({
+      "viewQuery": "SELECT\n      p.id as id,\n      p.id as player_id,\n      (p.first_name || ' ' || p.last_name) as player_name,\n      COUNT(mt.match_id) as matches,\n      COUNT(DISTINCT mt.tournament) as tournaments,\n      SUM(CASE WHEN mt.cups_for > mt.cups_against THEN 1 ELSE 0 END) as wins,\n      SUM(CASE WHEN mt.cups_for < mt.cups_against THEN 1 ELSE 0 END) as losses,\n      SUM(mt.cups_for) as total_cups_made,\n      SUM(mt.cups_against) as total_cups_against,\n      ROUND((CAST(SUM(CASE WHEN mt.cups_for > mt.cups_against THEN 1 ELSE 0 END) AS REAL) / COUNT(mt.match_id)) * 100, 2) as win_percentage,\n      ROUND(CAST(SUM(mt.cups_for) AS REAL) / COUNT(mt.match_id), 2) as avg_cups_per_match,\n      ROUND(AVG(CASE WHEN mt.cups_for > mt.cups_against THEN mt.cups_for - mt.cups_against ELSE NULL END), 2) as margin_of_victory,\n      ROUND(AVG(CASE WHEN mt.cups_for < mt.cups_against THEN mt.cups_against - mt.cups_for ELSE NULL END), 2) as margin_of_loss\n  FROM (\n      SELECT m.id as match_id, m.tournament as tournament, m.home as team_id, m.home_cups as cups_for, m.away_cups as cups_against\n      FROM matches m\n      JOIN tournaments tour ON m.tournament = tour.id\n      WHERE m.status = 'ended' AND (tour.regional = false OR tour.regional IS NULL)\n      UNION ALL\n      SELECT m.id, m.tournament, m.away, m.away_cups, m.home_cups\n      FROM matches m\n      JOIN tournaments tour ON m.tournament = tour.id\n      WHERE m.status = 'ended' AND (tour.regional = false OR tour.regional IS NULL)\n  ) mt\n  JOIN (\n      SELECT teams.id AS team_id, je.value AS player_id\n      FROM teams, json_each(ifnull(nullif(teams.players, ''), '[]')) je\n      GROUP BY teams.id, je.value\n  ) tp ON tp.team_id = mt.team_id\n  JOIN players p ON p.id = tp.player_id\n  GROUP BY p.id"
+    }, collection);
+    app.save(collection);
+  }
+
+  {
+    const collection = app.findCollectionByNameOrId("player_regional_stats");
+    unmarshal({
+      "viewQuery": "SELECT\n      p.id as id,\n      p.id as player_id,\n      (p.first_name || ' ' || p.last_name) as player_name,\n      COUNT(mt.match_id) as matches,\n      COUNT(DISTINCT mt.tournament) as tournaments,\n      SUM(CASE WHEN mt.cups_for > mt.cups_against THEN 1 ELSE 0 END) as wins,\n      SUM(CASE WHEN mt.cups_for < mt.cups_against THEN 1 ELSE 0 END) as losses,\n      SUM(mt.cups_for) as total_cups_made,\n      SUM(mt.cups_against) as total_cups_against,\n      ROUND((CAST(SUM(CASE WHEN mt.cups_for > mt.cups_against THEN 1 ELSE 0 END) AS REAL) / COUNT(mt.match_id)) * 100, 2) as win_percentage,\n      ROUND(CAST(SUM(mt.cups_for) AS REAL) / COUNT(mt.match_id), 2) as avg_cups_per_match,\n      ROUND(AVG(CASE WHEN mt.cups_for > mt.cups_against THEN mt.cups_for - mt.cups_against ELSE NULL END), 2) as margin_of_victory,\n      ROUND(AVG(CASE WHEN mt.cups_for < mt.cups_against THEN mt.cups_against - mt.cups_for ELSE NULL END), 2) as margin_of_loss\n  FROM (\n      SELECT m.id as match_id, m.tournament as tournament, m.home as team_id, m.home_cups as cups_for, m.away_cups as cups_against\n      FROM matches m\n      JOIN tournaments tour ON m.tournament = tour.id\n      WHERE m.status = 'ended' AND +tour.regional = true\n      UNION ALL\n      SELECT m.id, m.tournament, m.away, m.away_cups, m.home_cups\n      FROM matches m\n      JOIN tournaments tour ON m.tournament = tour.id\n      WHERE m.status = 'ended' AND +tour.regional = true\n  ) mt\n  JOIN (\n      SELECT teams.id AS team_id, je.value AS player_id\n      FROM teams, json_each(ifnull(nullif(teams.players, ''), '[]')) je\n      GROUP BY teams.id, je.value\n  ) tp ON tp.team_id = mt.team_id\n  JOIN players p ON p.id = tp.player_id\n  GROUP BY p.id"
+    }, collection);
+    app.save(collection);
+  }
+}, (app) => {
+  {
+    const collection = app.findCollectionByNameOrId("player_stats");
+    unmarshal({
+      "viewQuery": "SELECT\n      p.id as id,\n      p.id as player_id,\n      (p.first_name || ' ' || p.last_name) as player_name,\n      COUNT(m.id) as matches,\n      COUNT(DISTINCT m.tournament) as tournaments,\n      SUM(CASE\n          WHEN (m.home = t.id AND m.home_cups > m.away_cups) OR\n               (m.away = t.id AND m.away_cups > m.home_cups)\n          THEN 1 ELSE 0\n      END) as wins,\n      SUM(CASE\n          WHEN (m.home = t.id AND m.home_cups < m.away_cups) OR\n               (m.away = t.id AND m.away_cups < m.home_cups)\n          THEN 1 ELSE 0\n      END) as losses,\n      SUM(CASE\n          WHEN m.home = t.id THEN m.home_cups\n          WHEN m.away = t.id THEN m.away_cups\n          ELSE 0\n      END) as total_cups_made,\n      SUM(CASE\n          WHEN m.home = t.id THEN m.away_cups\n          WHEN m.away = t.id THEN m.home_cups\n          ELSE 0\n      END) as total_cups_against,\n      -- Win percentage\n      ROUND((CAST(SUM(CASE\n          WHEN (m.home = t.id AND m.home_cups > m.away_cups) OR\n               (m.away = t.id AND m.away_cups > m.home_cups)\n          THEN 1 ELSE 0\n      END) AS REAL) / COUNT(m.id)) * 100, 2) as win_percentage,\n      -- Average cups per match\n      ROUND(CAST(SUM(CASE\n          WHEN m.home = t.id THEN m.home_cups\n          WHEN m.away = t.id THEN m.away_cups\n          ELSE 0\n      END) AS REAL) / COUNT(m.id), 2) as avg_cups_per_match,\n      -- Margin of Victory\n      ROUND(AVG(CASE\n          WHEN m.home = t.id AND m.home_cups > m.away_cups\n          THEN m.home_cups - m.away_cups\n          WHEN m.away = t.id AND m.away_cups > m.home_cups\n          THEN m.away_cups - m.home_cups\n          ELSE NULL\n      END), 2) as margin_of_victory,\n      -- Margin of Loss\n      ROUND(AVG(CASE\n          WHEN m.home = t.id AND m.home_cups < m.away_cups\n          THEN m.away_cups - m.home_cups\n          WHEN m.away = t.id AND m.away_cups < m.home_cups\n          THEN m.home_cups - m.away_cups\n          ELSE NULL\n      END), 2) as margin_of_loss\n  FROM players p, teams t, matches m, tournaments tour\n  WHERE\n      t.players LIKE '%\"' || p.id || '\"%' AND\n      (m.home = t.id OR m.away = t.id) AND\n      m.tournament = tour.id AND\n      m.status = 'ended'\n  GROUP BY p.id"
+    }, collection);
+    app.save(collection);
+  }
+
+  {
+    const collection = app.findCollectionByNameOrId("player_mainline_stats");
+    unmarshal({
+      "viewQuery": "SELECT\n      p.id as id,\n      p.id as player_id,\n      (p.first_name || ' ' || p.last_name) as player_name,\n      COUNT(m.id) as matches,\n      COUNT(DISTINCT m.tournament) as tournaments,\n      SUM(CASE\n          WHEN (m.home = t.id AND m.home_cups > m.away_cups) OR\n               (m.away = t.id AND m.away_cups > m.home_cups)\n          THEN 1 ELSE 0\n      END) as wins,\n      SUM(CASE\n          WHEN (m.home = t.id AND m.home_cups < m.away_cups) OR\n               (m.away = t.id AND m.away_cups < m.home_cups)\n          THEN 1 ELSE 0\n      END) as losses,\n      SUM(CASE\n          WHEN m.home = t.id THEN m.home_cups\n          WHEN m.away = t.id THEN m.away_cups\n          ELSE 0\n      END) as total_cups_made,\n      SUM(CASE\n          WHEN m.home = t.id THEN m.away_cups\n          WHEN m.away = t.id THEN m.home_cups\n          ELSE 0\n      END) as total_cups_against,\n      -- Win percentage\n      ROUND((CAST(SUM(CASE\n          WHEN (m.home = t.id AND m.home_cups > m.away_cups) OR\n               (m.away = t.id AND m.away_cups > m.home_cups)\n          THEN 1 ELSE 0\n      END) AS REAL) / COUNT(m.id)) * 100, 2) as win_percentage,\n      -- Average cups per match\n      ROUND(CAST(SUM(CASE\n          WHEN m.home = t.id THEN m.home_cups\n          WHEN m.away = t.id THEN m.away_cups\n          ELSE 0\n      END) AS REAL) / COUNT(m.id), 2) as avg_cups_per_match,\n      -- Margin of Victory\n      ROUND(AVG(CASE\n          WHEN m.home = t.id AND m.home_cups > m.away_cups\n          THEN m.home_cups - m.away_cups\n          WHEN m.away = t.id AND m.away_cups > m.home_cups\n          THEN m.away_cups - m.home_cups\n          ELSE NULL\n      END), 2) as margin_of_victory,\n      -- Margin of Loss\n      ROUND(AVG(CASE\n          WHEN m.home = t.id AND m.home_cups < m.away_cups\n          THEN m.away_cups - m.home_cups\n          WHEN m.away = t.id AND m.away_cups < m.home_cups\n          THEN m.home_cups - m.away_cups\n          ELSE NULL\n      END), 2) as margin_of_loss\n  FROM players p, teams t, matches m, tournaments tour\n  WHERE\n      t.players LIKE '%\"' || p.id || '\"%' AND\n      (m.home = t.id OR m.away = t.id) AND\n      m.tournament = tour.id AND\n      m.status = 'ended' AND\n      (tour.regional = false OR tour.regional IS NULL)\n  GROUP BY p.id"
+    }, collection);
+    app.save(collection);
+  }
+
+  {
+    const collection = app.findCollectionByNameOrId("player_regional_stats");
+    unmarshal({
+      "viewQuery": "SELECT\n      p.id as id,\n      p.id as player_id,\n      (p.first_name || ' ' || p.last_name) as player_name,\n      COUNT(m.id) as matches,\n      COUNT(DISTINCT m.tournament) as tournaments,\n      SUM(CASE\n          WHEN (m.home = t.id AND m.home_cups > m.away_cups) OR\n               (m.away = t.id AND m.away_cups > m.home_cups)\n          THEN 1 ELSE 0\n      END) as wins,\n      SUM(CASE\n          WHEN (m.home = t.id AND m.home_cups < m.away_cups) OR\n               (m.away = t.id AND m.away_cups < m.home_cups)\n          THEN 1 ELSE 0\n      END) as losses,\n      SUM(CASE\n          WHEN m.home = t.id THEN m.home_cups\n          WHEN m.away = t.id THEN m.away_cups\n          ELSE 0\n      END) as total_cups_made,\n      SUM(CASE\n          WHEN m.home = t.id THEN m.away_cups\n          WHEN m.away = t.id THEN m.home_cups\n          ELSE 0\n      END) as total_cups_against,\n      -- Win percentage\n      ROUND((CAST(SUM(CASE\n          WHEN (m.home = t.id AND m.home_cups > m.away_cups) OR\n               (m.away = t.id AND m.away_cups > m.home_cups)\n          THEN 1 ELSE 0\n      END) AS REAL) / COUNT(m.id)) * 100, 2) as win_percentage,\n      -- Average cups per match\n      ROUND(CAST(SUM(CASE\n          WHEN m.home = t.id THEN m.home_cups\n          WHEN m.away = t.id THEN m.away_cups\n          ELSE 0\n      END) AS REAL) / COUNT(m.id), 2) as avg_cups_per_match,\n      -- Margin of Victory\n      ROUND(AVG(CASE\n          WHEN m.home = t.id AND m.home_cups > m.away_cups\n          THEN m.home_cups - m.away_cups\n          WHEN m.away = t.id AND m.away_cups > m.home_cups\n          THEN m.away_cups - m.home_cups\n          ELSE NULL\n      END), 2) as margin_of_victory,\n      -- Margin of Loss\n      ROUND(AVG(CASE\n          WHEN m.home = t.id AND m.home_cups < m.away_cups\n          THEN m.away_cups - m.home_cups\n          WHEN m.away = t.id AND m.away_cups < m.home_cups\n          THEN m.home_cups - m.away_cups\n          ELSE NULL\n      END), 2) as margin_of_loss\n  FROM players p, teams t, matches m, tournaments tour\n  WHERE\n      t.players LIKE '%\"' || p.id || '\"%' AND\n      (m.home = t.id OR m.away = t.id) AND\n      m.tournament = tour.id AND\n      m.status = 'ended' AND\n      tour.regional = true\n  GROUP BY p.id"
+    }, collection);
+    app.save(collection);
+  }
+})

src/app/routes/_authed/stats.tsx

@@ -1,19 +1,18 @@
 import { createFileRoute } from "@tanstack/react-router";
 import { playerQueries } from "@/features/players/queries";
 import PlayerStatsTable from "@/features/players/components/player-stats-table";
-import { Suspense, useState, useDeferredValue } from "react";
+import { Suspense, useState, useDeferredValue, useEffect } from "react";
 import PlayerStatsTableSkeleton from "@/features/players/components/player-stats-table-skeleton";
 import { prefetchServerQuery } from "@/lib/tanstack-query/utils/prefetch";
 import LeagueHeadToHead from "@/features/players/components/league-head-to-head";
 import { Box, Loader, Tabs, Button, Group, Container, Stack } from "@mantine/core";
+import { useQueryClient } from "@tanstack/react-query";
 
 export const Route = createFileRoute("/_authed/stats")({
   component: Stats,
   beforeLoad: ({ context }) => {
     const queryClient = context.queryClient;
     prefetchServerQuery(queryClient, playerQueries.allStats('all'));
-    prefetchServerQuery(queryClient, playerQueries.allStats('mainline'));
-    prefetchServerQuery(queryClient, playerQueries.allStats('regional'));
   },
   loader: () => ({
     withPadding: false,
@@ -29,6 +28,15 @@ function Stats() {
   const [viewType, setViewType] = useState<'all' | 'mainline' | 'regional'>('all');
   const deferredViewType = useDeferredValue(viewType);
   const isStale = viewType !== deferredViewType;
+  const queryClient = useQueryClient();
+
+  useEffect(() => {
+    const timeout = window.setTimeout(() => {
+      prefetchServerQuery(queryClient, playerQueries.allStats('mainline'));
+      prefetchServerQuery(queryClient, playerQueries.allStats('regional'));
+    }, 1500);
+    return () => window.clearTimeout(timeout);
+  }, [queryClient]);
 
   return (
     <Tabs defaultValue="stats">

src/components/infinite-scroll.tsx

@@ -0,0 +1,73 @@
+import { ReactNode, useEffect, useRef, useState } from "react";
+import { Box } from "@mantine/core";
+
+interface InfiniteScrollProps<T> {
+  items: T[];
+  renderItem: (item: T, index: number) => ReactNode;
+  batchSize?: number;
+  initialCount?: number;
+  rootMargin?: string;
+  loader?: ReactNode;
+  hasMore?: boolean;
+  loading?: boolean;
+  onLoadMore?: () => void;
+}
+
+const InfiniteScroll = <T,>({
+  items,
+  renderItem,
+  batchSize = 25,
+  initialCount = batchSize,
+  rootMargin = "600px 0px",
+  loader,
+  hasMore = false,
+  loading = false,
+  onLoadMore,
+}: InfiniteScrollProps<T>) => {
+  const [visibleCount, setVisibleCount] = useState(initialCount);
+  const [prevItems, setPrevItems] = useState(items);
+  const sentinelRef = useRef<HTMLDivElement>(null);
+
+  if (prevItems !== items) {
+    setPrevItems(items);
+    setVisibleCount(initialCount);
+  }
+
+  const hasHiddenItems = visibleCount < items.length;
+  const showLoader = hasHiddenItems || hasMore || loading;
+
+  useEffect(() => {
+    const sentinel = sentinelRef.current;
+    if (!sentinel) return;
+
+    const observer = new IntersectionObserver(
+      (entries) => {
+        if (!entries.some((entry) => entry.isIntersecting)) return;
+
+        if (visibleCount < items.length) {
+          setVisibleCount((count) => Math.min(count + batchSize, items.length));
+        } else if (hasMore && !loading) {
+          onLoadMore?.();
+        }
+      },
+      { rootMargin }
+    );
+
+    observer.observe(sentinel);
+    return () => observer.disconnect();
+  }, [items, visibleCount, batchSize, hasMore, loading, onLoadMore, rootMargin]);
+
+  return (
+    <>
+      {items.slice(0, visibleCount).map((item, index) => renderItem(item, index))}
+      {showLoader && (
+        <>
+          <Box ref={sentinelRef} />
+          {loader}
+        </>
+      )}
+    </>
+  );
+};
+
+export default InfiniteScroll;

src/features/players/components/player-stats-table-skeleton.tsx

@@ -8,7 +8,7 @@ import {
   ScrollArea,
 } from "@mantine/core";
 
-const PlayerListItemSkeleton = () => {
+export const PlayerListItemSkeleton = () => {
   return (
     <Box p="md">
       <Group gap="sm" align="center" w="100%" wrap="nowrap" style={{ overflow: 'hidden' }}>

src/features/players/components/player-stats-table.tsx

@@ -1,4 +1,4 @@
-import { useState, useMemo, useCallback, memo, useRef, useEffect } from "react";
+import { useState, useMemo, useCallback, memo, useRef, useEffect, useDeferredValue } from "react";
 import {
   Text,
   TextInput,
@@ -23,8 +23,10 @@ import {
 } from "@phosphor-icons/react";
 import { PlayerStats } from "../types";
 import PlayerAvatar from "@/components/player-avatar";
+import InfiniteScroll from "@/components/infinite-scroll";
 import { useNavigate } from "@tanstack/react-router";
 import { useAllPlayerStats } from "../queries";
+import { PlayerListItemSkeleton } from "./player-stats-table-skeleton";
 
 type SortKey = keyof PlayerStats | "mmr";
 type SortDirection = "asc" | "desc";
@@ -146,10 +148,32 @@ interface PlayerStatsTableProps {
   viewType?: 'all' | 'mainline' | 'regional';
 }
 
+const calculateMMR = (stat: PlayerStats): number => {
+  if (stat.matches === 0) return 0;
+
+  const winScore = stat.win_percentage;
+  const matchConfidence = Math.min(stat.matches / 15, 1);
+  const avgCupsScore = Math.min(stat.avg_cups_per_match * 10, 100);
+  const marginScore = stat.margin_of_victory
+    ? Math.min(stat.margin_of_victory * 20, 50)
+    : 0;
+  const volumeBonus = Math.min(stat.matches * 0.5, 10);
+
+  const baseMMR =
+    winScore * 0.5 +
+    avgCupsScore * 0.25 +
+    marginScore * 0.15 +
+    volumeBonus * 0.1;
+
+  const finalMMR = baseMMR * matchConfidence;
+  return Math.round(finalMMR * 10) / 10;
+};
+
 const PlayerStatsTable = ({ viewType = 'all' }: PlayerStatsTableProps) => {
   const { data: playerStats } = useAllPlayerStats(viewType);
   const navigate = useNavigate();
   const [search, setSearch] = useState("");
+  const deferredSearch = useDeferredValue(search);
   const [sortConfig, setSortConfig] = useState<SortConfig>({
     key: "mmr" as SortKey,
     direction: "desc",
@@ -159,10 +183,15 @@ const PlayerStatsTable = ({ viewType = 'all' }: PlayerStatsTableProps) => {
   const scrollHandlersRef = useRef<Map<HTMLDivElement, (e: Event) => void>>(new Map());
   const scrollLeaderRef = useRef<HTMLDivElement | null>(null);
   const scrollTimeoutRef = useRef<number | null>(null);
+  const lastScrollLeftRef = useRef(0);
 
   const handleRegisterViewport = useCallback((viewport: HTMLDivElement) => {
     viewportsRef.current.add(viewport);
 
+    if (lastScrollLeftRef.current > 0) {
+      viewport.scrollLeft = lastScrollLeftRef.current;
+    }
+
     const handleScrollStart = () => {
       scrollLeaderRef.current = viewport;
     };
@@ -179,6 +208,7 @@ const PlayerStatsTable = ({ viewType = 'all' }: PlayerStatsTableProps) => {
       }
 
       const scrollLeft = target.scrollLeft;
+      lastScrollLeftRef.current = scrollLeft;
 
       viewportsRef.current.forEach((vp) => {
         if (vp !== target && Math.abs(vp.scrollLeft - scrollLeft) > 0.5) {
@@ -213,27 +243,6 @@ const PlayerStatsTable = ({ viewType = 'all' }: PlayerStatsTableProps) => {
     }
   }, []);
 
-  const calculateMMR = (stat: PlayerStats): number => {
-    if (stat.matches === 0) return 0;
-
-    const winScore = stat.win_percentage;
-    const matchConfidence = Math.min(stat.matches / 15, 1);
-    const avgCupsScore = Math.min(stat.avg_cups_per_match * 10, 100);
-    const marginScore = stat.margin_of_victory
-      ? Math.min(stat.margin_of_victory * 20, 50)
-      : 0;
-    const volumeBonus = Math.min(stat.matches * 0.5, 10);
-
-    const baseMMR =
-      winScore * 0.5 +
-      avgCupsScore * 0.25 +
-      marginScore * 0.15 +
-      volumeBonus * 0.1;
-
-    const finalMMR = baseMMR * matchConfidence;
-    return Math.round(finalMMR * 10) / 10;
-  };
-
   const statsWithMMR = useMemo(() => {
     return playerStats.map((stat) => ({
       ...stat,
@@ -243,7 +252,7 @@ const PlayerStatsTable = ({ viewType = 'all' }: PlayerStatsTableProps) => {
 
   const filteredAndSortedStats = useMemo(() => {
     let filtered = statsWithMMR.filter((stat) =>
-      stat.player_name.toLowerCase().includes(search.toLowerCase())
+      stat.player_name.toLowerCase().includes(deferredSearch.toLowerCase())
     );
 
     return filtered.sort((a, b) => {
@@ -272,7 +281,7 @@ const PlayerStatsTable = ({ viewType = 'all' }: PlayerStatsTableProps) => {
 
       return 0;
     });
-  }, [statsWithMMR, search, sortConfig]);
+  }, [statsWithMMR, deferredSearch, sortConfig]);
 
   const handlePlayerClick = useCallback((playerId: string) => {
     navigate({ to: `/profile/${playerId}` });
@@ -433,18 +442,30 @@ const PlayerStatsTable = ({ viewType = 'all' }: PlayerStatsTableProps) => {
         </Group>
 
         <Stack gap={0}>
-          {filteredAndSortedStats.map((stat, index) => (
+          <InfiniteScroll
-            <Box key={stat.id}>
+            items={filteredAndSortedStats}
-              <PlayerListItem
+            batchSize={25}
-                stat={stat}
+            renderItem={(stat, index) => (
-                onPlayerClick={handlePlayerClick}
+              <Box key={stat.id}>
-                mmr={stat.mmr}
+                {index > 0 && <Divider />}
-                onRegisterViewport={handleRegisterViewport}
+                <PlayerListItem
-                onUnregisterViewport={handleUnregisterViewport}
+                  stat={stat}
-              />
+                  onPlayerClick={handlePlayerClick}
-              {index < filteredAndSortedStats.length - 1 && <Divider />}
+                  mmr={stat.mmr}
-            </Box>
+                  onRegisterViewport={handleRegisterViewport}
-          ))}
+                  onUnregisterViewport={handleUnregisterViewport}
+                />
+              </Box>
+            )}
+            loader={
+              <>
+                <Divider />
+                <PlayerListItemSkeleton />
+                <Divider />
+                <PlayerListItemSkeleton />
+              </>
+            }
+          />
         </Stack>
 
         {filteredAndSortedStats.length === 0 && search && (