diff --git a/laravel_app/app/Models/ProjectReport.php b/laravel_app/app/Models/ProjectReport.php
index 24e65bb..edcd81e 100644
--- a/laravel_app/app/Models/ProjectReport.php
+++ b/laravel_app/app/Models/ProjectReport.php
@@ -30,7 +30,7 @@ public function weeksAgo()
 
     public static function weeksAgoForYearAndWeek($year, $week)
     {
-        return now()->diffInWeeks(now()->setISODate($year, $week));
+        return (now()->week - now()->setISODate($year, $week)->week);
     }
 
     public function getFileName()
diff --git a/python_app/Chemba_download.ipynb b/python_app/Chemba_download.ipynb
index 28fc6d4..6917df0 100644
--- a/python_app/Chemba_download.ipynb
+++ b/python_app/Chemba_download.ipynb
@@ -1,8 +1,18 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "0c18e312-8421-47d7-84f9-ed7d5e47e7ee",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "#### Load packages and connect to SentinelHub"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 1,
    "id": "b7ca7102-5fd9-481f-90cd-3ba60e288649",
    "metadata": {},
    "outputs": [],
@@ -23,12 +33,13 @@
     "\n",
     "config = SHConfig()\n",
     "\n",
-    "import time"
+    "import time\n",
+    "import shutil"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 2,
    "id": "330c967c-2742-4a7a-9a61-28bfdaf8eeca",
    "metadata": {},
    "outputs": [],
@@ -38,7 +49,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 3,
    "id": "49f8496a-a267-4b74-9500-a168e031ed68",
    "metadata": {},
    "outputs": [],
@@ -49,7 +60,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 4,
    "id": "5491a840-779c-4f0c-8164-c3de738b3298",
    "metadata": {},
    "outputs": [],
@@ -60,7 +71,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 5,
    "id": "eb1fb662-0e25-4ca9-8317-c6953290842b",
    "metadata": {},
    "outputs": [],
@@ -72,63 +83,102 @@
     "    is_timeless=True)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "6adb603d-8182-48c6-a051-869e16ee7bba",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "#### Set some variables\n",
+    "The only place anything might need to be changed."
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 6,
+   "id": "060396e0-e5ee-4b54-b211-5d8bfcba167f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#project = 'chemba' #or xinavane or chemba_test_8b\n",
+    "#project = 'xinavane' #or xinavane or chemba_test_8b\n",
+    "project = 'chemba_test_8b' #or xinavane or chemba_test_8b\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "c9f79e81-dff8-4109-8d26-6c423142dcf2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Adjust the number of days needed\n",
+    "days = 1095 #change back to 28 which is the default. 3 years is 1095 days."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "e18bdf8f-be4b-44ab-baaa-de5de60d92cb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#delete all the satellite outputs -> then True\n",
+    "empty_folder_question = False"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "81bbb513-0bd2-4277-83e8-6f94051ce70b",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "#### Define functions\n",
+    "After this block, no manual changes to parameters are required. \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "3f7c8e04-4569-457b-b39d-283582c4ba36",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "BASE_PATH = Path('../laravel_app/storage/app') / os.getenv('PROJECT_DIR',project) \n",
+    "BASE_PATH_SINGLE_IMAGES = Path(BASE_PATH / 'single_images')\n",
+    "folder_for_merged_tifs = str(BASE_PATH / 'merged_tif')\n",
+    "folder_for_virtual_raster = str(BASE_PATH / 'merged_virtual')\n",
+    "    \n",
+    "# Check if the folders exist, and if not, create them\n",
+    "if not os.path.exists(BASE_PATH_SINGLE_IMAGES):\n",
+    "    os.makedirs(BASE_PATH_SINGLE_IMAGES)\n",
+    "    \n",
+    "if not os.path.exists(folder_for_merged_tifs):\n",
+    "    os.makedirs(folder_for_merged_tifs)\n",
+    "\n",
+    "if not os.path.exists(folder_for_virtual_raster):\n",
+    "    os.makedirs(folder_for_virtual_raster)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
    "id": "244b5752-4f02-4347-9278-f6a0a46b88f4",
    "metadata": {},
    "outputs": [],
    "source": [
-    "\"\"\"\n",
-    "Utilities used by example notebooks\n",
-    "\"\"\"\n",
-    "import matplotlib.pyplot as plt\n",
-    "import numpy as np\n",
-    "\n",
-    "\n",
-    "#def plot_image(image, factor=1.0, clip_range=None, **kwargs):\n",
-    "#    \"\"\"\n",
-    "#    Utility function for plotting RGB images.\n",
-    "#    \"\"\"\n",
-    "#    fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(15, 15))\n",
-    "#    if clip_range is not None:\n",
-    "#        ax.imshow(np.clip(image * factor, *clip_range), **kwargs)\n",
-    "#    else:\n",
-    "##        ax.imshow(image * factor, **kwargs)\n",
-    " #   ax.set_xticks([])\n",
-    " #   ax.set_yticks([]) \n",
-    "\n",
-    "\n",
-    "#evalscript_true_color = \"\"\"\n",
-    "#    //VERSION=3\n",
-    "#\n",
-    "#    function setup() {\n",
-    "#        return {\n",
-    "#            input: [{\n",
-    "#                bands: [\"B1\", \"B2\", \"B3\", \"B4\", \"UDM\"]\n",
-    "#            }],\n",
-    "#            output: {\n",
-    "#                bands: 5,\n",
-    "#                nodataValue: NA\n",
-    "#            }\n",
-    "#        };\n",
-    "#    }\n",
-    "#\n",
-    "#    function evaluatePixel(sample) {\n",
-    "#       return [2.5 * sample.B1 / 10000, 2.5 * sample.B2 / 10000, 2.5 * sample.B3 / 10000, 2.5 * sample.B4 / 10000, sample.UDM];\n",
-    "#    }\n",
-    "#\"\"\"\n",
-    "\n",
     "evalscript_true_color = \"\"\"\n",
     "    //VERSION=3\n",
     "\n",
     "    function setup() {\n",
     "        return {\n",
     "            input: [{\n",
-    "                bands: [\"Red\", \"Green\", \"Blue\", \"NIR\", \"UDM\"]\n",
+    "                bands: [\"Red\", \"Green\", \"Blue\", \"NIR\", \"UDM2_Clear\"]\n",
     "            }],\n",
     "            output: {\n",
-    "                bands: 2 \n",
+    "                bands: 4 \n",
     "                //sampleType: \"FLOAT32\"\n",
     "            }\n",
     "        };\n",
@@ -136,57 +186,30 @@
     "\n",
     "    function evaluatePixel(sample) {\n",
     "        // Scale the bands\n",
-    "        //var scaledBlue = [2.5 * sample.Blue / 10000];\n",
+    "        var scaledBlue = [2.5 * sample.Blue / 10000];\n",
     "        var scaledGreen = [2.5 * sample.Green / 10000];\n",
-    "        //var scaledRed = [2.5 * sample.Red / 10000];\n",
+    "        var scaledRed = [2.5 * sample.Red / 10000];\n",
     "        var scaledNIR = [2.5 * sample.NIR / 10000];\n",
     "             \n",
     "       // Calculate the CI (Chlorophyll Index) using the scaled values\n",
     "       // var CI = [scaledNIR / scaledGreen - 1] ;\n",
     "\n",
     "// Output the scaled bands and CI\n",
-    "         if (sample.UDM == 0)  { \n",
+    "         if (sample.UDM2_Clear != 0)  { \n",
     "        return [\n",
-    "            //scaledRed,\n",
+    "            scaledRed,\n",
     "            scaledGreen,\n",
-    "           // scaledBlue,\n",
+    "            scaledBlue,\n",
     "            scaledNIR\n",
     "           // sample.UDM,\n",
     "           // CI,\n",
     "             ]\n",
     "       } else {\n",
-    "        return [NaN, NaN]}\n",
-    "       \n",
-    "       }\n",
+    "        return [NaN, NaN, NaN, NaN]}\n",
+    "    }\n",
     "\"\"\"\n",
     "\n",
-    "#def get_true_color_request(time_interval):\n",
-    "#    return SentinelHubRequest(\n",
-    "#        evalscript=evalscript_true_color,\n",
-    "#        input_data=[\n",
-    "#            SentinelHubRequest.input_data(\n",
-    " #               data_collection=DataCollection.planet_data2,\n",
-    "#                time_interval=time_interval\n",
-    "#            )\n",
-    "#        ],\n",
-    "#        responses=[\n",
-    "#            SentinelHubRequest.output_response('default', MimeType.TIFF)\n",
-    "#        ],\n",
-    "#        bbox=chemba_bbox,\n",
-    "#        size=chemba_size,\n",
-    "#        config=config,\n",
-    "#        data_folder='chemba_single_images/'+date,\n",
-    "#\n",
-    "#    )\n",
-    "\n",
-    "BASE_PATH = Path('../laravel_app/storage/app') / os.getenv('PROJECT_DIR','chemba') \n",
-    "BASE_PATH_SINGLE_IMAGES = Path(BASE_PATH / 'single_images')\n",
-    "\n",
-    "\n",
-    "\n",
-    "\n",
-    "\n",
-    "def get_true_color_request_day_west(time_interval, bbox, size):\n",
+    "def get_true_color_request_day(time_interval, bbox, size):\n",
     "    return SentinelHubRequest(\n",
     "        evalscript=evalscript_true_color,\n",
     "        input_data=[\n",
@@ -205,174 +228,14 @@
     "\n",
     "    )\n",
     "\n",
-    "#def get_true_color_request_week(time_interval):\n",
-    "#    return SentinelHubRequest(\n",
-    "#        evalscript=evalscript_true_color,\n",
-    "#        input_data=[\n",
-    "#            SentinelHubRequest.input_data(\n",
-    "#                data_collection=DataCollection.planet_data2,\n",
-    "#                time_interval=time_interval\n",
-    "#            )\n",
-    "#        ],\n",
-    "#        responses=[\n",
-    "#            SentinelHubRequest.output_response('default', MimeType.TIFF)\n",
-    "#        ],\n",
-    "#        bbox=chemba_bbox,\n",
-    "#        size=chemba_size,\n",
-    "#        config=config,\n",
-    "#        data_folder='chemba_weekly_img/'+date,\n",
-    "#\n",
-    " #   )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "id": "5abb2cc0-5e2f-46cd-9676-3093d07b0624",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "\n",
-    "#end = datetime.date.today() - datetime.timedelta(days=1)\n",
-    "#start = end - datetime.timedelta(days=6)\n",
-    "\n",
-    "#end = datetime.date(2022, 7, 1)\n",
-    "#start = datetime.date(2022, 7, 21)\n",
-    "\n",
-    "#n_chunks =  start - end\n",
-    "#n_chunks.days\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "id": "a4937240-27f9-44c3-ad9c-cec6f2ffe4c8",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "#end = datetime.date(2022, 8, 4) \n",
-    "#start = datetime.date(2023, 3, 1)\n",
-    "#days_needed = 6#\n",
-    "\n",
-    "#end = datetime.date.today() - datetime.timedelta(days=days_needed - 1)\n",
-    "#start = end - datetime.timedelta(days=1)\n",
-    "\n",
-    "\n",
-    "#n_chunks =  days_needed + 1\n",
-    "#tdelta = datetime.timedelta(days=1)\n",
-    "#edges = [(start + i*tdelta).isoformat() for i in range(n_chunks)]\n",
-    "#slots = [(edges[i], edges[i]) for i in range(len(edges))]\n",
-    "#slots = [(edges[i]) for i in range(len(edges))]\n",
-    "\n",
-    "#date = start.strftime(\"%Y-%m-%d\")\n",
-    "\n",
-    "#print('Monthly time windows:\\n')\n",
-    "#for slot in slots:\n",
-    "#    print(slot)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "id": "848dc773-70d6-4ae6-b05c-d6ebfb41624d",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Monthly time windows:\n",
-      "\n",
-      "2024-02-03\n",
-      "2024-02-04\n",
-      "2024-02-05\n",
-      "2024-02-06\n",
-      "2024-02-07\n",
-      "2024-02-08\n",
-      "2024-02-09\n",
-      "2024-02-10\n",
-      "2024-02-11\n",
-      "2024-02-12\n",
-      "2024-02-13\n",
-      "2024-02-14\n",
-      "2024-02-15\n",
-      "2024-02-16\n",
-      "2024-02-17\n",
-      "2024-02-18\n",
-      "2024-02-19\n",
-      "2024-02-20\n",
-      "2024-02-21\n",
-      "2024-02-22\n",
-      "2024-02-23\n",
-      "2024-02-24\n",
-      "2024-02-25\n",
-      "2024-02-26\n",
-      "2024-02-27\n",
-      "2024-02-28\n",
-      "2024-02-29\n",
-      "2024-03-01\n"
-     ]
-    }
-   ],
-   "source": [
-    "import datetime\n",
-    "\n",
-    "days_needed = int(os.environ.get(\"DAYS\", 28)) #change back to 28 which is the default\n",
-    "  # Adjust the number of days needed\n",
-    "    \n",
-    "date_str = os.environ.get(\"DATE\")\n",
-    "if date_str:\n",
-    "    # Parse de datumstring naar een datetime.date object\n",
-    "    end = datetime.datetime.strptime(date_str, \"%Y-%m-%d\").date()\n",
-    "else:\n",
-    "    # Gebruik de huidige datum als fallback\n",
-    "    end = datetime.date.today()    \n",
-    "\n",
-    "\n",
-    "#end = datetime.datetime(2023, 11, 10)\n",
-    "#start = datetime.datetime(2023, 10, 19)\n",
-    "start = end - datetime.timedelta(days=days_needed - 1)\n",
-    "\n",
-    "slots = [(start + datetime.timedelta(days=i)).strftime('%Y-%m-%d') for i in range(days_needed)]\n",
-    "\n",
-    "print('Monthly time windows:\\n')\n",
-    "for slot in slots:\n",
-    "    print(slot)\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "0c18e312-8421-47d7-84f9-ed7d5e47e7ee",
-   "metadata": {},
-   "source": [
-    "### Download images\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "2335139b-dfb1-4371-ae2c-c2b9c8cbf10c",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "id": "77513576-2fed-4d17-a665-d11267b42390",
-   "metadata": {},
-   "outputs": [],
-   "source": [
     "def download_function(slot, bbox, size):\n",
     "    # create a list of requests\n",
-    "    list_of_requests = [get_true_color_request_day_west(slot, bbox, size)]\n",
+    "    list_of_requests = [get_true_color_request_day(slot, bbox, size)]\n",
     "    list_of_requests = [request.download_list[0] for request in list_of_requests]\n",
     "\n",
     "    # download data chemba west with multiple threads\n",
     "    data = SentinelHubDownloadClient(config=config).download(list_of_requests, max_threads=15)\n",
-    "    print(f' West downloaded ' +slot)\n",
+    "    print(f' Image downloaded for ' +slot)\n",
     "    \n",
     "    time.sleep(.5)\n",
     "\n",
@@ -380,7 +243,8 @@
     "    \n",
     "    # List the downloaded Tiffs in the different subfolders with pathlib (native library)\n",
     "    file_list = [f\"{x}/response.tiff\" for x in Path(BASE_PATH_SINGLE_IMAGES / slot).iterdir()]\n",
-    "    print(file_list)\n",
+    "    \n",
+    "    #print(file_list)\n",
     "\n",
     "    folder_for_merged_tifs = str(BASE_PATH / 'merged_tif' / f\"{slot}.tif\")\n",
     "    folder_for_virtual_raster = str(BASE_PATH / 'merged_virtual' / f\"merged{slot}.vrt\")\n",
@@ -393,18 +257,127 @@
     "    gdal.Translate(folder_for_merged_tifs,folder_for_virtual_raster)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "848dc773-70d6-4ae6-b05c-d6ebfb41624d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Monthly time windows:\n",
+      "\n",
+      "2024-02-28\n",
+      "2024-02-29\n",
+      "2024-03-01\n",
+      "2024-03-02\n",
+      "2024-03-03\n",
+      "2024-03-04\n",
+      "2024-03-05\n"
+     ]
+    }
+   ],
+   "source": [
+    "days_needed = int(os.environ.get(\"DAYS\", days))\n",
+    "date_str = os.environ.get(\"DATE\")\n",
+    "if date_str:\n",
+    "    # Parse de datumstring naar een datetime.date object\n",
+    "    end = datetime.datetime.strptime(date_str, \"%Y-%m-%d\").date()\n",
+    "else:\n",
+    "    # Gebruik de huidige datum als fallback\n",
+    "    end = datetime.date.today()    \n",
+    "\n",
+    "start = end - datetime.timedelta(days=days_needed - 1)\n",
+    "\n",
+    "slots = [(start + datetime.timedelta(days=i)).strftime('%Y-%m-%d') for i in range(days_needed)]\n",
+    "\n",
+    "print('Monthly time windows:\\n')\n",
+    "if len(slots) > 10:\n",
+    "    for slot in slots[:3]:\n",
+    "        print(slot)\n",
+    "    print(\"...\")\n",
+    "    for slot in slots[-3:]:\n",
+    "        print(slot)\n",
+    "else:\n",
+    "    for slot in slots:\n",
+    "        print(slot)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f8ea846f-783b-4460-a951-7b522273555f",
+   "metadata": {},
+   "source": [
+    "#### Download images\n"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d5830b6e-da0a-416f-867e-cbca4bd434f5",
+   "id": "b9efd953-7dd9-4e10-aefe-b8215a166796",
    "metadata": {},
    "outputs": [],
    "source": [
+    "if project == 'chemba':\n",
+    "    chosen_area = [[34.946, -17.3516, 34.938, -17.2917], [34.883, -17.3516, 34.938, -17.2917]]\n",
+    "\n",
+    "if project == 'chemba_test_8b':\n",
+    "    chosen_area = [[34.946, -17.3516, 34.938, -17.2917], [34.883, -17.3516, 34.938, -17.2917]]\n",
+    "\n",
+    "if project == 'xinavane':\n",
+    "    chosen_area = [[32.6790, -25.0333, 32.7453, -25.0235], [32.6213, -25.0647, 32.6284, -25.0570]]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "6c02d7de-cddf-4fc3-8d23-8431415d07b8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Image downloaded for 2024-02-28\n",
+      " Image downloaded for 2024-02-28\n",
+      " Image downloaded for 2024-02-29\n",
+      " Image downloaded for 2024-02-29\n",
+      " Image downloaded for 2024-03-01\n",
+      " Image downloaded for 2024-03-01\n",
+      " Image downloaded for 2024-03-02\n",
+      " Image downloaded for 2024-03-02\n"
+     ]
+    },
+    {
+     "ename": "KeyboardInterrupt",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
+      "Cell \u001b[1;32mIn [12], line 10\u001b[0m\n\u001b[0;32m      8\u001b[0m bbox \u001b[38;5;241m=\u001b[39m BBox(bbox\u001b[38;5;241m=\u001b[39marea, crs\u001b[38;5;241m=\u001b[39mCRS\u001b[38;5;241m.\u001b[39mWGS84)\n\u001b[0;32m      9\u001b[0m size \u001b[38;5;241m=\u001b[39m bbox_to_dimensions(bbox, resolution\u001b[38;5;241m=\u001b[39mresolution)\n\u001b[1;32m---> 10\u001b[0m \u001b[43mdownload_function\u001b[49m\u001b[43m(\u001b[49m\u001b[43mslot\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbbox\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msize\u001b[49m\u001b[43m)\u001b[49m\n",
+      "Cell \u001b[1;32mIn [10], line 67\u001b[0m, in \u001b[0;36mdownload_function\u001b[1;34m(slot, bbox, size)\u001b[0m\n\u001b[0;32m     64\u001b[0m list_of_requests \u001b[38;5;241m=\u001b[39m [request\u001b[38;5;241m.\u001b[39mdownload_list[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;28;01mfor\u001b[39;00m request \u001b[38;5;129;01min\u001b[39;00m list_of_requests]\n\u001b[0;32m     66\u001b[0m \u001b[38;5;66;03m# download data chemba west with multiple threads\u001b[39;00m\n\u001b[1;32m---> 67\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[43mSentinelHubDownloadClient\u001b[49m\u001b[43m(\u001b[49m\u001b[43mconfig\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mconfig\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdownload\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlist_of_requests\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_threads\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m15\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m     68\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m Image downloaded for \u001b[39m\u001b[38;5;124m'\u001b[39m \u001b[38;5;241m+\u001b[39mslot)\n\u001b[0;32m     70\u001b[0m time\u001b[38;5;241m.\u001b[39msleep(\u001b[38;5;241m.5\u001b[39m)\n",
+      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sentinelhub\\download\\sentinelhub_client.py:51\u001b[0m, in \u001b[0;36mSentinelHubDownloadClient.download\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m     49\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlock \u001b[38;5;241m=\u001b[39m Lock()\n\u001b[0;32m     50\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m---> 51\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39mdownload(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m     52\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[0;32m     53\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlock \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n",
+      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\sentinelhub\\download\\client.py:76\u001b[0m, in \u001b[0;36mDownloadClient.download\u001b[1;34m(self, download_requests, max_threads, decode_data, show_progress)\u001b[0m\n\u001b[0;32m     72\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m ThreadPoolExecutor(max_workers\u001b[38;5;241m=\u001b[39mmax_threads) \u001b[38;5;28;01mas\u001b[39;00m executor:\n\u001b[0;32m     73\u001b[0m     download_list \u001b[38;5;241m=\u001b[39m [\n\u001b[0;32m     74\u001b[0m         executor\u001b[38;5;241m.\u001b[39msubmit(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_single_download, request, decode_data) \u001b[38;5;28;01mfor\u001b[39;00m request \u001b[38;5;129;01min\u001b[39;00m download_requests\n\u001b[0;32m     75\u001b[0m     ]\n\u001b[1;32m---> 76\u001b[0m     future_order \u001b[38;5;241m=\u001b[39m {future: i \u001b[38;5;28;01mfor\u001b[39;00m i, future \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(download_list)}\n\u001b[0;32m     78\u001b[0m data_list \u001b[38;5;241m=\u001b[39m [\u001b[38;5;28;01mNone\u001b[39;00m] \u001b[38;5;241m*\u001b[39m \u001b[38;5;28mlen\u001b[39m(download_list)\n\u001b[0;32m     79\u001b[0m \u001b[38;5;66;03m# Consider using tqdm.contrib.concurrent.thread_map in the future\u001b[39;00m\n",
+      "File \u001b[1;32m~\\anaconda3\\lib\\concurrent\\futures\\_base.py:637\u001b[0m, in \u001b[0;36mExecutor.__exit__\u001b[1;34m(self, exc_type, exc_val, exc_tb)\u001b[0m\n\u001b[0;32m    636\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__exit__\u001b[39m(\u001b[38;5;28mself\u001b[39m, exc_type, exc_val, exc_tb):\n\u001b[1;32m--> 637\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mshutdown\u001b[49m\u001b[43m(\u001b[49m\u001b[43mwait\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[0;32m    638\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mFalse\u001b[39;00m\n",
+      "File \u001b[1;32m~\\anaconda3\\lib\\concurrent\\futures\\thread.py:235\u001b[0m, in \u001b[0;36mThreadPoolExecutor.shutdown\u001b[1;34m(self, wait, cancel_futures)\u001b[0m\n\u001b[0;32m    233\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m wait:\n\u001b[0;32m    234\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m t \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_threads:\n\u001b[1;32m--> 235\u001b[0m         \u001b[43mt\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mjoin\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[1;32m~\\anaconda3\\lib\\threading.py:1060\u001b[0m, in \u001b[0;36mThread.join\u001b[1;34m(self, timeout)\u001b[0m\n\u001b[0;32m   1057\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcannot join current thread\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m   1059\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m timeout \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m-> 1060\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_wait_for_tstate_lock\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1061\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m   1062\u001b[0m     \u001b[38;5;66;03m# the behavior of a negative timeout isn't documented, but\u001b[39;00m\n\u001b[0;32m   1063\u001b[0m     \u001b[38;5;66;03m# historically .join(timeout=x) for x<0 has acted as if timeout=0\u001b[39;00m\n\u001b[0;32m   1064\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_wait_for_tstate_lock(timeout\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mmax\u001b[39m(timeout, \u001b[38;5;241m0\u001b[39m))\n",
+      "File \u001b[1;32m~\\anaconda3\\lib\\threading.py:1080\u001b[0m, in \u001b[0;36mThread._wait_for_tstate_lock\u001b[1;34m(self, block, timeout)\u001b[0m\n\u001b[0;32m   1077\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m\n\u001b[0;32m   1079\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m-> 1080\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[43mlock\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43macquire\u001b[49m\u001b[43m(\u001b[49m\u001b[43mblock\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m:\n\u001b[0;32m   1081\u001b[0m         lock\u001b[38;5;241m.\u001b[39mrelease()\n\u001b[0;32m   1082\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_stop()\n",
+      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
+     ]
+    }
+   ],
+   "source": [
+    "# Load areas outside the loop if they remain constant\n",
+    "bbox_area = json.dumps(chosen_area)\n",
+    "areas = json.loads(os.getenv('BBOX', bbox_area))\n",
+    "resolution = 3\n",
+    "\n",
     "for slot in slots:\n",
-    "    #areas = [[34.8830, -17.3516,  34.9380, -17.2917], [34.9460, -17.3500,  34.9839, -17.3110]]\n",
-    "    areas = json.loads(os.getenv('BBOX','[[34.946,-17.3516,34.938,-17.2917],[34.883,-17.3516,34.938,-17.2917]]')) \n",
     "    for area in areas:\n",
-    "        resolution = 3\n",
     "        bbox = BBox(bbox=area, crs=CRS.WGS84)\n",
     "        size = bbox_to_dimensions(bbox, resolution=resolution)\n",
     "        download_function(slot, bbox, size)"
@@ -412,541 +385,64 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": null,
    "id": "68db3c15-6f94-432e-b315-c329e4251b21",
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-03/d402cfafa9a6ae7d7d658652bf0efc8b/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-03/34e48c2310b8444431f14215de30f9aa/response.tiff']\n",
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-04/0b26641b3208b047de35046a36046b4f/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-04/47dd2f1d76f625645d1c166e41b7891d/response.tiff']\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-03/d402cfafa9a6ae7d7d658652bf0efc8b/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-03/34e48c2310b8444431f14215de30f9aa/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-03/d402cfafa9a6ae7d7d658652bf0efc8b/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-03/34e48c2310b8444431f14215de30f9aa/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-03/d402cfafa9a6ae7d7d658652bf0efc8b/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-03/34e48c2310b8444431f14215de30f9aa/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-04/0b26641b3208b047de35046a36046b4f/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-04/47dd2f1d76f625645d1c166e41b7891d/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-04/0b26641b3208b047de35046a36046b4f/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-04/47dd2f1d76f625645d1c166e41b7891d/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-04/0b26641b3208b047de35046a36046b4f/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-04/47dd2f1d76f625645d1c166e41b7891d/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-05/9fca53a2fef9850568d21520dcb054ed/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-05/d000a9edf2ebc152621dd43113999b6e/response.tiff']\n",
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-06/2cb2971fef19fb55e127e60ec59b400f/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-06/d0e73ee30531ef5f740e7a020924f6e4/response.tiff']\n",
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-07/1fb5a037f5c19e7ac6ebcd9ac0c011d3/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-07/656e1f90cbeaebdd0beb773ea9c632b5/response.tiff']\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-05/9fca53a2fef9850568d21520dcb054ed/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-05/d000a9edf2ebc152621dd43113999b6e/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-05/9fca53a2fef9850568d21520dcb054ed/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-05/d000a9edf2ebc152621dd43113999b6e/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-05/9fca53a2fef9850568d21520dcb054ed/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-05/d000a9edf2ebc152621dd43113999b6e/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-06/2cb2971fef19fb55e127e60ec59b400f/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-06/d0e73ee30531ef5f740e7a020924f6e4/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-06/2cb2971fef19fb55e127e60ec59b400f/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-06/d0e73ee30531ef5f740e7a020924f6e4/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-06/2cb2971fef19fb55e127e60ec59b400f/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-06/d0e73ee30531ef5f740e7a020924f6e4/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-07/1fb5a037f5c19e7ac6ebcd9ac0c011d3/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-07/656e1f90cbeaebdd0beb773ea9c632b5/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-07/1fb5a037f5c19e7ac6ebcd9ac0c011d3/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-07/656e1f90cbeaebdd0beb773ea9c632b5/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-07/1fb5a037f5c19e7ac6ebcd9ac0c011d3/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-07/656e1f90cbeaebdd0beb773ea9c632b5/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-08/58d1f1e00ac595ba309e35e1fc348d46/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-08/78af404d33e4a7a8a7c63dd7266e9940/response.tiff']\n",
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-09/074a64ef0bc1a643b564f223a0406de6/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-09/b5f8af8311ec9839c6837bd702ff704f/response.tiff']\n",
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-10/379dbdd27cb513603fb5d48744540e3a/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-10/6a3cb421bfe72d6f1e83e0a4d6a35b74/response.tiff']\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-08/58d1f1e00ac595ba309e35e1fc348d46/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-08/78af404d33e4a7a8a7c63dd7266e9940/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-08/58d1f1e00ac595ba309e35e1fc348d46/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-08/78af404d33e4a7a8a7c63dd7266e9940/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-08/58d1f1e00ac595ba309e35e1fc348d46/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-08/78af404d33e4a7a8a7c63dd7266e9940/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-09/074a64ef0bc1a643b564f223a0406de6/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-09/b5f8af8311ec9839c6837bd702ff704f/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-09/074a64ef0bc1a643b564f223a0406de6/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-09/b5f8af8311ec9839c6837bd702ff704f/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-09/074a64ef0bc1a643b564f223a0406de6/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-09/b5f8af8311ec9839c6837bd702ff704f/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-10/379dbdd27cb513603fb5d48744540e3a/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-10/6a3cb421bfe72d6f1e83e0a4d6a35b74/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-10/379dbdd27cb513603fb5d48744540e3a/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-10/6a3cb421bfe72d6f1e83e0a4d6a35b74/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-10/379dbdd27cb513603fb5d48744540e3a/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-10/6a3cb421bfe72d6f1e83e0a4d6a35b74/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-11/963afad1af0c7114e9d5cc8fc3d4adb3/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-11/d6255d2b8f966beece2ee91f86eb1376/response.tiff']\n",
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-12/061e7c0b7299137876fb4b0588b5245c/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-12/6df3e48f4e103d1f984e6f331bd20d36/response.tiff']\n",
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-13/2ed2af1506c64726d923cd552489298f/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-13/ceeb939ee7bc791dbcacadd68ae43963/response.tiff']\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-11/963afad1af0c7114e9d5cc8fc3d4adb3/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-11/d6255d2b8f966beece2ee91f86eb1376/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-11/963afad1af0c7114e9d5cc8fc3d4adb3/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-11/d6255d2b8f966beece2ee91f86eb1376/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-11/963afad1af0c7114e9d5cc8fc3d4adb3/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-11/d6255d2b8f966beece2ee91f86eb1376/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-12/061e7c0b7299137876fb4b0588b5245c/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-12/6df3e48f4e103d1f984e6f331bd20d36/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-12/061e7c0b7299137876fb4b0588b5245c/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-12/6df3e48f4e103d1f984e6f331bd20d36/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-12/061e7c0b7299137876fb4b0588b5245c/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-12/6df3e48f4e103d1f984e6f331bd20d36/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-13/2ed2af1506c64726d923cd552489298f/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-13/ceeb939ee7bc791dbcacadd68ae43963/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-13/2ed2af1506c64726d923cd552489298f/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-13/ceeb939ee7bc791dbcacadd68ae43963/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-13/2ed2af1506c64726d923cd552489298f/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-13/ceeb939ee7bc791dbcacadd68ae43963/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-14/05fab2afd14dde5956b68064eabb5584/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-14/83ab15d2ef5ff12ab974f0a49bdbde87/response.tiff']\n",
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-15/83e21f5ef0afaf44f7585092c2130a64/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-15/25bca4ee6801370a109efd9928b6bad2/response.tiff']\n",
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-16/2e939b34baa944c9caeb0bb209eaa3ba/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-16/f5a9ca774ee072d83ec449b47fb11398/response.tiff']\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-14/05fab2afd14dde5956b68064eabb5584/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-14/83ab15d2ef5ff12ab974f0a49bdbde87/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-14/05fab2afd14dde5956b68064eabb5584/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-14/83ab15d2ef5ff12ab974f0a49bdbde87/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-14/05fab2afd14dde5956b68064eabb5584/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-14/83ab15d2ef5ff12ab974f0a49bdbde87/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-15/83e21f5ef0afaf44f7585092c2130a64/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-15/25bca4ee6801370a109efd9928b6bad2/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-15/83e21f5ef0afaf44f7585092c2130a64/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-15/25bca4ee6801370a109efd9928b6bad2/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-15/83e21f5ef0afaf44f7585092c2130a64/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-15/25bca4ee6801370a109efd9928b6bad2/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-16/2e939b34baa944c9caeb0bb209eaa3ba/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-16/f5a9ca774ee072d83ec449b47fb11398/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-16/2e939b34baa944c9caeb0bb209eaa3ba/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-16/f5a9ca774ee072d83ec449b47fb11398/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-16/2e939b34baa944c9caeb0bb209eaa3ba/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-16/f5a9ca774ee072d83ec449b47fb11398/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-17/6002c8b4be4344e1a427993a1c8f07ee/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-17/6659119a965962848cab25ce29d2229f/response.tiff']\n",
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-18/6320223e658e8d5762cd3369fbb49395/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-18/0fbdec0a57e4d0b7d4f4f4e375559007/response.tiff']\n",
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-19/09087a431016ff6e49b7fafb76b5a137/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-19/77ebfbc4b72521a8ee8ed0644694a4d8/response.tiff']\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-17/6002c8b4be4344e1a427993a1c8f07ee/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-17/6659119a965962848cab25ce29d2229f/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-17/6002c8b4be4344e1a427993a1c8f07ee/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-17/6659119a965962848cab25ce29d2229f/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-17/6002c8b4be4344e1a427993a1c8f07ee/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-17/6659119a965962848cab25ce29d2229f/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-18/6320223e658e8d5762cd3369fbb49395/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-18/0fbdec0a57e4d0b7d4f4f4e375559007/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-18/6320223e658e8d5762cd3369fbb49395/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-18/0fbdec0a57e4d0b7d4f4f4e375559007/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-18/6320223e658e8d5762cd3369fbb49395/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-18/0fbdec0a57e4d0b7d4f4f4e375559007/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-19/09087a431016ff6e49b7fafb76b5a137/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-19/77ebfbc4b72521a8ee8ed0644694a4d8/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-19/09087a431016ff6e49b7fafb76b5a137/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-19/77ebfbc4b72521a8ee8ed0644694a4d8/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-19/09087a431016ff6e49b7fafb76b5a137/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-19/77ebfbc4b72521a8ee8ed0644694a4d8/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-20/de49a1ae7fc7cce6bbb51307b51421a7/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-20/9ea16bc23f981f09a6a07960d25ee917/response.tiff']\n",
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-21/60f07bbbd46a263e99acfd16afdd90e7/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-21/c703f5c937fe7d31c01e5dc0e1f1b3c6/response.tiff']\n",
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-22/4cc6c6c928fbe9261b235a1a2bd82988/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-22/9a6945737142920a66b01d9243a7dbb0/response.tiff']\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-20/de49a1ae7fc7cce6bbb51307b51421a7/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-20/9ea16bc23f981f09a6a07960d25ee917/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-20/de49a1ae7fc7cce6bbb51307b51421a7/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-20/9ea16bc23f981f09a6a07960d25ee917/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-20/de49a1ae7fc7cce6bbb51307b51421a7/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-20/9ea16bc23f981f09a6a07960d25ee917/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-21/60f07bbbd46a263e99acfd16afdd90e7/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-21/c703f5c937fe7d31c01e5dc0e1f1b3c6/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-21/60f07bbbd46a263e99acfd16afdd90e7/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-21/c703f5c937fe7d31c01e5dc0e1f1b3c6/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-21/60f07bbbd46a263e99acfd16afdd90e7/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-21/c703f5c937fe7d31c01e5dc0e1f1b3c6/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-22/4cc6c6c928fbe9261b235a1a2bd82988/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-22/9a6945737142920a66b01d9243a7dbb0/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-22/4cc6c6c928fbe9261b235a1a2bd82988/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-22/9a6945737142920a66b01d9243a7dbb0/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-22/4cc6c6c928fbe9261b235a1a2bd82988/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-22/9a6945737142920a66b01d9243a7dbb0/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-23/fa839ee60099fd816e3735b4bc2b8da9/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-23/f4c483ff844754609c15946f39062af0/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-23/fa839ee60099fd816e3735b4bc2b8da9/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-23/f4c483ff844754609c15946f39062af0/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-23/fa839ee60099fd816e3735b4bc2b8da9/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-23/f4c483ff844754609c15946f39062af0/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-24/948621c2612a3623fe0a8c6f2e232d4c/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-24/5d91bc78a218827aa0c4af8d2b68432f/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-24/948621c2612a3623fe0a8c6f2e232d4c/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-24/5d91bc78a218827aa0c4af8d2b68432f/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-24/948621c2612a3623fe0a8c6f2e232d4c/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-24/5d91bc78a218827aa0c4af8d2b68432f/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-23/fa839ee60099fd816e3735b4bc2b8da9/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-23/f4c483ff844754609c15946f39062af0/response.tiff']\n",
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-24/948621c2612a3623fe0a8c6f2e232d4c/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-24/5d91bc78a218827aa0c4af8d2b68432f/response.tiff']\n",
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-25/09034667d9d66ad95bb45114be61c294/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-25/640ada1c04508b95d3d7ca885170dcd2/response.tiff']\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-25/09034667d9d66ad95bb45114be61c294/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-25/640ada1c04508b95d3d7ca885170dcd2/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-25/09034667d9d66ad95bb45114be61c294/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-25/640ada1c04508b95d3d7ca885170dcd2/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-25/09034667d9d66ad95bb45114be61c294/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-25/640ada1c04508b95d3d7ca885170dcd2/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-26/b1aa534ff4b4f760afdd121039523470/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-26/812fa312f85f5645979751acbfdb4137/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-26/b1aa534ff4b4f760afdd121039523470/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-26/812fa312f85f5645979751acbfdb4137/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-26/b1aa534ff4b4f760afdd121039523470/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-26/812fa312f85f5645979751acbfdb4137/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-27/d4cbaea4023bc70fa32512e73c74130a/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-27/0ca3d8bf2c9b33a927b115f207331be5/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-27/d4cbaea4023bc70fa32512e73c74130a/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-27/0ca3d8bf2c9b33a927b115f207331be5/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-27/d4cbaea4023bc70fa32512e73c74130a/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-26/b1aa534ff4b4f760afdd121039523470/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-26/812fa312f85f5645979751acbfdb4137/response.tiff']\n",
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-27/d4cbaea4023bc70fa32512e73c74130a/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-27/0ca3d8bf2c9b33a927b115f207331be5/response.tiff']\n",
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-28/1e84c7daad84245d60c0117309786237/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-28/0d2f1410b8fa5255b6098413e05b377f/response.tiff']\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-27/0ca3d8bf2c9b33a927b115f207331be5/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-28/1e84c7daad84245d60c0117309786237/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-28/0d2f1410b8fa5255b6098413e05b377f/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-28/1e84c7daad84245d60c0117309786237/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-28/0d2f1410b8fa5255b6098413e05b377f/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-28/1e84c7daad84245d60c0117309786237/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-28/0d2f1410b8fa5255b6098413e05b377f/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-29/08baa805ee5178e3b20ff5f04f1481c6/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-29/d0d870079653f92c754e85f897b7f7b6/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-29/08baa805ee5178e3b20ff5f04f1481c6/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-29/d0d870079653f92c754e85f897b7f7b6/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-29/08baa805ee5178e3b20ff5f04f1481c6/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['../laravel_app/storage/app/chemba/single_images/2024-02-29/08baa805ee5178e3b20ff5f04f1481c6/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-02-29/d0d870079653f92c754e85f897b7f7b6/response.tiff']\n",
-      "['../laravel_app/storage/app/chemba/single_images/2024-03-01/64455452d2ff2d41bae9e25445244dec/response.tiff', '../laravel_app/storage/app/chemba/single_images/2024-03-01/cf97b72e82132dca014a764f85f3ea05/response.tiff']\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-02-29/d0d870079653f92c754e85f897b7f7b6/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-03-01/64455452d2ff2d41bae9e25445244dec/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-03-01/cf97b72e82132dca014a764f85f3ea05/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-03-01/64455452d2ff2d41bae9e25445244dec/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-03-01/cf97b72e82132dca014a764f85f3ea05/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-03-01/64455452d2ff2d41bae9e25445244dec/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: ../laravel_app/storage/app/chemba/single_images/2024-03-01/cf97b72e82132dca014a764f85f3ea05/response.tiff: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "for slot in slots:\n",
     "    merge_files(slot)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "4274d8e7-1ea3-46db-9528-069ede0b2132",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "#### Delete intermediate files\n"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": null,
    "id": "cb3fa856-a550-4899-844a-e69209bba3ad",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Emptied folder: ../laravel_app/storage/app/chemba/merged_virtual\n",
-      "Emptied folder: ../laravel_app/storage/app/chemba/single_images\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "\n",
-    "import shutil\n",
-    " \n",
     "# List of folder names\n",
     "\n",
     "folders_to_empty = [BASE_PATH / 'merged_virtual', BASE_PATH_SINGLE_IMAGES]\n",
     " \n",
     "# Function to empty folders\n",
     "\n",
-    "def empty_folders(folders):\n",
-    "\n",
+    "# Function to empty folders\n",
+    "def empty_folders(folders, run=True):\n",
+    "    if not run:\n",
+    "        print(\"Skipping empty_folders function.\")\n",
+    "        return\n",
+    "    \n",
     "    for folder in folders:\n",
-    "\n",
     "        try:\n",
-    "\n",
     "            for filename in os.listdir(folder):\n",
-    "\n",
     "                file_path = os.path.join(folder, filename)\n",
-    "\n",
     "                try:\n",
-    "\n",
     "                    if os.path.isfile(file_path):\n",
-    "\n",
     "                        os.unlink(file_path)\n",
-    "\n",
     "                    elif os.path.isdir(file_path):\n",
-    "\n",
     "                        shutil.rmtree(file_path)\n",
-    "\n",
     "                except Exception as e:\n",
-    "\n",
     "                    print(f\"Error: {e}\")\n",
-    "\n",
     "            print(f\"Emptied folder: {folder}\")\n",
-    "\n",
     "        except OSError as e:\n",
-    "\n",
     "            print(f\"Error: {e}\")\n",
-    " \n",
-    "# Call the function to empty folders\n",
     "\n",
-    "empty_folders(folders_to_empty)"
+    "# Call the function to empty folders only if the 'run' parameter is set to True\n",
+    "empty_folders(folders_to_empty, run=empty_folder_question)\n"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "d7989454-7634-4116-ad8e-82ca3cbefc0f",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
@@ -965,7 +461,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.13"
+   "version": "3.11.4"
   }
  },
  "nbformat": 4,
diff --git a/python_app/planet_download_8band.ipynb b/python_app/planet_download_8band.ipynb
new file mode 100644
index 0000000..7450286
--- /dev/null
+++ b/python_app/planet_download_8band.ipynb
@@ -0,0 +1,506 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "0c18e312-8421-47d7-84f9-ed7d5e47e7ee",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "#### Load packages and connect to SentinelHub"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "b7ca7102-5fd9-481f-90cd-3ba60e288649",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# $ pip install sentinelhub\n",
+    "# pip install gdal\n",
+    "\n",
+    "import os\n",
+    "import json\n",
+    "import datetime\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from pathlib import Path\n",
+    "from osgeo import gdal\n",
+    "\n",
+    "from sentinelhub import MimeType, CRS, BBox, SentinelHubRequest, SentinelHubDownloadClient, \\\n",
+    "    DataCollection, bbox_to_dimensions, DownloadRequest, SHConfig, BBoxSplitter, read_data\n",
+    "\n",
+    "config = SHConfig()\n",
+    "\n",
+    "import time\n",
+    "import shutil"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "330c967c-2742-4a7a-9a61-28bfdaf8eeca",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#pip install pipreqs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "49f8496a-a267-4b74-9500-a168e031ed68",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#import pipreqs\n",
+    "#pipreqs Resilience BV/4002 CMD App - General/4002 CMD Team/4002 TechnicalData/04 WP2 technical/python/Chemba_download.ipynb"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "5491a840-779c-4f0c-8164-c3de738b3298",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "config.sh_client_id = '1a72d811-4f0e-4447-8282-df09608cff44'\n",
+    "config.sh_client_secret = 'FcBlRL29i9ZmTzhmKTv1etSMFs5PxSos'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "eb1fb662-0e25-4ca9-8317-c6953290842b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "collection_id = '4e56d0cb-c402-40ff-97bb-c2b9e6bfcf2a'\n",
+    "byoc = DataCollection.define_byoc(\n",
+    "    collection_id,\n",
+    "    name='planet_data_8b',\n",
+    "    is_timeless=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6adb603d-8182-48c6-a051-869e16ee7bba",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "#### Set some variables\n",
+    "The only place anything might need to be changed."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "060396e0-e5ee-4b54-b211-5d8bfcba167f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#project = 'chemba' #or xinavane or chemba_test_8b\n",
+    "#project = 'xinavane' #or xinavane or chemba_test_8b\n",
+    "project = 'chemba_test_8b' #or xinavane or chemba_test_8b\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "c9f79e81-dff8-4109-8d26-6c423142dcf2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Adjust the number of days needed\n",
+    "days = 7 #change back to 28 which is the default. 3 years is 1095 days."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "e18bdf8f-be4b-44ab-baaa-de5de60d92cb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#delete all the satellite outputs -> then True\n",
+    "empty_folder_question = False"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "81bbb513-0bd2-4277-83e8-6f94051ce70b",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "#### Define functions\n",
+    "After this block, no manual changes to parameters are required. \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "3f7c8e04-4569-457b-b39d-283582c4ba36",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "BASE_PATH = Path('../laravel_app/storage/app') / os.getenv('PROJECT_DIR', project) \n",
+    "BASE_PATH_SINGLE_IMAGES = Path(BASE_PATH / 'single_images')\n",
+    "folder_for_merged_tifs = str(BASE_PATH / 'merged_tif')\n",
+    "folder_for_virtual_raster = str(BASE_PATH / 'merged_virtual')\n",
+    "    \n",
+    "# Check if the folders exist, and if not, create them\n",
+    "if not os.path.exists(BASE_PATH_SINGLE_IMAGES):\n",
+    "    os.makedirs(BASE_PATH_SINGLE_IMAGES)\n",
+    "    \n",
+    "if not os.path.exists(folder_for_merged_tifs):\n",
+    "    os.makedirs(folder_for_merged_tifs)\n",
+    "\n",
+    "if not os.path.exists(folder_for_virtual_raster):\n",
+    "    os.makedirs(folder_for_virtual_raster)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "244b5752-4f02-4347-9278-f6a0a46b88f4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "evalscript_true_color = \"\"\"\n",
+    "    //VERSION=3\n",
+    "\n",
+    "    function setup() {\n",
+    "        return {\n",
+    "            input: [{\n",
+    "                bands: \n",
+    "                  [\"CoastalBlue\", \"Blue\", \"Green\", \"GreenI\", \"Yellow\", \"Red\", \n",
+    "                    \"RedEdge\", \"NIR\", \"UDM2_Clear\"]\n",
+    "            }],\n",
+    "            output: {\n",
+    "                bands: 9 \n",
+    "                //sampleType: \"FLOAT32\"\n",
+    "            }\n",
+    "        };\n",
+    "    }\n",
+    "\n",
+    "    function evaluatePixel(sample) {\n",
+    "        var scaledBlue = [2.5 * sample.Blue / 10000];\n",
+    "        var scaledGreen = [2.5 * sample.Green / 10000];\n",
+    "        var scaledRed = [2.5 * sample.Red / 10000];\n",
+    "        var scaledCoastalBlue = [2.5 * sample.CoastalBlue / 10000];\n",
+    "        var scaledGreenI = [2.5 * sample.GreenI / 10000];\n",
+    "        var scaledYellow = [2.5 * sample.Yellow / 10000];\n",
+    "        var scaledRedEdge = [2.5 * sample.RedEdge / 10000];\n",
+    "        var scaledNIR = [2.5 * sample.NIR / 10000];\n",
+    "        var UDM2_Clear = UDM2_Clear\n",
+    "        \n",
+    "    // Output the scaled bands\n",
+    "      \n",
+    "    //   if (sample.UDM2_Clear != 0)  { \n",
+    "        return [\n",
+    "            scaledCoastalBlue,\n",
+    "            scaledBlue,\n",
+    "            scaledGreen,\n",
+    "            scaledGreenI,\n",
+    "            scaledYellow,\n",
+    "            scaledRed, \n",
+    "            scaledRedEdge,\n",
+    "            scaledNIR,\n",
+    "            UDM2_Clear\n",
+    "             ]\n",
+    "     //  } else {\n",
+    "     //   return [NaN, NaN, NaN, NaN, NaN, NaN, NaN, NaN]}\n",
+    "        \n",
+    "   }    \n",
+    "\n",
+    "\"\"\"\n",
+    "\n",
+    "def get_true_color_request_day(time_interval, bbox, size):\n",
+    "    return SentinelHubRequest(\n",
+    "        evalscript=evalscript_true_color,\n",
+    "        input_data=[\n",
+    "            SentinelHubRequest.input_data(\n",
+    "                data_collection=DataCollection.planet_data_8b,\n",
+    "                time_interval=(time_interval, time_interval)\n",
+    "            )\n",
+    "        ],\n",
+    "        responses=[\n",
+    "            SentinelHubRequest.output_response('default', MimeType.TIFF)\n",
+    "        ],\n",
+    "        bbox=bbox,\n",
+    "        size=size,\n",
+    "        config=config,\n",
+    "        data_folder=str(BASE_PATH_SINGLE_IMAGES / time_interval),\n",
+    "\n",
+    "    )\n",
+    "\n",
+    "def download_function(slot, bbox, size):\n",
+    "    # create a list of requests\n",
+    "    list_of_requests = [get_true_color_request_day(slot, bbox, size)]\n",
+    "    list_of_requests = [request.download_list[0] for request in list_of_requests]\n",
+    "\n",
+    "    # download data chemba west with multiple threads\n",
+    "    data = SentinelHubDownloadClient(config=config).download(list_of_requests, max_threads=15)\n",
+    "    print(f' Image downloaded for ' +slot)\n",
+    "    \n",
+    "    time.sleep(.1)\n",
+    "\n",
+    "def merge_files(slot):\n",
+    "    \n",
+    "    # List the downloaded Tiffs in the different subfolders with pathlib (native library)\n",
+    "    file_list = [f\"{x}/response.tiff\" for x in Path(BASE_PATH_SINGLE_IMAGES / slot).iterdir()]\n",
+    "    \n",
+    "    #print(file_list)\n",
+    "\n",
+    "    folder_for_merged_tifs = str(BASE_PATH / 'merged_tif' / f\"{slot}.tif\")\n",
+    "    folder_for_virtual_raster = str(BASE_PATH / 'merged_virtual' / f\"merged{slot}.vrt\")\n",
+    "\n",
+    "    # Create a virtual raster\n",
+    "    vrt_all = gdal.BuildVRT(folder_for_virtual_raster, file_list)\n",
+    "    vrt_all = gdal.BuildVRT(folder_for_virtual_raster, file_list)\n",
+    "\n",
+    "    # Convert to JPEG\n",
+    "    gdal.Translate(folder_for_merged_tifs,folder_for_virtual_raster)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "848dc773-70d6-4ae6-b05c-d6ebfb41624d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Monthly time windows:\n",
+      "\n",
+      "2024-03-19\n",
+      "2024-03-20\n",
+      "2024-03-21\n",
+      "2024-03-22\n",
+      "2024-03-23\n",
+      "2024-03-24\n",
+      "2024-03-25\n"
+     ]
+    }
+   ],
+   "source": [
+    "days_needed = int(os.environ.get(\"DAYS\", days))\n",
+    "date_str = os.environ.get(\"DATE\")\n",
+    "if date_str:\n",
+    "    # Parse de datumstring naar een datetime.date object\n",
+    "    end = datetime.datetime.strptime(date_str, \"%Y-%m-%d\").date()\n",
+    "else:\n",
+    "    # Gebruik de huidige datum als fallback\n",
+    "    end = datetime.date.today()    \n",
+    "\n",
+    "start = end - datetime.timedelta(days=days_needed - 1)\n",
+    "\n",
+    "slots = [(start + datetime.timedelta(days=i)).strftime('%Y-%m-%d') for i in range(days_needed)]\n",
+    "\n",
+    "print('Monthly time windows:\\n')\n",
+    "if len(slots) > 10:\n",
+    "    for slot in slots[:3]:\n",
+    "        print(slot)\n",
+    "    print(\"...\")\n",
+    "    for slot in slots[-3:]:\n",
+    "        print(slot)\n",
+    "else:\n",
+    "    for slot in slots:\n",
+    "        print(slot)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "93c715f7-4f7e-428e-bbb9-53a2d8f6e2c8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Monthly time windows:\n",
+      "\n",
+      "2024-03-19\n"
+     ]
+    }
+   ],
+   "source": [
+    "end = datetime.datetime(2024, 3, 19)\n",
+    "start = end \n",
+    "days_needed =1\n",
+    "slots = [(start + datetime.timedelta(days=i)).strftime('%Y-%m-%d') for i in range(days_needed)]\n",
+    "\n",
+    "print('Monthly time windows:\\n')\n",
+    "if len(slots) > 10:\n",
+    "    for slot in slots[:3]:\n",
+    "        print(slot)\n",
+    "    print(\"...\")\n",
+    "    for slot in slots[-3:]:\n",
+    "        print(slot)\n",
+    "else:\n",
+    "    for slot in slots:\n",
+    "        print(slot)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f8ea846f-783b-4460-a951-7b522273555f",
+   "metadata": {},
+   "source": [
+    "#### Download images\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "1fb5dc6c-de83-4fb2-b3f7-ee9e7060a80d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "if project == 'chemba':\n",
+    "    chosen_area = [[34.946, -17.3516, 34.938, -17.2917], [34.883, -17.3516, 34.938, -17.2917]]\n",
+    "\n",
+    "if project == 'chemba_test_8b':\n",
+    "    chosen_area = [[34.946, -17.3516, 34.938, -17.2917], [34.883, -17.3516, 34.938, -17.2917]]\n",
+    "\n",
+    "if project == 'xinavane':\n",
+    "    chosen_area = [[32.6790, -25.0333, 32.7453, -25.0235], [32.6213, -25.0647, 32.6284, -25.0570]]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "6c02d7de-cddf-4fc3-8d23-8431415d07b8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Image downloaded for 2024-03-19\n",
+      " Image downloaded for 2024-03-19\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Load areas outside the loop if they remain constant\n",
+    "bbox_area = json.dumps(chosen_area)\n",
+    "areas = json.loads(os.getenv('BBOX', bbox_area))\n",
+    "resolution = 3\n",
+    "\n",
+    "for slot in slots:\n",
+    "    for area in areas:\n",
+    "        bbox = BBox(bbox=area, crs=CRS.WGS84)\n",
+    "        size = bbox_to_dimensions(bbox, resolution=resolution)\n",
+    "        download_function(slot, bbox, size)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "68db3c15-6f94-432e-b315-c329e4251b21",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Merging complete\n"
+     ]
+    }
+   ],
+   "source": [
+    "for slot in slots:\n",
+    "    merge_files(slot)\n",
+    "\n",
+    "print('Merging complete')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4274d8e7-1ea3-46db-9528-069ede0b2132",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "#### Delete intermediate files\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cb3fa856-a550-4899-844a-e69209bba3ad",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# List of folder names\n",
+    "\n",
+    "folders_to_empty = [BASE_PATH / 'merged_virtual', BASE_PATH_SINGLE_IMAGES]\n",
+    " \n",
+    "# Function to empty folders\n",
+    "\n",
+    "# Function to empty folders\n",
+    "def empty_folders(folders, run=True):\n",
+    "    if not run:\n",
+    "        print(\"Skipping empty_folders function.\")\n",
+    "        return\n",
+    "    \n",
+    "    for folder in folders:\n",
+    "        try:\n",
+    "            for filename in os.listdir(folder):\n",
+    "                file_path = os.path.join(folder, filename)\n",
+    "                try:\n",
+    "                    if os.path.isfile(file_path):\n",
+    "                        os.unlink(file_path)\n",
+    "                    elif os.path.isdir(file_path):\n",
+    "                        shutil.rmtree(file_path)\n",
+    "                except Exception as e:\n",
+    "                    print(f\"Error: {e}\")\n",
+    "            print(f\"Emptied folder: {folder}\")\n",
+    "        except OSError as e:\n",
+    "            print(f\"Error: {e}\")\n",
+    "\n",
+    "# Call the function to empty folders only if the 'run' parameter is set to True\n",
+    "empty_folders(folders_to_empty, run=empty_folder_question)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0145b399-dfad-448a-9f0d-fa975fb01ad2",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/r_app/2_CI_data_prep.R b/r_app/2_CI_data_prep.R
index 8ffa998..aeca955 100644
--- a/r_app/2_CI_data_prep.R
+++ b/r_app/2_CI_data_prep.R
@@ -508,7 +508,7 @@ dir.create(merged_final)
 dir.create(harvest_dir)
 
 
-weeks_ago = 0
+#weeks_ago = 0
 # Creating weekly mosaic
 dates <- date_list(weeks_ago)
 print(dates)
@@ -743,13 +743,14 @@ if (new_project_question == TRUE) {
 
   pivot_stats <- extracted_values %>%
     map(readRDS) %>% list_rbind() %>%
-    group_by(pivot_quadrant) %>%
+    group_by(subField) %>%
     summarise(across(everything(), ~ first(na.omit(.))))
 
   combined_CI_data <- readRDS(here(cumulative_CI_vals_dir,"combined_CI_data.rds")) #%>% drop_na(pivot_quadrant)
   pivot_stats2 <- bind_rows(pivot_stats, combined_CI_data)
   # pivot_stats2 <- combined_CI_data
   print("All CI values extracted from latest 7 images.")
+  saveRDS(combined_CI_data, here(cumulative_CI_vals_dir,"combined_CI_data.rds")) #used to save the rest of the data into one file
 
 }
 
diff --git a/r_app/CI_report_dashboard_planet.Rmd b/r_app/CI_report_dashboard_planet.Rmd
index 23fb69f..871d2c2 100644
--- a/r_app/CI_report_dashboard_planet.Rmd
+++ b/r_app/CI_report_dashboard_planet.Rmd
@@ -137,11 +137,11 @@ AllPivots0 <- field_boundaries_sf
 # pivots_dates$pivot  <- factor(pivots_dates$pivot, levels = c("1.1", "1.2", "1.3", "1.4", "1.6", "1.7", "1.8", "1.9", "1.10", "1.11", "1.12", "1.13", "1.14" , "1.16" , "1.17" , "1.18" ,"2.1", "2.2", "2.3" , "2.4", "2.5", "3.1", "3.2", "3.3", "4.1", "4.2", "4.3", "4.4", "4.5", "4.6", "5.1" ,"5.2", "5.3", "5.4", "6.1", "6.2", "DL1.1", "DL1.3"))
 
 AllPivots <- merge(AllPivots0, harvesting_data, by = c("Field", "subField")) #%>%
-  # rename(pivot = pivot.x) #%>% select(-pivot.y)
+#rename(Field = pivot, subField = pivot_quadrant) #%>% select(-pivot.y)
 head(AllPivots)
 
 AllPivots_merged <- AllPivots %>% 
-   group_by(Field) %>% summarise(sub_area = first(sub_area))
+   group_by(Field) #%>% summarise(sub_area = first(sub_area))
 
 AllPivots_merged <- st_transform(AllPivots_merged, crs = proj4string(CI))
 
@@ -393,7 +393,7 @@ walk(pivots_estate$pivot, ~ {
 
 
 ```{r looping over sub_area,  echo=FALSE, fig.height=3.8, fig.width=10, message=FALSE, warning=FALSE, results='asis'}
-pivots_grouped <- AllPivots_merged %>% 
+pivots_grouped <- AllPivots_merged %>%
   group_by(sub_area) %>%
   arrange(sub_area)  # Optional: arrange the groups alphabetically by sub_area
 
@@ -403,7 +403,7 @@ for (subgroup in unique(pivots_grouped$sub_area)) {
   cat("\n # Subgroup: ", subgroup, "\n")  # Add a title for the subgroup
   subset_data <- filter(pivots_grouped, sub_area == subgroup)
   cat("\n")
-  walk(subset_data$Field, ~ {
+  walk(AllPivots_merged$Field, ~ {
     cat("\n")  # Add an empty line for better spacing
     ci_plot(.x)
     cat("\n") 
diff --git a/r_app/Rplots.pdf b/r_app/Rplots.pdf
index bf8c066..de7759a 100644
Binary files a/r_app/Rplots.pdf and b/r_app/Rplots.pdf differ