AgriculturalSuitability.ipynb

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   "cell_type": "markdown",
   "id": "fd7ca061-6aaa-4eb3-a5c1-7d9deac0c90a",
   "metadata": {},
   "source": [
    "# Mapping Agricultural Land Suitability using Soil Properties in Sonipat District. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "65c49daf-1f1f-43bc-84f8-d63683b4ea90",
   "metadata": {},
   "outputs": [],
   "source": [
    "# create folder to save output\n",
    "import os\n",
    "# set the basepath - folder containing data and where the ouput will be written\n",
    "basepath = os.path.join(os.getcwd(), \"Output\")\n",
    "os.makedirs(basepath, exist_ok=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "afe809a8-3315-4551-b232-7932dd1a1927",
   "metadata": {},
   "source": [
    "## Explore the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b15285f2-1659-4b02-8c2b-50f7986071dc",
   "metadata": {},
   "outputs": [],
   "source": [
    "#path to input data (soil properties layer in Sonipat)\n",
    "data = \"https://iudx-cat-sandbox-dev.s3.ap-south-1.amazonaws.com/agri-sus-data/Soil_Properties%2C_Sonipat%2C_Haryana_9112024.gpkg\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d4d3b2bb-e386-48fc-803a-50ce0b8fe9e6",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/rraks/.conda/envs/sci/lib/python3.12/site-packages/pyogrio/raw.py:198: RuntimeWarning: HTTP response code on https://iudx-cat-sandbox-dev.s3.ap-south-1.amazonaws.com/agri-sus-data/Soil_Properties%2C_Sonipat%2C_Haryana_9112024.gpkg.aux.xml: 403\n",
      "  return ogr_read(\n",
      "/home/rraks/.conda/envs/sci/lib/python3.12/site-packages/pyogrio/raw.py:198: RuntimeWarning: HTTP response code on https://iudx-cat-sandbox-dev.s3.ap-south-1.amazonaws.com/agri-sus-data/Soil_Properties%2C_Sonipat%2C_Haryana_9112024.aux: 403\n",
      "  return ogr_read(\n",
      "/home/rraks/.conda/envs/sci/lib/python3.12/site-packages/pyogrio/raw.py:198: RuntimeWarning: HTTP response code on https://iudx-cat-sandbox-dev.s3.ap-south-1.amazonaws.com/agri-sus-data/Soil_Properties%2C_Sonipat%2C_Haryana_9112024.AUX: 403\n",
      "  return ogr_read(\n",
      "/home/rraks/.conda/envs/sci/lib/python3.12/site-packages/pyogrio/raw.py:198: RuntimeWarning: HTTP response code on https://iudx-cat-sandbox-dev.s3.ap-south-1.amazonaws.com/agri-sus-data/Soil_Properties%2C_Sonipat%2C_Haryana_9112024.gpkg.aux: 403\n",
      "  return ogr_read(\n",
      "/home/rraks/.conda/envs/sci/lib/python3.12/site-packages/pyogrio/raw.py:198: RuntimeWarning: HTTP response code on https://iudx-cat-sandbox-dev.s3.ap-south-1.amazonaws.com/agri-sus-data/Soil_Properties%2C_Sonipat%2C_Haryana_9112024.gpkg.AUX: 403\n",
      "  return ogr_read(\n"
     ]
    },
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Depth</th>\n",
       "      <th>Surface_te</th>\n",
       "      <th>pH</th>\n",
       "      <th>Drainage</th>\n",
       "      <th>Slope</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Deep</td>\n",
       "      <td>Loamy</td>\n",
       "      <td>Slightly alkaline</td>\n",
       "      <td>Well</td>\n",
       "      <td>Level to nearly level</td>\n",
       "      <td>MULTIPOLYGON (((3734219.156 4537926.928, 37343...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Deep</td>\n",
       "      <td>Loamy</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>Well</td>\n",
       "      <td>Level to nearly level</td>\n",
       "      <td>MULTIPOLYGON (((3733766.495 4533437.457, 37336...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Deep</td>\n",
       "      <td>Loamy</td>\n",
       "      <td>Slightly alkaline</td>\n",
       "      <td>Moderately well</td>\n",
       "      <td>Very gently sloping</td>\n",
       "      <td>MULTIPOLYGON (((3731220.97 4531162.026, 373122...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Deep</td>\n",
       "      <td>Loamy</td>\n",
       "      <td>Slightly alkaline</td>\n",
       "      <td>Moderately well</td>\n",
       "      <td>Very gently sloping</td>\n",
       "      <td>MULTIPOLYGON (((3715922.076 4528721.605, 37158...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Deep</td>\n",
       "      <td>Loamy</td>\n",
       "      <td>Moderately alkaline</td>\n",
       "      <td>Well</td>\n",
       "      <td>Level to nearly level</td>\n",
       "      <td>MULTIPOLYGON (((3702439.719 4528235.194, 37029...</td>\n",
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      "text/plain": [
       "  Depth Surface_te                   pH         Drainage  \\\n",
       "0  Deep      Loamy    Slightly alkaline             Well   \n",
       "1  Deep      Loamy              Neutral             Well   \n",
       "2  Deep      Loamy    Slightly alkaline  Moderately well   \n",
       "3  Deep      Loamy    Slightly alkaline  Moderately well   \n",
       "4  Deep      Loamy  Moderately alkaline             Well   \n",
       "\n",
       "                   Slope                                           geometry  \n",
       "0  Level to nearly level  MULTIPOLYGON (((3734219.156 4537926.928, 37343...  \n",
       "1  Level to nearly level  MULTIPOLYGON (((3733766.495 4533437.457, 37336...  \n",
       "2    Very gently sloping  MULTIPOLYGON (((3731220.97 4531162.026, 373122...  \n",
       "3    Very gently sloping  MULTIPOLYGON (((3715922.076 4528721.605, 37158...  \n",
       "4  Level to nearly level  MULTIPOLYGON (((3702439.719 4528235.194, 37029...  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "import geopandas as gpd\n",
    "soil_prop_gdf = gpd.read_file(data)\n",
    "#print first 5 rows\n",
    "soil_prop_gdf.head(5)"
   ]
  },
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   "cell_type": "code",
   "execution_count": 11,
   "id": "ac3a5d7d-596d-4475-9e7b-7ae0f86b9237",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Depth', 'Surface_te', 'pH', 'Drainage', 'Slope', 'geometry'], dtype='object')\n"
     ]
    }
   ],
   "source": [
    "#List the columns\n",
    "columns = soil_prop_gdf.columns\n",
    "print(columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b294de00-3a3b-48ea-b341-42d3daccdbe5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Depth = Deep\n",
      "Surface_te = Loamy, Sandy\n",
      "pH = Slightly alkaline, Neutral, Moderately alkaline, Strongly alkaline\n",
      "Drainage = Well, Moderately well, Somewhat excessive\n",
      "Slope = Level to nearly level, Very gently sloping\n"
     ]
    }
   ],
   "source": [
    "# Extract and print unique values for each column except 'geometry'\n",
    "for column in columns:\n",
    "    # exclude column geometry\n",
    "    if column != 'geometry':\n",
    "        unique_values = soil_prop_gdf[column].unique()\n",
    "        print(f\"{column} = {', '.join(map(str, unique_values))}\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c09edf77-41db-4162-b77c-45ed40d7844c",
   "metadata": {},
   "source": [
    "---\n",
    "***AGRICULTURAL SUITABILITY APPLICATION FRAMEWORK***\n",
    "\n",
    "#### STEP 1: Understanding the suitability of each soil property\n",
    "***Parameters and Classes***\n",
    "\n",
    "|***Parameter*** |***Classes***|***Suitability***|\n",
    "|:-----|:----:|----:|\n",
    "|Depth |Deep |Suitable for most crops. |\n",
    "|Surface_te  |Loamy |Highly suitable.|\n",
    "| |Sandy |Moderately suitable.|\n",
    "|pH |Neutral |Highly suitable.|\n",
    "| |Slightly alkaline |Suitable.|\n",
    "| |Moderately alkaline |Marginally suitable.|\n",
    "| |Strongly alkaline |Unsuitable.|\n",
    "|Drainage |Well |Highly suitable.|\n",
    "| |Moderately well |Suitable.|\n",
    "| |Somewhat excessive |Marginally suitable.|\n",
    "|Slope |Level to nearly level |Highly suitable.|\n",
    "| |Very gently sloping |Suitable.|   \n",
    "\n",
    "#### STEP 2: Scoring system\n",
    "Assign scores (e.g., 0-3) based on the suitability level for each parameter:\n",
    "\n",
    "|***Suitability*** |***Score***|\n",
    "|:-----|:----:|\n",
    "|Highly Suitable |3 |\n",
    "|Suitable  |2 |\n",
    "|Marginally Suitable |1 |\n",
    "|Unsuitable |0 |\n",
    "\n",
    "### STEP 3: Compute final score and classify based on suitability\n",
    "    1. Calculate the total score by multiplying scores of each parameter the scores of each parameter.\n",
    "    2. Define thresholds for overall suitability based on the total score.\n",
    "    We fit the count to normal distribution and categorize the suitability based on total score as below\n",
    "        a. > (μ+𝜎)      ====> Highly suitable for agriculture.\n",
    "        b. (μ) to (μ+𝜎) ====> Suitable for agriculture.\n",
    "        c. (μ-𝜎) to (μ) ====> Marginally suitable; may need amendments.\n",
    "        d. < (μ-𝜎)      ====> Unsuitable for agriculture.\n",
    "      where, μ - mean,  𝜎 - standard deviation    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ded30f8e-fc69-494d-b8dd-3bd9cbd5bbd2",
   "metadata": {},
   "source": [
    "## Assign scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "cc3df03c-e5b1-4c86-9c7a-8b857e8e10fe",
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    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Depth</th>\n",
       "      <th>Surface_te</th>\n",
       "      <th>pH</th>\n",
       "      <th>Drainage</th>\n",
       "      <th>Slope</th>\n",
       "      <th>geometry</th>\n",
       "      <th>depth_score</th>\n",
       "      <th>surface_te_score</th>\n",
       "      <th>pH_score</th>\n",
       "      <th>drainage_score</th>\n",
       "      <th>slope_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Deep</td>\n",
       "      <td>Loamy</td>\n",
       "      <td>Slightly alkaline</td>\n",
       "      <td>Well</td>\n",
       "      <td>Level to nearly level</td>\n",
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       "      <td>Deep</td>\n",
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       "      <td>Level to nearly level</td>\n",
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       "      <td>3</td>\n",
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       "      <td>3</td>\n",
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       "      <th>2</th>\n",
       "      <td>Deep</td>\n",
       "      <td>Loamy</td>\n",
       "      <td>Slightly alkaline</td>\n",
       "      <td>Moderately well</td>\n",
       "      <td>Very gently sloping</td>\n",
       "      <td>MULTIPOLYGON (((3731220.97 4531162.026, 373122...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Deep</td>\n",
       "      <td>Loamy</td>\n",
       "      <td>Slightly alkaline</td>\n",
       "      <td>Moderately well</td>\n",
       "      <td>Very gently sloping</td>\n",
       "      <td>MULTIPOLYGON (((3715922.076 4528721.605, 37158...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Deep</td>\n",
       "      <td>Loamy</td>\n",
       "      <td>Moderately alkaline</td>\n",
       "      <td>Well</td>\n",
       "      <td>Level to nearly level</td>\n",
       "      <td>MULTIPOLYGON (((3702439.719 4528235.194, 37029...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
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      "text/plain": [
       "  Depth Surface_te                   pH         Drainage  \\\n",
       "0  Deep      Loamy    Slightly alkaline             Well   \n",
       "1  Deep      Loamy              Neutral             Well   \n",
       "2  Deep      Loamy    Slightly alkaline  Moderately well   \n",
       "3  Deep      Loamy    Slightly alkaline  Moderately well   \n",
       "4  Deep      Loamy  Moderately alkaline             Well   \n",
       "\n",
       "                   Slope                                           geometry  \\\n",
       "0  Level to nearly level  MULTIPOLYGON (((3734219.156 4537926.928, 37343...   \n",
       "1  Level to nearly level  MULTIPOLYGON (((3733766.495 4533437.457, 37336...   \n",
       "2    Very gently sloping  MULTIPOLYGON (((3731220.97 4531162.026, 373122...   \n",
       "3    Very gently sloping  MULTIPOLYGON (((3715922.076 4528721.605, 37158...   \n",
       "4  Level to nearly level  MULTIPOLYGON (((3702439.719 4528235.194, 37029...   \n",
       "\n",
       "   depth_score  surface_te_score  pH_score  drainage_score  slope_score  \n",
       "0            3                 3         2               3            3  \n",
       "1            3                 3         3               3            3  \n",
       "2            3                 3         2               2            2  \n",
       "3            3                 3         2               2            2  \n",
       "4            3                 3         1               3            3  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# Assuming soil_prop_gdf is already defined and populated\n",
    "\n",
    "# Define the scores based on the provided values\n",
    "scores = {\n",
    "    'Depth': {'Deep': 3},\n",
    "    'Surface_te': {'Loamy': 3, 'Sandy': 2},\n",
    "    'pH': {\n",
    "        'Neutral': 3, \n",
    "        'Slightly alkaline': 2, \n",
    "        'Moderately alkaline': 1, \n",
    "        'Strongly alkaline': 0\n",
    "    },\n",
    "    'Drainage': {\n",
    "        'Well': 3, \n",
    "        'Moderately well': 2, \n",
    "        'Somewhat excessive': 1\n",
    "    },\n",
    "    'Slope': {\n",
    "        'Level to nearly level': 3, \n",
    "        'Very gently sloping': 2\n",
    "    }\n",
    "}\n",
    "\n",
    "# Create new score columns in the GeoDataFrame and populate them\n",
    "soil_prop_gdf['depth_score'] = soil_prop_gdf['Depth'].map(scores['Depth'])\n",
    "soil_prop_gdf['surface_te_score'] = soil_prop_gdf['Surface_te'].map(scores['Surface_te'])\n",
    "soil_prop_gdf['pH_score'] = soil_prop_gdf['pH'].map(scores['pH'])\n",
    "soil_prop_gdf['drainage_score'] = soil_prop_gdf['Drainage'].map(scores['Drainage'])\n",
    "soil_prop_gdf['slope_score'] = soil_prop_gdf['Slope'].map(scores['Slope'])\n",
    "\n",
    "# Display the updated GeoDataFrame\n",
    "soil_prop_gdf.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "39b194cc-7917-4b78-b605-fff91fdc2ef0",
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>Depth</th>\n",
       "      <th>Surface_te</th>\n",
       "      <th>pH</th>\n",
       "      <th>Drainage</th>\n",
       "      <th>Slope</th>\n",
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       "      <th>depth_score</th>\n",
       "      <th>surface_te_score</th>\n",
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       "      <th>slope_score</th>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Deep</td>\n",
       "      <td>Loamy</td>\n",
       "      <td>Slightly alkaline</td>\n",
       "      <td>Well</td>\n",
       "      <td>Level to nearly level</td>\n",
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       "      <td>3</td>\n",
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       "      <th>1</th>\n",
       "      <td>Deep</td>\n",
       "      <td>Loamy</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>Well</td>\n",
       "      <td>Level to nearly level</td>\n",
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       "      <td>3</td>\n",
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       "      <th>2</th>\n",
       "      <td>Deep</td>\n",
       "      <td>Loamy</td>\n",
       "      <td>Slightly alkaline</td>\n",
       "      <td>Moderately well</td>\n",
       "      <td>Very gently sloping</td>\n",
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       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Deep</td>\n",
       "      <td>Loamy</td>\n",
       "      <td>Slightly alkaline</td>\n",
       "      <td>Moderately well</td>\n",
       "      <td>Very gently sloping</td>\n",
       "      <td>MULTIPOLYGON (((3715922.076 4528721.605, 37158...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Deep</td>\n",
       "      <td>Loamy</td>\n",
       "      <td>Moderately alkaline</td>\n",
       "      <td>Well</td>\n",
       "      <td>Level to nearly level</td>\n",
       "      <td>MULTIPOLYGON (((3702439.719 4528235.194, 37029...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Depth Surface_te                   pH         Drainage  \\\n",
       "0  Deep      Loamy    Slightly alkaline             Well   \n",
       "1  Deep      Loamy              Neutral             Well   \n",
       "2  Deep      Loamy    Slightly alkaline  Moderately well   \n",
       "3  Deep      Loamy    Slightly alkaline  Moderately well   \n",
       "4  Deep      Loamy  Moderately alkaline             Well   \n",
       "\n",
       "                   Slope                                           geometry  \\\n",
       "0  Level to nearly level  MULTIPOLYGON (((3734219.156 4537926.928, 37343...   \n",
       "1  Level to nearly level  MULTIPOLYGON (((3733766.495 4533437.457, 37336...   \n",
       "2    Very gently sloping  MULTIPOLYGON (((3731220.97 4531162.026, 373122...   \n",
       "3    Very gently sloping  MULTIPOLYGON (((3715922.076 4528721.605, 37158...   \n",
       "4  Level to nearly level  MULTIPOLYGON (((3702439.719 4528235.194, 37029...   \n",
       "\n",
       "   depth_score  surface_te_score  pH_score  drainage_score  slope_score  \\\n",
       "0            3                 3         2               3            3   \n",
       "1            3                 3         3               3            3   \n",
       "2            3                 3         2               2            2   \n",
       "3            3                 3         2               2            2   \n",
       "4            3                 3         1               3            3   \n",
       "\n",
       "   total_score  \n",
       "0          162  \n",
       "1          243  \n",
       "2           72  \n",
       "3           72  \n",
       "4           81  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# compute total score\n",
    "# Ensure the score fields exist in the GeoDataFrame\n",
    "required_scores = ['depth_score', 'surface_te_score', 'pH_score', 'drainage_score', 'slope_score']\n",
    "if all(col in soil_prop_gdf.columns for col in required_scores):\n",
    "    # Create the 'total_score' column by summing the score fields\n",
    "    soil_prop_gdf['total_score'] = (\n",
    "        soil_prop_gdf['depth_score'] *\n",
    "        soil_prop_gdf['surface_te_score'] *\n",
    "        soil_prop_gdf['pH_score'] *\n",
    "        soil_prop_gdf['drainage_score'] *\n",
    "        soil_prop_gdf['slope_score']\n",
    "    )\n",
    "else:\n",
    "    print(\"One or more score columns are missing in the GeoDataFrame.\")\n",
    "\n",
    "# Display the updated GeoDataFrame\n",
    "soil_prop_gdf.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "dd210df6-1459-47b2-8db7-0ef07d7dbe0b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#compute mean and std dev of total score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6c5f018a-4b4a-4a5a-9d6e-cb0b65fc3796",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean of Total Score: 80.71875\n",
      "Standard Deviation of Total Score: 63.22016541038254\n"
     ]
    }
   ],
   "source": [
    "# Calculate the mean of the total_score column\n",
    "mean_total_score = soil_prop_gdf['total_score'].mean()\n",
    "\n",
    "# Calculate the standard deviation of the total_score column\n",
    "std_total_score = soil_prop_gdf['total_score'].std()\n",
    "\n",
    "# Display the results\n",
    "print(f\"Mean of Total Score: {mean_total_score}\")\n",
    "print(f\"Standard Deviation of Total Score: {std_total_score}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "7bdbaf82-ee10-46a3-a5e3-540da82572ba",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "143.93891541038255 17.498584589617458\n"
     ]
    }
   ],
   "source": [
    "#sum is (μ+𝜎)\n",
    "sum = mean_total_score + std_total_score\n",
    "#diff is (μ-𝜎)\n",
    "diff= mean_total_score - std_total_score\n",
    "print(sum, diff)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "8d5324d8-4067-46d3-b8fe-84eb83d924ec",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Depth</th>\n",
       "      <th>Surface_te</th>\n",
       "      <th>pH</th>\n",
       "      <th>Drainage</th>\n",
       "      <th>Slope</th>\n",
       "      <th>geometry</th>\n",
       "      <th>depth_score</th>\n",
       "      <th>surface_te_score</th>\n",
       "      <th>pH_score</th>\n",
       "      <th>drainage_score</th>\n",
       "      <th>slope_score</th>\n",
       "      <th>total_score</th>\n",
       "      <th>suitability</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Deep</td>\n",
       "      <td>Loamy</td>\n",
       "      <td>Slightly alkaline</td>\n",
       "      <td>Well</td>\n",
       "      <td>Level to nearly level</td>\n",
       "      <td>MULTIPOLYGON (((3734219.156 4537926.928, 37343...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>162</td>\n",
       "      <td>Highly suitable for agriculture</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Deep</td>\n",
       "      <td>Loamy</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>Well</td>\n",
       "      <td>Level to nearly level</td>\n",
       "      <td>MULTIPOLYGON (((3733766.495 4533437.457, 37336...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>243</td>\n",
       "      <td>Highly suitable for agriculture</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Deep</td>\n",
       "      <td>Loamy</td>\n",
       "      <td>Slightly alkaline</td>\n",
       "      <td>Moderately well</td>\n",
       "      <td>Very gently sloping</td>\n",
       "      <td>MULTIPOLYGON (((3731220.97 4531162.026, 373122...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>72</td>\n",
       "      <td>Marginally suitable; may need amendments.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Deep</td>\n",
       "      <td>Loamy</td>\n",
       "      <td>Slightly alkaline</td>\n",
       "      <td>Moderately well</td>\n",
       "      <td>Very gently sloping</td>\n",
       "      <td>MULTIPOLYGON (((3715922.076 4528721.605, 37158...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>72</td>\n",
       "      <td>Marginally suitable; may need amendments.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Deep</td>\n",
       "      <td>Loamy</td>\n",
       "      <td>Moderately alkaline</td>\n",
       "      <td>Well</td>\n",
       "      <td>Level to nearly level</td>\n",
       "      <td>MULTIPOLYGON (((3702439.719 4528235.194, 37029...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>81</td>\n",
       "      <td>Moderately Suitable for agriculture.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Depth Surface_te                   pH         Drainage  \\\n",
       "0  Deep      Loamy    Slightly alkaline             Well   \n",
       "1  Deep      Loamy              Neutral             Well   \n",
       "2  Deep      Loamy    Slightly alkaline  Moderately well   \n",
       "3  Deep      Loamy    Slightly alkaline  Moderately well   \n",
       "4  Deep      Loamy  Moderately alkaline             Well   \n",
       "\n",
       "                   Slope                                           geometry  \\\n",
       "0  Level to nearly level  MULTIPOLYGON (((3734219.156 4537926.928, 37343...   \n",
       "1  Level to nearly level  MULTIPOLYGON (((3733766.495 4533437.457, 37336...   \n",
       "2    Very gently sloping  MULTIPOLYGON (((3731220.97 4531162.026, 373122...   \n",
       "3    Very gently sloping  MULTIPOLYGON (((3715922.076 4528721.605, 37158...   \n",
       "4  Level to nearly level  MULTIPOLYGON (((3702439.719 4528235.194, 37029...   \n",
       "\n",
       "   depth_score  surface_te_score  pH_score  drainage_score  slope_score  \\\n",
       "0            3                 3         2               3            3   \n",
       "1            3                 3         3               3            3   \n",
       "2            3                 3         2               2            2   \n",
       "3            3                 3         2               2            2   \n",
       "4            3                 3         1               3            3   \n",
       "\n",
       "   total_score                                suitability  \n",
       "0          162            Highly suitable for agriculture  \n",
       "1          243            Highly suitable for agriculture  \n",
       "2           72  Marginally suitable; may need amendments.  \n",
       "3           72  Marginally suitable; may need amendments.  \n",
       "4           81       Moderately Suitable for agriculture.  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# classify suitability\n",
    "# Define a function to classify suitability based on the total_score\n",
    "def classify_suitability(score):\n",
    "    if score >= sum:\n",
    "        return \"Highly suitable for agriculture\"\n",
    "    elif mean_total_score <= score <= sum:\n",
    "        return \"Moderately Suitable for agriculture.\"\n",
    "    elif diff <= score <= mean_total_score:\n",
    "        return \"Marginally suitable; may need amendments.\"\n",
    "    else:\n",
    "        return \"Unsuitable for agriculture\"\n",
    "\n",
    "# Create the 'suitability' column using the classify_suitability function\n",
    "soil_prop_gdf['suitability'] = soil_prop_gdf['total_score'].apply(classify_suitability)\n",
    "\n",
    "# Display the updated GeoDataFrame\n",
    "soil_prop_gdf.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "772dc285-df31-4410-86d3-2f4fd741ddc5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# to display in qgis and check save as geojson\n",
    "geojson_file = os.path.join(basepath, \"agri_suit.geojson\")\n",
    "soil_prop_gdf.to_file(geojson_file, driver=\"GeoJSON\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d60c55cf-a310-4503-87db-45d17178a3e8",
   "metadata": {},
   "source": [
    "## Visualize on leafmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "b15c7237-7bf2-4c5b-a5b9-6cf39f6052d4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unique values in suitability column: ['Highly suitable for agriculture'\n",
      " 'Marginally suitable; may need amendments.'\n",
      " 'Moderately Suitable for agriculture.' 'Unsuitable for agriculture']\n"
     ]
    },
    {
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       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
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       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
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       "                #map_8d9b477118bd887cb76d1219bd75b933 {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
       "                    top: 0.0%;\n",
       "                }\n",
       "                .leaflet-container { font-size: 1rem; }\n",
       "            &lt;/style&gt;\n",
       "        \n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet.fullscreen@3.0.0/Control.FullScreen.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet.fullscreen@3.0.0/Control.FullScreen.css&quot;/&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/gh/ljagis/leaflet-measure@2.1.7/dist/leaflet-measure.min.js&quot;&gt;&lt;/script&gt;\n",
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       "    &lt;script src=&quot;https://unpkg.com/leaflet-control-geocoder/dist/Control.Geocoder.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://unpkg.com/leaflet-control-geocoder/dist/Control.Geocoder.css&quot;/&gt;\n",
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       "                            text-align: left;\n",
       "                        }\n",
       "                        .foliumtooltip th{\n",
       "                            padding: 2px; padding-right: 8px;\n",
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       "                        .foliumpopup {\n",
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       "                            text-align: left;\n",
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       "                            padding: 2px; padding-right: 8px;\n",
       "                        }\n",
       "                    &lt;/style&gt;\n",
       "            \n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;\n",
       "    \n",
       "    \n",
       "&lt;div style=&quot;position: fixed;\n",
       "     top: 10px; left: 50%; transform: translate(-50%, 0);\n",
       "     z-index: 9999; font-size: 20px;\n",
       "     background-color: white; padding: 10px; border: 2px solid black; border-radius: 5px;&quot;&gt;\n",
       "     &lt;b&gt;Agricultural Suitability from Soil Properties in Sonipat District&lt;/b&gt;\n",
       "&lt;/div&gt;\n",
       "    \n",
       "&lt;div style=&quot;position: fixed;\n",
       "     bottom: 50px; right: 50px; width: 300px; height: 150px;\n",
       "     border:2px solid grey; z-index:9999; font-size:14px;\n",
       "     background-color: white; padding: 20px;&quot;&gt;\n",
       "     &lt;b&gt;Agricultural Suitability&lt;/b&gt;&lt;br&gt;\n",
       "     &lt;i style=&quot;background: green; width: 10px; height: 10px; display: inline-block;&quot;&gt;&lt;/i&gt; Highly suitable for agriculture.&lt;br&gt;\n",
       "     &lt;i style=&quot;background: blue; width: 10px; height: 10px; display: inline-block;&quot;&gt;&lt;/i&gt; Moderately Suitable for agriculture.&lt;br&gt;\n",
       "     &lt;i style=&quot;background: orange; width: 10px; height: 10px; display: inline-block;&quot;&gt;&lt;/i&gt; Marginally suitable; may need amendments.&lt;br&gt;\n",
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       "&lt;/div&gt;\n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_8d9b477118bd887cb76d1219bd75b933&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;\n",
       "    \n",
       "    \n",
       "            var map_8d9b477118bd887cb76d1219bd75b933 = L.map(\n",
       "                &quot;map_8d9b477118bd887cb76d1219bd75b933&quot;,\n",
       "                {\n",
       "                    center: [29.04137844314268, 76.85444072810019],\n",
       "                    crs: L.CRS.EPSG3857,\n",
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       "                    zoomControl: true,\n",
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       "                    drawControl: false,\n",
       "                    drawExport: false,\n",
       "                    layersControl: true,\n",
       "                }\n",
       "            );\n",
       "            L.control.scale().addTo(map_8d9b477118bd887cb76d1219bd75b933);\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_0399a0e6012646d760e5bf1185c74657 = L.tileLayer(\n",
       "                &quot;https://tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
       "                {&quot;attribution&quot;: &quot;\\u0026copy; \\u003ca href=\\&quot;https://www.openstreetmap.org/copyright\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e contributors&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 19, &quot;maxZoom&quot;: 24, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            );\n",
       "        \n",
       "    \n",
       "            tile_layer_0399a0e6012646d760e5bf1185c74657.addTo(map_8d9b477118bd887cb76d1219bd75b933);\n",
       "        \n",
       "    \n",
       "            L.control.fullscreen(\n",
       "                {&quot;forceSeparateButton&quot;: false, &quot;position&quot;: &quot;topleft&quot;, &quot;title&quot;: &quot;Full Screen&quot;, &quot;titleCancel&quot;: &quot;Exit Full Screen&quot;}\n",
       "            ).addTo(map_8d9b477118bd887cb76d1219bd75b933);\n",
       "        \n",
       "    \n",
       "            var measure_control_481c5b214b1a191856685d61caee9b78 = new L.Control.Measure(\n",
       "                {&quot;position&quot;: &quot;bottomleft&quot;, &quot;primaryAreaUnit&quot;: &quot;sqmeters&quot;, &quot;primaryLengthUnit&quot;: &quot;meters&quot;, &quot;secondaryAreaUnit&quot;: &quot;acres&quot;, &quot;secondaryLengthUnit&quot;: &quot;miles&quot;});\n",
       "            map_8d9b477118bd887cb76d1219bd75b933.addControl(measure_control_481c5b214b1a191856685d61caee9b78);\n",
       "\n",
       "            // Workaround for using this plugin with Leaflet&gt;=1.8.0\n",
       "            // https://github.com/ljagis/leaflet-measure/issues/171\n",
       "            L.Control.Measure.include({\n",
       "                _setCaptureMarkerIcon: function () {\n",
       "                    // disable autopan\n",
       "                    this._captureMarker.options.autoPanOnFocus = false;\n",
       "                    // default function\n",
       "                    this._captureMarker.setIcon(\n",
       "                        L.divIcon({\n",
       "                            iconSize: this._map.getSize().multiplyBy(2)\n",
       "                        })\n",
       "                    );\n",
       "                },\n",
       "            });\n",
       "\n",
       "        \n",
       "    \n",
       "\n",
       "            var geocoderOpts_geocoder_f5d2757345b1be027182b6e55fd9de87 = {&quot;collapsed&quot;: true, &quot;defaultMarkGeocode&quot;: true, &quot;position&quot;: &quot;topleft&quot;, &quot;provider&quot;: &quot;nominatim&quot;, &quot;providerOptions&quot;: {}, &quot;zoom&quot;: 11};\n",
       "\n",
       "            // note: geocoder name should start with lowercase\n",
       "            var geocoderName_geocoder_f5d2757345b1be027182b6e55fd9de87 = geocoderOpts_geocoder_f5d2757345b1be027182b6e55fd9de87[&quot;provider&quot;];\n",
       "\n",
       "            var customGeocoder_geocoder_f5d2757345b1be027182b6e55fd9de87 = L.Control.Geocoder[ geocoderName_geocoder_f5d2757345b1be027182b6e55fd9de87 ](\n",
       "                geocoderOpts_geocoder_f5d2757345b1be027182b6e55fd9de87[&#x27;providerOptions&#x27;]\n",
       "            );\n",
       "            geocoderOpts_geocoder_f5d2757345b1be027182b6e55fd9de87[&quot;geocoder&quot;] = customGeocoder_geocoder_f5d2757345b1be027182b6e55fd9de87;\n",
       "\n",
       "            L.Control.geocoder(\n",
       "                geocoderOpts_geocoder_f5d2757345b1be027182b6e55fd9de87\n",
       "            ).on(&#x27;markgeocode&#x27;, function(e) {\n",
       "                var zoom = geocoderOpts_geocoder_f5d2757345b1be027182b6e55fd9de87[&#x27;zoom&#x27;] || map_8d9b477118bd887cb76d1219bd75b933.getZoom();\n",
       "                map_8d9b477118bd887cb76d1219bd75b933.setView(e.geocode.center, zoom);\n",
       "            }).addTo(map_8d9b477118bd887cb76d1219bd75b933);\n",
       "\n",
       "        \n",
       "    \n",
       "            map_8d9b477118bd887cb76d1219bd75b933.fitBounds(\n",
       "                [[29.04137844314268, 76.85444072810019], [29.04137844314268, 76.85444072810019]],\n",
       "                {&quot;maxZoom&quot;: 5}\n",
       "            );\n",
       "        \n",
       "    \n",
       "            map_8d9b477118bd887cb76d1219bd75b933.fitBounds(\n",
       "                [[28.793541678837908, 76.47451853569142], [29.28921520744745, 77.23436292050896]],\n",
       "                {}\n",
       "            );\n",
       "        \n",
       "    \n",
       "        function geo_json_83517335787f170fe31c0a5a273086d4_styler(feature) {\n",
       "            switch(feature.id) {\n",
       "                case &quot;0&quot;: case &quot;1&quot;: case &quot;7&quot;: case &quot;8&quot;: \n",
       "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.6, &quot;weight&quot;: 1};\n",
       "                case &quot;2&quot;: case &quot;3&quot;: case &quot;6&quot;: case &quot;9&quot;: case &quot;10&quot;: case &quot;11&quot;: case &quot;12&quot;: case &quot;17&quot;: case &quot;18&quot;: case &quot;20&quot;: case &quot;22&quot;: case &quot;23&quot;: case &quot;25&quot;: case &quot;26&quot;: case &quot;27&quot;: case &quot;28&quot;: case &quot;29&quot;: case &quot;30&quot;: case &quot;31&quot;: \n",
       "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;orange&quot;, &quot;fillOpacity&quot;: 0.6, &quot;weight&quot;: 1};\n",
       "                case &quot;16&quot;: \n",
       "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.6, &quot;weight&quot;: 1};\n",
       "                default:\n",
       "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.6, &quot;weight&quot;: 1};\n",
       "            }\n",
       "        }\n",
       "\n",
       "        function geo_json_83517335787f170fe31c0a5a273086d4_onEachFeature(feature, layer) {\n",
       "            layer.on({\n",
       "            });\n",
       "        };\n",
       "        var geo_json_83517335787f170fe31c0a5a273086d4 = L.geoJson(null, {\n",
       "                onEachFeature: geo_json_83517335787f170fe31c0a5a273086d4_onEachFeature,\n",
       "            \n",
       "                style: geo_json_83517335787f170fe31c0a5a273086d4_styler,\n",
       "        });\n",
       "\n",
       "        function geo_json_83517335787f170fe31c0a5a273086d4_add (data) {\n",
       "            geo_json_83517335787f170fe31c0a5a273086d4\n",
       "                .addData(data);\n",
       "        }\n",
       "            geo_json_83517335787f170fe31c0a5a273086d4_add({&quot;crs&quot;: {&quot;properties&quot;: {&quot;name&quot;: &quot;urn:ogc:def:crs:OGC:1.3:CRS84&quot;}, &quot;type&quot;: &quot;name&quot;}, &quot;features&quot;: [{&quot;geometry&quot;: {&quot;coordinates&quot;: [[[[77.23045361480582, 28.921365531823454], [77.23149885268762, 28.920733677316072], [77.23235134262777, 28.91977352090477], [77.23288227192884, 28.918740101554704], [77.23275562600885, 28.917519294638474], [77.23297583760547, 28.91660062403334], [77.23323076931689, 28.915537088276004], [77.23365612539095, 28.91371649766881], [77.23386071921178, 28.913203403665666], [77.23406365205751, 28.912694473255524], [77.23435067628458, 28.91155527199332], [77.23435479237435, 28.911138799191676], [77.23436292050896, 28.910316539941967], [77.23421937683247, 28.909163127026705], [77.23370547096214, 28.9073669134848], [77.23365549149906, 28.907200703630792], [77.23290327324648, 28.904699118453227], [77.23272966570045, 28.904088577341426], [77.2325840953066, 28.903576634240263], [77.2324467022308, 28.90309344609621], [77.23228898417295, 28.902576178509907], [77.23239275577153, 28.902063430803807], [77.23268587936577, 28.901365128827674], [77.23121545150978, 28.899022418496553], [77.23025576931272, 28.895656251419187], [77.22997098865763, 28.89544079697889], [77.22897037546755, 28.894773527239437], [77.2279049218126, 28.894254075694363], [77.22786030394039, 28.894224320614818], [77.22757138999863, 28.89403164848485], [77.22749855509807, 28.893397336909263], [77.2274869058372, 28.893295883404093], [77.22737821045925, 28.892349246123295], [77.227322247167, 28.890723378596554], [77.22724757590144, 28.889246131883525], [77.22723694237064, 28.888345479651676], [77.22727605203195, 28.887890362928005], [77.22728786962738, 28.887752839074185], [77.2269004156038, 28.88704523287474], [77.22694944989121, 28.8842081050152], [77.22573637335469, 28.879651206672918], [77.22571749891512, 28.87957082386788], 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[77.1896781332409, 29.022541958207565], [77.1898011048805, 29.02203649963231]]], [[[77.18467833077685, 29.031638691270896], [77.18468138708539, 29.031637910247746], [77.18468259081241, 29.031639880323286], [77.18511377722736, 29.031531481835827], [77.18570913794538, 29.031120685938106], [77.18653516012377, 29.030263074990696], [77.18719734618932, 29.030041746591433], [77.18774655036198, 29.02995808572227], [77.1880187221068, 29.02991662449214], [77.18802897090582, 29.029915063561308], [77.18843907527992, 29.028791436784466], [77.18872621463632, 29.02822276483047], [77.18912122997882, 29.02771282259269], [77.18928496007929, 29.026634375045866], [77.1889766956466, 29.026061495102365], [77.18890471505017, 29.025795380413477], [77.18893409820797, 29.025286616380182], [77.18903188306174, 29.02359343490844], [77.18912902596344, 29.023393911142517], [77.18893891820593, 29.023395592845002], [77.18589661440298, 29.02342247486305], [77.18592227900862, 29.02566821841064], [77.18593004034119, 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       "\n",
       "        \n",
       "    \n",
       "    geo_json_83517335787f170fe31c0a5a273086d4.bindTooltip(\n",
       "    function(layer){\n",
       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
       "    \n",
       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
       "    let fields = [&quot;Depth&quot;, &quot;Surface_te&quot;, &quot;pH&quot;, &quot;Drainage&quot;, &quot;Slope&quot;, &quot;depth_score&quot;, &quot;surface_te_score&quot;, &quot;pH_score&quot;, &quot;drainage_score&quot;, &quot;slope_score&quot;, &quot;total_score&quot;, &quot;suitability&quot;];\n",
       "    let aliases = [&quot;Depth&quot;, &quot;Surface_te&quot;, &quot;Ph&quot;, &quot;Drainage&quot;, &quot;Slope&quot;, &quot;Depth_score&quot;, &quot;Surface_te_score&quot;, &quot;Ph_score&quot;, &quot;Drainage_score&quot;, &quot;Slope_score&quot;, &quot;Total_score&quot;, &quot;Suitability&quot;];\n",
       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
       "        String(\n",
       "        fields.map(\n",
       "        (v,i)=&gt;\n",
       "        `&lt;tr&gt;\n",
       "            &lt;th&gt;${aliases[i]}&lt;/th&gt;\n",
       "            \n",
       "            &lt;td&gt;${handleObject(layer.feature.properties[v])}&lt;/td&gt;\n",
       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
       "    +&#x27;&lt;/table&gt;&#x27;;\n",
       "    div.innerHTML=table;\n",
       "    \n",
       "    return div\n",
       "    }\n",
       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
       "                     \n",
       "    \n",
       "    geo_json_83517335787f170fe31c0a5a273086d4.bindPopup(\n",
       "    function(layer){\n",
       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
       "    \n",
       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
       "    let fields = [&quot;Depth&quot;, &quot;Surface_te&quot;, &quot;pH&quot;, &quot;Drainage&quot;, &quot;Slope&quot;, &quot;depth_score&quot;, &quot;surface_te_score&quot;, &quot;pH_score&quot;, &quot;drainage_score&quot;, &quot;slope_score&quot;, &quot;total_score&quot;, &quot;suitability&quot;];\n",
       "    let aliases = [&quot;Depth&quot;, &quot;Surface_te&quot;, &quot;Ph&quot;, &quot;Drainage&quot;, &quot;Slope&quot;, &quot;Depth_score&quot;, &quot;Surface_te_score&quot;, &quot;Ph_score&quot;, &quot;Drainage_score&quot;, &quot;Slope_score&quot;, &quot;Total_score&quot;, &quot;Suitability&quot;];\n",
       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
       "        String(\n",
       "        fields.map(\n",
       "        (v,i)=&gt;\n",
       "        `&lt;tr&gt;\n",
       "            &lt;th&gt;${aliases[i].toLocaleString()}&lt;/th&gt;\n",
       "            \n",
       "            &lt;td&gt;${handleObject(layer.feature.properties[v]).toLocaleString()}&lt;/td&gt;\n",
       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
       "    +&#x27;&lt;/table&gt;&#x27;;\n",
       "    div.innerHTML=table;\n",
       "    \n",
       "    return div\n",
       "    }\n",
       "    ,{&quot;className&quot;: &quot;foliumpopup&quot;});\n",
       "                     \n",
       "    \n",
       "            geo_json_83517335787f170fe31c0a5a273086d4.addTo(map_8d9b477118bd887cb76d1219bd75b933);\n",
       "        \n",
       "    \n",
       "            var layer_control_6990029fb7cda64af4ccb5ae6f286eff_layers = {\n",
       "                base_layers : {\n",
       "                    &quot;openstreetmap&quot; : tile_layer_0399a0e6012646d760e5bf1185c74657,\n",
       "                },\n",
       "                overlays :  {\n",
       "                    &quot;Agricultural Suitability&quot; : geo_json_83517335787f170fe31c0a5a273086d4,\n",
       "                },\n",
       "            };\n",
       "            let layer_control_6990029fb7cda64af4ccb5ae6f286eff = L.control.layers(\n",
       "                layer_control_6990029fb7cda64af4ccb5ae6f286eff_layers.base_layers,\n",
       "                layer_control_6990029fb7cda64af4ccb5ae6f286eff_layers.overlays,\n",
       "                {&quot;autoZIndex&quot;: true, &quot;collapsed&quot;: true, &quot;position&quot;: &quot;topright&quot;}\n",
       "            ).addTo(map_8d9b477118bd887cb76d1219bd75b933);\n",
       "\n",
       "        \n",
       "&lt;/script&gt;\n",
       "&lt;/html&gt;\" width=\"100%\" height=\"600\"style=\"border:none !important;\" \"allowfullscreen\" \"webkitallowfullscreen\" \"mozallowfullscreen\"></iframe>"
      ],
      "text/plain": [
       "<leafmap.foliumap.Map at 0x7fc3325df440>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import leafmap.foliumap as leafmap\n",
    "import folium\n",
    "import geopandas as gpd\n",
    "import os\n",
    "from IPython.display import display, HTML  # To display the map inline\n",
    "\n",
    "# Convert the GeoDataFrame to EPSG:4326\n",
    "soil_prop_gdf = soil_prop_gdf.to_crs(epsg=4326)\n",
    "\n",
    "# Check the unique values in the 'suitability' column to ensure correct matching\n",
    "print(\"Unique values in suitability column:\", soil_prop_gdf['suitability'].unique())\n",
    "\n",
    "# Define the path for the temporary GeoJSON file\n",
    "geojson_file = \"temp_soil_prop_gdf.geojson\"\n",
    "\n",
    "# Save the GeoDataFrame as a GeoJSON file\n",
    "soil_prop_gdf.to_file(geojson_file, driver=\"GeoJSON\")\n",
    "\n",
    "# Define a color mapping for each suitability class, ensuring exact matching with GeoDataFrame values\n",
    "color_map = {\n",
    "    \"Highly suitable for agriculture\": \"green\",\n",
    "    \"Moderately Suitable for agriculture.\": \"blue\",\n",
    "    \"Marginally suitable; may need amendments.\": \"orange\",\n",
    "    \"Unsuitable for agriculture\": \"red\"\n",
    "}\n",
    "\n",
    "# Function to determine color based on the suitability class\n",
    "def get_color(feature):\n",
    "    suitability = feature['properties']['suitability']\n",
    "    # Match the color based on the exact suitability string\n",
    "    color = color_map.get(suitability, \"gray\")  # Default to gray if not found\n",
    "    return {\n",
    "        'fillColor': color,\n",
    "        'color': 'black',\n",
    "        'weight': 1,\n",
    "        'fillOpacity': 0.6\n",
    "    }\n",
    "\n",
    "# Calculate the bounds of the GeoDataFrame to set the initial view\n",
    "bounds = soil_prop_gdf.total_bounds  # [minx, miny, maxx, maxy]\n",
    "map_center = [(bounds[1] + bounds[3]) / 2, (bounds[0] + bounds[2]) / 2]\n",
    "\n",
    "# Create a folium map centered on the data and fit bounds\n",
    "m = leafmap.Map(center=map_center, zoom=5, draw_control=False)\n",
    "m.fit_bounds([[bounds[1], bounds[0]], [bounds[3], bounds[2]]])\n",
    "\n",
    "# Add the GeoJSON to the map with proper styling and popups, and name the layer\n",
    "geo_json_layer = folium.GeoJson(\n",
    "    geojson_file,\n",
    "    name=\"Agricultural Suitability\",\n",
    "    style_function=get_color,\n",
    "    tooltip=folium.GeoJsonTooltip(\n",
    "        fields=[col for col in soil_prop_gdf.columns if col != 'geometry'],\n",
    "        aliases=[col.capitalize() for col in soil_prop_gdf.columns if col != 'geometry']\n",
    "    )\n",
    ")\n",
    "\n",
    "# Disable the default rectangle drawing interaction when clicking on features\n",
    "geo_json_layer.add_child(\n",
    "    folium.features.GeoJsonPopup(\n",
    "        fields=[col for col in soil_prop_gdf.columns if col != 'geometry'],\n",
    "        aliases=[col.capitalize() for col in soil_prop_gdf.columns if col != 'geometry']\n",
    "    )\n",
    ")\n",
    "\n",
    "# Add GeoJSON layer to the map without the unwanted drawing effect\n",
    "geo_json_layer.add_to(m)\n",
    "\n",
    "# Add a styled title to the top middle of the map\n",
    "title_html = '''\n",
    "<div style=\"position: fixed;\n",
    "     top: 10px; left: 50%; transform: translate(-50%, 0);\n",
    "     z-index: 9999; font-size: 20px;\n",
    "     background-color: white; padding: 10px; border: 2px solid black; border-radius: 5px;\">\n",
    "     <b>Agricultural Suitability from Soil Properties in Sonipat District</b>\n",
    "</div>\n",
    "'''\n",
    "m.get_root().html.add_child(folium.Element(title_html))\n",
    "\n",
    "# Add a custom legend for the symbology positioned at the bottom right corner\n",
    "legend_html = \"\"\"\n",
    "<div style=\"position: fixed;\n",
    "     bottom: 50px; right: 50px; width: 300px; height: 150px;\n",
    "     border:2px solid grey; z-index:9999; font-size:14px;\n",
    "     background-color: white; padding: 20px;\">\n",
    "     <b>Agricultural Suitability</b><br>\n",
    "     <i style=\"background: green; width: 10px; height: 10px; display: inline-block;\"></i> Highly suitable for agriculture.<br>\n",
    "     <i style=\"background: blue; width: 10px; height: 10px; display: inline-block;\"></i> Moderately Suitable for agriculture.<br>\n",
    "     <i style=\"background: orange; width: 10px; height: 10px; display: inline-block;\"></i> Marginally suitable; may need amendments.<br>\n",
    "     <i style=\"background: red; width: 10px; height: 10px; display: inline-block;\"></i> Unsuitable for agriculture.<br>\n",
    "</div>\n",
    "\"\"\"\n",
    "m.get_root().html.add_child(folium.Element(legend_html))\n",
    "\n",
    "# Display the map inline in Colab\n",
    "m\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9ad6ca90-8c59-4a1e-b2ef-d646cad232d8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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