diff --git a/.DS_Store b/.DS_Store
index 31742f4..2c6610e 100644
Binary files a/.DS_Store and b/.DS_Store differ
diff --git a/.github/import-state.json b/.github/import-state.json
new file mode 100644
index 0000000..00c897e
--- /dev/null
+++ b/.github/import-state.json
@@ -0,0 +1,8 @@
+{
+  "current_season": 2006,
+  "current_from": "2006-10-01",
+  "current_to": "2006-12-15",
+  "target_end": "2026-06-15",
+  "window_days": 60,
+  "completed": false
+}
diff --git a/.github/scripts/generate-import.sh b/.github/scripts/generate-import.sh
new file mode 100755
index 0000000..cccb9c2
--- /dev/null
+++ b/.github/scripts/generate-import.sh
@@ -0,0 +1,161 @@
+#!/usr/bin/env bash
+# Generates import.go with the given season/date parameters.
+# Usage: generate-import.sh SEASON GO_MONTHS FROM_YEAR FROM_MONTH FROM_DAY TO_YEAR TO_MONTH TO_DAY
+set -e
+
+SEASON="$1"
+GO_MONTHS="$2"
+FROM_YEAR="$3"
+FROM_MONTH="$4"
+FROM_DAY="$5"
+TO_YEAR="$6"
+TO_MONTH="$7"
+TO_DAY="$8"
+
+cat > import.go << EOF
+package main
+
+import (
+	"log"
+	"time"
+	"fmt"
+
+	"github.com/nprasad2077/NBA_Go/services"
+	"github.com/nprasad2077/NBA_Go/utils"
+	"gorm.io/gorm"
+)
+
+// importPlayerAdvanced fetches and stores advanced stats for seasons
+func importPlayerAdvanced(db *gorm.DB) {
+	for season := 2026; season <= 2026; season++ {
+		if err := services.FetchAndStorePlayerAdvancedScrapedStats(db, season, false); err != nil {
+			log.Printf("advanced import failed for %d: %v", season, err)
+		}
+		log.Printf("Advanced import for season: %d", season)
+		time.Sleep(2000 * time.Millisecond)
+		utils.SleepWithJitter(1000 * time.Millisecond)
+	}
+}
+
+// importPlayerAdvancedPlayoffs fetches and stores advanced stats for playoffs seasons
+func importPlayerAdvancedPlayoffs(db *gorm.DB) {
+	for season := 2026; season <= 2026; season++ {
+		if err := services.FetchAndStorePlayerAdvancedScrapedStats(db, season, true); err != nil {
+			log.Printf("advanced import failed for %d: %v", season, err)
+		}
+		log.Printf("Advanced Playoffs import for season: %d", season)
+		time.Sleep(2000 * time.Millisecond)
+		utils.SleepWithJitter(1500 * time.Millisecond)
+	}
+}
+
+// importPlayerTotalsScrape fetches & stores scraped regular-season total stats
+func importPlayerTotalsScrape(db *gorm.DB) {
+	for season := 2026; season <= 2026; season++ {
+		if err := services.FetchAndStorePlayerTotalScrapedStats(db, season, false); err != nil {
+			log.Printf("scraped totals import failed for %d: %v", season, err)
+		}
+		log.Printf("Player Totals import for season: %d", season)
+		time.Sleep(2000 * time.Millisecond)
+		utils.SleepWithJitter(1250 * time.Millisecond)
+	}
+}
+
+// importPlayerPlayoffsScrape fetches & stores scraped playoff total stats
+func importPlayerTotalsPlayoffsScrape(db *gorm.DB) {
+	for season := 2026; season <= 2026; season++ {
+		if err := services.FetchAndStorePlayerTotalScrapedStats(db, season, true); err != nil {
+			log.Printf("scraped playoffs import failed for %d: %v", season, err)
+		}
+		log.Printf("Player Playoffs Totals import for season: %d", season)
+		time.Sleep(2000 * time.Millisecond)
+		utils.SleepWithJitter(1700 * time.Millisecond)
+	}
+}
+
+// importGameSchedules fetches and stores game schedules
+func importGameSchedules(db *gorm.DB) {
+	months := []string{${GO_MONTHS}}
+
+	for season := ${SEASON}; season <= ${SEASON}; season++ {
+		log.Printf("--- Starting Game Schedule Import for Season: %d ---", season)
+		for _, month := range months {
+			if err := services.FetchAndStoreGameSchedule(db, season, month); err != nil {
+				log.Printf("Game schedule import failed for %s %d: %v", month, season, err)
+			}
+			log.Printf("Game schedule import for %s, %d complete.", month, season)
+			time.Sleep(2500 * time.Millisecond)
+			utils.SleepWithJitter(1800 * time.Millisecond)
+		}
+		log.Printf("--- Finished Game Schedule Import for Season: %d ---", season)
+	}
+}
+
+// importBoxScores fetches and stores all box score data (line scores, player/team stats)
+// for games within a recent date range.
+func importBoxScores(db *gorm.DB) {
+	from := time.Date(${FROM_YEAR}, time.${FROM_MONTH}, ${FROM_DAY}, 0, 0, 0, 0, time.UTC)
+	to := time.Date(${TO_YEAR}, time.${TO_MONTH}, ${TO_DAY}, 5, 30, 0, 0, time.UTC)
+
+	dateRangeComment := fmt.Sprintf("--- Starting Box Score Data Import for games between %s and %s ---",
+		from.Format("January 2, 2006"),
+		to.Format("January 2, 2006"))
+
+	log.Println(dateRangeComment)
+
+	if err := services.FetchAndStoreBoxScoreDataForDateRange(db, from, to); err != nil {
+		log.Fatalf("Box score import failed: %v", err)
+	}
+
+	log.Println("--- Finished Box Score Data Import ---")
+}
+
+// importPlayerShotCharts fetches shot charts for a PREDEFINED list of players for a given range of seasons.
+func importPlayerShotCharts(db *gorm.DB) {
+	log.Println("--- Starting Player Shot Chart Import from Predefined List ---")
+
+	startSeason := 2026
+	endSeason := 2017
+
+	targetPlayerIDs := []string{
+		"jamesle01",
+		"curryst01",
+		"jokicni01",
+		"doncilu01",
+		"hardeja01",
+		"irvinky01",
+		"duranke01",
+		"youngtr01",
+		"gilgesh01",
+		"brunsja01",
+		"edwaran01",
+		"mitchdo01",
+		"derozde01",
+		"westbru01",
+		"butleji01",
+		"davisan02",
+		"leonaka01",
+		"tatumja01",
+	}
+
+	if len(targetPlayerIDs) == 0 {
+		log.Println("⚠️ Player ID list is empty. Skipping shot chart import.")
+		return
+	}
+
+	log.Printf("Found %d players in the predefined list. Starting shot chart import for seasons %d down to %d.", len(targetPlayerIDs), startSeason, endSeason)
+
+	for i, playerID := range targetPlayerIDs {
+		log.Printf("(%d/%d) Importing shot charts for player: %s", i+1, len(targetPlayerIDs), playerID)
+
+		err := services.FetchAndStoreShotChartScrapedForPlayer(db, playerID, startSeason, endSeason)
+		if err != nil {
+			log.Printf("❌ Shot chart import failed for player %s: %v", playerID, err)
+		}
+
+		utils.SleepWithJitter(10000 * time.Millisecond)
+	}
+
+	log.Println("--- Finished Player Shot Chart Import from Predefined List ---")
+}
+EOF
diff --git a/.github/workflows/advance-import.yml b/.github/workflows/advance-import.yml
new file mode 100644
index 0000000..82a4b8d
--- /dev/null
+++ b/.github/workflows/advance-import.yml
@@ -0,0 +1,125 @@
+name: Advance NBA Import Window
+
+on:
+  schedule:
+    # Runs every 40 minutes. Adjust to slow down:
+    # "0 * * * *" = hourly | "0 */2 * * *" = every 2h | "0 */3 * * *" = every 3h
+    - cron: "*/40 * * * *"
+  workflow_dispatch: # Manual trigger
+
+jobs:
+  advance-import:
+    runs-on: ubuntu-latest
+    if: github.ref == 'refs/heads/remote'
+    steps:
+      - name: Checkout remote branch
+        uses: actions/checkout@v4
+        with:
+          ref: remote
+          token: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Advance import window
+        id: advance
+        run: |
+          set -e
+          STATE_FILE=".github/import-state.json"
+
+          COMPLETED=$(jq -r '.completed' "$STATE_FILE")
+          if [ "$COMPLETED" = "true" ]; then
+            echo "All imports completed. Nothing to do."
+            echo "skip=true" >> "$GITHUB_OUTPUT"
+            exit 0
+          fi
+          echo "skip=false" >> "$GITHUB_OUTPUT"
+
+          # Read state
+          SEASON=$(jq -r '.current_season' "$STATE_FILE")
+          FROM=$(jq -r '.current_from' "$STATE_FILE")
+          TO=$(jq -r '.current_to' "$STATE_FILE")
+          TARGET_END=$(jq -r '.target_end' "$STATE_FILE")
+          WINDOW_DAYS=$(jq -r '.window_days' "$STATE_FILE")
+
+          echo "Generating import.go for Season $SEASON: $FROM → $TO"
+
+          # --- Build months list from date range ---
+          MONTHS=()
+          cursor="$FROM"
+          while [[ "$cursor" < "$TO" || "$cursor" == "$TO" ]]; do
+            m=$(date -d "$cursor" +%B | tr '[:upper:]' '[:lower:]')
+            # Add if not already present
+            if [[ ! " ${MONTHS[*]} " =~ " $m " ]]; then
+              MONTHS+=("$m")
+            fi
+            cursor=$(date -d "$cursor + 32 days" +%Y-%m-01)
+          done
+          # Ensure TO's month is included
+          to_m=$(date -d "$TO" +%B | tr '[:upper:]' '[:lower:]')
+          if [[ ! " ${MONTHS[*]} " =~ " $to_m " ]]; then
+            MONTHS+=("$to_m")
+          fi
+
+          # Format as Go string slice entries
+          GO_MONTHS=""
+          for m in "${MONTHS[@]}"; do
+            GO_MONTHS="${GO_MONTHS}\"${m}\", "
+          done
+          GO_MONTHS="${GO_MONTHS%, }"
+
+          # Parse date components
+          FROM_YEAR=$(date -d "$FROM" +%Y)
+          FROM_MONTH=$(date -d "$FROM" +%B)
+          FROM_DAY=$(date -d "$FROM" +%-d)
+          TO_YEAR=$(date -d "$TO" +%Y)
+          TO_MONTH=$(date -d "$TO" +%B)
+          TO_DAY=$(date -d "$TO" +%-d)
+
+          # --- Generate import.go ---
+          bash .github/scripts/generate-import.sh \
+            "$SEASON" "$GO_MONTHS" \
+            "$FROM_YEAR" "$FROM_MONTH" "$FROM_DAY" \
+            "$TO_YEAR" "$TO_MONTH" "$TO_DAY"
+
+          # --- Calculate next window ---
+          NEXT_FROM="$TO"
+          NEXT_TO=$(date -d "$NEXT_FROM + ${WINDOW_DAYS} days" +%Y-%m-%d)
+          NEXT_SEASON=$SEASON
+
+          # Season Y runs Oct Y to ~June Y+1. If past June of Y+1, advance season.
+          SEASON_END_DATE="$((SEASON + 1))-06-30"
+          if [[ "$NEXT_FROM" > "$SEASON_END_DATE" ]]; then
+            NEXT_SEASON=$((SEASON + 1))
+            NEXT_FROM="${NEXT_SEASON}-10-01"
+            NEXT_TO=$(date -d "$NEXT_FROM + ${WINDOW_DAYS} days" +%Y-%m-%d)
+          fi
+
+          # Cap at season boundary
+          NEXT_SEASON_END="$((NEXT_SEASON + 1))-06-30"
+          if [[ "$NEXT_TO" > "$NEXT_SEASON_END" ]]; then
+            NEXT_TO="$NEXT_SEASON_END"
+          fi
+
+          # Check completion
+          NEXT_COMPLETED="false"
+          if [[ "$NEXT_FROM" > "$TARGET_END" || "$NEXT_FROM" == "$TARGET_END" ]]; then
+            NEXT_COMPLETED="true"
+          fi
+
+          # Update state
+          jq \
+            --argjson season "$NEXT_SEASON" \
+            --arg from "$NEXT_FROM" \
+            --arg to "$NEXT_TO" \
+            --argjson completed "$([ "$NEXT_COMPLETED" = "true" ] && echo true || echo false)" \
+            '.current_season = $season | .current_from = $from | .current_to = $to | .completed = $completed' \
+            "$STATE_FILE" > tmp.json && mv tmp.json "$STATE_FILE"
+
+          echo "Next: Season $NEXT_SEASON, $NEXT_FROM → $NEXT_TO (done: $NEXT_COMPLETED)"
+
+      - name: Commit and push
+        if: steps.advance.outputs.skip != 'true'
+        run: |
+          git config user.name "github-actions[bot]"
+          git config user.email "github-actions[bot]@users.noreply.github.com"
+          git add import.go .github/import-state.json
+          git commit -m "chore: import window $(jq -r '.current_from' .github/import-state.json) [season $(jq -r '.current_season' .github/import-state.json)]"
+          git push origin remote
diff --git a/.gitignore b/.gitignore
index 111ec7b..64b41f9 100644
--- a/.gitignore
+++ b/.gitignore
@@ -43,4 +43,6 @@ docs/notes
 docs/postman
 
 docs/kiro.md
-docs/digital_ocean/digitaal ocean llms.txt
\ No newline at end of file
+docs/digital_ocean/digitaal ocean llms.txt
+
+.docs
\ No newline at end of file
diff --git a/import.go b/import.go
index bd1d0e2..a96feaa 100644
--- a/import.go
+++ b/import.go
@@ -138,7 +138,7 @@ func importPlayerShotCharts(db *gorm.DB) {
 		"gilgesh01",
 		"brunsja01",
 		"edwaran01",
-		// "mitchdo01",
+		"mitchdo01",
 		// "bookede01",
 		"derozde01",
 		// "aldrila01",
diff --git a/main.go b/main.go
index c17c65a..faa472b 100644
--- a/main.go
+++ b/main.go
@@ -50,17 +50,17 @@ func main() {
 		// Run all DB migrations + import steps exactly once
 		db := config.InitDB(true)
 
-		importPlayerAdvanced(db)
-		log.Println("🎉 Player Advanced Import completed successfully")
+		// importPlayerAdvanced(db)
+		// log.Println("🎉 Player Advanced Import completed successfully")
 
-		importPlayerAdvancedPlayoffs(db)
-		log.Println("🎉 Player Advanced Playoffs Import completed successfully")
+		// importPlayerAdvancedPlayoffs(db)
+		// log.Println("🎉 Player Advanced Playoffs Import completed successfully")
 
-		importPlayerTotalsScrape(db)
-		log.Println("🎉 Player Totals (scraped) Import completed successfully")
+		// importPlayerTotalsScrape(db)
+		// log.Println("🎉 Player Totals (scraped) Import completed successfully")
 
-		importPlayerTotalsPlayoffsScrape(db)
-		log.Println("🎉 Player Playoffs (scraped) Import completed successfully")
+		// importPlayerTotalsPlayoffsScrape(db)
+		// log.Println("🎉 Player Playoffs (scraped) Import completed successfully")
 
 		importGameSchedules(db)
 		log.Println("🎉 Game Imports completed successfully 🏀")
@@ -68,8 +68,8 @@ func main() {
 		importBoxScores(db)
 		log.Println("🎉 Related Box Score Imports completed successfully 📦")
 
-		importPlayerShotCharts(db)
-		log.Println("🎉 Player Shot Chart Import completed successfully 🎯")
+		// importPlayerShotCharts(db)
+		// log.Println("🎉 Player Shot Chart Import completed successfully 🎯")
 
 		log.Println("🏀 ALL Imports completed successfully ✅ 🙌")
 		return