diff --git a/data/notebooks/Lab/Updates_in_stored_procedures_LG_v2_0_09_23.ipynb b/data/notebooks/Lab/Updates_in_stored_procedures_LG_v2_0_09_23.ipynb
index 29cd959ca5..035d763a1e 100644
--- a/data/notebooks/Lab/Updates_in_stored_procedures_LG_v2_0_09_23.ipynb
+++ b/data/notebooks/Lab/Updates_in_stored_procedures_LG_v2_0_09_23.ipynb
@@ -80,7 +80,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 4,
    "id": "ec6f1dba",
    "metadata": {},
    "outputs": [],
@@ -94,7 +94,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 5,
    "id": "a1fcf162",
    "metadata": {},
    "outputs": [],
@@ -129,7 +129,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 6,
    "id": "bc136206",
    "metadata": {},
    "outputs": [],
@@ -145,7 +145,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 7,
    "id": "1f72adc5",
    "metadata": {},
    "outputs": [],
@@ -365,7 +365,86 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 13,
+   "id": "e16128ce",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "## Write query for new GHG emissions farm indicator\n",
+    "\n",
+    "SQL_GET_H3_TABLE_COLUMN_FOR_MATERIAL_INDICATORS = \"\"\"\n",
+    "CREATE OR REPLACE FUNCTION get_h3_table_column_for_material_indicators(nameCode text, \n",
+    "materialId uuid)\n",
+    "RETURNS TABLE (h3_table_name varchar, h3_column_name varchar, h3_resolution int) AS\n",
+    "$$\n",
+    "    SELECT h3_data.\"h3tableName\", h3_data.\"h3columnName\", h3_data.\"h3resolution\"\n",
+    "    FROM h3_data\n",
+    "        INNER JOIN \"material_indicator_to_h3\" mith ON mith.\"h3DataId\" = h3_data.\"id\"\n",
+    "        INNER JOIN \"indicator\" i ON i.\"id\" = mith.\"indicatorId\"\n",
+    "    WHERE i.\"nameCode\" = nameCode \n",
+    "    AND mith.\"materialId\" = materialId\n",
+    "    LIMIT 1;\n",
+    "$$\n",
+    "LANGUAGE SQL;\n",
+    "\"\"\"\n",
+    "\n",
+    "## UPDATED DEFORESTATION, CLIMATE RISK FORMULAS/CARBON, NATURAL CONVERSION:\n",
+    "## This query is also used for the TARGET INDICATORS:\n",
+    "##UNSUSTAINABLE WATER USE AND NUTRIENT LOAD REDUCTION\n",
+    "SQL_GET_ANNUAL_COMMODITY_WEIGHTED_MATERIAL_IMPACT_OVER_GEO_REGION = (\n",
+    "    SQL_GET_H3_TABLE_COLUMN_FOR_MATERIAL_INDICATORS\n",
+    "    + SQL_GET_H3_TABLE_COLUMN_FOR_MATERIAL\n",
+    "    + \"\"\"\n",
+    "CREATE OR REPLACE FUNCTION get_annual_commodity_weighted_material_impact_over_georegion(\n",
+    "    geo_region_id uuid,\n",
+    "    nameCode text,\n",
+    "    material_id uuid,\n",
+    "    h3_data_type material_to_h3_type_enum\n",
+    ")\n",
+    "RETURNS float AS\n",
+    "$$\n",
+    "    DECLARE\n",
+    "        h3_resolution integer;\n",
+    "        indicator_h3_table_name varchar;\n",
+    "        indicator_h3_column_name varchar;\n",
+    "        h3_indicator_resolution varchar;\n",
+    "        material_h3_table_name varchar;\n",
+    "        material_h3_column_name varchar;\n",
+    "        sum float;\n",
+    "    BEGIN\n",
+    "    \n",
+    "        -- Get h3data table name, column for material indicator\n",
+    "        SELECT * INTO indicator_h3_table_name, indicator_h3_column_name, h3_indicator_resolution\n",
+    "        FROM get_h3_table_column_for_material_indicators(nameCode, material_id);\n",
+    "        \n",
+    "        -- Get h3data table name, column and resolution for the material production\n",
+    "        SELECT * INTO material_h3_table_name, material_h3_column_name, h3_resolution\n",
+    "        FROM get_h3_table_column_for_material(material_id, h3_data_type);\n",
+    "        \n",
+    "        -- Sum commodity weighted impact values\n",
+    "        EXECUTE format(\n",
+    "            'SELECT sum(h3ind.%I * h3prod.%I )\n",
+    "                FROM\n",
+    "                    get_h3_uncompact_geo_region($1, $2) geo_region\n",
+    "                INNER JOIN %I h3ind ON h3ind.h3index = geo_region.h3index\n",
+    "                INNER JOIN %I h3prod ON h3ind.h3index = h3prod.h3index;\n",
+    "            ', indicator_h3_column_name,\n",
+    "            material_h3_column_name,\n",
+    "            indicator_h3_table_name,\n",
+    "            material_h3_table_name)\n",
+    "            USING geo_region_id, h3_resolution\n",
+    "            INTO sum;\n",
+    "        RETURN sum;\n",
+    "    END;\n",
+    "$$\n",
+    "LANGUAGE plpgsql;\n",
+    "\"\"\"\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
    "id": "0235fafe",
    "metadata": {},
    "outputs": [
@@ -373,7 +452,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/tmp/ipykernel_35166/4203819147.py:1: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n",
+      "/tmp/ipykernel_17293/4203819147.py:1: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n",
       "  pd.read_sql_query(\"\"\"SELECT * FROM indicator\"\"\", conn)\n"
      ]
     },
@@ -411,6 +490,17 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
+       "      <td>936d0a9f-fe48-42b4-9433-63282d4dada5</td>\n",
+       "      <td>Deforestation footprint (sLUC)</td>\n",
+       "      <td>Deforestation footprint (sLUC)</td>\n",
+       "      <td>DF_SLUC</td>\n",
+       "      <td>The deforestation footprint (sLUC) indicator q...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>{'name': 'Deforestation footprint (sLUC)', 'un...</td>\n",
+       "      <td>6970f9b8-eba0-4fee-b6ee-2723ce6604d4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
        "      <td>157b5f22-916b-4981-84c7-f6607ec65445</td>\n",
        "      <td>GHG emissions from deforestation (sLUC)</td>\n",
        "      <td>GHGs (deforestation, sLUC)</td>\n",
@@ -421,7 +511,18 @@
        "      <td>a0e8110c-fbde-4c8c-ac19-f0f69078b96b</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
+       "      <th>2</th>\n",
+       "      <td>3a718205-10c1-4e11-81b3-cb8965e378c7</td>\n",
+       "      <td>Biodiversity importance of natural ecosystems ...</td>\n",
+       "      <td>Forest landscape integrity loss</td>\n",
+       "      <td>FLIL</td>\n",
+       "      <td>The biodiversity importance of natural ecosyst...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>{'name': 'Biodiversity importance of natural e...</td>\n",
+       "      <td>1129394b-6baa-41dd-9409-80d808dbc32e</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
        "      <td>1994e7bf-5442-4061-ba48-6320574263ad</td>\n",
        "      <td>GHG emissions from farm management</td>\n",
        "      <td>GHGs (farm management)</td>\n",
@@ -432,18 +533,18 @@
        "      <td>a0e8110c-fbde-4c8c-ac19-f0f69078b96b</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>9c2124c7-5df0-40d5-962e-d35480d48cd3</td>\n",
-       "      <td>Surface or groundwater use</td>\n",
-       "      <td>Water use</td>\n",
-       "      <td>WU</td>\n",
-       "      <td>The surface or groundwater use indicator estim...</td>\n",
+       "      <th>4</th>\n",
+       "      <td>5c595ac7-f144-485f-9f32-601f6faae9fe</td>\n",
+       "      <td>Land use footprint for production</td>\n",
+       "      <td>Land footprint</td>\n",
+       "      <td>LF</td>\n",
+       "      <td>The land use footprint for production indicato...</td>\n",
        "      <td>active</td>\n",
-       "      <td>{'name': 'Surface or groundwater use', 'units'...</td>\n",
-       "      <td>9c0da38a-6371-4c79-879b-218fc39c4700</td>\n",
+       "      <td>{'name': 'Land use footprint for production', ...</td>\n",
+       "      <td>6970f9b8-eba0-4fee-b6ee-2723ce6604d4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
+       "      <th>5</th>\n",
        "      <td>ffdd6f19-6737-4a10-9d36-5243d3f14b45</td>\n",
        "      <td>Excess surface or groundwater use</td>\n",
        "      <td>Unsustainable water use</td>\n",
@@ -454,18 +555,7 @@
        "      <td>9c0da38a-6371-4c79-879b-218fc39c4700</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>3a718205-10c1-4e11-81b3-cb8965e378c7</td>\n",
-       "      <td>Biodiversity importance of natural ecosystems ...</td>\n",
-       "      <td>Forest landscape integrity loss</td>\n",
-       "      <td>FLIL</td>\n",
-       "      <td>The biodiversity importance of natural ecosyst...</td>\n",
-       "      <td>active</td>\n",
-       "      <td>{'name': 'Biodiversity importance of natural e...</td>\n",
-       "      <td>1129394b-6baa-41dd-9409-80d808dbc32e</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
+       "      <th>6</th>\n",
        "      <td>a39394be-ad57-41bc-9c2c-be0949ec6193</td>\n",
        "      <td>Excess freshwater nutrient load assimilation v...</td>\n",
        "      <td>Excess nutrient load</td>\n",
@@ -476,29 +566,29 @@
        "      <td>9c0da38a-6371-4c79-879b-218fc39c4700</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>936d0a9f-fe48-42b4-9433-63282d4dada5</td>\n",
-       "      <td>Deforestation footprint (sLUC)</td>\n",
-       "      <td>Deforestation footprint (sLUC)</td>\n",
-       "      <td>DF_SLUC</td>\n",
-       "      <td>The deforestation footprint (sLUC) indicator q...</td>\n",
+       "      <th>7</th>\n",
+       "      <td>5c133ba4-da24-46db-9c6c-ece7520f01b0</td>\n",
+       "      <td>Cropland expansion in natural ecosystems</td>\n",
+       "      <td>Net cropland expansion</td>\n",
+       "      <td>NCE</td>\n",
+       "      <td>The annual average area of cropland expansion ...</td>\n",
        "      <td>active</td>\n",
-       "      <td>{'name': 'Deforestation footprint (sLUC)', 'un...</td>\n",
+       "      <td>{'name': 'Cropland expansion in natural ecosys...</td>\n",
        "      <td>6970f9b8-eba0-4fee-b6ee-2723ce6604d4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>5c595ac7-f144-485f-9f32-601f6faae9fe</td>\n",
-       "      <td>Land use footprint for production</td>\n",
-       "      <td>Land footprint</td>\n",
-       "      <td>LF</td>\n",
-       "      <td>The land use footprint for production indicato...</td>\n",
+       "      <th>8</th>\n",
+       "      <td>9c2124c7-5df0-40d5-962e-d35480d48cd3</td>\n",
+       "      <td>Surface or groundwater use</td>\n",
+       "      <td>Water use</td>\n",
+       "      <td>WU</td>\n",
+       "      <td>The surface or groundwater use indicator estim...</td>\n",
        "      <td>active</td>\n",
-       "      <td>{'name': 'Land use footprint for production', ...</td>\n",
-       "      <td>6970f9b8-eba0-4fee-b6ee-2723ce6604d4</td>\n",
+       "      <td>{'name': 'Surface or groundwater use', 'units'...</td>\n",
+       "      <td>9c0da38a-6371-4c79-879b-218fc39c4700</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8</th>\n",
+       "      <th>9</th>\n",
        "      <td>d5f945c9-8636-45a2-a7c9-67a1dc8e687a</td>\n",
        "      <td>Freshwater nutrient load assimilation volume</td>\n",
        "      <td>Nutrient load</td>\n",
@@ -508,96 +598,85 @@
        "      <td>{'name': 'Freshwater nutrient load assimilatio...</td>\n",
        "      <td>9c0da38a-6371-4c79-879b-218fc39c4700</td>\n",
        "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>5c133ba4-da24-46db-9c6c-ece7520f01b0</td>\n",
-       "      <td>Cropland expansion in natural ecosystems</td>\n",
-       "      <td>Net cropland expansion</td>\n",
-       "      <td>NCE</td>\n",
-       "      <td>The annual average area of cropland expansion ...</td>\n",
-       "      <td>active</td>\n",
-       "      <td>{'name': 'Cropland expansion in natural ecosys...</td>\n",
-       "      <td>6970f9b8-eba0-4fee-b6ee-2723ce6604d4</td>\n",
-       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "                                     id  \\\n",
-       "0  157b5f22-916b-4981-84c7-f6607ec65445   \n",
-       "1  1994e7bf-5442-4061-ba48-6320574263ad   \n",
-       "2  9c2124c7-5df0-40d5-962e-d35480d48cd3   \n",
-       "3  ffdd6f19-6737-4a10-9d36-5243d3f14b45   \n",
-       "4  3a718205-10c1-4e11-81b3-cb8965e378c7   \n",
-       "5  a39394be-ad57-41bc-9c2c-be0949ec6193   \n",
-       "6  936d0a9f-fe48-42b4-9433-63282d4dada5   \n",
-       "7  5c595ac7-f144-485f-9f32-601f6faae9fe   \n",
-       "8  d5f945c9-8636-45a2-a7c9-67a1dc8e687a   \n",
-       "9  5c133ba4-da24-46db-9c6c-ece7520f01b0   \n",
+       "0  936d0a9f-fe48-42b4-9433-63282d4dada5   \n",
+       "1  157b5f22-916b-4981-84c7-f6607ec65445   \n",
+       "2  3a718205-10c1-4e11-81b3-cb8965e378c7   \n",
+       "3  1994e7bf-5442-4061-ba48-6320574263ad   \n",
+       "4  5c595ac7-f144-485f-9f32-601f6faae9fe   \n",
+       "5  ffdd6f19-6737-4a10-9d36-5243d3f14b45   \n",
+       "6  a39394be-ad57-41bc-9c2c-be0949ec6193   \n",
+       "7  5c133ba4-da24-46db-9c6c-ece7520f01b0   \n",
+       "8  9c2124c7-5df0-40d5-962e-d35480d48cd3   \n",
+       "9  d5f945c9-8636-45a2-a7c9-67a1dc8e687a   \n",
        "\n",
        "                                                name  \\\n",
-       "0            GHG emissions from deforestation (sLUC)   \n",
-       "1                 GHG emissions from farm management   \n",
-       "2                         Surface or groundwater use   \n",
-       "3                  Excess surface or groundwater use   \n",
-       "4  Biodiversity importance of natural ecosystems ...   \n",
-       "5  Excess freshwater nutrient load assimilation v...   \n",
-       "6                     Deforestation footprint (sLUC)   \n",
-       "7                  Land use footprint for production   \n",
-       "8       Freshwater nutrient load assimilation volume   \n",
-       "9           Cropland expansion in natural ecosystems   \n",
+       "0                     Deforestation footprint (sLUC)   \n",
+       "1            GHG emissions from deforestation (sLUC)   \n",
+       "2  Biodiversity importance of natural ecosystems ...   \n",
+       "3                 GHG emissions from farm management   \n",
+       "4                  Land use footprint for production   \n",
+       "5                  Excess surface or groundwater use   \n",
+       "6  Excess freshwater nutrient load assimilation v...   \n",
+       "7           Cropland expansion in natural ecosystems   \n",
+       "8                         Surface or groundwater use   \n",
+       "9       Freshwater nutrient load assimilation volume   \n",
        "\n",
        "                         shortName      nameCode  \\\n",
-       "0       GHGs (deforestation, sLUC)  GHG_DEF_SLUC   \n",
-       "1           GHGs (farm management)      GHG_FARM   \n",
-       "2                        Water use            WU   \n",
-       "3          Unsustainable water use           UWU   \n",
-       "4  Forest landscape integrity loss          FLIL   \n",
-       "5             Excess nutrient load           ENL   \n",
-       "6   Deforestation footprint (sLUC)       DF_SLUC   \n",
-       "7                   Land footprint            LF   \n",
-       "8                    Nutrient load            NL   \n",
-       "9           Net cropland expansion           NCE   \n",
+       "0   Deforestation footprint (sLUC)       DF_SLUC   \n",
+       "1       GHGs (deforestation, sLUC)  GHG_DEF_SLUC   \n",
+       "2  Forest landscape integrity loss          FLIL   \n",
+       "3           GHGs (farm management)      GHG_FARM   \n",
+       "4                   Land footprint            LF   \n",
+       "5          Unsustainable water use           UWU   \n",
+       "6             Excess nutrient load           ENL   \n",
+       "7           Net cropland expansion           NCE   \n",
+       "8                        Water use            WU   \n",
+       "9                    Nutrient load            NL   \n",
        "\n",
        "                                         description    status  \\\n",
-       "0  The GHG emissions from deforestation (sLUC) in...    active   \n",
-       "1  The GHG emissions from farm management indicat...  inactive   \n",
-       "2  The surface or groundwater use indicator estim...    active   \n",
-       "3  The excess surface or groundwater use indicato...    active   \n",
-       "4  The biodiversity importance of natural ecosyst...    active   \n",
-       "5  The excess freshwater nutrient load assimilati...    active   \n",
-       "6  The deforestation footprint (sLUC) indicator q...    active   \n",
-       "7  The land use footprint for production indicato...    active   \n",
-       "8  The freshwater nutrient load assimilation volu...    active   \n",
-       "9  The annual average area of cropland expansion ...    active   \n",
+       "0  The deforestation footprint (sLUC) indicator q...    active   \n",
+       "1  The GHG emissions from deforestation (sLUC) in...    active   \n",
+       "2  The biodiversity importance of natural ecosyst...    active   \n",
+       "3  The GHG emissions from farm management indicat...  inactive   \n",
+       "4  The land use footprint for production indicato...    active   \n",
+       "5  The excess surface or groundwater use indicato...    active   \n",
+       "6  The excess freshwater nutrient load assimilati...    active   \n",
+       "7  The annual average area of cropland expansion ...    active   \n",
+       "8  The surface or groundwater use indicator estim...    active   \n",
+       "9  The freshwater nutrient load assimilation volu...    active   \n",
        "\n",
        "                                            metadata  \\\n",
-       "0  {'name': 'GHG emissions from deforestation (sL...   \n",
-       "1  {'name': 'GHG emissions from farm management',...   \n",
-       "2  {'name': 'Surface or groundwater use', 'units'...   \n",
-       "3  {'name': 'Excess surface or groundwater use', ...   \n",
-       "4  {'name': 'Biodiversity importance of natural e...   \n",
-       "5  {'name': 'Excess freshwater nutrient load assi...   \n",
-       "6  {'name': 'Deforestation footprint (sLUC)', 'un...   \n",
-       "7  {'name': 'Land use footprint for production', ...   \n",
-       "8  {'name': 'Freshwater nutrient load assimilatio...   \n",
-       "9  {'name': 'Cropland expansion in natural ecosys...   \n",
+       "0  {'name': 'Deforestation footprint (sLUC)', 'un...   \n",
+       "1  {'name': 'GHG emissions from deforestation (sL...   \n",
+       "2  {'name': 'Biodiversity importance of natural e...   \n",
+       "3  {'name': 'GHG emissions from farm management',...   \n",
+       "4  {'name': 'Land use footprint for production', ...   \n",
+       "5  {'name': 'Excess surface or groundwater use', ...   \n",
+       "6  {'name': 'Excess freshwater nutrient load assi...   \n",
+       "7  {'name': 'Cropland expansion in natural ecosys...   \n",
+       "8  {'name': 'Surface or groundwater use', 'units'...   \n",
+       "9  {'name': 'Freshwater nutrient load assimilatio...   \n",
        "\n",
        "                                 unitId  \n",
-       "0  a0e8110c-fbde-4c8c-ac19-f0f69078b96b  \n",
+       "0  6970f9b8-eba0-4fee-b6ee-2723ce6604d4  \n",
        "1  a0e8110c-fbde-4c8c-ac19-f0f69078b96b  \n",
-       "2  9c0da38a-6371-4c79-879b-218fc39c4700  \n",
-       "3  9c0da38a-6371-4c79-879b-218fc39c4700  \n",
-       "4  1129394b-6baa-41dd-9409-80d808dbc32e  \n",
+       "2  1129394b-6baa-41dd-9409-80d808dbc32e  \n",
+       "3  a0e8110c-fbde-4c8c-ac19-f0f69078b96b  \n",
+       "4  6970f9b8-eba0-4fee-b6ee-2723ce6604d4  \n",
        "5  9c0da38a-6371-4c79-879b-218fc39c4700  \n",
-       "6  6970f9b8-eba0-4fee-b6ee-2723ce6604d4  \n",
+       "6  9c0da38a-6371-4c79-879b-218fc39c4700  \n",
        "7  6970f9b8-eba0-4fee-b6ee-2723ce6604d4  \n",
        "8  9c0da38a-6371-4c79-879b-218fc39c4700  \n",
-       "9  6970f9b8-eba0-4fee-b6ee-2723ce6604d4  "
+       "9  9c0da38a-6371-4c79-879b-218fc39c4700  "
       ]
      },
-     "execution_count": 5,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -608,7 +687,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 16,
    "id": "d189912f",
    "metadata": {},
    "outputs": [
@@ -616,8 +695,8 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/tmp/ipykernel_35166/981770809.py:1: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n",
-      "  sourcing_records = pd.read_sql_query(\"\"\"\n"
+      "/tmp/ipykernel_17293/2847287075.py:1: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n",
+      "  sourcing_records = pd.read_sql_query( SQL_GET_ANNUAL_COMMODITY_WEIGHTED_MATERIAL_IMPACT_OVER_GEO_REGION +\n"
      ]
     },
     {
@@ -658,8 +737,8 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>efee8975-84fb-4aec-94e7-938da662f17d</td>\n",
-       "      <td>3234.0</td>\n",
+       "      <td>cd61b61e-bed0-47a7-8ae4-b129a3929c2f</td>\n",
+       "      <td>1101.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -673,8 +752,8 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>5c830838-d035-437d-859d-5d8a34399bc4</td>\n",
-       "      <td>4328.0</td>\n",
+       "      <td>cc9c4e0c-3bdb-4bc0-8c21-7841f2879819</td>\n",
+       "      <td>7298.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -688,8 +767,8 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>f8887f90-f675-42bb-b0be-f176c0358862</td>\n",
-       "      <td>2260.0</td>\n",
+       "      <td>ced1f2ce-76ce-43af-b31d-61a34d3cc04c</td>\n",
+       "      <td>7807.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -703,8 +782,8 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>aa7416c7-3f6a-4da3-a2ac-11e7faef960c</td>\n",
-       "      <td>2191.0</td>\n",
+       "      <td>732104e5-65df-4635-8581-4e601bf3618c</td>\n",
+       "      <td>9480.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -718,8 +797,8 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>530bf195-a3db-42c0-a3f4-a0a7d490cb3f</td>\n",
-       "      <td>2344.0</td>\n",
+       "      <td>7085e20c-6351-48e7-bb36-3c54303d105d</td>\n",
+       "      <td>2696.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -737,11 +816,11 @@
       ],
       "text/plain": [
        "                                     id  tonnage  production  harvest  \\\n",
-       "0  efee8975-84fb-4aec-94e7-938da662f17d   3234.0         0.0      0.0   \n",
-       "1  5c830838-d035-437d-859d-5d8a34399bc4   4328.0         0.0      0.0   \n",
-       "2  f8887f90-f675-42bb-b0be-f176c0358862   2260.0         0.0      0.0   \n",
-       "3  aa7416c7-3f6a-4da3-a2ac-11e7faef960c   2191.0         0.0      0.0   \n",
-       "4  530bf195-a3db-42c0-a3f4-a0a7d490cb3f   2344.0         0.0      0.0   \n",
+       "0  cd61b61e-bed0-47a7-8ae4-b129a3929c2f   1101.0         0.0      0.0   \n",
+       "1  cc9c4e0c-3bdb-4bc0-8c21-7841f2879819   7298.0         0.0      0.0   \n",
+       "2  ced1f2ce-76ce-43af-b31d-61a34d3cc04c   7807.0         0.0      0.0   \n",
+       "3  732104e5-65df-4635-8581-4e601bf3618c   9480.0         0.0      0.0   \n",
+       "4  7085e20c-6351-48e7-bb36-3c54303d105d   2696.0         0.0      0.0   \n",
        "\n",
        "   raw_def_footprint_per_tonne_annual  \\\n",
        "0                                 0.0   \n",
@@ -779,14 +858,15 @@
        "4                       0.0  "
       ]
      },
-     "execution_count": 6,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "sourcing_records = pd.read_sql_query(\n",
-    "    \"\"\"\n",
+    "    SQL_GET_ANNUAL_COMMODITY_WEIGHTED_MATERIAL_IMPACT_OVER_GEO_REGION\n",
+    "    + \"\"\"\n",
     "    SELECT \n",
     "        sr.id,\n",
     "        sr.tonnage,\n",
@@ -800,6 +880,7 @@
     "        sl.raw_uwu_per_tonne_annual,\n",
     "        sl.raw_nutrient_load,\n",
     "        sl.raw_enl_per_tonne_annual\n",
+    "        --sl.raw_ghg_emissions_farm_per_tonne_annual\n",
     "    FROM \n",
     "        sourcing_records sr\n",
     "    INNER JOIN\n",
@@ -838,6 +919,9 @@
     "            get_indicator_coefficient_impact(\n",
     "                'NL', \"adminRegionId\", \"materialId\"\n",
     "            ) raw_nutrient_load\n",
+    "            --get_annual_commodity_weighted_material_impact_over_georegion(\n",
+    "            --    \"geoRegionId\",'GHG_FARM', \"materialId\", 'producer'\n",
+    "            --) raw_ghg_emissions_farm_per_tonne_annual\n",
     "        FROM\n",
     "            sourcing_location\n",
     "        ) AS sl\n",
@@ -851,7 +935,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 17,
    "id": "8bfca8a5",
    "metadata": {},
    "outputs": [
@@ -893,8 +977,8 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>efee8975-84fb-4aec-94e7-938da662f17d</td>\n",
-       "      <td>3234.0</td>\n",
+       "      <td>cd61b61e-bed0-47a7-8ae4-b129a3929c2f</td>\n",
+       "      <td>1101.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -908,8 +992,8 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>5c830838-d035-437d-859d-5d8a34399bc4</td>\n",
-       "      <td>4328.0</td>\n",
+       "      <td>cc9c4e0c-3bdb-4bc0-8c21-7841f2879819</td>\n",
+       "      <td>7298.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -923,8 +1007,8 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>f8887f90-f675-42bb-b0be-f176c0358862</td>\n",
-       "      <td>2260.0</td>\n",
+       "      <td>ced1f2ce-76ce-43af-b31d-61a34d3cc04c</td>\n",
+       "      <td>7807.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -938,8 +1022,8 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>aa7416c7-3f6a-4da3-a2ac-11e7faef960c</td>\n",
-       "      <td>2191.0</td>\n",
+       "      <td>732104e5-65df-4635-8581-4e601bf3618c</td>\n",
+       "      <td>9480.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -953,8 +1037,8 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>530bf195-a3db-42c0-a3f4-a0a7d490cb3f</td>\n",
-       "      <td>2344.0</td>\n",
+       "      <td>7085e20c-6351-48e7-bb36-3c54303d105d</td>\n",
+       "      <td>2696.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -972,11 +1056,11 @@
       ],
       "text/plain": [
        "                                     id  tonnage  production  harvest  \\\n",
-       "0  efee8975-84fb-4aec-94e7-938da662f17d   3234.0         0.0      0.0   \n",
-       "1  5c830838-d035-437d-859d-5d8a34399bc4   4328.0         0.0      0.0   \n",
-       "2  f8887f90-f675-42bb-b0be-f176c0358862   2260.0         0.0      0.0   \n",
-       "3  aa7416c7-3f6a-4da3-a2ac-11e7faef960c   2191.0         0.0      0.0   \n",
-       "4  530bf195-a3db-42c0-a3f4-a0a7d490cb3f   2344.0         0.0      0.0   \n",
+       "0  cd61b61e-bed0-47a7-8ae4-b129a3929c2f   1101.0         0.0      0.0   \n",
+       "1  cc9c4e0c-3bdb-4bc0-8c21-7841f2879819   7298.0         0.0      0.0   \n",
+       "2  ced1f2ce-76ce-43af-b31d-61a34d3cc04c   7807.0         0.0      0.0   \n",
+       "3  732104e5-65df-4635-8581-4e601bf3618c   9480.0         0.0      0.0   \n",
+       "4  7085e20c-6351-48e7-bb36-3c54303d105d   2696.0         0.0      0.0   \n",
        "\n",
        "   raw_def_footprint_per_tonne_annual  \\\n",
        "0                                 0.0   \n",
@@ -1014,7 +1098,7 @@
        "4                       0.0  "
       ]
      },
-     "execution_count": 7,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1025,7 +1109,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 18,
    "id": "88a48719",
    "metadata": {},
    "outputs": [
@@ -1076,8 +1160,8 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>efee8975-84fb-4aec-94e7-938da662f17d</td>\n",
-       "      <td>3234.0</td>\n",
+       "      <td>cd61b61e-bed0-47a7-8ae4-b129a3929c2f</td>\n",
+       "      <td>1101.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -1100,8 +1184,8 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>5c830838-d035-437d-859d-5d8a34399bc4</td>\n",
-       "      <td>4328.0</td>\n",
+       "      <td>cc9c4e0c-3bdb-4bc0-8c21-7841f2879819</td>\n",
+       "      <td>7298.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -1124,8 +1208,8 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>f8887f90-f675-42bb-b0be-f176c0358862</td>\n",
-       "      <td>2260.0</td>\n",
+       "      <td>ced1f2ce-76ce-43af-b31d-61a34d3cc04c</td>\n",
+       "      <td>7807.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -1148,8 +1232,8 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>aa7416c7-3f6a-4da3-a2ac-11e7faef960c</td>\n",
-       "      <td>2191.0</td>\n",
+       "      <td>732104e5-65df-4635-8581-4e601bf3618c</td>\n",
+       "      <td>9480.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -1172,8 +1256,8 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>530bf195-a3db-42c0-a3f4-a0a7d490cb3f</td>\n",
-       "      <td>2344.0</td>\n",
+       "      <td>7085e20c-6351-48e7-bb36-3c54303d105d</td>\n",
+       "      <td>2696.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -1201,11 +1285,11 @@
       ],
       "text/plain": [
        "                                     id  tonnage  production  harvest  \\\n",
-       "0  efee8975-84fb-4aec-94e7-938da662f17d   3234.0         0.0      0.0   \n",
-       "1  5c830838-d035-437d-859d-5d8a34399bc4   4328.0         0.0      0.0   \n",
-       "2  f8887f90-f675-42bb-b0be-f176c0358862   2260.0         0.0      0.0   \n",
-       "3  aa7416c7-3f6a-4da3-a2ac-11e7faef960c   2191.0         0.0      0.0   \n",
-       "4  530bf195-a3db-42c0-a3f4-a0a7d490cb3f   2344.0         0.0      0.0   \n",
+       "0  cd61b61e-bed0-47a7-8ae4-b129a3929c2f   1101.0         0.0      0.0   \n",
+       "1  cc9c4e0c-3bdb-4bc0-8c21-7841f2879819   7298.0         0.0      0.0   \n",
+       "2  ced1f2ce-76ce-43af-b31d-61a34d3cc04c   7807.0         0.0      0.0   \n",
+       "3  732104e5-65df-4635-8581-4e601bf3618c   9480.0         0.0      0.0   \n",
+       "4  7085e20c-6351-48e7-bb36-3c54303d105d   2696.0         0.0      0.0   \n",
        "\n",
        "   raw_def_footprint_per_tonne_annual  \\\n",
        "0                                 0.0   \n",
@@ -1259,7 +1343,7 @@
        "[5 rows x 26 columns]"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1291,6 +1375,18 @@
     "    sourcing_records[\"raw_emissions\"] * sourcing_records[\"land_footprint\"]\n",
     ")\n",
     "\n",
+    "# GHG EMISSIONS FARM:\n",
+    "# 1. Calculate the total carbon emissions in georegion\n",
+    "# 2. Multiply the carbon emissions by the commodity production\n",
+    "# 3. Multiply that by the land footprint impact\n",
+    "# sourcing_records[\"raw_emissions_farm\"] = (\n",
+    "#    sourcing_records[\"raw_ghg_emissions_farm_per_tonne_annual\"] / sourcing_records[\"production\"]\n",
+    "# )\n",
+    "# sourcing_records[\"ghg_emissions_farm\"] = (\n",
+    "#    sourcing_records[\"raw_emissions_farm\"] * sourcing_records[\"tonnage\"]\n",
+    "# )\n",
+    "\n",
+    "\n",
     "# NET CROPLAND EXPANAION\n",
     "# 1. Calculate the total net cropland expansion by hectare of human land use\n",
     "# 2. Multiply the net cropland expansion by the commodity production\n",