diff --git a/laravel_app/tests/__fixtures__/Muhoroni/harvest.xlsx b/laravel_app/tests/__fixtures__/Muhoroni/harvest.xlsx
index 6309f20..27041a1 100644
Binary files a/laravel_app/tests/__fixtures__/Muhoroni/harvest.xlsx and b/laravel_app/tests/__fixtures__/Muhoroni/harvest.xlsx differ
diff --git a/python_app/planet_download.ipynb b/python_app/planet_download.ipynb
index 29917bf..04dbd7d 100644
--- a/python_app/planet_download.ipynb
+++ b/python_app/planet_download.ipynb
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 93,
    "id": "b7ca7102-5fd9-481f-90cd-3ba60e288649",
    "metadata": {},
    "outputs": [],
@@ -42,7 +42,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 94,
    "id": "330c967c-2742-4a7a-9a61-28bfdaf8eeca",
    "metadata": {},
    "outputs": [],
@@ -52,7 +52,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 95,
    "id": "49f8496a-a267-4b74-9500-a168e031ed68",
    "metadata": {},
    "outputs": [],
@@ -63,7 +63,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 96,
    "id": "5491a840-779c-4f0c-8164-c3de738b3298",
    "metadata": {},
    "outputs": [],
@@ -74,7 +74,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 97,
    "id": "eb1fb662-0e25-4ca9-8317-c6953290842b",
    "metadata": {},
    "outputs": [],
@@ -99,30 +99,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 98,
    "id": "060396e0-e5ee-4b54-b211-5d8bfcba167f",
    "metadata": {},
    "outputs": [],
    "source": [
-    "project = 'Mkulazi_trail' #or xinavane or chemba_test_8b\n",
+    "#project = 'Mkulazi_trail' #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"
+    "project = 'chemba' #or xinavane or chemba_test_8b\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 100,
    "id": "c9f79e81-dff8-4109-8d26-6c423142dcf2",
    "metadata": {},
    "outputs": [],
    "source": [
     "# Adjust the number of days needed\n",
-    "days = 1400 #change back to 28 which is the default. 3 years is 1095 days."
+    "days = 20 #change back to 28 which is the default. 3 years is 1095 days."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 101,
    "id": "e18bdf8f-be4b-44ab-baaa-de5de60d92cb",
    "metadata": {},
    "outputs": [],
@@ -144,7 +144,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 102,
    "id": "3f7c8e04-4569-457b-b39d-283582c4ba36",
    "metadata": {},
    "outputs": [],
@@ -168,7 +168,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 103,
    "id": "244b5752-4f02-4347-9278-f6a0a46b88f4",
    "metadata": {},
    "outputs": [],
@@ -264,7 +264,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 104,
    "id": "848dc773-70d6-4ae6-b05c-d6ebfb41624d",
    "metadata": {},
    "outputs": [
@@ -274,13 +274,13 @@
      "text": [
       "Monthly time windows:\n",
       "\n",
-      "2020-12-10\n",
-      "2020-12-11\n",
-      "2020-12-12\n",
+      "2024-10-13\n",
+      "2024-10-14\n",
+      "2024-10-15\n",
       "...\n",
-      "2024-10-07\n",
-      "2024-10-08\n",
-      "2024-10-09\n"
+      "2024-10-30\n",
+      "2024-10-31\n",
+      "2024-11-01\n"
      ]
     }
    ],
@@ -321,7 +321,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 105,
    "id": "c803e373-2567-4233-af7d-0d2d6f7d4f8e",
    "metadata": {},
    "outputs": [],
@@ -331,7 +331,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 106,
    "id": "dc24d54e-2272-4f30-bcf5-4d8fc381915c",
    "metadata": {},
    "outputs": [],
@@ -341,7 +341,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 107,
    "id": "cd071b42-d0cd-4e54-8f88-ad1a339748e3",
    "metadata": {},
    "outputs": [],
@@ -351,7 +351,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 108,
    "id": "301d12e4-e47a-4034-aec0-aa5673e64935",
    "metadata": {},
    "outputs": [
@@ -359,7 +359,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Area bounding box: BBox(((37.43166861651292, -6.492602068443849), (37.4512501455845, -6.471326862358831)), crs=CRS('4326'))\n",
+      "Area bounding box: BBox(((34.883117060422094, -17.35152458627111), (34.983858813209004, -17.29173171459206)), crs=CRS('4326'))\n",
       "\n"
      ]
     }
@@ -379,20 +379,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 109,
    "id": "431f6856-8d7e-4868-b627-20deeb47d77e",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "image/svg+xml": [
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       ],
       "text/plain": [
-       "<POLYGON ((37.436 -6.488, 37.436 -6.49, 37.433 -6.488, 37.436 -6.488))>"
+       "<MULTIPOLYGON (((34.9 -17.3, 34.9 -17.3, 34.9 -17.3, 34.9 -17.3, 34.9 -17.3,...>"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 109,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -405,7 +405,64 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 110,
+   "id": "18655785",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Function to check if images are available for a given date\n",
+    "def is_image_available(date):\n",
+    "    for bbox in bbox_list:\n",
+    "        search_iterator = catalog.search(\n",
+    "            collection=byoc,\n",
+    "            bbox=bbox,  # Define your bounding box\n",
+    "            time=(date, date)\n",
+    "        )\n",
+    "        if len(list(search_iterator)) > 0:\n",
+    "            return True\n",
+    "    return False\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 111,
+   "id": "a6fc418f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Filter slots to only include dates with available images\n",
+    "available_slots = [slot for slot in slots if is_image_available(slot)]\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 112,
+   "id": "ebc416be",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['2024-10-13', '2024-10-15', '2024-10-17', '2024-10-18', '2024-10-19', '2024-10-20', '2024-10-21', '2024-10-22', '2024-10-23', '2024-10-24', '2024-10-25', '2024-10-26', '2024-10-27', '2024-10-28', '2024-10-29']\n",
+      "Total slots: 20\n",
+      "Available slots: 15\n",
+      "Excluded slots due to clouds: 5\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(available_slots)\n",
+    "print(f\"Total slots: {len(slots)}\")\n",
+    "print(f\"Available slots: {len(available_slots)}\")\n",
+    "print(f\"Excluded slots due to clouds: {len(slots) - len(available_slots)}\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
    "id": "b0cabe8f-e1f2-4b18-8ac0-c2565d0ff16b",
    "metadata": {},
    "outputs": [],
@@ -486,7 +543,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "id": "8f2c3e20-894c-4fe5-95d3-482ee3bac117",
    "metadata": {},
    "outputs": [],
@@ -502,21624 +559,7 @@
    "execution_count": null,
    "id": "41b7369c-f768-44ba-983e-eb8eae4f3afd",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/usr/local/anaconda3/lib/python3.11/site-packages/sentinelhub/geometry.py:136: SHDeprecationWarning: Initializing `BBox` objects from `BBox` objects will no longer be possible in future versions.\n",
-      "  return BBox._tuple_from_bbox(bbox)\n",
-      "/var/folders/qt/jcd_lqsd6nq6_5902w6403_h0000gn/T/ipykernel_98681/170088608.py:67: SHDeprecationWarning: The string representation of `BBox` will change to match its `repr` representation.\n",
-      "  print(f' Image downloaded for ' +slot + ' and bbox ' + str(bbox))\n",
-      "/usr/local/anaconda3/lib/python3.11/site-packages/sentinelhub/geometry.py:136: SHDeprecationWarning: Initializing `BBox` objects from `BBox` objects will no longer be possible in future versions.\n",
-      "  return BBox._tuple_from_bbox(bbox)\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Image downloaded for 2020-12-10 and bbox 37.433209255720165,-6.489638864368019,37.43558492232724,-6.488347027226845\n",
-      " Image downloaded for 2020-12-10 and bbox 37.43166861651292,-6.488347027226845,37.43558492232724,-6.484091986009841\n",
-      " Image downloaded for 2020-12-10 and bbox 37.43541659474982,-6.484091986009841,37.43558492232724,-6.483938510865725\n",
-      " Image downloaded for 2020-12-10 and bbox 37.434739579832915,-6.47922952902239,37.43558492232724,-6.477521937596008\n",
-      " Image downloaded for 2020-12-10 and bbox 37.43558492232724,-6.4922156607190695,37.43950122814155,-6.488347027226845\n",
-      " Image downloaded for 2020-12-10 and bbox 37.43558492232724,-6.488347027226845,37.43950122814155,-6.484091986009841\n",
-      " Image downloaded for 2020-12-10 and bbox 37.43558492232724,-6.484091986009841,37.43950122814155,-6.479836944792838\n",
-      " Image downloaded for 2020-12-10 and bbox 37.43558492232724,-6.479836944792838,37.43950122814155,-6.475581903575835\n",
-      " Image downloaded for 2020-12-10 and bbox 37.437393381168555,-6.475581903575835,37.43950122814155,-6.473099312382477\n",
-      " Image downloaded for 2020-12-10 and bbox 37.43950122814155,-6.492602068443849,37.44341753395587,-6.488347027226845\n",
-      " Image downloaded for 2020-12-10 and bbox 37.43950122814155,-6.488347027226845,37.44341753395587,-6.484091986009841\n",
-      " Image downloaded for 2020-12-10 and bbox 37.43950122814155,-6.484091986009841,37.44341753395587,-6.479836944792838\n",
-      " Image downloaded for 2020-12-10 and bbox 37.43950122814155,-6.479836944792838,37.44341753395587,-6.475581903575835\n",
-      " Image downloaded for 2020-12-10 and bbox 37.43950122814155,-6.475581903575835,37.44341753395587,-6.471326862358831\n",
-      " Image downloaded for 2020-12-10 and bbox 37.44341753395587,-6.4894237084876645,37.44454057948151,-6.488347027226845\n",
-      " Image downloaded for 2020-12-10 and bbox 37.44341753395587,-6.488347027226845,37.44733383977019,-6.484091986009841\n",
-      " Image downloaded for 2020-12-10 and bbox 37.44341753395587,-6.484091986009841,37.44733383977019,-6.479836944792838\n",
-      " Image downloaded for 2020-12-10 and bbox 37.44341753395587,-6.479836944792838,37.44733383977019,-6.475581903575835\n",
-      " Image downloaded for 2020-12-10 and bbox 37.44341753395587,-6.475581903575835,37.44504860495463,-6.47386410246976\n",
-      " Image downloaded for 2020-12-10 and bbox 37.44733383977019,-6.485741141462861,37.44908442891481,-6.484091986009841\n",
-      " Image downloaded for 2020-12-10 and bbox 37.44733383977019,-6.484091986009841,37.4512501455845,-6.479836944792838\n",
-      " Image downloaded for 2020-12-10 and bbox 37.44733383977019,-6.479836944792838,37.44917224821725,-6.477984099228411\n",
-      " Image downloaded for 2020-12-11 and bbox 37.433209255720165,-6.489638864368019,37.43558492232724,-6.488347027226845\n",
-      " Image downloaded for 2020-12-11 and bbox 37.43166861651292,-6.488347027226845,37.43558492232724,-6.484091986009841\n",
-      " Image downloaded for 2020-12-11 and bbox 37.43541659474982,-6.484091986009841,37.43558492232724,-6.483938510865725\n",
-      " Image downloaded for 2020-12-11 and bbox 37.434739579832915,-6.47922952902239,37.43558492232724,-6.477521937596008\n",
-      " Image downloaded for 2020-12-11 and bbox 37.43558492232724,-6.4922156607190695,37.43950122814155,-6.488347027226845\n",
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-      " Image downloaded for 2020-12-11 and bbox 37.43558492232724,-6.484091986009841,37.43950122814155,-6.479836944792838\n",
-      " Image downloaded for 2020-12-11 and bbox 37.43558492232724,-6.479836944792838,37.43950122814155,-6.475581903575835\n",
-      " Image downloaded for 2020-12-11 and bbox 37.437393381168555,-6.475581903575835,37.43950122814155,-6.473099312382477\n",
-      " Image downloaded for 2020-12-11 and bbox 37.43950122814155,-6.492602068443849,37.44341753395587,-6.488347027226845\n",
-      " Image downloaded for 2020-12-11 and bbox 37.43950122814155,-6.488347027226845,37.44341753395587,-6.484091986009841\n",
-      " Image downloaded for 2020-12-11 and bbox 37.43950122814155,-6.484091986009841,37.44341753395587,-6.479836944792838\n",
-      " Image downloaded for 2020-12-11 and bbox 37.43950122814155,-6.479836944792838,37.44341753395587,-6.475581903575835\n",
-      " Image downloaded for 2020-12-11 and bbox 37.43950122814155,-6.475581903575835,37.44341753395587,-6.471326862358831\n",
-      " Image downloaded for 2020-12-11 and bbox 37.44341753395587,-6.4894237084876645,37.44454057948151,-6.488347027226845\n",
-      " Image downloaded for 2020-12-11 and bbox 37.44341753395587,-6.488347027226845,37.44733383977019,-6.484091986009841\n",
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-      " Image downloaded for 2020-12-12 and bbox 37.43166861651292,-6.488347027226845,37.43558492232724,-6.484091986009841\n",
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-      " Image downloaded for 2022-01-30 and bbox 37.433209255720165,-6.489638864368019,37.43558492232724,-6.488347027226845\n",
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-      " Image downloaded for 2022-03-10 and bbox 37.437393381168555,-6.475581903575835,37.43950122814155,-6.473099312382477\n",
-      " Image downloaded for 2022-03-10 and bbox 37.43950122814155,-6.492602068443849,37.44341753395587,-6.488347027226845\n",
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-      " Image downloaded for 2022-05-09 and bbox 37.433209255720165,-6.489638864368019,37.43558492232724,-6.488347027226845\n",
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-      " Image downloaded for 2022-07-01 and bbox 37.433209255720165,-6.489638864368019,37.43558492232724,-6.488347027226845\n",
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-      " Image downloaded for 2022-08-09 and bbox 37.433209255720165,-6.489638864368019,37.43558492232724,-6.488347027226845\n",
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-      " Image downloaded for 2022-08-16 and bbox 37.433209255720165,-6.489638864368019,37.43558492232724,-6.488347027226845\n",
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-      " Image downloaded for 2022-12-06 and bbox 37.433209255720165,-6.489638864368019,37.43558492232724,-6.488347027226845\n",
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-      " Image downloaded for 2023-03-08 and bbox 37.433209255720165,-6.489638864368019,37.43558492232724,-6.488347027226845\n",
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-      " Image downloaded for 2023-08-06 and bbox 37.43950122814155,-6.492602068443849,37.44341753395587,-6.488347027226845\n",
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-      " Image downloaded for 2023-08-18 and bbox 37.44341753395587,-6.4894237084876645,37.44454057948151,-6.488347027226845\n",
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-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Load areas outside the loop if they remain constant\n",
     "#bbox_area = json.dumps(chosen_area)\n",
@@ -22259,7 +699,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "base",
    "language": "python",
    "name": "python3"
   },
@@ -22273,7 +713,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.4"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,