diff --git a/image editing/findPanorama.sh b/image editing/findPanorama.sh
new file mode 100755
index 0000000..8d3d3eb
--- /dev/null
+++ b/image editing/findPanorama.sh	
@@ -0,0 +1,105 @@
+#!/bin/bash
+
+###############################################################################
+# Script Name: find_panoramas.sh
+#
+# Description:
+#   Recursively scans a directory for JPG and PNG images and identifies
+#   potential panorama images using multiple detection methods:
+#
+#     1. Aspect ratio < 0.5
+#     2. Aspect ratio > 1.8
+#     3. Width > 3 × Height
+#
+#   Images already tagged as "Panorama" are ignored.
+#
+#   Matching images are:
+#     - Logged to a timestamped logfile
+#     - Optionally copied to a review directory
+#
+# Requirements:
+#   - Bash
+#   - ImageMagick (identify)
+#   - bc
+#
+# Usage:
+#   ./find_panoramas.sh
+#
+###############################################################################
+
+set -euo pipefail
+
+IMG_DIR="/home/lucas/Pictures"
+COPY_DIR="/home/lucas/Downloads"
+
+PANORAMA_AR_LT="0.5"
+PANORAMA_AR_HT="1.8"
+
+DATE=$(date +"%Y%m%d_%H%M%S")
+LOGFILE="${IMG_DIR}/panorama_${DATE}.log"
+
+touch "$LOGFILE"
+
+write_log() {
+    echo "$@"
+    echo "$@" >> "$LOGFILE"
+}
+
+# Verify dependencies
+for cmd in identify bc; do
+    command -v "$cmd" >/dev/null 2>&1 || {
+        echo "Error: '$cmd' not found"
+        exit 1
+    }
+done
+
+find "$IMG_DIR" \
+    \( -iname "*.jpg" -o -iname "*.jpeg" -o -iname "*.png" \) \
+    -print0 |
+while IFS= read -r -d '' img; do
+
+    # Get dimensions
+    dimensions=$(identify -format "%wx%h" "$img" 2>/dev/null) || {
+        write_log "Skipping invalid image: $img"
+        continue
+    }
+
+    width=${dimensions%x*}
+    height=${dimensions#*x}
+
+    # Avoid divide-by-zero
+    [[ "$height" -eq 0 ]] && continue
+
+    # Calculate aspect ratio
+    aspect_ratio=$(echo "scale=4; $height / $width" | bc -l)
+
+    # Skip images already marked Panorama
+    if identify -verbose "$img" 2>/dev/null | grep -q "Panorama"; then
+        continue
+    fi
+
+    panorama=false
+
+    # Aspect-ratio checks
+    if (( $(echo "$aspect_ratio < $PANORAMA_AR_LT" | bc -l) )); then
+        panorama=true
+    elif (( $(echo "$aspect_ratio > $PANORAMA_AR_HT" | bc -l) )); then
+        panorama=true
+    fi
+
+    # Width > 3 × Height check
+    if (( width > height * 3 )); then
+        panorama=true
+    fi
+
+    if [[ "$panorama" == true ]]; then
+
+        write_log "PANORAMA | ${dimensions} | AR=${aspect_ratio} | ${img}"
+
+        # Copy for manual review
+        cp -n "$img" "$COPY_DIR/" 2>/dev/null || true
+    fi
+
+done
+
+write_log "Scan complete."
\ No newline at end of file
diff --git a/quiethost/findPanorama.sh b/quiethost/findPanorama.sh
deleted file mode 100755
index 5896295..0000000
--- a/quiethost/findPanorama.sh
+++ /dev/null
@@ -1,16 +0,0 @@
-#!/bin/bash
-IFS=$'\n'; set -f
-ARR=($(find . \( -name "*.png" -or -name "*.jp*g" \) | grep -v xml))
-unset IFS; set +f
-for ((i=0;i<${#ARR[@]};i++)); do 
-	NUM1=$(identify "${ARR[i]}" | rev | cut -f7 -d' ' | rev | cut -f1 -d'x')
-	NUM2=$(identify "${ARR[i]}" | rev | cut -f7 -d' ' | rev | cut -f2 -d'x')
-	echo "${ARR[i]}"
-	if [[ "$NUM1" != "" && $NUM2 != "" ]]; then
-		if [[ $NUM1 -gt  $(( $NUM2 * 3 )) ]]; then 
-			identify "${ARR[i]}" >> panoramaImages.txt
-			cp "${ARR[i]}" /home/lucas/Downloads/	
-		fi
-	fi	
-done
-
diff --git a/quiethost/find_panorama.sh b/quiethost/find_panorama.sh
deleted file mode 100755
index 6af2b49..0000000
--- a/quiethost/find_panorama.sh
+++ /dev/null
@@ -1,31 +0,0 @@
-#!/bin/bash
-
-DATE="$(date +'%m%d%H%M%S')"
-log="logfile_${DATE}.log"
-IMG_DIR="/home/lucas/Pictures/"
-PANORAMA_AR_LT="0.5"
-PANORAMA_AR_HT="1.8"
-> "${IMG_DIR}${log}"
-
-getAspectRatio() {
-	if [ "$1" == "" ]; then return "0"; fi
-	identify "$1" | perl -ne '/(.+?)\s+[A-Z]{3,4}\s+(\d+)x(\d+)/; print $3/$2, "\n"'
-	if [ $? -ne 0 ]; then return "0"; fi
-}
-write_log() {
-			echo "$@"
-			echo "$@" >> "${IMG_DIR}${log}"
-}
-
-IFS=$'\n'; set -f
-IMG_ARR=($(find ${IMG_DIR} -name '*.jp*g' -or -name '*.JP*G' -name '*.png'))
-for IMG in ${IMG_ARR[@]}; do
-	imageAR=$(getAspectRatio ${IMG})
-	if [ "${imageAR}" != "" ]; then
-		if [ $(echo ${imageAR}'<'${PANORAMA_AR_LT} | bc -l) -eq 1 ] || [ $(echo ${imageAR}'>'${PANORAMA_AR_HT} | bc -l) -eq 1 ]; then
-			if [ $(identify -verbose ${IMG} | grep -o "Panorama" | wc -l) -eq 0 ]; then
-				write_log ${IMG} ${imageAR}
-			fi
-		fi
-	fi
-done