From 94245dfb68b0c79d37852ab6e0d7ef5f75f5bdbb Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Fran=C3=A7ois=20Colin=20de=20Verdi=C3=A8re?=
 <francois.cdverdiere@gmail.com>
Date: Wed, 26 Mar 2025 09:58:28 +0100
Subject: [PATCH] debut pattern mining

---
 .ipynb_checkpoints/cheese-checkpoint.ipynb    | 1970 ++---
 .ipynb_checkpoints/cheeses-checkpoint.csv     | 1188 +++
 .../locations_to_gps-checkpoint.json          |    1 +
 cheese.ipynb                                  | 6832 ++++++++++++-----
 locations_to_gps.json                         |    1 +
 5 files changed, 6683 insertions(+), 3309 deletions(-)
 create mode 100644 .ipynb_checkpoints/cheeses-checkpoint.csv
 create mode 100644 .ipynb_checkpoints/locations_to_gps-checkpoint.json
 create mode 100644 locations_to_gps.json

diff --git a/.ipynb_checkpoints/cheese-checkpoint.ipynb b/.ipynb_checkpoints/cheese-checkpoint.ipynb
index 88c8de1..d9e8d25 100644
--- a/.ipynb_checkpoints/cheese-checkpoint.ipynb
+++ b/.ipynb_checkpoints/cheese-checkpoint.ipynb
@@ -10,7 +10,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 1,
    "id": "7f4f2b89-8257-468c-9f5e-a77e11b8b8ff",
    "metadata": {},
    "outputs": [],
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 2,
    "id": "1a0afba8-692b-4377-a2ce-5114983e3bbb",
    "metadata": {},
    "outputs": [
@@ -403,7 +403,7 @@
        "[1187 rows x 19 columns]"
       ]
      },
-     "execution_count": 44,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -418,12 +418,12 @@
    "id": "bf3b548c-5ac4-4126-9ae9-5578ad158015",
    "metadata": {},
    "source": [
-    "## Cleaning"
+    "## Cleaning and pre-processing"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 3,
    "id": "2018aac2-6f3d-489a-b5d0-90b7c7793076",
    "metadata": {},
    "outputs": [
@@ -431,7 +431,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{'pale yellow', 'blue', 'brownish yellow', 'ivory', 'orange', 'brown', 'straw', 'blue-grey', 'cream', 'pale white', 'red', 'green', nan, 'golden yellow', 'white', 'golden orange', 'pink and white', 'yellow'}\n"
+      "{'blue', 'yellow', 'white', 'golden yellow', 'pink and white', 'orange', 'pale yellow', nan, 'ivory', 'green', 'straw', 'red', 'brownish yellow', 'pale white', 'brown', 'golden orange', 'blue-grey', 'cream'}\n"
      ]
     },
     {
@@ -819,7 +819,7 @@
        "[142 rows x 19 columns]"
       ]
      },
-     "execution_count": 45,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -831,7 +831,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 4,
    "id": "a0a77563-518e-4808-b744-9fc0c76763fe",
    "metadata": {},
    "outputs": [
@@ -851,7 +851,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 5,
    "id": "c8489ffa-1067-4eb7-b65a-2fa18fdb4b04",
    "metadata": {},
    "outputs": [],
@@ -866,7 +866,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 6,
    "id": "5379265a-cd49-41fa-845c-bfae33bb8f5a",
    "metadata": {},
    "outputs": [
@@ -1144,7 +1144,7 @@
        "[1187 rows x 13 columns]"
       ]
      },
-     "execution_count": 48,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1155,7 +1155,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 7,
    "id": "633ed80e-e416-41f6-ae58-b86ce4c132af",
    "metadata": {},
    "outputs": [
@@ -1165,30 +1165,12 @@
      "text": [
       "1181 rows remaining\n"
      ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_13743/3522053431.py:2: SettingWithCopyWarning: \n",
-      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
-      "Try using .loc[row_indexer,col_indexer] = value instead\n",
-      "\n",
-      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
-      "  data[\"country\"]=data[\"country\"].fillna(\"\")\n",
-      "/tmp/ipykernel_13743/3522053431.py:3: SettingWithCopyWarning: \n",
-      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
-      "Try using .loc[row_indexer,col_indexer] = value instead\n",
-      "\n",
-      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
-      "  data[\"region\"]=data[\"region\"].fillna(\"\")\n"
-     ]
     }
    ],
    "source": [
     "data=data.dropna(subset=[\"country\",\"region\"], how=\"all\")\n",
-    "data[\"country\"]=data[\"country\"].fillna(\"\")\n",
-    "data[\"region\"]=data[\"region\"].fillna(\"\")\n",
+    "data=data.fillna(value={\"country\":\"\"})\n",
+    "data=data.fillna(value={\"region\":\"\"})\n",
     "print(f\"{len(data)} rows remaining\")"
    ]
   },
@@ -1202,37 +1184,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "id": "5a4c0e30-8535-498b-9a9e-0d7d232d4eb7",
    "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 50,
-   "id": "7ef7494b-ff08-40a5-890f-e0f718cf2842",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "data.loc[data.country.str.contains(\"England, Great Britain, United Kingdom\")|data.country.str.contains(\"England, United Kingdom\"),\"country\"]=\"England\"\n",
-    "data.loc[data.country.str.contains(\"Scotland\"),\"country\"]=\"Scotland\"\n",
-    "data.loc[data.country.str.contains(\"Great Britain, United Kingdom, Wales\")|data.country.str.contains(\"United Kingdom, Wales\"),\"country\"]=\"Wales\"\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 51,
-   "id": "fb044984-c33c-492c-91a2-4e9fff29ceb3",
-   "metadata": {},
    "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "39\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
@@ -1271,899 +1226,272 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>Ackawi</td>\n",
-       "      <td>cow, goat, sheep</td>\n",
-       "      <td>Cyprus, Egypt, Israel, Jordan, Lebanon, Middle...</td>\n",
-       "      <td>+</td>\n",
-       "      <td>Feta</td>\n",
-       "      <td>soft, brined</td>\n",
-       "      <td>elastic, smooth, springy</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>white</td>\n",
-       "      <td>mild, milky, salty</td>\n",
-       "      <td>mild, milky</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>116</th>\n",
-       "      <td>Baladi</td>\n",
-       "      <td>cow, goat, sheep</td>\n",
-       "      <td>Lebanon, Middle East</td>\n",
-       "      <td></td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>fresh soft, artisan</td>\n",
-       "      <td>creamy, dense, smooth</td>\n",
-       "      <td>rindless</td>\n",
-       "      <td>white</td>\n",
-       "      <td>buttery, mild, salty, sweet</td>\n",
-       "      <td>fresh</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>160</th>\n",
-       "      <td>Beemster 2% Milk</td>\n",
+       "      <th>0</th>\n",
+       "      <td>Aarewasser</td>\n",
        "      <td>cow</td>\n",
-       "      <td>Canada, Denmark, France, Germany, Netherlands,...</td>\n",
+       "      <td>Switzerland</td>\n",
        "      <td></td>\n",
        "      <td>NaN</td>\n",
        "      <td>semi-soft</td>\n",
-       "      <td>smooth</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>nutty</td>\n",
-       "      <td>aromatic, floral, fruity</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>212</th>\n",
-       "      <td>Blissful Blocks</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Canada, United States</td>\n",
-       "      <td></td>\n",
-       "      <td>Cheddar</td>\n",
-       "      <td>hard</td>\n",
-       "      <td>creamy, crumbly</td>\n",
-       "      <td>plastic</td>\n",
-       "      <td>yellow</td>\n",
-       "      <td>creamy, savory, sharp, spicy</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>213</th>\n",
-       "      <td>Blissful Toppings</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Canada, United States</td>\n",
-       "      <td></td>\n",
-       "      <td>Parmesan</td>\n",
-       "      <td>soft</td>\n",
-       "      <td>crumbly</td>\n",
-       "      <td>artificial</td>\n",
-       "      <td>yellow</td>\n",
-       "      <td>savory, sharp</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>243</th>\n",
-       "      <td>Bootlegger</td>\n",
-       "      <td>cow, sheep</td>\n",
-       "      <td>Canada, Italy</td>\n",
-       "      <td>Lombardy</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>hard, artisan</td>\n",
-       "      <td>crumbly, firm</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>pale yellow</td>\n",
-       "      <td>fruity, full-flavored, strong</td>\n",
-       "      <td>floral</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>262</th>\n",
-       "      <td>Brebis d'Azure</td>\n",
-       "      <td>sheep</td>\n",
-       "      <td>Canada, Italy</td>\n",
-       "      <td>Lombardy</td>\n",
-       "      <td>Blue</td>\n",
-       "      <td>semi-hard, artisan, blue-veined</td>\n",
-       "      <td>soft</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>pale yellow</td>\n",
-       "      <td>sharp</td>\n",
-       "      <td>aromatic</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>297</th>\n",
-       "      <td>Brunost</td>\n",
-       "      <td>cow, goat</td>\n",
-       "      <td>Denmark, Finland, Germany, Iceland, Norway, Sw...</td>\n",
-       "      <td></td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>semi-soft, whey</td>\n",
-       "      <td>dense</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>brown</td>\n",
-       "      <td>caramel, sweet</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>300</th>\n",
-       "      <td>Bryndza</td>\n",
-       "      <td>sheep</td>\n",
-       "      <td>Hungary, Poland, Slovakia</td>\n",
-       "      <td></td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>soft, artisan</td>\n",
-       "      <td>spreadable</td>\n",
-       "      <td>rindless</td>\n",
-       "      <td>white</td>\n",
-       "      <td>mild, salty</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>311</th>\n",
-       "      <td>Burrata</td>\n",
-       "      <td>water buffalo</td>\n",
-       "      <td>Italy, United States</td>\n",
-       "      <td>Apulia</td>\n",
-       "      <td>Mozzarella</td>\n",
-       "      <td>fresh soft, artisan</td>\n",
-       "      <td>creamy, stringy</td>\n",
-       "      <td>leaf wrapped</td>\n",
-       "      <td>white</td>\n",
-       "      <td>buttery, milky</td>\n",
-       "      <td>fresh, milky</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>316</th>\n",
-       "      <td>Butterkase</td>\n",
-       "      <td>cow</td>\n",
-       "      <td>Austria, Germany</td>\n",
-       "      <td></td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>semi-soft</td>\n",
-       "      <td>creamy, smooth, spreadable</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>pale yellow</td>\n",
-       "      <td>buttery, mild</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>367</th>\n",
-       "      <td>Cap Cressy</td>\n",
-       "      <td>goat</td>\n",
-       "      <td>Canada, Italy</td>\n",
-       "      <td>Lombardy</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>semi-hard, artisan, smear-ripened</td>\n",
-       "      <td>compact, dense</td>\n",
+       "      <td>buttery</td>\n",
        "      <td>washed</td>\n",
-       "      <td>pale yellow</td>\n",
-       "      <td>mellow, savory, sweet</td>\n",
-       "      <td>lactic</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>375</th>\n",
-       "      <td>Capri Blu</td>\n",
-       "      <td>goat</td>\n",
-       "      <td>Canada, Italy</td>\n",
-       "      <td>Lombardy</td>\n",
-       "      <td>Blue</td>\n",
-       "      <td>soft, blue-veined</td>\n",
-       "      <td>creamy, soft</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>pale yellow</td>\n",
-       "      <td>creamy, subtle, sweet</td>\n",
-       "      <td>goaty</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>377</th>\n",
-       "      <td>Caprice</td>\n",
-       "      <td>goat</td>\n",
-       "      <td>Canada, Italy</td>\n",
-       "      <td>Lombardy</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>soft</td>\n",
-       "      <td>creamy, smooth</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>white</td>\n",
-       "      <td>subtle</td>\n",
-       "      <td>goaty</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>407</th>\n",
-       "      <td>Casu marzu</td>\n",
-       "      <td>sheep</td>\n",
-       "      <td>France, Italy</td>\n",
-       "      <td>Sardinia (Italy), Southern Corsica (France)</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>soft, soft-ripened</td>\n",
-       "      <td>soft-ripened</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>437</th>\n",
-       "      <td>Cheese Curds</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Canada, India, United States</td>\n",
-       "      <td></td>\n",
-       "      <td>Cheddar</td>\n",
-       "      <td>fresh firm</td>\n",
-       "      <td>firm, springy</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>white</td>\n",
-       "      <td>mild, milky</td>\n",
-       "      <td>fresh</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>445</th>\n",
-       "      <td>Chhurpi</td>\n",
-       "      <td>cow, yak</td>\n",
-       "      <td>China, Nepal, Tibet</td>\n",
-       "      <td></td>\n",
-       "      <td>Cottage</td>\n",
-       "      <td>soft, hard, artisan</td>\n",
-       "      <td>dense</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>pale yellow</td>\n",
-       "      <td>tangy</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>455</th>\n",
-       "      <td>Chura Kampo</td>\n",
-       "      <td>yak</td>\n",
-       "      <td>China, Tibet</td>\n",
-       "      <td>Tibet</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>hard, artisan</td>\n",
-       "      <td>dense, dry, firm</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>aromatic</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>508</th>\n",
-       "      <td>Cottage Cheese</td>\n",
-       "      <td>cow</td>\n",
-       "      <td>United Kingdom, United States</td>\n",
-       "      <td></td>\n",
-       "      <td>Cottage</td>\n",
-       "      <td>soft, artisan, processed</td>\n",
-       "      <td>creamy, crumbly</td>\n",
-       "      <td>rindless</td>\n",
-       "      <td>white</td>\n",
+       "      <td>yellow</td>\n",
        "      <td>sweet</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>True</td>\n",
+       "      <td>buttery</td>\n",
+       "      <td>False</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>512</th>\n",
-       "      <td>Counting Sheep…and Goats...</td>\n",
-       "      <td>cow, goat, sheep</td>\n",
-       "      <td>Canada, Italy</td>\n",
-       "      <td>Lombardy</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>soft, soft-ripened</td>\n",
-       "      <td>creamy, soft</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>white</td>\n",
-       "      <td>creamy, subtle, sweet</td>\n",
-       "      <td>nutty</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>524</th>\n",
-       "      <td>Cream Cheesy Bliss</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Canada, United States</td>\n",
-       "      <td></td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>soft</td>\n",
-       "      <td>creamy, spreadable</td>\n",
-       "      <td>artificial</td>\n",
-       "      <td>white</td>\n",
-       "      <td>creamy, garlicky, herbaceous, sweet</td>\n",
-       "      <td>rich</td>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>537</th>\n",
-       "      <td>Cressy Blu</td>\n",
-       "      <td>cow</td>\n",
-       "      <td>Canada, Italy</td>\n",
-       "      <td>Lombardy</td>\n",
-       "      <td>Blue</td>\n",
-       "      <td>semi-hard, blue-veined</td>\n",
-       "      <td>creamy, crumbly, firm</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>pale yellow</td>\n",
-       "      <td>creamy, savory, sweet</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>569</th>\n",
-       "      <td>La Couronne - Fort Aged Comté</td>\n",
-       "      <td>cow</td>\n",
-       "      <td>France, Switzerland</td>\n",
-       "      <td>Franche Comté</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>semi-hard</td>\n",
-       "      <td>dense</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>pale yellow</td>\n",
-       "      <td>caramel, nutty, sweet</td>\n",
-       "      <td>rich</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>601</th>\n",
-       "      <td>Lamb Chopper</td>\n",
+       "      <th>1</th>\n",
+       "      <td>Abbaye de Belloc</td>\n",
        "      <td>sheep</td>\n",
-       "      <td>Netherlands, United States</td>\n",
-       "      <td>California</td>\n",
-       "      <td>Gouda</td>\n",
-       "      <td>hard</td>\n",
-       "      <td>dense, firm, smooth</td>\n",
-       "      <td>waxed</td>\n",
-       "      <td>ivory</td>\n",
-       "      <td>buttery, caramel, creamy, nutty, sweet</td>\n",
-       "      <td>mild, sweet</td>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>621</th>\n",
-       "      <td>Le Conquerant Demi Pont L'eveque</td>\n",
-       "      <td>cow</td>\n",
-       "      <td>Australia, France</td>\n",
-       "      <td></td>\n",
+       "      <td>France</td>\n",
+       "      <td>Pays Basque</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>soft, artisan</td>\n",
-       "      <td>chalky, creamy, soft</td>\n",
-       "      <td>washed</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>creamy, mild</td>\n",
-       "      <td>pungent</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>646</th>\n",
-       "      <td>Limburger</td>\n",
-       "      <td>cow</td>\n",
-       "      <td>Belgium, Germany, Netherlands</td>\n",
-       "      <td>Duchy of Limburg</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>semi-soft, smear-ripened</td>\n",
-       "      <td>crumbly, firm, smooth</td>\n",
-       "      <td>washed</td>\n",
-       "      <td>straw</td>\n",
-       "      <td>grassy, mild, mushroomy</td>\n",
-       "      <td>stinky</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>675</th>\n",
-       "      <td>Lunetta</td>\n",
-       "      <td>cow</td>\n",
-       "      <td>Canada, Italy</td>\n",
-       "      <td>Lombardy</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>fresh soft, artisan</td>\n",
-       "      <td>creamy</td>\n",
+       "      <td>semi-hard, artisan</td>\n",
+       "      <td>creamy, dense, firm</td>\n",
        "      <td>natural</td>\n",
-       "      <td>white</td>\n",
-       "      <td>creamy, salty</td>\n",
-       "      <td>aromatic, fresh</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>701</th>\n",
-       "      <td>Mamirolle</td>\n",
-       "      <td>cow</td>\n",
-       "      <td>Canada, France</td>\n",
-       "      <td>Plessisville, Quebec</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>semi-soft, artisan</td>\n",
-       "      <td>chewy, supple</td>\n",
-       "      <td>washed</td>\n",
-       "      <td>ivory</td>\n",
-       "      <td>buttery, fruity, salty, sweet</td>\n",
-       "      <td>earthy, pungent</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>776</th>\n",
-       "      <td>Monastery Cheeses</td>\n",
-       "      <td>cow</td>\n",
-       "      <td>Belgium, Canada, France, Switzerland, United S...</td>\n",
-       "      <td></td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>soft, semi-soft, brined</td>\n",
-       "      <td>chalky, creamy, firm, grainy</td>\n",
-       "      <td>washed</td>\n",
-       "      <td>golden yellow</td>\n",
-       "      <td>mild, pungent</td>\n",
-       "      <td>pungent, strong</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>789</th>\n",
-       "      <td>Monterey Jack</td>\n",
-       "      <td>cow</td>\n",
-       "      <td>Mexico, United States</td>\n",
-       "      <td>Monterey, California</td>\n",
-       "      <td>Monterey Jack</td>\n",
-       "      <td>semi-hard</td>\n",
-       "      <td>compact, creamy, firm, open, supple</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>pale yellow</td>\n",
-       "      <td>buttery, mild</td>\n",
-       "      <td>aromatic</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>852</th>\n",
-       "      <td>Paneer</td>\n",
-       "      <td>cow, water buffalo</td>\n",
-       "      <td>Bangladesh, India</td>\n",
-       "      <td></td>\n",
-       "      <td>Cottage</td>\n",
-       "      <td>fresh firm</td>\n",
-       "      <td>crumbly, firm</td>\n",
-       "      <td>rindless</td>\n",
-       "      <td>white</td>\n",
-       "      <td>milky</td>\n",
-       "      <td>fresh, milky</td>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>975</th>\n",
-       "      <td>President Fat Free Feta</td>\n",
-       "      <td>cow</td>\n",
-       "      <td>France, United States</td>\n",
-       "      <td>New York</td>\n",
-       "      <td>Feta</td>\n",
-       "      <td>firm, artisan, brined</td>\n",
-       "      <td>crumbly</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>white</td>\n",
-       "      <td>herbaceous, salty, tangy</td>\n",
-       "      <td>fresh</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1001</th>\n",
-       "      <td>Purple's a Must</td>\n",
-       "      <td>cow, goat</td>\n",
-       "      <td>Canada, Italy</td>\n",
-       "      <td>Lombardy</td>\n",
-       "      <td>Blue</td>\n",
-       "      <td>semi-hard, artisan, blue-veined</td>\n",
-       "      <td>creamy, crumbly</td>\n",
-       "      <td>mold ripened</td>\n",
-       "      <td>pale yellow</td>\n",
-       "      <td>full-flavored, strong</td>\n",
-       "      <td>rich</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1082</th>\n",
-       "      <td>Shanklish</td>\n",
-       "      <td>cow, sheep</td>\n",
-       "      <td>Egypt, Lebanon, Syria</td>\n",
-       "      <td></td>\n",
-       "      <td>Feta</td>\n",
-       "      <td>fresh firm, hard, artisan</td>\n",
-       "      <td>creamy, crumbly, firm</td>\n",
-       "      <td>mold ripened</td>\n",
-       "      <td>white</td>\n",
-       "      <td>sharp, spicy, strong</td>\n",
-       "      <td>pungent, strong</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1099</th>\n",
-       "      <td>Shredded Bliss</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Canada, United States</td>\n",
-       "      <td></td>\n",
-       "      <td>Mozzarella</td>\n",
-       "      <td>semi-soft</td>\n",
-       "      <td>elastic, smooth, springy, stringy</td>\n",
-       "      <td>plastic</td>\n",
-       "      <td>pale yellow</td>\n",
-       "      <td>mild, milky</td>\n",
-       "      <td>fresh, mild</td>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1106</th>\n",
-       "      <td>Sirene</td>\n",
-       "      <td>cow, goat, sheep</td>\n",
-       "      <td>Albania, Bulgaria, Croatia, Greece, Israel, Ma...</td>\n",
-       "      <td>Trakia</td>\n",
-       "      <td>Feta</td>\n",
-       "      <td>fresh soft, brined</td>\n",
-       "      <td>crumbly, grainy, smooth</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>white</td>\n",
-       "      <td>lemony, salty, sharp, tangy</td>\n",
-       "      <td>strong</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1108</th>\n",
-       "      <td>Slices Of Bliss</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Canada, United States</td>\n",
-       "      <td></td>\n",
-       "      <td>Cheddar</td>\n",
-       "      <td>soft</td>\n",
-       "      <td>creamy</td>\n",
-       "      <td>plastic</td>\n",
        "      <td>yellow</td>\n",
-       "      <td>creamy, savory, sharp, spicy</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>burnt caramel</td>\n",
+       "      <td>lanoline</td>\n",
        "      <td>True</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1123</th>\n",
-       "      <td>Sosha</td>\n",
-       "      <td>goat, yak</td>\n",
-       "      <td>China, Nepal, Tibet</td>\n",
-       "      <td>Tibet</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>soft, artisan</td>\n",
-       "      <td>creamy</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>white</td>\n",
-       "      <td>pungent, strong</td>\n",
-       "      <td>pungent, strong</td>\n",
+       "      <th>2</th>\n",
+       "      <td>Abbaye de Belval</td>\n",
+       "      <td>cow</td>\n",
+       "      <td>France</td>\n",
+       "      <td></td>\n",
        "      <td>NaN</td>\n",
+       "      <td>semi-hard</td>\n",
+       "      <td>elastic</td>\n",
+       "      <td>washed</td>\n",
+       "      <td>ivory</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>aromatic</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1173</th>\n",
-       "      <td>Strawberry Moon</td>\n",
+       "      <th>3</th>\n",
+       "      <td>Abbaye de Citeaux</td>\n",
        "      <td>cow</td>\n",
-       "      <td>Canada, Italy</td>\n",
-       "      <td>Lombardy</td>\n",
+       "      <td>France</td>\n",
+       "      <td>Burgundy</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>semi-hard, artisan, smear-ripened</td>\n",
-       "      <td>compact, creamy, dense</td>\n",
+       "      <td>semi-soft, artisan, brined</td>\n",
+       "      <td>creamy, dense, smooth</td>\n",
        "      <td>washed</td>\n",
-       "      <td>straw</td>\n",
-       "      <td>subtle, sweet</td>\n",
-       "      <td>strong</td>\n",
+       "      <td>white</td>\n",
+       "      <td>acidic, milky, smooth</td>\n",
+       "      <td>barnyardy, earthy</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Abbaye de Tamié</td>\n",
+       "      <td>cow</td>\n",
+       "      <td>France</td>\n",
+       "      <td>Savoie</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>soft, artisan</td>\n",
+       "      <td>creamy, open, smooth</td>\n",
+       "      <td>washed</td>\n",
+       "      <td>white</td>\n",
+       "      <td>fruity, nutty</td>\n",
+       "      <td>perfumed, pungent</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1182</th>\n",
+       "      <td>Sveciaost</td>\n",
+       "      <td>cow</td>\n",
+       "      <td>Sweden</td>\n",
+       "      <td>Low-laying regions</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>semi-hard, brined</td>\n",
+       "      <td>creamy, supple</td>\n",
+       "      <td>rindless</td>\n",
+       "      <td>pale yellow</td>\n",
+       "      <td>acidic</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1183</th>\n",
+       "      <td>Swag</td>\n",
+       "      <td>goat</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>South Australia</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>fresh firm, artisan</td>\n",
+       "      <td>creamy, crumbly</td>\n",
+       "      <td>ash coated</td>\n",
+       "      <td>white</td>\n",
+       "      <td>acidic, creamy</td>\n",
+       "      <td>fresh</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1184</th>\n",
+       "      <td>Swaledale</td>\n",
+       "      <td>sheep</td>\n",
+       "      <td>England</td>\n",
+       "      <td>Swaledale, North Yorkshire</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>hard</td>\n",
+       "      <td>semi firm</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>smooth, sweet</td>\n",
+       "      <td>floral</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1185</th>\n",
+       "      <td>Sweet Style Swiss</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Switzerland</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>semi-hard, artisan</td>\n",
+       "      <td>firm, supple</td>\n",
+       "      <td>waxed</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>nutty</td>\n",
+       "      <td>nutty, sweet</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1186</th>\n",
+       "      <td>Swiss cheese</td>\n",
+       "      <td>cow</td>\n",
+       "      <td>United States</td>\n",
+       "      <td></td>\n",
+       "      <td>Swiss Cheese</td>\n",
+       "      <td>hard, artisan, processed</td>\n",
+       "      <td>firm</td>\n",
+       "      <td>rindless</td>\n",
+       "      <td>pale yellow</td>\n",
+       "      <td>nutty, sweet</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
+       "<p>1181 rows × 13 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                cheese                milk  \\\n",
-       "12                              Ackawi    cow, goat, sheep   \n",
-       "116                             Baladi    cow, goat, sheep   \n",
-       "160                   Beemster 2% Milk                 cow   \n",
-       "212                    Blissful Blocks                 NaN   \n",
-       "213                  Blissful Toppings                 NaN   \n",
-       "243                         Bootlegger          cow, sheep   \n",
-       "262                     Brebis d'Azure               sheep   \n",
-       "297                            Brunost           cow, goat   \n",
-       "300                            Bryndza               sheep   \n",
-       "311                            Burrata       water buffalo   \n",
-       "316                         Butterkase                 cow   \n",
-       "367                         Cap Cressy                goat   \n",
-       "375                          Capri Blu                goat   \n",
-       "377                            Caprice                goat   \n",
-       "407                         Casu marzu               sheep   \n",
-       "437                       Cheese Curds                 NaN   \n",
-       "445                            Chhurpi            cow, yak   \n",
-       "455                        Chura Kampo                 yak   \n",
-       "508                     Cottage Cheese                 cow   \n",
-       "512        Counting Sheep…and Goats...    cow, goat, sheep   \n",
-       "524                 Cream Cheesy Bliss                 NaN   \n",
-       "537                         Cressy Blu                 cow   \n",
-       "569      La Couronne - Fort Aged Comté                 cow   \n",
-       "601                       Lamb Chopper               sheep   \n",
-       "621   Le Conquerant Demi Pont L'eveque                 cow   \n",
-       "646                          Limburger                 cow   \n",
-       "675                            Lunetta                 cow   \n",
-       "701                          Mamirolle                 cow   \n",
-       "776                  Monastery Cheeses                 cow   \n",
-       "789                      Monterey Jack                 cow   \n",
-       "852                             Paneer  cow, water buffalo   \n",
-       "975            President Fat Free Feta                 cow   \n",
-       "1001                   Purple's a Must           cow, goat   \n",
-       "1082                         Shanklish          cow, sheep   \n",
-       "1099                    Shredded Bliss                 NaN   \n",
-       "1106                            Sirene    cow, goat, sheep   \n",
-       "1108                   Slices Of Bliss                 NaN   \n",
-       "1123                             Sosha           goat, yak   \n",
-       "1173                   Strawberry Moon                 cow   \n",
+       "                 cheese   milk        country                      region  \\\n",
+       "0            Aarewasser    cow    Switzerland                               \n",
+       "1      Abbaye de Belloc  sheep         France                 Pays Basque   \n",
+       "2      Abbaye de Belval    cow         France                               \n",
+       "3     Abbaye de Citeaux    cow         France                    Burgundy   \n",
+       "4       Abbaye de Tamié    cow         France                      Savoie   \n",
+       "...                 ...    ...            ...                         ...   \n",
+       "1182          Sveciaost    cow         Sweden          Low-laying regions   \n",
+       "1183               Swag   goat      Australia             South Australia   \n",
+       "1184          Swaledale  sheep        England  Swaledale, North Yorkshire   \n",
+       "1185  Sweet Style Swiss    NaN    Switzerland                               \n",
+       "1186       Swiss cheese    cow  United States                               \n",
        "\n",
-       "                                                country  \\\n",
-       "12    Cyprus, Egypt, Israel, Jordan, Lebanon, Middle...   \n",
-       "116                                Lebanon, Middle East   \n",
-       "160   Canada, Denmark, France, Germany, Netherlands,...   \n",
-       "212                               Canada, United States   \n",
-       "213                               Canada, United States   \n",
-       "243                                       Canada, Italy   \n",
-       "262                                       Canada, Italy   \n",
-       "297   Denmark, Finland, Germany, Iceland, Norway, Sw...   \n",
-       "300                           Hungary, Poland, Slovakia   \n",
-       "311                                Italy, United States   \n",
-       "316                                    Austria, Germany   \n",
-       "367                                       Canada, Italy   \n",
-       "375                                       Canada, Italy   \n",
-       "377                                       Canada, Italy   \n",
-       "407                                       France, Italy   \n",
-       "437                        Canada, India, United States   \n",
-       "445                                 China, Nepal, Tibet   \n",
-       "455                                        China, Tibet   \n",
-       "508                       United Kingdom, United States   \n",
-       "512                                       Canada, Italy   \n",
-       "524                               Canada, United States   \n",
-       "537                                       Canada, Italy   \n",
-       "569                                 France, Switzerland   \n",
-       "601                          Netherlands, United States   \n",
-       "621                                   Australia, France   \n",
-       "646                       Belgium, Germany, Netherlands   \n",
-       "675                                       Canada, Italy   \n",
-       "701                                      Canada, France   \n",
-       "776   Belgium, Canada, France, Switzerland, United S...   \n",
-       "789                               Mexico, United States   \n",
-       "852                                   Bangladesh, India   \n",
-       "975                               France, United States   \n",
-       "1001                                      Canada, Italy   \n",
-       "1082                              Egypt, Lebanon, Syria   \n",
-       "1099                              Canada, United States   \n",
-       "1106  Albania, Bulgaria, Croatia, Greece, Israel, Ma...   \n",
-       "1108                              Canada, United States   \n",
-       "1123                                China, Nepal, Tibet   \n",
-       "1173                                      Canada, Italy   \n",
+       "            family                        type                texture  \\\n",
+       "0              NaN                   semi-soft                buttery   \n",
+       "1              NaN          semi-hard, artisan    creamy, dense, firm   \n",
+       "2              NaN                   semi-hard                elastic   \n",
+       "3              NaN  semi-soft, artisan, brined  creamy, dense, smooth   \n",
+       "4              NaN               soft, artisan   creamy, open, smooth   \n",
+       "...            ...                         ...                    ...   \n",
+       "1182           NaN           semi-hard, brined         creamy, supple   \n",
+       "1183           NaN         fresh firm, artisan        creamy, crumbly   \n",
+       "1184           NaN                        hard              semi firm   \n",
+       "1185           NaN          semi-hard, artisan           firm, supple   \n",
+       "1186  Swiss Cheese    hard, artisan, processed                   firm   \n",
        "\n",
-       "                                           region         family  \\\n",
-       "12                                              +           Feta   \n",
-       "116                                                          NaN   \n",
-       "160                                                          NaN   \n",
-       "212                                                      Cheddar   \n",
-       "213                                                     Parmesan   \n",
-       "243                                      Lombardy            NaN   \n",
-       "262                                      Lombardy           Blue   \n",
-       "297                                                          NaN   \n",
-       "300                                                          NaN   \n",
-       "311                                        Apulia     Mozzarella   \n",
-       "316                                                          NaN   \n",
-       "367                                      Lombardy            NaN   \n",
-       "375                                      Lombardy           Blue   \n",
-       "377                                      Lombardy            NaN   \n",
-       "407   Sardinia (Italy), Southern Corsica (France)            NaN   \n",
-       "437                                                      Cheddar   \n",
-       "445                                                      Cottage   \n",
-       "455                                         Tibet            NaN   \n",
-       "508                                                      Cottage   \n",
-       "512                                      Lombardy            NaN   \n",
-       "524                                                          NaN   \n",
-       "537                                      Lombardy           Blue   \n",
-       "569                                 Franche Comté            NaN   \n",
-       "601                                    California          Gouda   \n",
-       "621                                                          NaN   \n",
-       "646                              Duchy of Limburg            NaN   \n",
-       "675                                      Lombardy            NaN   \n",
-       "701                          Plessisville, Quebec            NaN   \n",
-       "776                                                          NaN   \n",
-       "789                          Monterey, California  Monterey Jack   \n",
-       "852                                                      Cottage   \n",
-       "975                                      New York           Feta   \n",
-       "1001                                     Lombardy           Blue   \n",
-       "1082                                                        Feta   \n",
-       "1099                                                  Mozzarella   \n",
-       "1106                                       Trakia           Feta   \n",
-       "1108                                                     Cheddar   \n",
-       "1123                                        Tibet            NaN   \n",
-       "1173                                     Lombardy            NaN   \n",
+       "            rind        color                 flavor              aroma  \\\n",
+       "0         washed       yellow                  sweet            buttery   \n",
+       "1        natural       yellow          burnt caramel           lanoline   \n",
+       "2         washed        ivory                    NaN           aromatic   \n",
+       "3         washed        white  acidic, milky, smooth  barnyardy, earthy   \n",
+       "4         washed        white          fruity, nutty  perfumed, pungent   \n",
+       "...          ...          ...                    ...                ...   \n",
+       "1182    rindless  pale yellow                 acidic                NaN   \n",
+       "1183  ash coated        white         acidic, creamy              fresh   \n",
+       "1184         NaN       yellow          smooth, sweet             floral   \n",
+       "1185       waxed          NaN                  nutty       nutty, sweet   \n",
+       "1186    rindless  pale yellow           nutty, sweet                NaN   \n",
        "\n",
-       "                                   type                              texture  \\\n",
-       "12                         soft, brined             elastic, smooth, springy   \n",
-       "116                 fresh soft, artisan                creamy, dense, smooth   \n",
-       "160                           semi-soft                               smooth   \n",
-       "212                                hard                      creamy, crumbly   \n",
-       "213                                soft                              crumbly   \n",
-       "243                       hard, artisan                        crumbly, firm   \n",
-       "262     semi-hard, artisan, blue-veined                                 soft   \n",
-       "297                     semi-soft, whey                                dense   \n",
-       "300                       soft, artisan                           spreadable   \n",
-       "311                 fresh soft, artisan                      creamy, stringy   \n",
-       "316                           semi-soft           creamy, smooth, spreadable   \n",
-       "367   semi-hard, artisan, smear-ripened                       compact, dense   \n",
-       "375                   soft, blue-veined                         creamy, soft   \n",
-       "377                                soft                       creamy, smooth   \n",
-       "407                  soft, soft-ripened                         soft-ripened   \n",
-       "437                          fresh firm                        firm, springy   \n",
-       "445                 soft, hard, artisan                                dense   \n",
-       "455                       hard, artisan                     dense, dry, firm   \n",
-       "508            soft, artisan, processed                      creamy, crumbly   \n",
-       "512                  soft, soft-ripened                         creamy, soft   \n",
-       "524                                soft                   creamy, spreadable   \n",
-       "537              semi-hard, blue-veined                creamy, crumbly, firm   \n",
-       "569                           semi-hard                                dense   \n",
-       "601                                hard                  dense, firm, smooth   \n",
-       "621                       soft, artisan                 chalky, creamy, soft   \n",
-       "646            semi-soft, smear-ripened                crumbly, firm, smooth   \n",
-       "675                 fresh soft, artisan                               creamy   \n",
-       "701                  semi-soft, artisan                        chewy, supple   \n",
-       "776             soft, semi-soft, brined         chalky, creamy, firm, grainy   \n",
-       "789                           semi-hard  compact, creamy, firm, open, supple   \n",
-       "852                          fresh firm                        crumbly, firm   \n",
-       "975               firm, artisan, brined                              crumbly   \n",
-       "1001    semi-hard, artisan, blue-veined                      creamy, crumbly   \n",
-       "1082          fresh firm, hard, artisan                creamy, crumbly, firm   \n",
-       "1099                          semi-soft    elastic, smooth, springy, stringy   \n",
-       "1106                 fresh soft, brined              crumbly, grainy, smooth   \n",
-       "1108                               soft                               creamy   \n",
-       "1123                      soft, artisan                               creamy   \n",
-       "1173  semi-hard, artisan, smear-ripened               compact, creamy, dense   \n",
+       "     vegetarian  vegan  \n",
+       "0         False  False  \n",
+       "1          True  False  \n",
+       "2         False  False  \n",
+       "3         False  False  \n",
+       "4         False  False  \n",
+       "...         ...    ...  \n",
+       "1182      False  False  \n",
+       "1183       True  False  \n",
+       "1184       True  False  \n",
+       "1185      False  False  \n",
+       "1186       True  False  \n",
        "\n",
-       "              rind          color                                  flavor  \\\n",
-       "12         natural          white                      mild, milky, salty   \n",
-       "116       rindless          white             buttery, mild, salty, sweet   \n",
-       "160            NaN            NaN                                   nutty   \n",
-       "212        plastic         yellow            creamy, savory, sharp, spicy   \n",
-       "213     artificial         yellow                           savory, sharp   \n",
-       "243        natural    pale yellow           fruity, full-flavored, strong   \n",
-       "262        natural    pale yellow                                   sharp   \n",
-       "297        natural          brown                          caramel, sweet   \n",
-       "300       rindless          white                             mild, salty   \n",
-       "311   leaf wrapped          white                          buttery, milky   \n",
-       "316        natural    pale yellow                           buttery, mild   \n",
-       "367         washed    pale yellow                   mellow, savory, sweet   \n",
-       "375        natural    pale yellow                   creamy, subtle, sweet   \n",
-       "377        natural          white                                  subtle   \n",
-       "407        natural            NaN                                     NaN   \n",
-       "437        natural          white                             mild, milky   \n",
-       "445        natural    pale yellow                                   tangy   \n",
-       "455        natural            NaN                                     NaN   \n",
-       "508       rindless          white                                   sweet   \n",
-       "512            NaN          white                   creamy, subtle, sweet   \n",
-       "524     artificial          white     creamy, garlicky, herbaceous, sweet   \n",
-       "537        natural    pale yellow                   creamy, savory, sweet   \n",
-       "569            NaN    pale yellow                   caramel, nutty, sweet   \n",
-       "601          waxed          ivory  buttery, caramel, creamy, nutty, sweet   \n",
-       "621         washed            NaN                            creamy, mild   \n",
-       "646         washed          straw                 grassy, mild, mushroomy   \n",
-       "675        natural          white                           creamy, salty   \n",
-       "701         washed          ivory           buttery, fruity, salty, sweet   \n",
-       "776         washed  golden yellow                           mild, pungent   \n",
-       "789            NaN    pale yellow                           buttery, mild   \n",
-       "852       rindless          white                                   milky   \n",
-       "975        natural          white                herbaceous, salty, tangy   \n",
-       "1001  mold ripened    pale yellow                   full-flavored, strong   \n",
-       "1082  mold ripened          white                    sharp, spicy, strong   \n",
-       "1099       plastic    pale yellow                             mild, milky   \n",
-       "1106       natural          white             lemony, salty, sharp, tangy   \n",
-       "1108       plastic         yellow            creamy, savory, sharp, spicy   \n",
-       "1123       natural          white                         pungent, strong   \n",
-       "1173        washed          straw                           subtle, sweet   \n",
-       "\n",
-       "                         aroma vegetarian  vegan  \n",
-       "12                 mild, milky      False  False  \n",
-       "116                      fresh      False  False  \n",
-       "160   aromatic, floral, fruity      False  False  \n",
-       "212                        NaN       True  False  \n",
-       "213                        NaN       True  False  \n",
-       "243                     floral        NaN    NaN  \n",
-       "262                   aromatic        NaN    NaN  \n",
-       "297                        NaN        NaN    NaN  \n",
-       "300                        NaN        NaN    NaN  \n",
-       "311               fresh, milky      False  False  \n",
-       "316                        NaN      False  False  \n",
-       "367                     lactic        NaN    NaN  \n",
-       "375                      goaty        NaN    NaN  \n",
-       "377                      goaty        NaN    NaN  \n",
-       "407                        NaN        NaN    NaN  \n",
-       "437                      fresh        NaN    NaN  \n",
-       "445                        NaN        NaN    NaN  \n",
-       "455                   aromatic        NaN    NaN  \n",
-       "508                        NaN       True  False  \n",
-       "512                      nutty        NaN    NaN  \n",
-       "524                       rich       True  False  \n",
-       "537                        NaN        NaN    NaN  \n",
-       "569                       rich        NaN    NaN  \n",
-       "601                mild, sweet       True  False  \n",
-       "621                    pungent        NaN    NaN  \n",
-       "646                     stinky      False  False  \n",
-       "675            aromatic, fresh        NaN    NaN  \n",
-       "701            earthy, pungent      False  False  \n",
-       "776            pungent, strong      False  False  \n",
-       "789                   aromatic        NaN    NaN  \n",
-       "852               fresh, milky       True  False  \n",
-       "975                      fresh        NaN    NaN  \n",
-       "1001                      rich        NaN    NaN  \n",
-       "1082           pungent, strong      False  False  \n",
-       "1099               fresh, mild       True  False  \n",
-       "1106                    strong      False  False  \n",
-       "1108                       NaN       True  False  \n",
-       "1123           pungent, strong        NaN    NaN  \n",
-       "1173                    strong        NaN    NaN  "
+       "[1181 rows x 13 columns]"
       ]
      },
-     "execution_count": 51,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "print(len(data[data[\"country\"].str.contains(\",\")]))\n",
-    "data[data[\"country\"].str.contains(\",\")]\n"
+    "data"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
-   "id": "43058589-f931-46ad-99a7-44be63f962cc",
+   "execution_count": 9,
+   "id": "7ef7494b-ff08-40a5-890f-e0f718cf2842",
    "metadata": {},
    "outputs": [],
    "source": [
-    "data=data.drop(index=data[data[\"country\"].str.contains(\",\")].index)"
+    "data.loc[data.country.str.contains(\"England, Great Britain, United Kingdom\")|data.country.str.contains(\"England, United Kingdom\"),\"country\"]=\"England\"\n",
+    "data.loc[data.country.str.contains(\"Scotland\"),\"country\"]=\"Scotland\"\n",
+    "data.loc[data.country.str.contains(\"Great Britain, United Kingdom, Wales\")|data.country.str.contains(\"United Kingdom, Wales\"),\"country\"]=\"Wales\"\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "fb044984-c33c-492c-91a2-4e9fff29ceb3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data=data.drop(index=data[data[\"country\"].str.contains(\",\")].index)\n",
+    "data=data.drop(index=data[data[\"country\"].str.contains(\" and \")].index)"
    ]
   },
   {
@@ -2171,12 +1499,12 @@
    "id": "2f42c973-247a-4f51-947e-fbd76f8f12fc",
    "metadata": {},
    "source": [
-    "We removed 39 cheeses because they can come froms several countries. "
+    "We removed 41 cheeses because they can come froms several countries. "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 13,
    "id": "59c4e6e7-d624-45a5-a9ea-eb375102b771",
    "metadata": {},
    "outputs": [],
@@ -2186,7 +1514,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 14,
    "id": "0dee0f25-4699-4e46-97d0-21bb36d9c603",
    "metadata": {},
    "outputs": [
@@ -2417,7 +1745,7 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>1142 rows × 14 columns</p>\n",
+       "<p>1140 rows × 14 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -2473,10 +1801,10 @@
        "1185      False  False                        , Switzerland  \n",
        "1186       True  False                      , United States  \n",
        "\n",
-       "[1142 rows x 14 columns]"
+       "[1140 rows x 14 columns]"
       ]
      },
-     "execution_count": 54,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2559,7 +1887,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 15,
    "id": "e2e868d4-33a1-4602-af97-afb1d29e612f",
    "metadata": {},
    "outputs": [
@@ -2589,7 +1917,6 @@
        " ', Italy',\n",
        " ', Mauritania',\n",
        " ', Mexico',\n",
-       " ', Mexico and Caribbean',\n",
        " ', Middle East',\n",
        " ', Mongolia',\n",
        " ', Netherlands',\n",
@@ -2958,7 +2285,7 @@
        " 'Äänekoski, Finland'}"
       ]
      },
-     "execution_count": 55,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2994,7 +2321,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 16,
    "id": "0043fe0d-e2d2-48f0-8953-ffc3dee52ba6",
    "metadata": {},
    "outputs": [],
@@ -3013,19 +2340,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 17,
    "id": "710341db-408f-4a4a-a849-65b963582ebc",
-   "metadata": {},
+   "metadata": {
+    "scrolled": true
+   },
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "b78765c7ef7a4fad8cb4520512a198c8",
+       "model_id": "07fbeae8f58240ee921eae823a2a69a0",
        "version_major": 2,
        "version_minor": 0
       },
       "text/plain": [
-       "  0%|          | 0/390 [00:00<?, ?it/s]"
+       "  0%|          | 0/389 [00:00<?, ?it/s]"
       ]
      },
      "metadata": {},
@@ -3035,396 +2364,395 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Valencia, Spain (39.4697065, -0.3763353)\n",
-      "Crotone, Italy (39.1873894, 16.87828188895307)\n",
-      "New Hampshire, United States (43.4849133, -71.6553992)\n",
-      "Setubal, Palmela and Sesimbra, Portugal (38.5241783, -8.8932341)\n",
-      ", Turkey (39.294076, 35.2316631)\n",
-      "Wisconsin, United States (44.4308975, -89.6884637)\n",
-      "Maine, United States (45.709097, -68.8590201)\n",
-      "Beara Peninsula, Co. Cork, Ireland (51.7280451, -9.767906428362338)\n",
-      "Castilla Leon, Spain (40.4598868, -3.4720773)\n",
-      ", Wales (52.2928116, -3.73893)\n",
-      "Romanian Carpathians, Romania (46.4046483, 22.9894841933513)\n",
-      "Pembrokeshire, Wales (51.8339209, -4.916667)\n",
-      "Lodi, Italy (45.2613104, 9.491678060021837)\n",
-      "Stoneyford, Ireland (52.5362671, -7.2278963)\n",
-      "Central and Western Macedonia, Thessaly, Greece (38.9953683, 21.9877132)\n",
-      ", Armenia (4.536307, -75.6723751)\n",
-      "Indiana, United States (40.3270127, -86.1746933)\n",
-      "Alba, Italy (44.7007236, 8.0357786)\n",
-      "East Sussex, United Kingdom (50.9404266, 0.3699977891068864)\n",
-      "Fornells de la Selva, Gironès, Spain (41.9319675, 2.8090343)\n",
-      ", Iraq (33.0955793, 44.1749775)\n",
-      "Treviso, Veneto, Italy (45.806691349999994, 12.206315763116372)\n",
-      ", Brazil (-10.3333333, -53.2)\n",
-      "North Wootton, England (52.7923213, 0.4278194)\n",
-      "Modena, Italy (44.5384728, 10.935960870530739)\n",
-      "Minas Gerais, Brazil (-18.5264844, -44.1588654)\n",
-      "Emilia-Romagna, Italy (44.525696, 11.039437)\n",
-      "Centre-Val de Loire, France (47.5490251, 1.7324062)\n",
-      "Dumfriesshire, Scotland (55.166667, -3.5)\n",
-      "Brisbane, Australia (-27.4689682, 153.0234991)\n",
-      "Carrigtwohill,  (51.9094617, -8.2611809)\n",
-      "Azores, Portugal (37.80855645, -25.473137391245295)\n",
-      ", Austria (47.59397, 14.12456)\n",
-      "Basque, Pyrenees Mountains, France (45.359277750000004, -1.1480053453043046)\n",
-      "North East Victoria,  (54.699881, -1.6031519)\n",
-      "Greensboro, VT, United States (36.0726355, -79.7919754)\n",
-      "Stawley, near Wellington, Somerset, England (50.9961449, -3.3382702)\n",
-      "Central and Western Macedonia, Thessalia, Greece (38.9953683, 21.9877132)\n",
-      "Po valley region, Italy (42.6384261, 12.674297)\n",
-      "Southwestern Wisconsin, United States (42.53116075, -90.43762550236468)\n",
-      "County Wexford, Ireland (52.46018745, -6.606515459159162)\n",
-      "Valpadana, Italy (39.60288591417616, 16.626802703803317)\n",
-      "Lapland, Finland (67.69291045, 26.728214183162986)\n",
-      ", United States (39.7837304, -100.445882)\n",
-      "Passendale, Belgium (50.9003015, 3.0203891)\n",
-      "Dorset, England (50.79683685, -2.34473226124306)\n",
-      "Chirac, France (45.9140138, 0.6548543)\n",
-      "North Carolina, United States (35.6729639, -79.0392919)\n",
-      "Umbria, Lazio, Italy (42.965916, 12.490236)\n",
-      "Iowa, United States (41.9216734, -93.3122705)\n",
-      "Inagh, Co Clare,  (52.9071704, -9.2345138)\n",
-      "Roxburghshire, Scotland (56.7861112, -4.1140518)\n",
-      "Sardegna, Italy (40.0912813, 9.0305773)\n",
-      "province of Brittany, France (46.603354, 1.8883335)\n",
-      "Troyes , Aube, France (48.2971626, 4.0746257)\n",
-      "Carneros, Sonoma, California, United States (33.223027, -111.70568456233669)\n",
-      "Svaneti, Samegrelo, Georgia (42.63545205, 42.24871384619953)\n",
-      "La Velle, Wisconsin, United States (45.1699553, -109.88428658948227)\n",
-      "Georgia, United States (32.3293809, -83.1137366)\n",
-      "Brickhill, Co. Clare, Ireland (52.70642975, -8.751786760846851)\n",
-      "Sulzberg, Austria (47.52121792021591, 9.91273065974192)\n",
-      "Nicasio, United States (38.0615885, -122.6985975)\n",
-      "Inagh, Co Clare, Ireland (52.9071704, -9.2345138)\n",
-      "Burgundy, France (47.27808725, 4.222486304306048)\n",
-      "Aveyron, Laguiole, France (44.315857449999996, 2.5065697302419823)\n",
-      "Centre , the department of Loiret, France (47.5490251, 1.7324062)\n",
-      "Rhone Valley, France (46.603354, 1.8883335)\n",
-      "Tasmania, Australia (-42.035067, 146.6366887)\n",
-      "South West England, United Kingdom (51.0339991, -2.949011916021195)\n",
-      ", Canada (61.0666922, -107.991707)\n",
-      "Loire Valley, France (47.44927715, -0.34954901296919916)\n",
-      "Extremadura, Spain (39.1748426, -6.1529891)\n",
-      "New Jersey, United States (40.0757384, -74.4041622)\n",
-      "Nord-Pas-de-Calais, France (50.5289634, 2.454515765955904)\n",
-      "Piave Valley, Italy, Italy (45.735099578237005, 7.320173335891282)\n",
-      "Friuli-Venezia Giulia and the Veneto, Italy (42.6384261, 12.674297)\n",
-      "Co. Cork, Ireland (51.917535900000004, -8.58597726870895)\n",
-      "North Yorkshire, England (54.13453275, -1.498628491239545)\n",
-      "Illinois, United States (40.0796606, -89.4337288)\n",
-      "Gâtinais, France (48.15497515, 2.811419156673292)\n",
-      "Campania, Paestum, Foggia, Italy (40.860672, 14.843984)\n",
-      "Port Townsend, United States (48.1179702, -122.769544)\n",
-      "Piemonte, Italy (45.060735, 7.923549)\n",
-      "Bregenzerwald, Kleinwalsertal, Großwalsertal, Laiblachtal (Pfänderstock) and Rheintal, Austria (47.387028799999996, 9.95606355528393)\n",
-      "Brooklyn NY, United States (40.6526006, -73.9497211)\n",
-      "Avesnes, France (50.5495906, 1.9721295)\n",
-      "Petaluma, California, United States (38.2325829, -122.636465)\n",
-      "Lanarkshire, Scotland (55.5752966, -3.833333)\n",
-      "Co Clare, Ireland (52.857257450000006, -8.937435925994537)\n",
-      "Mankato, MN, United States (44.1634663, -93.9993505)\n",
-      "Friuli Venezia Giulia and Veneto, Italy (42.6384261, 12.674297)\n",
-      "Québec, Canada (52.4760892, -71.8258668)\n",
-      "Airedale farming district, New Zealand (-41.5000831, 172.8344077)\n",
-      "Galicia, Spain (42.61946, -7.863112)\n",
-      "Campania, Italy (40.860672, 14.843984)\n",
-      "Asiago, Italy (45.8753771, 11.5106998)\n",
-      "Monterey, California, United States (36.2231079, -121.387742)\n",
-      "Pullman, Washington, United States (46.7304268, -117.173895)\n",
-      "Devon, England (50.724140500000004, -3.6607788161410735)\n",
-      "Pesaro-Urbino, Italy (43.694112700000005, 12.701443660480004)\n",
-      "Ballarat, Victoria, Australia (-37.5623013, 143.8605645)\n",
-      "Savoie, France (45.494895150000005, 6.384660381375652)\n",
-      "Hunter Valley, Australia (-32.5421803, 151.2185641)\n",
-      "Auvergne, Salers, France (45.2968119, 4.6604809)\n",
-      "Chelmarsh, Bridgnorth, Shropshire, England (52.4875359, -2.4124407)\n",
-      "Duhallow, Ireland (52.1837912, -9.00609563330653)\n",
-      ", Serbia (44.024322850000004, 21.07657433209902)\n",
-      "Stranraer, Scotland (54.9044332, -5.026204)\n",
-      "Cotswolds, England (51.74894260792542, -0.23033349985221635)\n",
-      "Manitoba, Canada (55.001251, -97.001038)\n",
-      "South West England, England (51.50076785, -2.5503106339491204)\n",
-      "Berry, France (44.5760186, 0.3095833)\n",
-      "Co Limerick, Ireland (52.518831649999996, -8.795834650292788)\n",
-      "Averyon, France (46.603354, 1.8883335)\n",
-      "Co. Mayo, Ireland (53.9087056, -9.298304863654256)\n",
-      "Corsica, France (42.188089649999995, 9.068413771427695)\n",
-      "Moliterno, Italy (40.2423024, 15.868903)\n",
-      "Castelo Branco, Fundão and Idanha-a-Nova, Portugal (39.97675825, -7.446059929966704)\n",
-      "Oristano, Italy (40.02656765, 8.679641647435716)\n",
-      "Postel, Belgium (51.2874865, 5.1897863)\n",
-      ", Iceland (64.9841821, -18.1059013)\n",
-      "Brittany, France (48.2640845, -2.9202408)\n",
-      "Rio Grande do Sul, Brazil (-29.8425284, -53.7680577)\n",
-      "Greenville, Indiana, United States (34.851354, -82.3984882)\n",
-      "Macedonia, Thrace, Thessalia, Peloponissos, Ionian Islands, Aegean islands, Crete Island and Epirus, Greece (40.6186482, 22.91795361795959)\n",
-      "Shelburne Farms, United States (34.89046225, -82.24340593189123)\n",
-      "Provencale, France (43.7899311033635, 7.524017533510311)\n",
-      "Oxfordshire, Great Britain (51.7412674, -1.2245951)\n",
-      "Swabia, Germany (48.15313125, 10.47129100603846)\n",
-      "Comox Valley, Vancouver Island, Canada (49.670981, -125.0353253)\n",
-      "Dalmatia, Croatia (43.538796500000004, 16.175235566874342)\n",
-      "Murcia, Spain (37.9923795, -1.1305431)\n",
-      "Puimichel in Provence Alpes, France (46.603354, 1.8883335)\n",
-      "Peekskill, United States (41.289811, -73.9204922)\n",
-      "Menorca, Balearic Islands, Spain (39.949257200000005, 4.0499641751186415)\n",
-      "New South Wales, Australia (-31.8759835, 147.2869493)\n",
-      "Colorado, United States (38.7251776, -105.607716)\n",
-      "Piora Valley, Switzerland (46.7985624, 8.2319736)\n",
-      "Loire, France (45.75385355, 4.045473682551104)\n",
-      "Tieton, Washington, United States (46.7020686, -120.75535)\n",
-      "Oviken, Sweden (62.9974877, 14.3928671)\n",
-      "Taxco, Mexico (18.5565446, -99.6052838)\n",
-      "Rhône-Alpes, France (45.3175313, 5.721294352585611)\n",
-      ", Mexico and Caribbean ERROR\n",
-      "Bursa, Turkey (39.9895878, 28.8944669)\n",
-      "Nottinghamshire, England (53.1459288, -1.0214971168122484)\n",
-      "Karlovy Vary, Czech Republic (50.2306216, 12.8701437)\n",
-      "County Cavan, Ireland (54.03497495, -7.2937022825583675)\n",
-      "Northwest, United States (34.3129464, -78.1611077)\n",
-      ", Germany (51.1638175, 10.4478313)\n",
-      ", Sweden (59.6749712, 14.5208584)\n",
-      ", Argentina (-34.9964963, -64.9672817)\n",
-      "Queenstown, New Zealand (-45.0321923, 168.661)\n",
-      "All Holland, Netherlands (52.4601118, 4.6056526)\n",
-      "Flanders, Belgium (51.096246199999996, 4.178629103169916)\n",
-      "West Pawlet, VT, United States (43.356893, -73.24966776033015)\n",
-      "Bjurholm, Sweden (63.966667, 19.0)\n",
-      "Allgaeu Alps, Germany (51.1638175, 10.4478313)\n",
-      "Somerset, England (51.161750850000004, -3.0753867062227487)\n",
-      "Herefordshire, West Midlands, United Kingdom (52.083333, -2.75)\n",
-      "Västra Götaland, Sweden (58.215850200000006, 12.651820794914073)\n",
-      ", Scotland (56.7861112, -4.1140518)\n",
-      "Provence, France (44.0580563, 6.0638506)\n",
-      "Mornington Peninsula, Melbourne, Australia (-38.3312575, 145.08106868543985)\n",
-      "Haute-Savoie / Upper Savoy, France (46.06904065, 6.344532137164)\n",
-      ", Middle East (39.3014159, -76.5888477)\n",
-      "Sonoma, California, United States (38.5110803, -122.8473388)\n",
-      "Veneto, Italy (45.6476663, 11.8665254)\n",
-      "Haute Vienne, France (45.91901925, 1.203176771876291)\n",
-      "Gloucestershire County, England (51.9425914, -2.100154122305389)\n",
-      "Massachusetts, United States (42.3788774, -72.032366)\n",
-      "Carmarthenshire, Wales (51.893669849999995, -4.217282721429928)\n",
-      "Orkney Isles, Scotland (56.7861112, -4.1140518)\n",
-      ", Belgium (50.6402809, 4.6667145)\n",
-      "Lombardy, Italy (45.5703694, 9.7732524)\n",
-      "Oregon, United States (43.9792797, -120.737257)\n",
-      "Cheshire, England (53.2141028, -2.471770086071205)\n",
-      "Blarney, Ireland (51.9325233, -8.5678665)\n",
-      "Timsbury, Somerset, England (51.3271927, -2.4755923)\n",
-      "Veneto, Trentino, Italy (45.6476663, 11.8665254)\n",
-      "Co. Offaly, Ireland (53.13617215, -7.810340751784169)\n",
-      "Barcelona, Spain (41.3828939, 2.1774322)\n",
-      "Sardinia & Campania, Italy (42.6384261, 12.674297)\n",
-      "West Bengal, India (22.9964948, 87.6855882)\n",
-      "Banon, France (44.0381752, 5.6296701)\n",
-      "Laruns, France (42.9882368, -0.4266324)\n",
-      "Gevrey-Chambertin, Burgundy, France (47.2261857, 4.9705666)\n",
-      "Pyrenees, France (48.8738565, 2.3852638)\n",
-      "Murazzano, Italy (44.4746494, 8.0213361)\n",
-      "Southern California, United States (34.169262950000004, -116.787448181486)\n",
-      "Normandy, France (49.0677708, 0.3138532)\n",
-      "Charentes, France (45.4039367, 0.3756199)\n",
-      "island wide, Cyprus (34.9174159, 32.889902651331866)\n",
-      "Larzac, France (44.74693, 1.0075)\n",
-      "Pays d’Auge, Normandy, France (49.0356178, 0.1573083324015645)\n",
-      "Pyrenees-Atlantiques, France (43.18718655, -0.728247400084667)\n",
-      "Auvergne, France (45.2968119, 4.6604809)\n",
-      "Burgund, France (47.27808725, 4.222486304306048)\n",
-      ", Portugal (39.6621648, -8.1353519)\n",
-      "Jura, Switzerland (47.3566699, 7.1598893)\n",
-      "Emilia Romagna, Italy (44.525696, 11.039437)\n",
-      "East Midlands, England (53.1188177, -1.2597068974971675)\n",
-      "Missouri, United States (38.7604815, -92.5617875)\n",
-      "Marathon, NY, United States (44.8914036, -89.7748098)\n",
-      ", Holland (52.2434979, 5.6343227)\n",
-      "Ann Arbor, MI, United States (42.2813722, -83.7484616)\n",
-      "Cevenes, France (44.3509309, 3.8584812791602983)\n",
-      "Bergues, France (50.9683886, 2.4325247)\n",
-      "Pokolbin, Hunter Valley, Australia (-32.7792106, 151.2978747)\n",
-      "Pyrénées, France (48.8738565, 2.3852638)\n",
-      ", Netherlands (52.2434979, 5.6343227)\n",
-      "Gippsland, Victoria, Australia (-37.87448275, 146.9111788341666)\n",
-      "Cumbrian, United Kingdom (54.478530449999994, -3.06553306667584)\n",
-      "Friuli-Venezia Giulia, Italy (46.151042, 13.055904)\n",
-      "Kilmallock County Limerick, Ireland (52.400645600000004, -8.571161660434711)\n",
-      "Gloucestershire, England (51.7643786, -2.1880661838719386)\n",
-      "Vermont, United States (44.5990718, -72.5002608)\n",
-      "Stewarton, Scotland (55.680265, -4.5153023)\n",
-      "Leiden, Netherlands (52.1594747, 4.4908843)\n",
-      "Lebanon, CT, United States (40.375713, -76.4626118)\n",
-      "Tomales, California, United States (38.2468075, -122.90630461024097)\n",
-      "Bermondsey, London, England (51.4970125, -0.063268)\n",
-      "Tipperary, Ireland (52.4734839, -8.1614446)\n",
-      "Fife, Scotland (56.3333331, -3.0000001)\n",
-      "Allgäu, Germany (47.5926009, 10.209156)\n",
-      ", France (46.603354, 1.8883335)\n",
-      "French Basque Country, Midi-Pyrénées, France (46.603354, 1.8883335)\n",
-      "Severn Valley, England (52.454530899999995, -2.3755702502240226)\n",
-      ", Denmark (55.670249, 10.3333283)\n",
-      "Tain, Scotland (57.8119372, -4.0550663)\n",
-      "New York, France (44.8712241, -0.5502475)\n",
-      "Pyrénées-Atlantiques, France (43.18718655, -0.728247400084667)\n",
-      "Buxton, Derbyshire, England (53.2593422, -1.9100768)\n",
       "Galax, Virginia, United States (36.6612387, -80.9239671)\n",
-      "Wallonia, Belgium (50.154540049999994, 5.399359762971196)\n",
-      "Ile-de-France/Champagne, France (48.5499711, 7.7508704)\n",
-      "Lazio, Sardinia, Italy (41.9808038, 12.7662312)\n",
-      "Staffordshire, England (52.824694199999996, -2.0074546723348115)\n",
-      ", Switzerland (46.7985624, 8.2319736)\n",
-      "Serra da Estrela, Portugal (40.4358994, -7.516865473467464)\n",
-      "County Carlow, Ireland (52.69078865, -6.825145150844913)\n",
-      "St. Louis, Missouri, United States (38.6280278, -90.1910154)\n",
-      "Coquet, England (54.88091196980861, -1.5495607774216265)\n",
-      "Béarnaise in Pyrénées-Atlantique, France (46.603354, 1.8883335)\n",
-      "Websterville, VT, United States (44.162985, -72.47576806895253)\n",
-      ", Poland (52.215933, 19.134422)\n",
-      "Utah, United States (39.4225192, -111.714358)\n",
-      "Allagau, Bavarian Alps, Germany (51.1638175, 10.4478313)\n",
-      "Oregon Coast Range, United States (39.7837304, -100.445882)\n",
-      "Cotherstone, England (54.570244, -1.9804176)\n",
-      "Swaledale, North Yorkshire, England (54.38299324007608, -1.9841360652878535)\n",
-      "Bornholm, Denmark (55.143122399999996, 14.922629658767558)\n",
-      "Aquitaine, France (44.24620635, -0.18399787392367906)\n",
-      "old Liburnia (Dalmatia), Croatia (45.3658443, 15.6575209)\n",
-      "Fethard, Co Tipperary, Ireland (52.467222, -7.691111)\n",
-      "Northern Holland, Netherlands (52.2434979, 5.6343227)\n",
-      "Castile-Leon, Spain (41.55005, -5.1387401)\n",
-      "Naples, Italy (40.8358846, 14.2487679)\n",
-      "Gravina in Puglia, Murgia, Italy (40.819725, 16.422779)\n",
-      "Castille-Leon, Spain (41.55005, -5.1387401)\n",
-      ", Israel (30.8124247, 34.8594762)\n",
-      "Languedoc-Roussillon, France (43.65420305, 3.674669940206605)\n",
-      "Orkney Islands, Scotland (58.94182309999999, -3.129694439563327)\n",
-      ", Italy (42.6384261, 12.674297)\n",
-      ", United Kingdom (54.7023545, -3.2765753)\n",
-      "Wales, Great Britain (53.28236125, -3.8286207326666837)\n",
-      "Wales, London, Wales (52.41446365, -4.0685073132923)\n",
-      "California, United States (36.7014631, -118.755997)\n",
-      "Belvederis, Lithuania (55.0820118, 23.3897023)\n",
-      "Franche Comté, France (48.68347355, 2.1776625116070027)\n",
-      "Kent, United Kingdom (51.20707485, 0.7210361813401444)\n",
-      "Bloomdale, United States (33.2473378, -96.6794382)\n",
-      "Wigtownshire, Scotland (54.9042579, -5.0248893)\n",
-      ", Ireland (52.865196, -7.9794599)\n",
-      "County Tipperary, Clogheen, Ireland (52.68482145, -7.898147186112796)\n",
-      "Colby, Wisconsin, United States (44.5684775, -69.66002565150262)\n",
-      "Isere, France (45.28979315, 5.634382477386232)\n",
-      "Kinfauns, Perthshire, Scotland (56.3822607, -3.36565)\n",
-      ", Mexico (23.6585116, -102.0077097)\n",
-      "Dumfries, Scotland (55.0691397, -3.6107936)\n",
-      "Odell, Bedfordshire, England (52.21843025, -0.5921260787763352)\n",
-      "Avila, Spain (40.656478, -4.7002172)\n",
-      "Bethania, United Kingdom (52.2509586, -4.0888576)\n",
-      "Lincolnshire, England (53.1823034, -0.2031208542548153)\n",
-      "Hamilton, New Zealand (-37.7878809, 175.281788)\n",
-      ", Greece (38.9953683, 21.9877132)\n",
-      "New York, United States (40.7127281, -74.0060152)\n",
-      ", Cyprus (34.9174159, 32.889902651331866)\n",
-      "South Australia, Australia (-30.5343665, 135.6301212)\n",
-      "Low-laying regions, Sweden (59.6749712, 14.5208584)\n",
-      "Serra da Canastra, Minas Gerais state, Brazil (-20.1615, -46.76365461658604)\n",
-      "Cornwall,  (50.443348900000004, -4.62465658489158)\n",
-      "St Antoine, France (44.0361186, 0.8397552)\n",
-      "Amou, Gascony, France (43.59266, -0.7475291)\n",
-      "Charentes-Poitou, France (45.4039367, 0.3756199)\n",
-      "Co. Carlow, Ireland (52.69078865, -6.825145150844913)\n",
-      "Äänekoski, Finland (62.6032186, 25.7301361)\n",
-      ", Spain (39.3260685, -4.8379791)\n",
-      "Ile de France, France (48.6443057, 2.7537863)\n",
-      "Seattle, Washington, United States (47.6038321, -122.330062)\n",
-      "Minnesota, United States (45.9896587, -94.6113288)\n",
-      "Milford, NJ, United States (41.2222218, -73.0570603)\n",
-      "Charm, Ohio, United States (40.5067308, -81.7848553)\n",
-      "Anjou, France (45.3462, 4.88149)\n",
-      "Pinconning, Michigan, United States (43.853633, -83.964987)\n",
-      "Derbyshire, Leicestershire, Nottinghamshire, England (53.1666927, -1.5833223)\n",
-      "Gujarat, India (22.3850051, 71.745261)\n",
-      ", Mongolia (46.8250388, 103.8499736)\n",
-      "Central Balkan Mountains, Bulgaria (42.6073975, 25.4856617)\n",
-      "Schoonrewoerd, Leerdam, Netherlands (51.920458, 5.1156505)\n",
-      "North East Victoria, Australia (-37.8633951, 145.0100994)\n",
-      "Bavaria, Germany (48.9467562, 11.4038717)\n",
-      "Kimball, United States (41.1881305, -103.6997645)\n",
-      "Illoud (Haute-Marne), France (48.2089823, 5.5615126)\n",
-      "Ann Arbor, Michigan, United States (42.2813722, -83.7484616)\n",
-      "Rhone-Alps, France (45.2968119, 4.6604809)\n",
-      "Mols, Denmark (56.187042, 10.460782482125193)\n",
-      "Island of Pag, Croatia (45.3658443, 15.6575209)\n",
-      ", Hungary (47.1817585, 19.5060937)\n",
-      "Lower Normandy, France (48.953684499999994, -0.573365358805311)\n",
-      "Midi-Pyrenees, France (43.8099068, 1.4344926056549236)\n",
-      "Huizen, Netherlands (52.2958122, 5.2567209)\n",
-      "Upper Corsica, France (46.603354, 1.8883335)\n",
-      "Basilicata, Italy (40.500571, 16.081953)\n",
-      "Landford, England (50.9700788, -1.6363792)\n",
-      "Maribo, Denmark (54.7758018, 11.5054333)\n",
-      "Virginia, United States (37.1232245, -78.4927721)\n",
-      "Adamstown, Co Wexford, Ireland (53.3360017, -6.4692321)\n",
-      "Het Groene Hart, Netherlands (51.5246, 4.280818038775446)\n",
-      "Sebastopol, California, United States (38.4021038, -122.824222)\n",
-      "Carrigtwohill, Ireland (51.9094617, -8.2611809)\n",
-      "County Antrim, Ireland (54.864725500000006, -6.143637910742768)\n",
-      "Aberdeenshire, Scotland (57.166667, -2.666667)\n",
-      "massif des Causses, France (46.603354, 1.8883335)\n",
-      "Asturias, Spain (43.3133868, -5.94192)\n",
-      "Allgau, Germany (47.8241593, 11.6822424)\n",
-      "Croisy-sur-Eure, France (49.0291802, 1.346505)\n",
-      "Northern Wisconsin, United States (44.94725995, -91.39373410986752)\n",
-      "Carnia, Italy (46.3738716, 13.1339829)\n",
-      "Vorarlberg, Austria (47.25, 9.9166667)\n",
-      "Quebec, Canada (52.4760892, -71.8258668)\n",
-      "Canary Islands, Spain (28.286398900000002, -16.796011808910734)\n",
-      "Banks Peninsular in Canterbury, New Zealand (-41.5000831, 172.8344077)\n",
-      "Beira Baixa Province, Portugal (39.6621648, -8.1353519)\n",
-      "Fairview, United States (40.6333724, -90.1637318)\n",
-      "Aconcagua, Chile (-33.04383715040669, -71.56622455102398)\n",
-      "Midi-Pyrénées, France (43.8099068, 1.4344926056549236)\n",
-      "Landshut, Germany (48.536217, 12.1516551)\n",
-      ", New Zealand (-41.5000831, 172.8344077)\n",
-      ", England (52.5310214, -1.2649062)\n",
-      "Languedoc, France (43.65420305, 3.674669940206605)\n",
-      ", Afghanistan (33.7680065, 66.2385139)\n",
-      "NY, United States (43.1561681, -75.8449946)\n",
       "Northeastern Brazil, Brazil (-10.3333333, -53.2)\n",
-      "Piedmont, Italy (45.060735, 7.923549)\n",
-      "St. Gallen (canton), Tufertschwil, Switzerland (47.1561047, 9.338323)\n",
-      "Pembrokeshire, United Kingdom (51.8339209, -4.916667)\n",
-      "Canton of Glarus, Switzerland (46.7985624, 8.2319736)\n",
-      "South East England, United Kingdom (51.45115235, -0.9935673736185868)\n",
-      "Ceredigion, United Kingdom (52.2945764, -3.9527809990291427)\n",
-      "Stonegate, East Sussex, England (53.960910892985034, -1.0833748506182423)\n",
-      "Tuscany, Italy (43.4586541, 11.1389204)\n",
-      "Timsbury, Somerset, Scotland (56.7861112, -4.1140518)\n",
-      "Lucerne, Schwyz, Unterwald, and Zoug, and the following additional places: Muri district in d'Argovi, Switzerland (47.0505452, 8.3054682)\n",
-      "Prince Edward Island, Canada (46.3355508, -63.1466676)\n",
-      "Prince Edward County, Ontario, Canada (44.031827, -77.246933)\n",
-      "Aveyron, France (44.315857449999996, 2.5065697302419823)\n",
-      "Calabria, Italy (39.0565974, 16.5249864)\n",
-      "British Columbia, Canada (55.001251, -125.002441)\n",
-      "Ontario, Canada (50.000678, -86.000977)\n",
-      "North Cornwall, England (51.7561518, 0.4645198)\n",
-      "Pennsylvania, United States (40.9699889, -77.7278831)\n",
-      "Coast of Oregon, United States (39.7837304, -100.445882)\n",
+      "Tieton, Washington, United States (46.7020686, -120.75535)\n",
+      "Central Balkan Mountains, Bulgaria (42.6073975, 25.4856617)\n",
+      "Postel, Belgium (51.2874865, 5.1897863)\n",
+      ", Netherlands (52.2434979, 5.6343227)\n",
+      "Äänekoski, Finland (62.6032186, 25.7301361)\n",
+      "New Hampshire, United States (43.4849133, -71.6553992)\n",
+      "Friuli Venezia Giulia and Veneto, Italy (42.6384261, 12.674297)\n",
+      "County Cavan, Ireland (54.03497495, -7.2937022825583675)\n",
+      "Charentes-Poitou, France (45.4039367, 0.3756199)\n",
       "Veneto,  (45.6476663, 11.8665254)\n",
-      ", Australia (-24.7761086, 134.755)\n",
-      "Victoria, Australia (-36.5986096, 144.6780052)\n",
-      "Pays Basque, France (47.6867895, 7.3927627)\n",
-      ", Mauritania (20.2540382, -9.2399263)\n",
+      "Lazio, Sardinia, Italy (41.9808038, 12.7662312)\n",
+      "Fairview, United States (40.6333724, -90.1637318)\n",
+      "County Wexford, Ireland (52.46018745, -6.606515459159162)\n",
+      "Southwestern Wisconsin, United States (42.53116075, -90.43762550236468)\n",
+      "Co. Carlow, Ireland (52.69078865, -6.825145150844913)\n",
+      "West Pawlet, VT, United States (43.356893, -73.24966776033015)\n",
+      "Passendale, Belgium (50.9003015, 3.0203891)\n",
+      "Serra da Estrela, Portugal (40.4358994, -7.516865473467464)\n",
+      "Centre-Val de Loire, France (47.5490251, 1.7324062)\n",
+      "Lucerne, Schwyz, Unterwald, and Zoug, and the following additional places: Muri district in d'Argovi, Switzerland (47.0505452, 8.3054682)\n",
+      "Bjurholm, Sweden (63.966667, 19.0)\n",
+      "Po valley region, Italy (42.6384261, 12.674297)\n",
+      "Wales, Great Britain (53.28236125, -3.8286207326666837)\n",
+      ", Denmark (55.670249, 10.3333283)\n",
+      "Asiago, Italy (45.8753771, 11.5106998)\n",
+      "Flanders, Belgium (51.096246199999996, 4.178629103169916)\n",
+      "Languedoc, France (43.65420305, 3.674669940206605)\n",
+      "Brickhill, Co. Clare, Ireland (52.70642975, -8.751786760846851)\n",
+      "Ontario, Canada (50.000678, -86.000977)\n",
+      ", Armenia (4.491976149999999, -75.74135085294314)\n",
+      "Mornington Peninsula, Melbourne, Australia (-38.3312575, 145.08106868543985)\n",
+      "Bergues, France (50.9683886, 2.4325247)\n",
+      "Pesaro-Urbino, Italy (43.694112700000005, 12.701443660480004)\n",
+      "Cheshire, England (53.2141028, -2.471770086071205)\n",
+      "Indiana, United States (40.3270127, -86.1746933)\n",
+      "Rhone-Alps, France (45.2968119, 4.6604809)\n",
+      "Stranraer, Scotland (54.9044332, -5.026204)\n",
+      "Seattle, Washington, United States (47.6038321, -122.330062)\n",
+      "St. Gallen (canton), Tufertschwil, Switzerland (47.1561047, 9.338323)\n",
+      "South East England, United Kingdom (51.45115235, -0.9935673736185868)\n",
+      "Lombardy, Italy (45.5703694, 9.7732524)\n",
+      "Utah, United States (39.4225192, -111.714358)\n",
+      "Illinois, United States (40.0796606, -89.4337288)\n",
+      ", Wales (52.2928116, -3.73893)\n",
+      "Low-laying regions, Sweden (59.6749712, 14.5208584)\n",
+      "Avesnes, France (50.5495906, 1.9721295)\n",
+      ", Middle East (39.3014159, -76.5888477)\n",
+      "Midi-Pyrenees, France (43.8099068, 1.4344926056549236)\n",
+      "Southern California, United States (34.169262950000004, -116.787448181486)\n",
+      "Piedmont, Italy (45.060735, 7.923549)\n",
+      "California, United States (36.7014631, -118.755997)\n",
+      "Gloucestershire, England (51.7643786, -2.1880661838719386)\n",
+      "North Wootton, England (52.7923213, 0.4278194)\n",
+      "Severn Valley, England (52.454530899999995, -2.3755702502240226)\n",
+      "Extremadura, Spain (39.1748426, -6.1529891)\n",
+      "Cumbrian, United Kingdom (54.478530449999994, -3.06553306667584)\n",
+      "Lebanon, CT, United States (40.375713, -76.4626118)\n",
+      "Lodi, Italy (45.2613104, 9.491678060021837)\n",
+      "Websterville, VT, United States (44.162985, -72.47576806895253)\n",
+      "Swabia, Germany (48.15313125, 10.47129100603846)\n",
+      "Stewarton, Scotland (55.680265, -4.5153023)\n",
+      "Oxfordshire, Great Britain (51.7412674, -1.2245951)\n",
+      "Ballarat, Victoria, Australia (-37.5623013, 143.8605645)\n",
+      "old Liburnia (Dalmatia), Croatia (45.3658443, 15.6575209)\n",
+      "Orkney Isles, Scotland (56.7861112, -4.1140518)\n",
+      "Puimichel in Provence Alpes, France (46.603354, 1.8883335)\n",
+      ", Israel (30.8124247, 34.8594762)\n",
+      "Port Townsend, United States (48.1179702, -122.769544)\n",
+      ", Iraq (33.0955793, 44.1749775)\n",
+      ", Greece (38.9953683, 21.9877132)\n",
+      "Greensboro, VT, United States (36.0726355, -79.7919754)\n",
+      "Cornwall, England (50.443348900000004, -4.62465658489158)\n",
+      "South West England, England (51.50076785, -2.5503106339491204)\n",
+      "Pembrokeshire, United Kingdom (51.8339209, -4.916667)\n",
+      "Northern Holland, Netherlands (52.2434979, 5.6343227)\n",
+      "Prince Edward Island, Canada (46.3355508, -63.1466676)\n",
+      "Central and Western Macedonia, Thessalia, Greece (38.9953683, 21.9877132)\n",
       "Richfield, Wisconsin, United States (44.8766431, -93.2877877)\n",
-      "Poitou-Charentes, France (46.13244785, -0.15455354898441043)\n",
-      "Pienza, Italy (43.0765485, 11.6789076)\n",
-      "Herault, France (43.591422, 3.3553309364095925)\n",
-      "Normandy, Auvilliers, France (49.0677708, 0.3138532)\n",
-      "Bourgogne, France (47.27808725, 4.222486304306048)\n",
-      "Póvoa de Lanhoso, Portugal (41.5759516, -8.2699521)\n",
-      "Cornwall, England (50.416667, -4.75)\n",
+      "Burgundy, France (47.27808725, 4.222486304306048)\n",
+      "Pokolbin, Hunter Valley, Australia (-32.7792106, 151.2978747)\n",
+      "Cotswolds, England (51.7489422, -0.2303579)\n",
+      "Beara Peninsula, Co. Cork, Ireland (51.7280451, -9.767906428362338)\n",
+      "County Tipperary, Clogheen, Ireland (52.68482145, -7.898147186112796)\n",
+      "Ceredigion, United Kingdom (52.2945764, -3.9527809990291427)\n",
+      "Dorset, England (50.79683685, -2.34473226124306)\n",
+      "Maine, United States (45.709097, -68.8590201)\n",
+      ", Switzerland (46.7985624, 8.2319736)\n",
+      "Bethania, United Kingdom (52.2509586, -4.0888576)\n",
+      "Laruns, France (42.9882368, -0.4266324)\n",
+      ", Sweden (59.6749712, 14.5208584)\n",
+      "St. Louis, Missouri, United States (38.6280278, -90.1910154)\n",
+      "Moliterno, Italy (40.2423024, 15.868903)\n",
+      "Minas Gerais, Brazil (-18.5264844, -44.1588654)\n",
+      "Troyes , Aube, France (48.2971626, 4.0746257)\n",
+      "Veneto, Trentino, Italy (45.6476663, 11.8665254)\n",
+      "Lincolnshire, England (53.1823034, -0.2031208542548153)\n",
+      "Co. Offaly, Ireland (53.13617215, -7.810340751784169)\n",
+      "Quebec, Canada (52.4760892, -71.8258668)\n",
+      "Allgau, Germany (47.8241593, 11.6822424)\n",
+      ", Hungary (47.1817585, 19.5060937)\n",
+      "Marathon, NY, United States (44.8914036, -89.7748098)\n",
+      "Timsbury, Somerset, Scotland (56.7861112, -4.1140518)\n",
+      "Petaluma, California, United States (38.2325829, -122.636465)\n",
+      "Landford, England (50.9700788, -1.6363792)\n",
+      "Piora Valley, Switzerland (46.7985624, 8.2319736)\n",
+      "Burgund, France (47.27808725, 4.222486304306048)\n",
+      "Wigtownshire, Scotland (54.9042579, -5.0248893)\n",
+      "Macedonia, Thrace, Thessalia, Peloponissos, Ionian Islands, Aegean islands, Crete Island and Epirus, Greece (40.6186482, 22.91795361795959)\n",
+      ", Australia (-24.7761086, 134.755)\n",
+      "Staffordshire, England (52.824694199999996, -2.0074546723348115)\n",
+      "Haute Vienne, France (45.91901925, 1.203176771876291)\n",
+      "Alba, Italy (44.7007236, 8.0357786)\n",
+      "Campania, Italy (40.860672, 14.843984)\n",
+      "Taxco, Mexico (18.5565446, -99.6052838)\n",
+      "New York, United States (40.7127281, -74.0060152)\n",
+      "Svaneti, Samegrelo, Georgia (42.63545205, 42.24871384619953)\n",
+      "East Midlands, England (53.1188177, -1.2597068974971675)\n",
+      "Fornells de la Selva, Gironès, Spain (41.9319675, 2.8090343)\n",
+      "North Cornwall, England (51.7561518, 0.4645198)\n",
+      "Colorado, United States (38.7251776, -105.607716)\n",
+      "Nicasio, United States (38.0615885, -122.6985975)\n",
+      ", Brazil (-10.3333333, -53.2)\n",
+      "Pyrenees, France (48.8738565, 2.3852638)\n",
+      "Derbyshire, Leicestershire, Nottinghamshire, England (53.1185033, -1.5566179305872214)\n",
+      "Québec, Canada (52.4760892, -71.8258668)\n",
+      "Manitoba, Canada (55.001251, -97.001038)\n",
+      "Auvergne, Salers, France (45.2968119, 4.6604809)\n",
+      "Upper Corsica, France (46.603354, 1.8883335)\n",
+      "Setubal, Palmela and Sesimbra, Portugal (38.5241783, -8.8932341)\n",
       "Roncq, France (50.7531232, 3.1209016)\n",
-      "Laqueuille, France (45.6507627, 2.7320917)\n",
+      "Oregon Coast Range, United States (39.7837304, -100.445882)\n",
+      ", Mexico (23.6585116, -102.0077097)\n",
+      "Roxburghshire, Scotland (56.7861112, -4.1140518)\n",
+      "Tipperary, Ireland (52.4734839, -8.1614446)\n",
+      "Wisconsin, United States (44.4308975, -89.6884637)\n",
+      "Mankato, MN, United States (44.1634663, -93.9993505)\n",
+      "Devon, England (50.724140500000004, -3.6607788161410735)\n",
+      "Kimball, United States (41.1881305, -103.6997645)\n",
+      "Brooklyn NY, United States (40.6526006, -73.9497211)\n",
+      "Northern Wisconsin, United States (44.94725995, -91.39373410986752)\n",
+      "All Holland, Netherlands (52.4601118, 4.6056526)\n",
+      "Tuscany, Italy (43.4586541, 11.1389204)\n",
+      "Avila, Spain (40.656478, -4.7002172)\n",
+      "Belvederis, Lithuania (55.0820118, 23.3897023)\n",
+      "Naples, Italy (40.8358846, 14.2487679)\n",
+      "Galicia, Spain (42.61946, -7.863112)\n",
+      "Castelo Branco, Fundão and Idanha-a-Nova, Portugal (39.97675825, -7.446059929966704)\n",
+      "Pullman, Washington, United States (46.7304268, -117.173895)\n",
+      "Aveyron, France (44.315857449999996, 2.5065697302419823)\n",
+      "Ann Arbor, Michigan, United States (42.2813722, -83.7484616)\n",
+      "Oregon, United States (43.9792797, -120.737257)\n",
+      ", Austria (47.59397, 14.12456)\n",
+      "Bregenzerwald, Kleinwalsertal, Großwalsertal, Laiblachtal (Pfänderstock) and Rheintal, Austria (47.387028799999996, 9.95606355528393)\n",
+      "Airedale farming district, New Zealand (-41.5000831, 172.8344077)\n",
+      "Cevenes, France (44.3509309, 3.8584812791602983)\n",
+      "massif des Causses, France (46.603354, 1.8883335)\n",
+      "Stawley, near Wellington, Somerset, England (50.9961449, -3.3382702)\n",
+      "Canary Islands, Spain (28.286398900000002, -16.796011808910734)\n",
+      "Timsbury, Somerset, England (51.3271927, -2.4755923)\n",
+      "Anjou, France (45.3462, 4.88149)\n",
+      "Co Limerick, Ireland (52.518831649999996, -8.795834650292788)\n",
+      "Coquet, England (54.88091196980861, -1.5495607774216265)\n",
+      "Modena, Italy (44.5384728, 10.935960870530739)\n",
+      "Herefordshire, West Midlands, United Kingdom (52.083333, -2.75)\n",
+      "Dalmatia, Croatia (43.538796500000004, 16.175235566874342)\n",
+      "Gloucestershire County, England (51.9425914, -2.100154122305389)\n",
+      "Prince Edward County, Ontario, Canada (44.031827, -77.246933)\n",
+      "Karlovy Vary, Czech Republic (50.2306216, 12.8701437)\n",
+      ", Canada (61.0666922, -107.991707)\n",
+      ", Afghanistan (33.7680065, 66.2385139)\n",
+      ", Portugal (39.6621648, -8.1353519)\n",
+      "Chirac, France (45.9140138, 0.6548543)\n",
+      "Allgäu, Germany (47.5926009, 10.209156)\n",
+      "Ile de France, France (48.6443057, 2.7537863)\n",
+      "French Basque Country, Midi-Pyrénées, France (46.603354, 1.8883335)\n",
+      "St Antoine, France (44.0361186, 0.8397552)\n",
+      ", Spain (39.3260685, -4.8379791)\n",
+      "Charentes, France (45.4039367, 0.3756199)\n",
+      "Béarnaise in Pyrénées-Atlantique, France (46.603354, 1.8883335)\n",
+      "Emilia-Romagna, Italy (44.525696, 11.039437)\n",
+      "Kinfauns, Perthshire, Scotland (56.3822607, -3.36565)\n",
       "Bas-Languedoc, Comtat Venaissin, France (43.687621, 4.2691037)\n",
-      "Zasavica, Serbia (44.9454307, 19.4987239)\n"
+      "Piave Valley, Italy, Italy (45.735099578237005, 7.320173335891282)\n",
+      "North East Victoria, Australia (-37.8633951, 145.0100994)\n",
+      "Brittany, France (48.2640845, -2.9202408)\n",
+      "Fethard, Co Tipperary, Ireland (52.467222, -7.691111)\n",
+      "Castilla Leon, Spain (40.4598868, -3.4720773)\n",
+      "Carneros, Sonoma, California, United States (33.223027, -111.70568456233669)\n",
+      "Loire Valley, France (47.44927715, -0.34954901296919916)\n",
+      "Bermondsey, London, England (51.4970125, -0.063268)\n",
+      "Bursa, Turkey (39.9895878, 28.8944669)\n",
+      "Centre , the department of Loiret, France (47.5490251, 1.7324062)\n",
+      ", Argentina (-34.9964963, -64.9672817)\n",
+      "Pays Basque, France (47.6867895, 7.3927627)\n",
+      "Vermont, United States (44.5990718, -72.5002608)\n",
+      "Carmarthenshire, Wales (51.893669849999995, -4.217282721429928)\n",
+      "Island of Pag, Croatia (45.3658443, 15.6575209)\n",
+      "Sebastopol, California, United States (38.4021038, -122.824222)\n",
+      "Friuli-Venezia Giulia, Italy (46.151042, 13.055904)\n",
+      ", Turkey (39.294076, 35.2316631)\n",
+      "Schoonrewoerd, Leerdam, Netherlands (51.920458, 5.1156505)\n",
+      "Asturias, Spain (43.3133868, -5.94192)\n",
+      "Ile-de-France/Champagne, France (48.5499833, 7.7510775)\n",
+      "island wide, Cyprus (34.9174159, 32.889902651331866)\n",
+      "Rhône-Alpes, France (45.3175313, 5.721294352585611)\n",
+      "Aberdeenshire, Scotland (57.166667, -2.666667)\n",
+      "Co. Cork, Ireland (51.917535900000004, -8.58597726870895)\n",
+      "Oristano, Italy (40.02656765, 8.679641647435716)\n",
+      "Zasavica, Serbia (44.9454307, 19.4987239)\n",
+      "North Yorkshire, England (54.13453275, -1.498628491239545)\n",
+      ", Italy (42.6384261, 12.674297)\n",
+      "Orkney Islands, Scotland (58.94182309999999, -3.129694439563327)\n",
+      "Croisy-sur-Eure, France (49.0291802, 1.346505)\n",
+      "Swaledale, North Yorkshire, England (54.38299324007608, -1.9841360652878535)\n",
+      "Canton of Glarus, Switzerland (46.7985624, 8.2319736)\n",
+      "Pyrenees-Atlantiques, France (43.18718655, -0.728247400084667)\n",
+      "Pyrénées, France (48.8738565, 2.3852638)\n",
+      "Valencia, Spain (39.4697065, -0.3763353)\n",
+      "East Sussex, United Kingdom (50.9404266, 0.3699977891068864)\n",
+      ", Serbia (44.024322850000004, 21.07657433209902)\n",
+      "Oviken, Sweden (62.9974877, 14.3928671)\n",
+      "Aquitaine, France (44.24620635, -0.18399787392367906)\n",
+      "Dumfriesshire, Scotland (55.166667, -3.5)\n",
+      "Huizen, Netherlands (52.2958122, 5.2567209)\n",
+      "Leiden, Netherlands (52.1594747, 4.4908843)\n",
+      "Gevrey-Chambertin, Burgundy, France (47.2261857, 4.9705666)\n",
+      "Azores, Portugal (37.80855645, -25.473137391245295)\n",
+      "Dumfries, Scotland (55.0691397, -3.6107936)\n",
+      "Rhone Valley, France (46.603354, 1.8883335)\n",
+      "Blarney, Ireland (51.9325233, -8.5678665)\n",
+      "British Columbia, Canada (55.001251, -125.002441)\n",
+      "Castile-Leon, Spain (41.55005, -5.1387401)\n",
+      "Illoud (Haute-Marne), France (48.2089823, 5.5615126)\n",
+      "Pienza, Italy (43.0765485, 11.6789076)\n",
+      "Averyon, France (46.603354, 1.8883335)\n",
+      "Banks Peninsular in Canterbury, New Zealand (-41.5000831, 172.8344077)\n",
+      "Pyrénées-Atlantiques, France (43.18718655, -0.728247400084667)\n",
+      "Hamilton, New Zealand (-37.7878809, 175.281788)\n",
+      "New South Wales, Australia (-31.8759835, 147.2869493)\n",
+      "Savoie, France (45.494895150000005, 6.384660381375652)\n",
+      "Tomales, California, United States (38.2468075, -122.90630461024097)\n",
+      "Wallonia, Belgium (50.154540049999994, 5.399359762971196)\n",
+      "Aveyron, Laguiole, France (44.315857449999996, 2.5065697302419823)\n",
+      ", United States (39.7837304, -100.445882)\n",
+      "Banon, France (44.0381752, 5.6296701)\n",
+      "Emilia Romagna, Italy (44.525696, 11.039437)\n",
+      "Wales, London, Wales (52.41446365, -4.0685073132923)\n",
+      "New York, France (44.8705067, -0.5504343)\n",
+      "Veneto, Italy (45.6476663, 11.8665254)\n",
+      "Pays d’Auge, Normandy, France (49.0356178, 0.1573083324015645)\n",
+      "Gâtinais, France (48.15497515, 2.811419156673292)\n",
+      "Co Clare, Ireland (52.857257450000006, -8.937435925994537)\n",
+      "Gravina in Puglia, Murgia, Italy (40.819725, 16.422779)\n",
+      "Gippsland, Victoria, Australia (-37.87448275, 146.9111788341666)\n",
+      "Monterey, California, United States (36.2231079, -121.387742)\n",
+      ", Germany (51.1638175, 10.4478313)\n",
+      ", Mongolia (46.8250388, 103.8499736)\n",
+      "Serra da Canastra, Minas Gerais state, Brazil (-20.1615, -46.76365461658604)\n",
+      "Pinconning, Michigan, United States (43.853633, -83.964987)\n",
+      "Co. Mayo, Ireland (53.9087056, -9.298304863654256)\n",
+      "Västra Götaland, Sweden (58.215850200000006, 12.651820794914073)\n",
+      "Somerset, England (51.161750850000004, -3.0753867062227487)\n",
+      "Carrigtwohill,  (51.9094617, -8.2611809)\n",
+      "Calabria, Italy (39.0565974, 16.5249864)\n",
+      "Bavaria, Germany (48.9467562, 11.4038717)\n",
+      ", United Kingdom (54.7023545, -3.2765753)\n",
+      ", Poland (52.215933, 19.134422)\n",
+      "Sulzberg, Austria (47.52121792021591, 9.91273065974192)\n",
+      ", Mauritania (20.2540382, -9.2399263)\n",
+      "Piemonte, Italy (45.060735, 7.923549)\n",
+      "Franche Comté, France (48.68347355, 2.1776625116070027)\n",
+      "Beira Baixa Province, Portugal (39.6621648, -8.1353519)\n",
+      "Valpadana, Italy (39.60288591417616, 16.626802703803317)\n",
+      "Carrigtwohill, Ireland (51.9094617, -8.2611809)\n",
+      "Maribo, Denmark (54.7758018, 11.5054333)\n",
+      "South West England, United Kingdom (51.0339991, -2.949011916021195)\n",
+      "Basque, Pyrenees Mountains, France (45.359277750000004, -1.1480053453043046)\n",
+      "Crotone, Italy (39.1873894, 16.87828188895307)\n",
+      "Provence, France (44.0580563, 6.0638506)\n",
+      "province of Brittany, France (46.603354, 1.8883335)\n",
+      "Campania, Paestum, Foggia, Italy (40.860672, 14.843984)\n",
+      "Shelburne Farms, United States (34.89046225, -82.24340593189123)\n",
+      "Treviso, Veneto, Italy (45.806691349999994, 12.206315763116372)\n",
+      "Missouri, United States (38.7604815, -92.5617875)\n",
+      "Georgia, United States (32.3293809, -83.1137366)\n",
+      "North East Victoria,  (54.699881, -1.6031519)\n",
+      "Tasmania, Australia (-42.035067, 146.6366887)\n",
+      "Amou, Gascony, France (43.59266, -0.7475291)\n",
+      "Normandy, France (49.0677708, 0.3138532)\n",
+      "County Carlow, Ireland (52.69078865, -6.825145150844913)\n",
+      "Berry, France (44.5760186, 0.3095833)\n",
+      "Inagh, Co Clare, Ireland (52.9071704, -9.2345138)\n",
+      "Mols, Denmark (56.187042, 10.460782482125193)\n",
+      "Odell, Bedfordshire, England (52.21843025, -0.5921260787763352)\n",
+      "Pembrokeshire, Wales (51.8339209, -4.916667)\n",
+      "Comox Valley, Vancouver Island, Canada (49.670981, -125.0353253)\n",
+      "Provencale, France (43.7899311033635, 7.524017533510311)\n",
+      "Milford, NJ, United States (41.2222218, -73.0570603)\n",
+      "Carnia, Italy (46.3738716, 13.1339829)\n",
+      "Northwest, United States (34.3129464, -78.1611077)\n",
+      "Auvergne, France (45.2968119, 4.6604809)\n",
+      "Friuli-Venezia Giulia and the Veneto, Italy (42.6384261, 12.674297)\n",
+      ", New Zealand (-41.5000831, 172.8344077)\n",
+      "Adamstown, Co Wexford, Ireland (53.3360017, -6.4692321)\n",
+      "Castille-Leon, Spain (41.55005, -5.1387401)\n",
+      "Murazzano, Italy (44.4746494, 8.0213361)\n",
+      "Massachusetts, United States (42.3788774, -72.032366)\n",
+      "Haute-Savoie / Upper Savoy, France (46.06904065, 6.344532137164)\n",
+      ", Belgium (50.6402809, 4.6667145)\n",
+      "Kent, United Kingdom (51.20707485, 0.7210361813401444)\n",
+      "Landshut, Germany (48.536217, 12.1516551)\n",
+      "Brisbane, Australia (-27.4689682, 153.0234991)\n",
+      "Allgaeu Alps, Germany (51.1638175, 10.4478313)\n",
+      "Aconcagua, Chile (-33.030515957094444, -71.5177984276482)\n",
+      "Rio Grande do Sul, Brazil (-29.8425284, -53.7680577)\n",
+      "Menorca, Balearic Islands, Spain (39.949257200000005, 4.0499641751186415)\n",
+      "Isere, France (45.28979315, 5.634382477386232)\n",
+      "Stoneyford, Ireland (52.5362671, -7.2278963)\n",
+      "Loire, France (45.75385355, 4.045473682551104)\n",
+      "Cotherstone, England (54.570244, -1.9804176)\n",
+      ", England (52.5310214, -1.2649062)\n",
+      "Jura, Switzerland (47.3566699, 7.1598893)\n",
+      "Charm, Ohio, United States (40.5067308, -81.7848553)\n",
+      "Chelmarsh, Bridgnorth, Shropshire, England (52.4875359, -2.4124407)\n",
+      "West Bengal, India (22.9964948, 87.6855882)\n",
+      "County Antrim, Ireland (54.864725500000006, -6.143637910742768)\n",
+      ", France (46.603354, 1.8883335)\n",
+      "Pennsylvania, United States (40.9699889, -77.7278831)\n",
+      "Stonegate, East Sussex, England (53.960910892985034, -1.0833748506182423)\n",
+      "Gujarat, India (22.3850051, 71.745261)\n",
+      ", Cyprus (34.9174159, 32.889902651331866)\n",
+      "Vorarlberg, Austria (47.25, 9.9166667)\n",
+      "Poitou-Charentes, France (46.13244785, -0.15455354898441043)\n",
+      "Larzac, France (44.74693, 1.0075)\n",
+      "Sonoma, California, United States (38.5110803, -122.8473388)\n",
+      "Midi-Pyrénées, France (43.8099068, 1.4344926056549236)\n",
+      "Corsica, France (42.188089649999995, 9.068413771427695)\n",
+      "Coast of Oregon, United States (39.7837304, -100.445882)\n",
+      "Kilmallock County Limerick, Ireland (52.400645600000004, -8.571161660434711)\n",
+      "Greenville, Indiana, United States (34.851354, -82.3984882)\n",
+      "Romanian Carpathians, Romania (46.4046483, 22.9894841933513)\n",
+      "Basilicata, Italy (40.500571, 16.081953)\n",
+      "Lower Normandy, France (48.953684499999994, -0.573365358805311)\n",
+      "Lapland, Finland (67.69291045, 26.728214183162986)\n",
+      "Normandy, Auvilliers, France (49.0677708, 0.3138532)\n",
+      "Languedoc-Roussillon, France (43.65420305, 3.674669940206605)\n",
+      "Allagau, Bavarian Alps, Germany (51.1638175, 10.4478313)\n",
+      "Buxton, Derbyshire, England (53.2593422, -1.9100768)\n",
+      "Bornholm, Denmark (55.143122399999996, 14.922629658767558)\n",
+      "Bloomdale, United States (33.2473378, -96.6794382)\n",
+      "Cornwall,  (50.416667, -4.75)\n",
+      "Barcelona, Spain (41.3828939, 2.1774322)\n",
+      "Hunter Valley, Australia (-32.5421803, 151.2185641)\n",
+      "North Carolina, United States (35.6729639, -79.0392919)\n",
+      "Laqueuille, France (45.6507627, 2.7320917)\n",
+      "Minnesota, United States (45.9896587, -94.6113288)\n",
+      "Sardinia & Campania, Italy (42.6384261, 12.674297)\n",
+      "South Australia, Australia (-30.5343665, 135.6301212)\n",
+      "Central and Western Macedonia, Thessaly, Greece (38.9953683, 21.9877132)\n",
+      ", Ireland (52.865196, -7.9794599)\n",
+      "NY, United States (43.1561681, -75.8449946)\n",
+      "Bourgogne, France (47.27808725, 4.222486304306048)\n",
+      "Virginia, United States (37.1232245, -78.4927721)\n",
+      "Póvoa de Lanhoso, Portugal (41.5759516, -8.2699521)\n",
+      "Colby, Wisconsin, United States (44.5684775, -69.66002565150262)\n",
+      "Lanarkshire, Scotland (55.5752966, -3.833333)\n",
+      "Herault, France (43.591422, 3.3553309364095925)\n",
+      ", Scotland (56.7861112, -4.1140518)\n",
+      "Murcia, Spain (37.9923795, -1.1305431)\n",
+      "La Velle, Wisconsin, United States (45.1699553, -109.88428658948227)\n",
+      "Ann Arbor, MI, United States (42.2813722, -83.7484616)\n",
+      "New Jersey, United States (40.0757384, -74.4041622)\n",
+      "Duhallow, Ireland (52.1837912, -9.00609563330653)\n",
+      ", Iceland (64.9841821, -18.1059013)\n",
+      "Iowa, United States (41.9216734, -93.3122705)\n",
+      "Queenstown, New Zealand (-45.0321923, 168.661)\n",
+      "Tain, Scotland (57.8119372, -4.0550663)\n",
+      "Sardegna, Italy (40.0912813, 9.0305773)\n",
+      "Nottinghamshire, England (53.1459288, -1.0214971168122484)\n",
+      "Peekskill, United States (41.289811, -73.9204922)\n",
+      "Fife, Scotland (56.3333331, -3.0000001)\n",
+      "Umbria, Lazio, Italy (42.965916, 12.490236)\n",
+      "Nord-Pas-de-Calais, France (50.5289634, 2.454515765955904)\n",
+      "Victoria, Australia (-36.5986096, 144.6780052)\n",
+      "Het Groene Hart, Netherlands (51.5246, 4.280818038775446)\n",
+      "Inagh, Co Clare,  (52.9071704, -9.2345138)\n",
+      ", Holland (52.2434979, 5.6343227)\n"
      ]
     }
    ],
@@ -3474,7 +2802,7 @@
     }
    ],
    "source": [
-    "print(errors)"
+    "print(f\"{len(errors)} errors : {\";\".join(errors)}\")"
    ]
   },
   {
@@ -3494,25 +2822,39 @@
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "len(errors)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 77,
-   "id": "2fc155c5-04d6-4e4e-a3be-e4b85a96cf40",
-   "metadata": {},
-   "outputs": [],
    "source": []
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 18,
+   "id": "2fc155c5-04d6-4e4e-a3be-e4b85a96cf40",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'c;b;a'"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
    "id": "466d8424-dcf5-430b-b38d-5789886b0a0a",
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "import json\n",
+    "json.dumps(locations_to_gps)\n",
+    "with open(\"locations_to_gps.json\", \"w\") as f:\n",
+    "    json.dump(locations_to_gps, f)"
+   ]
   },
   {
    "cell_type": "code",
diff --git a/.ipynb_checkpoints/cheeses-checkpoint.csv b/.ipynb_checkpoints/cheeses-checkpoint.csv
new file mode 100644
index 0000000..53a6e1b
--- /dev/null
+++ b/.ipynb_checkpoints/cheeses-checkpoint.csv
@@ -0,0 +1,1188 @@
+cheese,url,milk,country,region,family,type,fat_content,calcium_content,texture,rind,color,flavor,aroma,vegetarian,vegan,synonyms,alt_spellings,producers
+Aarewasser,https://www.cheese.com/aarewasser/,cow,Switzerland,NA,NA,semi-soft,NA,NA,buttery,washed,yellow,sweet,buttery,FALSE,FALSE,NA,NA,Jumi
+Abbaye de Belloc,https://www.cheese.com/abbaye-de-belloc/,sheep,France,Pays Basque,NA,"semi-hard, artisan",NA,NA,"creamy, dense, firm",natural,yellow,burnt caramel,lanoline,TRUE,FALSE,Abbaye Notre-Dame de Belloc,NA,NA
+Abbaye de Belval,https://www.cheese.com/abbaye-de-belval/,cow,France,NA,NA,semi-hard,40-46%,NA,elastic,washed,ivory,NA,aromatic,FALSE,FALSE,NA,NA,NA
+Abbaye de Citeaux,https://www.cheese.com/abbaye-de-citeaux/,cow,France,Burgundy,NA,"semi-soft, artisan, brined",NA,NA,"creamy, dense, smooth",washed,white,"acidic, milky, smooth","barnyardy, earthy",FALSE,FALSE,NA,NA,NA
+Abbaye de Tamié,https://www.cheese.com/tamie/,cow,France,Savoie,NA,"soft, artisan",NA,NA,"creamy, open, smooth",washed,white,"fruity, nutty","perfumed, pungent",FALSE,FALSE,NA,"Tamié, Trappiste de Tamie, Abbey of Tamie",NA
+Abbaye de Timadeuc,https://www.cheese.com/abbaye-de-timadeuc/,cow,France,province of Brittany,NA,semi-hard,NA,NA,soft,washed,pale yellow,"salty, smooth",nutty,FALSE,FALSE,NA,NA,Abbaye Cistercienne NOTRE-DAME DE TIMADEUC
+Abbaye du Mont des Cats,https://www.cheese.com/abbaye-du-mont-des-cats/,cow,France,Nord-Pas-de-Calais,NA,"semi-soft, artisan, brined",50%,NA,"smooth, supple",washed,pale yellow,"milky, salty",floral,FALSE,FALSE,NA,NA,Abbaye du Mont des Cats
+Abbot’s Gold,https://www.cheese.com/abbots-gold/,cow,"England, Great Britain, United Kingdom",North Yorkshire,Cheddar,semi-hard,NA,NA,"creamy, crumbly, dense, semi firm",natural,pale yellow,"mild, sweet, tangy",aromatic,TRUE,FALSE,"Abbot's Gold Cheddar with Caramelised Onion, Caramelised Onion Cheddar, English Cheddar with Caramelized Onions",NA,Wensleydale Creamery
+Abertam,https://www.cheese.com/abertam/,sheep,Czech Republic,Karlovy Vary,NA,"hard, artisan",45%,NA,firm,natural,pale yellow,"acidic, strong, tangy",NA,FALSE,FALSE,NA,NA,NA
+Abondance,https://www.cheese.com/abondance/,cow,France,NA,NA,"semi-hard, artisan",NA,NA,creamy,natural,pale yellow,nutty,"buttery, fruity",FALSE,FALSE,Tomme d'Abondance,NA,NA
+Acapella,https://www.cheese.com/acapella/,goat,United States,California,NA,"soft, soft-ripened",NA,NA,,NA,NA,buttery,"fresh, herbal",FALSE,FALSE,NA,NA,NA
+Accasciato,https://www.cheese.com/accasciato/,"buffalo, cow",Italy,Campania,NA,semi-hard,NA,NA,firm,natural,pale yellow,sweet,"aromatic, fresh",FALSE,FALSE,NA,NA,Casa Madaio
+Ackawi,https://www.cheese.com/ackawi/,"cow, goat, sheep","Cyprus, Egypt, Israel, Jordan, Lebanon, Middle East, Syria",+,Feta,"soft, brined",NA,NA,"elastic, smooth, springy",natural,white,"mild, milky, salty","mild, milky",FALSE,FALSE,NA,"Akkawi , Akawieh, Akawi",NA
+Acorn,https://www.cheese.com/acorn/,sheep,United Kingdom,Bethania,NA,"hard, artisan",52%,NA,"crumbly, firm",NA,NA,"burnt caramel, citrusy, herbaceous",fruity,TRUE,FALSE,NA,NA,NA
+Adelost,https://www.cheese.com/adelost/,cow,Sweden,NA,Blue,"semi-soft, blue-veined",50%,NA,creamy,natural,blue,"salty, sharp, tangy",strong,NA,NA,NA,NA,NA
+ADL Brick Cheese,https://www.cheese.com/adl-brick-cheese/,cow,Canada,Prince Edward Island,Cheddar,semi-soft,12%,NA,"elastic, firm, open, soft",rindless,ivory,"buttery, mild, milky, subtle","buttery, sweet",NA,NA,NA,NA,ADL - Amalgamated Dairies Limited
+ADL Mild Cheddar,https://www.cheese.com/adl-mild-cheddar/,cow,Canada,Prince Edward Island,Cheddar,semi-hard,14%,NA,"firm, springy",rindless,yellow,"acidic, buttery, milky, subtle",NA,NA,NA,NA,NA,ADL - Amalgamated Dairies Limited
+Affidelice au Chablis,https://www.cheese.com/affidelice-au-chablis/,cow,France,Burgundy,NA,soft,55%,26 mg/100g,"creamy, smooth",washed,orange,"fruity, mild, tangy","perfumed, strong",FALSE,FALSE,NA,NA,Fromagerie Berthaut
+Affineur Walo Rotwein Sennechäs,https://www.cheese.com/affineur-walo-rotwein-sennechas/,cow,Switzerland,NA,Swiss Cheese,"hard, artisan",NA,NA,smooth,washed,cream,"creamy, pronounced, spicy","rich, strong",FALSE,FALSE,Affineur Walo Red Wine Farmer,NA,Walo von Mühlenen AG
+Afuega'l Pitu,https://www.cheese.com/afuegal-pitu/,cow,Spain,Asturias,NA,"soft, artisan",NA,NA,smooth,cloth wrapped,NA,"spicy, strong",NA,FALSE,FALSE,NA,NA,NA
+Aged British Cheddar,https://www.cheese.com/aged-british-cheddar/,cow,United States,NY,Cheddar,"hard, artisan",NA,NA,"crumbly, crystalline, flaky",natural,pale yellow,"sharp, tangy","nutty, sweet",NA,NA,NA,NA,Muranda Cheese Company
+Aged Cashew & Blue Green Algae Cheese,https://www.cheese.com/aged-cashew-blue-green-algae-cheese/,,United States,Brooklyn NY,NA,"firm, artisan",NA,NA,"firm, spreadable",NA,blue,"creamy, mellow, oceanic, tangy",rich,TRUE,FALSE,NA,NA,Dr. Cow Tree Nut Cheese
+Aged Cashew & Brazil Nut Cheese,https://www.cheese.com/aged-cashew-brazil-nut-cheese/,,United States,Brooklyn NY,NA,"firm, artisan",NA,NA,"firm, spreadable",NA,brown,"creamy, nutty, sweet","nutty, rich",TRUE,FALSE,NA,NA,Dr. Cow Tree Nut Cheese
+Aged Cashew & Dulse Cheese,https://www.cheese.com/aged-cashew-dulse-cheese/,,United States,Brooklyn NY,NA,"firm, artisan",NA,NA,"firm, spreadable",NA,brown,"creamy, oceanic",rich,TRUE,FALSE,NA,NA,Dr. Cow Tree Nut Cheese
+Aged Cashew & Hemp Seed Cheese,https://www.cheese.com/aged-cashew-hemp-seed-cheese/,,United States,Brooklyn NY,NA,"firm, artisan",NA,NA,"firm, spreadable",NA,brown,"creamy, mild, nutty, spicy","nutty, rich",TRUE,FALSE,NA,NA,Dr. Cow Tree Nut Cheese
+Aged Cashew Nut & Kale Cheese,https://www.cheese.com/aged-cashew-nut-kale-cheese/,,United States,Brooklyn NY,NA,"firm, artisan",NA,NA,"firm, spreadable",NA,green,"creamy, oceanic, tangy",rich,TRUE,FALSE,NA,NA,Dr. Cow Tree Nut Cheese
+Aged Cashew Nut Cheese,https://www.cheese.com/aged-cashew-nut-cheese/,,United States,Brooklyn NY,NA,"firm, artisan",NA,NA,"firm, spreadable",NA,golden yellow,"creamy, nutty, subtle","clean, fresh, nutty",TRUE,FALSE,"Cajun Aged Cashew Cheese, Smoked Aged Cashew Cheese, Truffle Aged Cashew Cheese, Reishi Mushroom Aged Cashew Cheese",Plain Aged Cashew Cheese,Dr. Cow Tree Nut Cheese
+Aged Cheddar,https://www.cheese.com/aged-cheddar/,cow,United States,NA,NA,hard,NA,NA,"buttery, creamy, crumbly",rindless,golden yellow,"creamy, earthy, nutty","earthy, nutty",TRUE,FALSE,NA,NA,"Maple Grove Cheese, INC."
+Aged Chelsea,https://www.cheese.com/aged-chelsea/,goat,United States,"Ann Arbor, Michigan",NA,soft,NA,NA,"creamy, spreadable",mold ripened,ivory,"acidic, buttery, sweet",goaty,FALSE,FALSE,NA,NA,Zingermans.com LLC
+Aged Gouda,https://www.cheese.com/aged-gouda/,"cow, goat, sheep",Netherlands,NA,Gouda,hard,NA,NA,"crumbly, crystalline, dense",waxed,yellow,NA,rich,NA,NA,Oud Gouda,NA,NA
+Aggiano,https://www.cheese.com/aggiano/,cow,United States,Utah,NA,"hard, artisan",NA,NA,"creamy, dry",NA,cream,"butterscotch, tangy",fruity,TRUE,FALSE,NA,NA,Beehive Cheese Company
+Ailsa Craig,https://www.cheese.com/ailsa-craig/,goat,"Scotland, United Kingdom",Stewarton,NA,"semi-soft, artisan",NA,NA,"creamy, fluffy",rindless,white,creamy,goaty,TRUE,FALSE,NA,Paddy's Milestone,Dunlop Dairy
+Airedale,https://www.cheese.com/airedale/,cow,New Zealand,Airedale farming district,NA,"semi-soft, artisan",NA,NA,smooth,waxed,pale yellow,"full-flavored, milky, salty, tangy","grassy, strong",TRUE,FALSE,NA,Aged Airedale,Whitestone Cheese
+Aisy Cendre,https://www.cheese.com/aisy-cendre/,cow,France,Burgundy,NA,"semi-soft, smear-ripened",50%,NA,"creamy, smooth",washed,white,"full-flavored, herbaceous, salty, smokey","earthy, nutty, smokey",FALSE,FALSE,"Cendre d'Aisy, Ashen Aisy",NA,NA
+Alex James Co. No 1 Cheddar,https://www.cheese.com/alex-james-co-no-1-cheddar/,cow,United Kingdom,NA,NA,hard,NA,NA,"creamy, crumbly",NA,yellow,sweet,NA,NA,NA,NA,NA,NA
+Alex James Co. No 2 Blue Monday,https://www.cheese.com/alex-james-co-no-2-blue-monday/,cow,United Kingdom,NA,NA,semi-soft,NA,NA,"creamy, semi firm",NA,blue,NA,"spicy, sweet",NA,NA,NA,NA,NA
+Alex James Co. No 3 Valley Brie,https://www.cheese.com/alex-james-co-no-3-valley-brie/,cow,United Kingdom,NA,NA,"soft, semi-soft",NA,NA,"buttery, creamy, semi firm, smooth, soft",NA,pale white,NA,NA,NA,NA,NA,NA,NA
+Alex James Co. No 4 Goats',https://www.cheese.com/alex-james-co-no-4-goats/,goat,United Kingdom,NA,NA,fresh soft,NA,NA,"smooth, springy",NA,pale white,NA,NA,NA,NA,NA,NA,NA
+Alex James Co. No 5 Grunge,https://www.cheese.com/alex-james-co-no-5-grunge/,cow,United Kingdom,NA,NA,"soft, semi-soft, organic",NA,NA,"creamy, soft",washed,orange,NA,NA,NA,NA,NA,NA,NA
+Alisia-Victoria,https://www.cheese.com/alisia-victoria/,cow,Switzerland,NA,NA,firm,NA,NA,smooth,natural,golden yellow,buttery,nutty,NA,NA,NA,NA,Eyeweid
+Allgauer Emmentaler,https://www.cheese.com/allgauer-emmentaler/,cow,Germany,Swabia,NA,hard,45%,NA,firm,natural,yellow,nutty,pungent,FALSE,FALSE,NA,NA,NA
+Allium Piper,https://www.cheese.com/allium-piper/,goat,Australia,South Australia,NA,"fresh soft, artisan",45%,NA,"creamy, soft",NA,white,"garlicky, spicy","fresh, garlicky, spicy",TRUE,FALSE,"Woodside Chevre - Allium Piper, Woodside Allium Piper",NA,Woodside Cheese Wrights
+Alma Vorarlberger Alpkäse (3-5 months),https://www.cheese.com/alma-vorarlberger-alpkase-3-5-months/,cow,Austria,Vorarlberg,NA,"hard, artisan",34%,NA,firm,natural,yellow,"mild, spicy","mild, spicy",FALSE,FALSE,Vorarlberg Alpine cheese 3-5 months,NA,Rupp AG
+Alma Vorarlberger Alpkäse (6-9 months),https://www.cheese.com/alma-vorarlberger-alpkase-6-9-months/,cow,Austria,Vorarlberg,NA,"hard, artisan",34%,NA,firm,natural,yellow,"spicy, strong","spicy, strong",FALSE,FALSE,Vorarlberg Alpine cheese 6-9 months,NA,Rupp AG
+Alma Vorarlberger Bergkäse (10 months),https://www.cheese.com/alma-vorarlberger-bergkase-10-months/,cow,Austria,"Bregenzerwald, Kleinwalsertal, Großwalsertal, Laiblachtal (Pfänderstock) and Rheintal",NA,"hard, artisan",34%,NA,"brittle, firm, flaky, open",natural,yellow,"piquant, spicy, strong, tangy","aromatic, strong",FALSE,FALSE,Rupp Vorarlberger Bergkäse,Vorarlberger Bergkase 10 months,Rupp AG
+Alma Vorarlberger Bergkäse (12 months),https://www.cheese.com/alma-vorarlberger-bergkase-12-months/,cow,Austria,"Bregenzerwald, Kleinwalsertal, Großwalsertal, Laiblachtal (Pfänderstock) and Rheintal",NA,"hard, artisan",34%,NA,"brittle, firm, flaky, open",natural,yellow,"piquant, spicy, strong, tangy","aromatic, strong",FALSE,FALSE,Rupp Vorarlberger Bergkäse,Vorarlberger Bergkase 12 months,Rupp AG
+Alma Vorarlberger Bergkäse (6 months),https://www.cheese.com/alma-vorarlberger-bergkase-6-months/,cow,Austria,"Bregenzerwald, Kleinwalsertal, Großwalsertal, Laiblachtal (Pfänderstock) and Rheintal",NA,"hard, artisan",34%,NA,"firm, open, supple",natural,cream,"piquant, spicy, tangy",aromatic,FALSE,FALSE,Rupp Vorarlberger Bergkäse,Vorarlberger Bergkase 6 months,Rupp AG
+Almnäs Tegel,https://www.cheese.com/almnas-tegel/,cow,Sweden,Västra Götaland,NA,"hard, smear-ripened",NA,NA,"open, smooth",washed,straw,"caramel, fruity, nutty","fruity, sweet",FALSE,FALSE,NA,Almnas Tegel,Almnäs Bruk
+Alpe di Frabosa,https://www.cheese.com/alpe-di-frabosa/,cow,Italy,NA,NA,semi-soft,NA,NA,,NA,NA,bitter,"milky, mushroom",FALSE,FALSE,NA,NA,NA
+Alpha Tolman,https://www.cheese.com/alpha-tolman/,cow,United States,"Greensboro, VT",Swiss Cheese,"semi-hard, artisan",NA,NA,"dense, elastic, smooth",washed,yellow,"buttery, caramel, fruity, full-flavored, nutty","fruity, nutty",NA,NA,NA,NA,Jasper Hill Farm
+Alpicrème,https://www.cheese.com/alpicreme/,goat,France,NA,NA,soft,NA,NA,,NA,NA,NA,NA,FALSE,FALSE,NA,NA,NA
+Alpine Gold,https://www.cheese.com/alpine-gold/,cow,Canada,British Columbia,NA,"semi-soft, brined",NA,NA,supple,washed,cream,"floral, grassy, savory","earthy, floral, rich",FALSE,FALSE,NA,NA,The Farm House Natural Cheeses
+Alpkäse,https://www.cheese.com/alpkase/,cow,Switzerland,NA,NA,hard,NA,NA,dense,natural,golden yellow,herbaceous,rich,FALSE,FALSE,Alpkase,NA,Jumi
+Alps Rebel,https://www.cheese.com/alps-rebel/,cow,Austria,Sulzberg,NA,"semi-hard, artisan",48%,NA,"creamy, open",natural,yellow,"buttery, citrusy, milky, piquant","fruity, lactic, milky, nutty",NA,NA,Alpenrebell,NA,Sulzberger Käserebellen Sennerei GmbH
+Alta Badia,https://www.cheese.com/alta-badia/,cow,Italy,NA,NA,semi-soft,33.5 g/100g,NA,firm,NA,NA,"milky, sharp, tangy",NA,FALSE,FALSE,NA,NA,Mila LATTE MONTAGNA ALTO ADIGE
+Alverca,https://www.cheese.com/alverca/,"goat, sheep",Portugal,NA,NA,semi-hard,40-50%,NA,,NA,NA,NA,NA,FALSE,FALSE,NA,NA,NA
+Amablu Blue cheese,https://www.cheese.com/amablu-blue-cheese/,cow,United States,NA,Blue,"semi-soft, artisan, blue-veined",NA,NA,crumbly,NA,NA,tangy,NA,FALSE,FALSE,NA,NA,Caves of Faribault
+Amalthée,https://www.cheese.com/amalthee/,goat,France,Charentes-Poitou,NA,"soft, soft-ripened",NA,NA,,bloomy,NA,"grassy, mild, sweet","goaty, grassy, mild, sweet",FALSE,FALSE,NA,NA,NA
+Amarelo de Beira Baixa,https://www.cheese.com/amarelo-de-beira-baixa/,"goat, sheep",Portugal,Beira Baixa Province,NA,"semi-firm, artisan",45-60%,NA,,NA,yellow,acidic,NA,FALSE,FALSE,"Amarelo da Beira Baixa Cheese (DOP), Queijo amarelo da Beira Baixa",NA,NA
+Ameribella,https://www.cheese.com/ameribella/,cow,United States,Indiana,NA,"semi-soft, artisan",NA,NA,"creamy, runny, smooth, spreadable",washed,straw,"mushroomy, salty, savory, sweet","earthy, grassy, lactic",NA,NA,Arabella,NA,Jacobs & Brichford Farmstead Cheese
+American Cheese,https://www.cheese.com/american-cheese/,cow,United States,NA,NA,"semi-soft, processed",NA,NA,smooth,rindless,yellow,NA,mild,FALSE,FALSE,NA,NA,NA
+Ami du Chambertin,https://www.cheese.com/ami-du-chambertin/,cow,France,"Gevrey-Chambertin, Burgundy",NA,"semi-soft, artisan, brined",45%,NA,smooth,washed,white,"buttery, sharp",NA,FALSE,FALSE,L'Ami du Chambertin,NA,NA
+Amish Frolic,https://www.cheese.com/amish-frolic/,cow,United States,"Milford, NJ",NA,"hard, artisan",NA,NA,"flaky, open",natural,pale yellow,"grassy, nutty, sweet",grassy,FALSE,FALSE,NA,NA,Bobolink Dairy
+Amou,https://www.cheese.com/amou/,sheep,France,"Amou, Gascony",NA,firm,45%,NA,,NA,golden yellow,NA,NA,FALSE,FALSE,"l'Amou, Amu",NA,NA
+Amsterdammer (British Columbia),https://www.cheese.com/amsterdammer-british-columbia/,,Canada,"Comox Valley, Vancouver Island",NA,"semi-soft, firm",30%,NA,"buttery, creamy",natural,pale yellow,"buttery, creamy","aromatic, buttery",FALSE,FALSE,NA,NA,Natural Pastures Cheese Company
+Amul Cheese Spread,https://www.cheese.com/amul-cheese-spread/,cow,India,Gujarat,NA,"soft, processed",NA,NA,"creamy, spreadable",NA,NA,"creamy, salty, savory, spicy",NA,TRUE,FALSE,NA,NA,Gujarat Cooperative Milk Marketing Federation (Amul)
+Amul Emmental,https://www.cheese.com/amul-emmental/,cow,India,Gujarat,Swiss Cheese,semi-hard,46%,488 mg/100g,"firm, open",artificial,yellow,sweet,nutty,TRUE,FALSE,NA,NA,Gujarat Cooperative Milk Marketing Federation (Amul)
+Amul Gouda,https://www.cheese.com/amul-gouda/,cow,India,Gujarat,Gouda,semi-hard,46%,492 mg/100g,"compact, dense, firm, springy",plastic,yellow,"fruity, sweet",mild,TRUE,FALSE,NA,NA,Gujarat Cooperative Milk Marketing Federation (Amul)
+Amul Pizza Mozzarella Cheese,https://www.cheese.com/amul-pizza-mozzarella-cheese/,cow,India,Gujarat,Mozzarella,"semi-soft, processed",30-40%,492 mg/100g,"elastic, stringy",artificial,yellow,salty,pleasant,TRUE,FALSE,NA,NA,Gujarat Cooperative Milk Marketing Federation (Amul)
+Amul Processed Cheese,https://www.cheese.com/amul-processed-cheese/,"cow, water buffalo",India,Gujarat,Cheddar,"hard, processed",26%,343 mg/100g,"crumbly, dense",artificial,yellow,"buttery, creamy, salty",NA,TRUE,FALSE,NA,NA,Gujarat Cooperative Milk Marketing Federation (Amul)
+Anari,https://www.cheese.com/anari/,"goat, sheep",Cyprus,island wide,Cottage,"fresh soft, hard, artisan",8%,NA,"brittle, creamy, flaky",natural,white,"creamy, mild, salty",NA,NA,NA,"Dry Anari, Fresh Anari",NA,NA
+Anejo Enchilado,https://www.cheese.com/anejo-enchilado/,"cow, goat",Mexico,NA,NA,semi-hard,NA,NA,"crumbly, firm",NA,white,"salty, sharp, spicy, strong",strong,FALSE,FALSE,"Queso Añejo, Añejo",NA,NA
+Anneau du Vic-Bilh,https://www.cheese.com/anneau-du-vic-bilh/,goat,France,Pyrenees-Atlantiques,Cottage,"soft, artisan",45%,NA,"creamy, smooth",NA,white,"acidic, nutty, salty, smokey","earthy, nutty, smokey",FALSE,FALSE,NA,NA,NA
+Anniversary Ale Cheddar,https://www.cheese.com/anniversary-ale-cheddar/,cow,United States,Northwest,Cheddar,"semi-hard, artisan",NA,NA,"dense, firm",NA,NA,"creamy, mild, sweet","floral, fruity",TRUE,FALSE,NA,NA,Rogue Creamery
+Anster,https://www.cheese.com/anster/,cow,Scotland,Fife,NA,"semi-hard, artisan",NA,NA,"crumbly, dry",NA,ivory,milky,"milky, rich",NA,NA,NA,NA,St Andrews Farmhouse Cheese Company
+Anthotyro,https://www.cheese.com/anthotyro/,"goat, sheep",Greece,"Macedonia, Thrace, Thessalia, Peloponissos, Ionian Islands, Aegean islands, Crete Island and Epirus",NA,"hard, whey",30%,318 mg/100g,crumbly,natural,white,"salty, tangy",strong,NA,NA,"Anthotyro Fresco, Anthotyro","Anthotiro, Antotiro",NA
+Anthotyro Fresco,https://www.cheese.com/anthotyro-fresco/,"goat, sheep",Greece,"Macedonia, Thrace, Thessalia, Peloponissos, Ionian Islands, Aegean islands, Crete Island and Epirus",NA,"semi-soft, whey",20%,NA,"creamy, smooth",rindless,white,sweet,NA,NA,NA,"Fresh Anthotyro, Anthotiro",NA,NA
+Aphrodite Goat Milk Halloumi,https://www.cheese.com/aphrodite-haloumi/,goat,Cyprus,NA,NA,"semi-soft, artisan",NA,NA,soft,rindless,white,"lemony, tangy",strong,NA,NA,Aphrodite Artisan Goat Milk Halloumi,NA,NA
+Appalachian,https://www.cheese.com/appalachian/,cow,United States,Virginia,Tomme,"semi-soft, artisan",NA,NA,firm,mold ripened,white,"buttery, lemony, mushroomy","earthy, grassy, lactic",NA,NA,NA,NA,Meadow Creek Dairy
+Appenzeller,https://www.cheese.com/appenzeller/,cow,Switzerland,NA,NA,"hard, artisan",NA,NA,firm,washed,NA,"fruity, nutty",strong,NA,NA,NA,"Appenzeller Classic, Appenzeller Surchoix, Appenzeller Extra",NA
+Apple Walnut Smoked,https://www.cheese.com/apple-walnut-smoked/,cow,United States,Utah,Cheddar,"hard, artisan",NA,NA,"creamy, smooth",NA,yellow,"nutty, smokey , sweet","nutty, smokey, sweet",TRUE,FALSE,"Smoked Apple Walnut, Promontory Apple Walnut Smoked",NA,Beehive Cheese Company
+Appleby's Double Gloucester,https://www.cheese.com/applebys-double-gloucester/,cow,"England, Great Britain, United Kingdom",Gloucestershire,NA,"hard, artisan",54.23 g/100g,NA,"crumbly, dense, firm, flaky, smooth",natural,golden yellow,"mellow, milky, nutty, subtle, tangy","subtle, sweet",TRUE,FALSE,NA,NA,Appleby's
+Applewood,https://www.cheese.com/applewood/,cow,"England, Great Britain, United Kingdom",Somerset,Cheddar,semi-hard,NA,NA,"crumbly, dense",natural,yellow,"smokey , spicy",smokey,TRUE,FALSE,Applewood smoked cheddar,NA,Ilchester Cheese Company
+Applewood Smoked Chevre,https://www.cheese.com/applewood-smoked-chevre/,goat,United States,Colorado,NA,"semi-soft, artisan",NA,NA,"creamy, crumbly, firm",rindless,white,subtle,woody,TRUE,FALSE,NA,NA,Haystack Mountain Creamery
+Aragon,https://www.cheese.com/aragon/,,Spain,NA,NA,NA,NA,NA,,NA,NA,NA,NA,NA,NA,NA,NA,NA
+Ardi Gasna,https://www.cheese.com/ardi-gasna/,sheep,France,Midi-Pyrénées,NA,"hard, artisan",45%,NA,"firm, supple",washed,pale yellow,"mild, nutty, sharp",fresh,FALSE,FALSE,NA,NA,NA
+Ardrahan,https://www.cheese.com/ardrahan/,cow,Ireland,Duhallow,NA,"semi-soft, brined",25%,NA,"chalky, smooth",washed,yellow,"acidic, buttery, nutty","earthy, pungent",TRUE,FALSE,NA,NA,Ardrahan Dairy Products Ltd.
+Ardsallagh Hard Goat's Cheese,https://www.cheese.com/ardsallagh-hard-goats-cheese/,goat,Ireland,Carrigtwohill,NA,"semi-hard, artisan",NA,NA,"firm, smooth",natural,white,"nutty, salty, smooth",NA,TRUE,FALSE,NA,NA,Ardsallagh Goats Farm
+Ardsallagh Smoked Cheese,https://www.cheese.com/ardsallagh-smoked-cheese/,goat,Ireland,Carrigtwohill,NA,"semi-hard, artisan",NA,NA,"firm, smooth",natural,white,"mild, nutty, smokey , sweet",NA,TRUE,FALSE,NA,NA,Ardsallagh Goats Farm
+Ardsallagh Soft Goat's Cheese,https://www.cheese.com/ardsallagh-soft-goats-cheese/,,,Carrigtwohill,NA,NA,NA,NA,,natural,white,NA,NA,TRUE,FALSE,NA,NA,Ardsallagh Goats Farm
+Armenian String Cheese,https://www.cheese.com/armenian-string-cheese/,"cow, goat, sheep",Armenia,NA,NA,semi-soft,NA,NA,"creamy, smooth, springy",NA,white,mild,NA,NA,NA,"Syrian String Cheese, Chechil",NA,NA
+Aromes au Gene de Marc,https://www.cheese.com/aromes-au-gene-de-marc/,"cow, goat",France,Rhône-Alpes,NA,"semi-soft, artisan",25%,NA,"creamy, flaky",natural,white,strong,"fermented, pungent",FALSE,FALSE,NA,NA,NA
+Arådalen,https://www.cheese.com/aradalen/,cow,Sweden,Oviken,Blue,"soft, artisan, blue-veined",34%,NA,creamy,mold ripened,ivory,sweet,NA,NA,NA,NA,NA,Oviken cheese
+Ascutney Mountain,https://www.cheese.com/ascutney-mountain/,cow,United States,Vermont,Swiss Cheese,"hard, artisan",NA,NA,"chewy, dense",natural,NA,"mild, nutty, sweet","herbal, sweet",TRUE,FALSE,NA,NA,Cobb Hill Farm
+Asher Blue,https://www.cheese.com/asher-blue/,cow,United States,Georgia,Blue,"semi-soft, blue-veined",NA,NA,"creamy, crumbly",natural,straw,"grassy, milky, mushroomy, salty, sweet, tangy","earthy, rich, strong",TRUE,FALSE,NA,NA,Sweet Grass Dairy
+Ashley,https://www.cheese.com/ashley/,cow,United States,Colorado,NA,"soft, artisan, soft-ripened",NA,NA,"creamy, soft",ash coated,cream,sweet,NA,NA,NA,MouCo Ashley,NA,MouCo Cheese Company
+Asiago DOP,https://www.cheese.com/asiago/,cow,Italy,"Veneto, Trentino",NA,hard,34-48%,NA,"compact, crumbly, open, smooth",natural,yellow,"full-flavored, milky, sharp",pungent,FALSE,FALSE,NA,NA,NA
+Asiago d’Allevo DOP,https://www.cheese.com/asiago-dallevo/,cow,Italy,Veneto,NA,hard,34%,NA,compact,natural,pale yellow,savory,"pleasant, yeasty",FALSE,FALSE,"Asiago Aged, Asiago D’Allevo DOP Mitica®, Asiago Mezzano",NA,NA
+Asiago Pressato DOP,https://www.cheese.com/asiago-pressato/,cow,Italy,Veneto,NA,semi-soft,48%,NA,"creamy, smooth",natural,white,"nutty, sweet",fresh,FALSE,FALSE,"Asiago Fresco, Asiago Fresco DOP Mitica®",Pressato,NA
+Aspen Ash,https://www.cheese.com/aspen-ash/,goat,United States,Colorado,NA,"soft, soft-ripened",NA,NA,creamy,ash coated,white,"acidic, creamy",earthy,TRUE,FALSE,NA,NA,Haystack Mountain Creamery
+Assa,https://www.cheese.com/assa/,goat,United States,"Tomales, California",NA,NA,NA,NA,,natural,NA,NA,NA,NA,NA,NA,NA,Tomales Farmstead Creamery
+Aubisque Pyrenees,https://www.cheese.com/aubisque-pyrenees/,"cow, sheep",France,Béarnaise in Pyrénées-Atlantique,NA,semi-hard,NA,NA,smooth,natural,NA,"mild, smooth",NA,FALSE,FALSE,NA,NA,NA
+Auld Lochnagar,https://www.cheese.com/auld-lochnagar/,cow,Scotland,NA,NA,hard,NA,NA,"compact, crumbly",natural,orange,"grassy, mellow, subtle, tangy",mild,NA,NA,NA,NA,The Cambus O’May Cheese Company
+Auld Reekie,https://www.cheese.com/auld-reekie/,cow,Scotland,NA,NA,hard,NA,NA,"buttery, compact, crumbly",natural,orange,"smokey , tangy, woody","fruity, smokey, woody",FALSE,FALSE,NA,NA,The Cambus O’May Cheese Company
+Aura,https://www.cheese.com/aura/,cow,Finland,Äänekoski,Blue,"semi-soft, blue-veined",NA,NA,creamy,mold ripened,pale yellow,"salty, sharp, strong, tangy",NA,FALSE,FALSE,Auro Gold,NA,Valio
+Austrian Alps cheese,https://www.cheese.com/austrian-alps/,cow,Switzerland,NA,NA,NA,NA,NA,smooth,NA,NA,"nutty, spicy","aromatic, nutty, spicy",FALSE,FALSE,NA,NA,NA
+Autun,https://www.cheese.com/autun/,"cow, goat",France,Burgundy,NA,"fresh soft, artisan",40-45%,NA,creamy,rindless,white,acidic,NA,FALSE,FALSE,NA,NA,NA
+Avaxtskyr,https://www.cheese.com/avaxtskyr/,cow,Iceland,NA,NA,fresh soft,NA,NA,,NA,NA,NA,NA,TRUE,FALSE,"Skyr, Rjomaskyr",NA,NA
+Avonlea Clothbound Cheddar,https://www.cheese.com/avonlea-clothbound-cheddar/,cow,Canada,Prince Edward Island,Cheddar,"hard, artisan",32%,NA,"creamy, crumbly, firm",cloth wrapped,straw,"fruity, mushroomy, savory",NA,TRUE,FALSE,NA,NA,COWS Inc.
+Azeitao,https://www.cheese.com/azeitao/,sheep,Portugal,"Setubal, Palmela and Sesimbra",NA,"semi-soft, artisan",NA,NA,"creamy, supple",washed,pale yellow,"herbaceous, salty, sour",NA,TRUE,FALSE,Queijo de Azeitao,NA,NA
+Baby Brie,https://www.cheese.com/baby-brie/,cow,France,NA,Brie,soft,NA,NA,creamy,bloomy,cream,"creamy, mild",aromatic,FALSE,FALSE,"Petit Brie, Mini Brie",NA,NA
+Baby Swiss,https://www.cheese.com/baby-swiss/,cow,United States,"Charm, Ohio",Swiss Cheese,"semi-soft, processed",43%,NA,"creamy, open, smooth",rindless,pale yellow,"nutty, sharp, sweet",NA,FALSE,FALSE,Lacy cheese,NA,Guggisberg Cheese
+Babybel,https://www.cheese.com/babybel/,cow,France,NA,NA,semi-hard,NA,NA,smooth,waxed,NA,NA,NA,NA,NA,NA,NA,NA
+Bad Axe,https://www.cheese.com/bad-axe/,sheep,United States,Wisconsin,NA,"semi-hard, artisan",NA,NA,"creamy, firm, smooth",waxed,white,"creamy, smooth, tart",fresh,TRUE,FALSE,NA,NA,Hidden Springs Company
+Baguette Laonnaise,https://www.cheese.com/baguette-laonnaise/,cow,France,Ile-de-France/Champagne,NA,"soft, artisan",28.5%,NA,"open, supple",washed,pale yellow,spicy,pungent,FALSE,FALSE,Baguette Lyonnaise,NA,NA
+Baita Friuli,https://www.cheese.com/baita-friuli/,cow,Italy,Friuli-Venezia Giulia,NA,firm,NA,NA,compact,natural,pale yellow,"fruity, spicy",rich,FALSE,FALSE,NA,NA,NA
+Baladi,https://www.cheese.com/baladi/,"cow, goat, sheep","Lebanon, Middle East",NA,NA,"fresh soft, artisan",22%,NA,"creamy, dense, smooth",rindless,white,"buttery, mild, salty, sweet",fresh,FALSE,FALSE,"Jibneh Khadra, Jibnah Baladi, Baladieh, Jibneh Baladi",NA,NA
+Balaton,https://www.cheese.com/balaton/,cow,Hungary,NA,NA,semi-hard,NA,NA,firm,natural,pale yellow,"acidic, mild",NA,FALSE,FALSE,NA,NA,NA
+Balfour,https://www.cheese.com/balfour/,sheep,New Zealand,Queenstown,NA,hard,NA,NA,"crumbly, flaky, grainy",natural,NA,"nutty, sweet",NA,FALSE,FALSE,Balfour Pecorino,NA,The Gibbston Valley Cheese Company
+Baluchon,https://www.cheese.com/baluchon/,cow,Canada,Quebec,NA,semi-soft,28%,NA,creamy,washed,ivory,"acidic, creamy, earthy, salty","earthy, mild",FALSE,FALSE,Le Baluchon,NA,Fromageries Jonathan
+Bandal,https://www.cheese.com/bandal/,cow,India,West Bengal,Cottage,"semi-soft, artisan",NA,NA,crumbly,rindless,NA,"salty, smokey , strong",strong,TRUE,FALSE,NA,Bandel,NA
+Banon,https://www.cheese.com/banon/,goat,France,Banon,NA,"soft, artisan",NA,NA,"creamy, smooth",leaf wrapped,white,"fruity, mild",earthy,NA,NA,"Banon à la feuille, Banon AOC",NA,NA
+Barambah Organics Marinated Feta,https://www.cheese.com/barambah-organics-marinated-feta/,cow,Australia,Brisbane,Feta,fresh soft,25.22 g/100g,NA,"creamy, crumbly, springy",rindless,white,"herbaceous, mild, milky","herbal, mild, milky",TRUE,FALSE,NA,NA,Barambah Organics Pty Ltd.
+Barber's 1833,https://www.cheese.com/barbers-1833/,cow,England,NA,Cheddar,hard,NA,NA,creamy,NA,NA,"sweet, tangy",NA,TRUE,FALSE,NA,NA,AJ & RE Barber Ltd
+Barberey,https://www.cheese.com/barberey/,cow,France,"Troyes , Aube",NA,soft,20-30%,NA,"dry, smooth, soft",natural,NA,"pungent, woody",mild,FALSE,FALSE,"ash trojan, cheese Troyes",NA,NA
+Barden Blue,https://www.cheese.com/barden-blue/,cow,United States,"West Pawlet, VT",Blue,"semi-hard, artisan, blue-veined",NA,NA,"buttery, dense, open",natural,yellow,"mild, nutty, spicy, tangy","barnyardy, herbal",FALSE,FALSE,NA,NA,Consider Bardwell Farm
+Barely Buzzed,https://www.cheese.com/barely-buzzed/,cow,United States,Utah,Cheddar,"hard, artisan",NA,NA,"creamy, smooth",natural,pale yellow,"butterscotch, caramel","aromatic, rich",TRUE,FALSE,NA,NA,Beehive Cheese Company
+Barilotto,https://www.cheese.com/barilotto/,buffalo,Italy,Campania,Brie,"hard, soft-ripened",NA,NA,firm,washed,pale yellow,"creamy, sharp","buttery, fresh",FALSE,FALSE,NA,NA,Casa Madaio
+Barlocco,https://www.cheese.com/barlocco/,cow,Scotland,NA,NA,semi-soft,NA,NA,creamy,natural,blue,full-flavored,strong,TRUE,FALSE,NA,NA,The Ethical Dairy
+Baron Bigod,https://www.cheese.com/baron-bigod/,cow,England,NA,NA,"soft, artisan",NA,NA,"creamy, smooth",NA,NA,"buttery, mushroomy","grassy, milky",NA,NA,NA,NA,Fen Farm Dairy
+Baron Bigod Baby Truffle,https://www.cheese.com/baron-bigod-baby-truffle/,cow,England,NA,NA,"soft, artisan",NA,NA,"creamy, smooth",NA,NA,milky,"earthy, mushroom",NA,NA,Baby Truffled Baron,NA,Fen Farm Dairy
+Baronerosso di Capra,https://www.cheese.com/baronerosso-di-capra/,goat,Italy,Veneto,NA,semi-hard,NA,NA,"crumbly, firm",washed,white,"full-flavored, sharp","fruity, musty",FALSE,FALSE,NA,Baronerosso al Barbera,La Casearia Carpenedo S.r.l.
+Barrel Aged Feta,https://www.cheese.com/barrel-aged-feta/,"cow, goat, sheep",Greece,NA,Feta,"soft, artisan",NA,NA,"creamy, crumbly",NA,white,creamy,rich,NA,NA,NA,NA,NA
+Barricato al Pepe,https://www.cheese.com/barricato-al-pepe/,cow,Italy,NA,NA,"firm, artisan",NA,NA,crumbly,natural,ivory,NA,"fruity, spicy",NA,NA,NA,NA,NA
+Barriquet,https://www.cheese.com/barriquet/,goat,France,NA,NA,soft,NA,NA,"smooth, supple",washed,white,"earthy, full-flavored, meaty, nutty",aromatic,FALSE,FALSE,NA,NA,Pierrick Brendani and Nicolas Trotot
+Barry's Bay Cheddar,https://www.cheese.com/barrys-bay-cheddar/,cow,New Zealand,Banks Peninsular in Canterbury,Cheddar,"hard, artisan",NA,NA,creamy,cloth wrapped,NA,NA,NA,FALSE,FALSE,NA,NA,Barry's Bay
+Bartlett,https://www.cheese.com/bartlett/,sheep,"England, Great Britain, United Kingdom",Somerset,NA,"soft, artisan",NA,NA,"dense, smooth",mold ripened,white,"buttery, milky","aromatic, strong",TRUE,FALSE,NA,NA,NA
+Basajo,https://www.cheese.com/basajo/,sheep,Italy,NA,Blue,"semi-soft, blue-veined",NA,NA,creamy,NA,NA,sweet,fruity,FALSE,FALSE,NA,NA,NA
+Baserri,https://www.cheese.com/baserri/,sheep,United States,NA,Tomme,"semi-hard, artisan",NA,NA,"creamy, crumbly",NA,NA,"milky, tangy","milky, nutty",NA,NA,Txiki,NA,"Barinaga Ranch, Inc."
+Basils Original Rauchkäse,https://www.cheese.com/basils-original-rauchkase/,cow,Germany,NA,NA,semi-soft,25.5%,700 mg/100g,"compact, dense, soft",natural,pale yellow,"salty, smokey , spicy",smokey,FALSE,FALSE,Basil's Smoked Cheese,NA,Bergader Privatkäserei GmbH
+Basing,https://www.cheese.com/basing/,goat,United Kingdom,Kent,NA,hard,NA,NA,crumbly,NA,NA,"herbaceous, smooth",NA,TRUE,FALSE,NA,NA,NA
+Baskeriu,https://www.cheese.com/baskeriu/,sheep,France,"French Basque Country, Midi-Pyrénées",NA,semi-soft,50%,NA,"dry, smooth",NA,NA,"buttery, nutty","buttery, nutty, rich",TRUE,FALSE,NA,NA,NA
+Basket Cheese,https://www.cheese.com/basket-cheese/,cow,Middle East,NA,Cottage,"soft, semi-soft",NA,NA,"chewy, supple",rindless,white,"mild, salty",milky,TRUE,FALSE,NA,NA,"Specialty Cheese Company, Inc"
+Basket Molded Ricotta,https://www.cheese.com/basket-molded-ricotta/,cow,,NA,Cottage,fresh firm,NA,NA,firm,NA,white,"creamy, sweet",fresh,NA,NA,NA,NA,NA
+Bassigny au porto,https://www.cheese.com/bassigny-au-porto/,cow,Belgium,NA,NA,semi-soft,45%,NA,,washed,yellow,"acidic, buttery",aromatic,FALSE,FALSE,Langres,NA,NA
+Bath Blue,https://www.cheese.com/bath-blue/,cow,"England, United Kingdom",South West England,Blue,"soft, artisan, blue-veined",NA,NA,"creamy, smooth",natural,cream,creamy,clean,NA,NA,NA,NA,The Bath Soft Cheese Co.
+Bath Soft Cheese,https://www.cheese.com/bath-soft/,cow,England,South West England,Brie,soft,NA,NA,creamy,bloomy,ivory,"citrusy, lemony, mushroomy","aromatic, grassy",NA,NA,NA,Bath Soft,The Bath Soft Cheese Co.
+Bath Soft Cheese Truffled,https://www.cheese.com/bath-soft-cheese-truffled/,cow,United Kingdom,NA,Brie,soft,NA,NA,"buttery, soft-ripened",NA,white,NA,NA,NA,NA,NA,NA,The Bath Soft Cheese Co.
+Batzos,https://www.cheese.com/batzos/,"goat, sheep",Greece,"Central and Western Macedonia, Thessaly",NA,semi-hard,20%,NA,dry,NA,white,"piquant, salty, sour, spicy",pleasant,FALSE,FALSE,NA,NA,NA
+Bavaria blu,https://www.cheese.com/bavaria-blu/,cow,Germany,NA,Blue,"soft, blue-veined",43.3 g/100g,450 mg/100g,"creamy, soft",mold ripened,cream,"creamy, sharp, strong","aromatic, rich",FALSE,FALSE,"Bavaria blu - Tasty Blue, Bavaria blu - Rich & Creamy, Bavaria blu – Classic Blue, Bavaria blu – Mild & Blue",NA,Bergader Privatkäserei GmbH
+Bavarian Bergkase,https://www.cheese.com/bavarian-bergkase/,cow,Germany,Allgaeu Alps,NA,"hard, artisan",62%,NA,"crumbly, firm, open",natural,pale yellow,"full-flavored, nutty, spicy","aromatic, rich",FALSE,FALSE,"Allgäuer Bergkäse DOP, Allgauer Bergkase",Bawarii Bergkäse,NA
+Bayley Hazen Blue,https://www.cheese.com/bayley-hazen-blue/,cow,United States,"Greensboro, VT",Blue,"semi-hard, artisan, blue-veined",NA,NA,"creamy, dense, firm",natural,cream,"buttery, grassy, licorice, nutty, tangy","grassy, spicy, strong",FALSE,FALSE,NA,NA,Jasper Hill Farm
+Baylough,https://www.cheese.com/baylough/,cow,Ireland,"County Tipperary, Clogheen",Cheddar,"hard, artisan",NA,NA,"close, firm",waxed,yellow,"garlicky, herbaceous, mild, smokey","herbal, mild",TRUE,FALSE,NA,Bay Lough,BAY LOUGH CHEESE
+Beach Box Brie,https://www.cheese.com/beach-box-brie/,cow,Australia,"Mornington Peninsula, Melbourne",Brie,artisan,NA,NA,creamy,ash coated,golden yellow,creamy,rich,TRUE,FALSE,NA,NA,BoatShed Cheese
+Bear Hill,https://www.cheese.com/bear-hill/,sheep,United States,Vermont,NA,"semi-hard, smear-ripened",NA,NA,smooth,washed,pale yellow,"fruity, mild, milky, nutty, sweet",NA,NA,NA,NA,NA,Grafton Village Cheese Company
+Beaufort,https://www.cheese.com/beaufort/,cow,France,NA,NA,semi-firm,NA,NA,"creamy, smooth",NA,pale yellow,NA,"fruity, nutty",FALSE,FALSE,"Beaufort AOP Chalet Alpage Meule, Beaufort AOC",NA,NA
+Beaumont,https://www.cheese.com/beaumont/,cow,France,Rhône-Alpes,NA,semi-soft,50%,NA,"creamy, smooth",washed,pale yellow,NA,"barnyardy, earthy, mild, nutty, rich",NA,NA,NA,NA,NA
+Beauvale,https://www.cheese.com/beauvale/,cow,England,East Midlands,NA,"soft, blue-veined",NA,NA,"creamy, smooth",NA,pale yellow,creamy,NA,FALSE,FALSE,NA,NA,Cropwell Bishop Creamery Limited
+Beauvoorde,https://www.cheese.com/beauvoorde/,cow,Belgium,Flanders,NA,semi-hard,NA,NA,"creamy, firm",natural,yellow,mild,spicy,NA,NA,NA,NA,NA
+Beehive Fresh,https://www.cheese.com/beehive-fresh/,cow,United States,Utah,Mozzarella,"fresh soft, artisan",NA,NA,"buttery, soft",NA,pale yellow,"buttery, mild","buttery, fresh, mild",TRUE,FALSE,NA,NA,Beehive Cheese Company
+Beemster 2% Milk,https://www.cheese.com/beemster-2-milk/,cow,"Canada, Denmark, France, Germany, Netherlands, United States",NA,NA,semi-soft,8%,NA,smooth,NA,NA,nutty,"aromatic, floral, fruity",FALSE,FALSE,NA,NA,"Beemster Cheese, CONO Kaasmakers / Beemster"
+Beemster Aged,https://www.cheese.com/beemster-aged/,cow,Netherlands,NA,Gouda,hard,NA,NA,"crystalline, firm, smooth",natural,yellow,"full-flavored, smooth, spicy, strong",rich,FALSE,FALSE,Beemster Old,NA,CONO Kaasmakers / Beemster
+Beemster Classic,https://www.cheese.com/beemster-classic/,cow,Netherlands,NA,Gouda,semi-hard,NA,NA,"creamy, firm, smooth",natural,yellow,"buttery, nutty","buttery, rich",FALSE,FALSE,NA,NA,Beemster Cheese
+Beemster Extra Aged (XO),https://www.cheese.com/beemster-extra-aged/,cow,Netherlands,NA,Gouda,hard,NA,NA,"brittle, crumbly, grainy",natural,golden yellow,"butterscotch, nutty",aromatic,FALSE,FALSE,"Beemster Extra Old, Beemster X-O, Beemster XO",NA,"Beemster Cheese, CONO Kaasmakers / Beemster"
+Beemster Graskaas,https://www.cheese.com/beemster-graskaas/,cow,Netherlands,NA,Gouda,semi-hard,NA,NA,"creamy, open, smooth",natural,yellow,full-flavored,rich,FALSE,FALSE,NA,NA,"Beemster Cheese, CONO Kaasmakers / Beemster"
+Beenleigh Blue,https://www.cheese.com/beenleigh-blue/,sheep,England,NA,Blue,"soft, blue-veined",NA,NA,smooth,natural,NA,lemony,fresh,TRUE,FALSE,NA,NA,Ticklemore Cheese Dairy
+Bega Processed Cheddar,https://www.cheese.com/bega-processed-cheddar/,cow,Australia,NA,Cheddar,soft,NA,NA,"creamy, smooth",NA,yellow,creamy,NA,NA,NA,NA,NA,Bega Cheese Limited
+Bel Ceillo,https://www.cheese.com/bel-ceillo/,cow,United States,NY,Parmesan,"semi-hard, artisan",NA,NA,"creamy, crumbly",natural,pale yellow,sharp,pungent,NA,NA,NA,NA,Muranda Cheese Company
+Bel Paese,https://www.cheese.com/bel-paese/,cow,Italy,Lombardy,NA,semi-soft,NA,NA,"creamy, smooth",plastic,pale yellow,"buttery, mild, milky, sweet",pleasant,FALSE,FALSE,NA,NA,Galbani
+Bella Lodi,https://www.cheese.com/bella-lodi/,cow,Italy,Lodi,Parmesan,"hard, artisan",NA,NA,"crumbly, flaky, grainy",natural,white,full-flavored,"aromatic, rich",TRUE,FALSE,Black Parmesan,"Bella Lodi Raspadura, Lodigrana Bella Lodi",Lodigrana
+Belle Creme,https://www.cheese.com/belle-creme/,cow,Canada,Québec,Brie,"soft, soft-ripened",NA,NA,"buttery, creamy, smooth, soft-ripened",bloomy,white,"acidic, buttery, creamy, salty","mushroom, nutty",NA,NA,NA,NA,La Maison Alexis de Portneuf Inc.
+Belletoile,https://www.cheese.com/belletoile/,cow,France,NA,Brie,"soft, soft-ripened",70%,NA,creamy,NA,NA,"garlicky, mild, mushroomy, nutty, tangy",mild,FALSE,FALSE,NA,NA,Fromagerie Henri Hutin
+Bellwether Farms Crescenza,https://www.cheese.com/bellwether-farms-crescenza/,cow,United States,"Sonoma, California",NA,"soft, artisan",NA,NA,"buttery, soft-ripened, spreadable",rindless,ivory,"buttery, tart","buttery, rich",TRUE,FALSE,Crescenza,NA,Bellwether Farms
+Benedictine,https://www.cheese.com/benedictine/,"cow, goat, sheep",United States,"La Velle, Wisconsin",NA,"semi-hard, artisan",NA,NA,creamy,washed,yellow,NA,NA,NA,NA,NA,NA,Carr Valley Cheese Company
+Bent River,https://www.cheese.com/bent-river/,cow,United States,"Mankato, MN",Camembert,"soft, artisan, soft-ripened",NA,NA,"smooth, soft",bloomy,NA,"buttery, mellow, milky, subtle",mushroom,NA,NA,NA,NA,Alemar Cheese
+Bergader,https://www.cheese.com/bergader/,cow,Germany,NA,NA,NA,NA,NA,,NA,NA,NA,NA,FALSE,FALSE,NA,NA,Bergader Privatkäserei GmbH
+Bergere Bleue,https://www.cheese.com/bergere-bleue/,sheep,United States,"Marathon, NY",Blue,"semi-soft, artisan, blue-veined",NA,NA,"creamy, crumbly, smooth",mold ripened,pale yellow,burnt caramel,"lanoline, rich, yeasty",TRUE,FALSE,NA,NA,Northland Sheep Dairy
+Bergues,https://www.cheese.com/bergues/,cow,France,Bergues,NA,semi-hard,15-25%,NA,smooth,washed,NA,"subtle, sweet",aromatic,FALSE,FALSE,NA,NA,NA
+Berkswell,https://www.cheese.com/berkswell/,sheep,United Kingdom,NA,NA,hard,NA,NA,"chewy, firm",natural,pale yellow,NA,sweet,NA,NA,NA,NA,NA
+Bermondsey Hard Pressed,https://www.cheese.com/bermondsey-hard-pressed/,cow,"England, Great Britain, United Kingdom","Bermondsey, London",Cheddar,"hard, artisan",NA,NA,"creamy, crumbly, open",natural,yellow,"creamy, nutty",barnyardy,NA,NA,NA,NA,KAPPACASEIN DAIRY
+Bermuda Triangle,https://www.cheese.com/bermuda-triangle/,goat,United States,California,Brie,"semi-soft, soft-ripened",NA,NA,"creamy, crumbly, dense, firm, smooth",bloomy,white,"earthy, piquant, spicy, tangy","earthy, fresh, spicy",TRUE,FALSE,NA,NA,Cypress Grove Chevre
+Bethmale des Pyrenees,https://www.cheese.com/bethmale-des-pyrenees/,cow,France,Pyrenees,NA,semi-hard,NA,NA,,natural,brownish yellow,mild,"aromatic, earthy, mushroom",FALSE,FALSE,NA,NA,NA
+Bettine Bleu,https://www.cheese.com/bettine-bleu/,goat,Netherlands,NA,NA,semi-hard,39.6 g/100g,NA,,NA,NA,NA,NA,FALSE,FALSE,NA,NA,Bettinehoeve BV
+Bettine Grand Cru,https://www.cheese.com/bettine-grand-cru/,goat,Netherlands,NA,NA,semi-hard,NA,NA,,NA,NA,"spicy, strong",strong,FALSE,FALSE,NA,NA,Bettinehoeve BV
+Beyaz Peynir,https://www.cheese.com/beyaz-peynir/,"cow, goat, sheep",Turkey,NA,NA,"semi-soft, brined",NA,NA,,NA,pale white,NA,NA,TRUE,FALSE,NA,NA,NA
+Bianca,https://www.cheese.com/bianca/,"goat, sheep",United States,"Tieton, Washington",NA,"fresh soft, artisan",NA,NA,"soft, spreadable",rindless,ivory,"creamy, tangy","fresh, rich",NA,NA,NA,NA,Tieton Farm & Creamery
+Bianco,https://www.cheese.com/bianco/,cow,Germany,NA,NA,semi-hard,32.5 g/100g,725 mg/100g,"creamy, open, soft",natural,pale yellow,"buttery, garlicky, mild",NA,FALSE,FALSE,NA,"Bianco Garlic, Bianco Original",Bergader Privatkäserei GmbH
+Bica de Queijo,https://www.cheese.com/bica-de-queijo/,"cow, goat, sheep",Portugal,Póvoa de Lanhoso,NA,"semi-soft, artisan",45%,NA,"creamy, firm, smooth, springy",natural,ivory,"buttery, mild, salty",goaty,FALSE,FALSE,NA,"bag of cheese, Queijo de Bica, Bolsa de queso",NA
+Bierkase,https://www.cheese.com/bierkase/,cow,Germany,NA,NA,"semi-soft, smear-ripened",NA,NA,smooth,washed,pale yellow,"salty, tangy",strong,NA,NA,"Weisslacker, beer kaese, beer cheese, Whitewash, bierkäse",NA,NA
+Big John's Cajun,https://www.cheese.com/big-johns-cajun/,cow,United States,Utah,NA,"hard, artisan",NA,NA,"creamy, smooth",natural,pale yellow,"smooth, spicy","rich, spicy",TRUE,FALSE,NA,NA,Beehive Cheese Company
+Big Rock Blue,https://www.cheese.com/big-rock-blue/,cow,United States,California,Blue,"semi-firm, artisan, blue-veined",NA,NA,"buttery, crumbly",rindless,ivory,"buttery, salty",mild,TRUE,FALSE,NA,NA,Central Coast Creamery
+Big Woods Blue,https://www.cheese.com/big-woods-blue/,sheep,United States,Minnesota,Blue,"semi-hard, blue-veined",NA,NA,firm,natural,ivory,"full-flavored, sharp, spicy, tangy","pronounced, sweet",TRUE,FALSE,NA,NA,Shepherd's Way Farms
+Bijou,https://www.cheese.com/bijou/,goat,United States,"Websterville, VT",NA,"semi-soft, artisan",11%,NA,"creamy, smooth",mold ripened,NA,"sharp, sweet, tangy, yeasty","fresh, yeasty",NA,NA,NA,NA,Vermont Creamery
+Binnorie Marinated Fetta,https://www.cheese.com/binnorie-marinated-fetta/,cow,Australia,"Pokolbin, Hunter Valley",Feta,"soft, brined",NA,NA,creamy,natural,white,"herbaceous, mild, milky","clean, fresh, herbal",TRUE,FALSE,NA,Marinated Feta,Binnorie Dairy
+Bishop Kennedy,https://www.cheese.com/bishop-kennedy/,cow,Scotland,"Kinfauns, Perthshire",NA,soft,45%,NA,smooth,washed,yellow,"creamy, strong",pungent,TRUE,FALSE,NA,NA,"Kinfauns Home Farm, Scotland"
+Bismark,https://www.cheese.com/bismark/,sheep,United States,Vermont,NA,"semi-hard, artisan",NA,NA,"crumbly, firm",rindless,yellow,"buttery, creamy, nutty, sweet, tangy",NA,TRUE,FALSE,NA,NA,Grafton Village Cheese Company
+Bix,https://www.cheese.com/bix/,cow,United Kingdom,NA,NA,"soft, semi-soft",NA,NA,"buttery, creamy, soft, soft-ripened",NA,pale yellow,NA,NA,NA,NA,NA,NA,NA
+Black Betty,https://www.cheese.com/black-betty/,goat,Netherlands,NA,NA,"hard, artisan",NA,NA,firm,waxed,NA,NA,NA,NA,NA,NA,NA,"Essex St. Cheese Co., Fromagerie L'Amuse"
+Black Bomber Cheddar,https://www.cheese.com/black-bomber-cheddar/,cow,United Kingdom,NA,NA,hard,NA,NA,"buttery, compact, creamy, crumbly",NA,yellow,NA,rich,NA,NA,"Little Black Bomber, Black Bomber",NA,Snowdonia Cheese Company Limited
+Black Pearl,https://www.cheese.com/black-pearl/,goat,Australia,"Mornington Peninsula, Melbourne",NA,"semi-hard, artisan",NA,NA,firm,ash coated,NA,mild,fresh,TRUE,FALSE,Boatshed Black Pearl,NA,BoatShed Cheese
+Blackmount,https://www.cheese.com/blackmount/,goat,Scotland,NA,NA,soft,NA,NA,creamy,ash coated,green,earthy,clean,TRUE,FALSE,NA,NA,Errington Cheese Ltd.
+Blacksticks Blue,https://www.cheese.com/blacksticks-blue/,cow,United Kingdom,NA,Blue,"soft, blue-veined",NA,NA,"creamy, spreadable",NA,orange,"creamy, tangy",NA,TRUE,FALSE,Butlers Blacksticks Blue,NA,Butlers Farmhouse Cheeses
+Blaenafon Pwll Ddu,https://www.cheese.com/blaenafon-pwll-ddu/,cow,Wales,NA,NA,hard,NA,NA,compact,NA,cream,savory,NA,NA,NA,NA,NA,NA
+Blarney Castle,https://www.cheese.com/blarney-castle/,cow,Ireland,Blarney,Gouda,semi-soft,NA,NA,creamy,natural,golden yellow,"smooth, tangy",NA,FALSE,FALSE,NA,NA,Kerrygold
+Blenda,https://www.cheese.com/blenda/,"cow, sheep",Sweden,Oviken,NA,"hard, artisan",30%,NA,,natural,yellow,"acidic, fruity, mild, nutty",NA,NA,NA,NA,NA,Oviken cheese
+Bleu Bénédictin,https://www.cheese.com/bleu-benedictin/,cow,Canada,Quebec,Blue,"semi-soft, artisan, blue-veined",NA,NA,"creamy, crumbly, firm",natural,pale yellow,"creamy, salty, woody","mushroom, pleasant",FALSE,FALSE,NA,NA,Fromagerie de l'Abbaye Saint-Benoît
+Bleu d'Auvergne,https://www.cheese.com/bleu-dauvergne/,cow,France,Auvergne,Blue,"semi-soft, artisan",NA,NA,"creamy, smooth",NA,ivory,"buttery, creamy, pungent",strong,NA,NA,Bleu d'Auvergne AOC,NA,NA
+Bleu de Laqueuille,https://www.cheese.com/bleu-de-laqueuille/,cow,France,Laqueuille,Blue,"soft, blue-veined",30%,NA,"creamy, smooth",natural,blue,"salty, spicy, tangy",earthy,FALSE,FALSE,NA,NA,NA
+Bleu Des Causses,https://www.cheese.com/bleu-des-causses/,cow,France,NA,Blue,"semi-soft, blue-veined",NA,NA,creamy,NA,NA,"milky, spicy",strong,NA,NA,Bleu Des Causses AOC,NA,NA
+Bleu L'Ermite,https://www.cheese.com/bleu-lermite/,cow,Canada,Quebec,Blue,"semi-soft, artisan, blue-veined",NA,NA,"creamy, crumbly",natural,cream,"mushroomy, nutty, salty, sharp",fermented,FALSE,FALSE,"Ermite (L'), Bleu Ermite, Blue Hermit",NA,Abbey de Saint-Benoit-du-lac
+Bleu Mont Dairy Bandaged Cheddar,https://www.cheese.com/bleu-mont-dairy-bandaged-cheddar/,cow,United States,Wisconsin,Cheddar,"hard, artisan",NA,NA,"crumbly, crystalline, flaky",cloth wrapped,yellow,"caramel, nutty, sweet",earthy,FALSE,FALSE,NA,NA,NA
+Bleubry,https://www.cheese.com/bleubry/,cow,Canada,Quebec,Blue,"soft, blue-veined",37%,NA,"creamy, smooth, supple",mold ripened,cream,"creamy, mild, savory",pungent,FALSE,FALSE,NA,NA,La Maison Alexis de Portneuf Inc.
+Blissful Blocks,https://www.cheese.com/blissful-blocks/,,"Canada, United States",NA,Cheddar,hard,NA,NA,"creamy, crumbly",plastic,yellow,"creamy, savory, sharp, spicy",NA,TRUE,FALSE,"Lactose Free Cheddar Blocks, Lactose & Soy Free Cheddar Blocks, Lactose Free Mozzarella Blocks, Lactose & Soy Free Mozzarella Blocks",NA,GO Veggie!
+Blissful Toppings,https://www.cheese.com/blissful-toppings/,,"Canada, United States",NA,Parmesan,soft,NA,NA,crumbly,artificial,yellow,"savory, sharp",NA,TRUE,FALSE,"Lactose Free Parmesan Grated Topping, Dairy Free Parmesan Grated Topping",NA,GO Veggie!
+Bloomsdale,https://www.cheese.com/bloomsdale/,goat,United States,Bloomdale,Brie,"soft, artisan, soft-ripened",NA,NA,"creamy, runny, soft-ripened",mold ripened,white,"earthy, milky, tangy",NA,FALSE,FALSE,NA,NA,Baetje Farms LLC
+Blu '61,https://www.cheese.com/blu-61/,cow,Italy,Veneto,Blue,"soft, blue-veined",NA,NA,"creamy, soft",NA,white,"creamy, pronounced, strong","fruity, rich, sweet",FALSE,FALSE,NA,NA,La Casearia Carpenedo S.r.l.
+Blu Della Casera,https://www.cheese.com/blu-della-casera/,"cow, sheep",Italy,Piedmont,NA,"soft, blue-veined",54%,NA,soft,leaf wrapped,ivory,"creamy, strong",NA,NA,NA,NA,NA,La Casera srl
+Blu di Bufala,https://www.cheese.com/blu-di-bufala/,water buffalo,Italy,Lombardy,Blue,"semi-firm, artisan, blue-veined",NA,NA,"creamy, crumbly",natural,cream,"acidic, milky, sweet, tangy","fresh, milky",FALSE,FALSE,NA,NA,NA
+Blue,https://www.cheese.com/vegan-blue/,plant-based,United Kingdom,NA,NA,soft,NA,NA,"creamy, soft-ripened",mold ripened,blue,"creamy, mild, smooth","milky, ripe",TRUE,TRUE,NA,NA,Honestly Tasty
+Blue Benedictine,https://www.cheese.com/blue-benedictine/,,Canada,NA,NA,"semi-soft, blue-veined, soft-ripened",NA,NA,"buttery, creamy, crumbly, smooth",natural,brownish yellow,"buttery, creamy, earthy, grassy, herbaceous, mushroomy, salty, smooth, sweet","buttery, earthy, grassy, herbal, mushroom, sweet",NA,NA,NA,NA,"Benedictine Abbey of Saint-Benoît-du-Lac, Quebec."
+Blue Castello,https://www.cheese.com/blue-castello/,cow,Denmark,NA,Blue,soft,NA,NA,"creamy, smooth",washed,blue,buttery,spicy,NA,NA,NA,NA,NA
+Blue Cheese,https://www.cheese.com/blue-vein-cheese/,"cow, goat, sheep",,NA,Blue,"semi-soft, blue-veined",NA,NA,creamy,NA,blue,"salty, sharp, tangy","stinky, strong",FALSE,FALSE,"Blue cheese, Bleu cheese, Erborinato, Blue-Vein Cheese",NA,NA
+Blue Clouds,https://www.cheese.com/blue-clouds/,cow,United Kingdom,NA,NA,semi-soft,NA,NA,creamy,NA,blue,NA,NA,TRUE,FALSE,NA,NA,NA
+Blue Earth,https://www.cheese.com/blue-earth/,cow,United States,"Mankato, MN",Brie,"soft, artisan, soft-ripened",NA,NA,"creamy, runny, smooth, soft",bloomy,pale yellow,"buttery, grassy, smooth",NA,TRUE,FALSE,NA,NA,NA
+Blue Ledge La Luna,https://www.cheese.com/blue-ledge-la-luna/,goat,United States,Vermont,Gouda,"semi-hard, artisan",NA,NA,"firm, smooth",waxed,white,"creamy, milky, tangy",grassy,FALSE,FALSE,La Luna,NA,Blue Ledge
+Blue Lupine,https://www.cheese.com/blue-lupine/,goat,United States,California,Blue,"semi-soft, blue-veined",NA,NA,"creamy, dense",natural,NA,tangy,goaty,NA,NA,NA,NA,Weirauch Farm and Creamery
+Blue Rathgore,https://www.cheese.com/blue-rathgore/,goat,Ireland,County Antrim,Blue,"semi-soft, artisan",NA,NA,"creamy, crumbly",natural,ivory,"buttery, spicy",NA,TRUE,FALSE,NA,NA,NA
+Blue Vein (Australian),https://www.cheese.com/blue-vein-australian/,cow,Australia,NA,Blue,"semi-soft, blue-veined",NA,NA,"creamy, dense",natural,blue,"salty, sharp","stinky, strong",NA,NA,NA,NA,NA
+Blue Wensleydale,https://www.cheese.com/blue-wensleydale/,cow,England,North Yorkshire,Blue,"hard, blue-veined",NA,NA,close,cloth wrapped,blue,"acidic, salty, savory, sharp, strong",rich,TRUE,FALSE,NA,NA,Wensleydale Creamery
+Blue Yonder,https://www.cheese.com/blue-yonder/,cow,United States,NY,Blue,"semi-soft, blue-veined",NA,NA,creamy,natural,white,subtle,rich,TRUE,FALSE,NA,NA,Lively Run Goat Dairy
+Bluebell,https://www.cheese.com/bluebell/,cow,Scotland,NA,NA,semi-soft,NA,NA,soft,natural,blue-grey,sweet,mushroom,TRUE,FALSE,NA,NA,The Ethical Dairy
+Bluebell Falls Cygnus,https://www.cheese.com/bluebell-falls-cygnus/,goat,Ireland,Co. Cork,NA,"fresh soft, artisan",NA,NA,"creamy, smooth",natural,white,"garlicky, herbaceous, sweet",NA,TRUE,FALSE,"Cygnus Goats Cheese, Cygnus Honey Garlic and Thyme Goats Cheese, Cygnus Pepper and Garlic Goats Cheese",NA,Bluebell Falls Goats Cheese
+Blythedale Camembert Vermont™,https://www.cheese.com/blythedale-camembert/,cow,United States,Vermont,Camembert,"soft, artisan",NA,NA,"creamy, dense",natural,ivory,"earthy, mushroomy",mild,TRUE,FALSE,Camembert Vermont,NA,Blythedale Farm Cheeses
+Bocconcini,https://www.cheese.com/bocconcini/,"cow, goat, water buffalo",Italy,NA,Mozzarella,"semi-soft, brined",NA,NA,creamy,rindless,white,"buttery, mild, sweet",NA,NA,NA,"bocconcino di bufala campana, bocconcini alla panna di bufala, Bocconcino Di Langa",NA,La Casa Del Formaggio
+Boeren-Leidse met sleutels,https://www.cheese.com/boeren-leidse-met-sleutels/,cow,Netherlands,Leiden,Gouda,"hard, artisan",30-40%,NA,"crumbly, firm",waxed,yellow,"fruity, spicy","aromatic, rich",FALSE,FALSE,"Farmers Leiden, Leidse kaas, Leyden cheese, Boeren-Leidse kaas, Boeren-Leidse, cumin cheese, Leyden, Boeren-Leidse met sleutels, Boeren Leidenkaas",NA,NA
+Bohemian Blue,https://www.cheese.com/bohemian-blue/,sheep,United States,Southwestern Wisconsin,Blue,"firm, artisan",NA,NA,"creamy, crumbly, dry",rindless,white,"piquant, sour, sweet",sweet,FALSE,FALSE,NA,NA,Hidden Springs Company
+Boivin Extra Aged Cheddar,https://www.cheese.com/boivin-extra-aged-cheddar/,cow,Canada,Quebec,Cheddar,hard,NA,NA,"firm, smooth",rindless,straw,"acidic, buttery",NA,NA,NA,NA,NA,La Fromagerie Boivin
+Boivin Marbled Cheddar,https://www.cheese.com/boivin-marbled-cheddar/,cow,Canada,Quebec,Cheddar,"semi-soft, processed",31%,NA,"firm, smooth",rindless,golden orange,"mild, salty, sweet",buttery,NA,NA,NA,NA,La Fromagerie Boivin
+Boivin Medium Cheddar,https://www.cheese.com/boivin-medium-cheddar/,cow,Canada,Quebec,Cheddar,semi-hard,NA,NA,"firm, smooth",rindless,pale yellow,"acidic, buttery",NA,NA,NA,NA,NA,La Fromagerie Boivin
+Bonchester,https://www.cheese.com/bonchester/,cow,"Scotland, United Kingdom",Roxburghshire,NA,"soft, artisan",20%,NA,"close, smooth",natural,yellow,mild,grassy,FALSE,FALSE,NA,NA,NA
+Bonifaz,https://www.cheese.com/bonifaz/,cow,Germany,NA,NA,soft,43.3 g/100g,430 mg/100g,"creamy, soft",natural,cream,"creamy, garlicky, herbaceous, mild, milky, mushroomy, spicy",NA,FALSE,FALSE,NA,NA,Bergader Privatkäserei GmbH
+Bonne Bouche,https://www.cheese.com/bonne-bouche/,goat,United States,Vermont,NA,soft,21%,NA,"creamy, fluffy, smooth",mold ripened,ivory,"citrusy, grassy",yeasty,TRUE,FALSE,NA,NA,Vermont Creamery
+Boo Boo Baby Swiss,https://www.cheese.com/boo-boo-baby-swiss/,cow,United States,Utah,Swiss Cheese,"hard, artisan",NA,NA,"crumbly, firm, open",natural,yellow,"nutty, sweet","milky, pleasant",FALSE,FALSE,NA,NA,Rockhill Creamery
+Bootlegger,https://www.cheese.com/bootlegger/,"cow, sheep","Canada, Italy",Lombardy,NA,"hard, artisan",NA,NA,"crumbly, firm",natural,pale yellow,"fruity, full-flavored, strong",floral,NA,NA,NA,NA,Fifth Town Artisan Cheese
+Bossa,https://www.cheese.com/bossa/,sheep,United States,Missouri,NA,"semi-soft, artisan",NA,NA,"creamy, firm, spreadable",washed,cream,"floral, meaty",stinky,TRUE,FALSE,NA,NA,Green Dirt Farm
+Bosworth,https://www.cheese.com/bosworth/,goat,United Kingdom,NA,NA,"soft, artisan",NA,NA,crumbly,mold ripened,white,"mild, salty, sweet",goaty,NA,NA,"Bosworth Leaf, Bosworth Ash Log",NA,Highfields Farm Dairy
+Bothwell Black Truffle Cheddar,https://www.cheese.com/bothwell-black-truffle-cheddar/,cow,Canada,Manitoba,Cheddar,semi-hard,NA,NA,firm,rindless,pale yellow,"earthy, fruity","buttery, rich",NA,NA,NA,NA,Bothwell Cheese Inc.
+Bougon,https://www.cheese.com/bougon/,goat,France,NA,NA,"soft, artisan",50%,NA,firm,bloomy,white,acidic,fresh,FALSE,FALSE,NA,NA,NA
+Boulder Chevre,https://www.cheese.com/boulder-chevre/,goat,United States,NA,NA,"semi-soft, artisan",NA,NA,"creamy, crumbly, firm",NA,white,"citrusy, tangy","clean, fresh",TRUE,FALSE,NA,NA,Haystack Mountain Creamery
+Boule Du Roves,https://www.cheese.com/boule-du-roves/,goat,France,NA,NA,"soft, artisan",NA,NA,creamy,natural,white,NA,fresh,FALSE,FALSE,NA,NA,NA
+Boulette d'Avesnes,https://www.cheese.com/boulette-davesnes/,cow,France,Avesnes,NA,fresh soft,45%,NA,"creamy, smooth",washed,NA,spicy,stinky,TRUE,FALSE,NA,NA,NA
+Bouncing Berry,https://www.cheese.com/bouncing-berry/,cow,United Kingdom,NA,NA,hard,NA,NA,creamy,waxed,pale yellow,fruity,NA,NA,NA,NA,NA,NA
+Bourdin Goat Log,https://www.cheese.com/bourdin-goat-log/,goat,France,NA,Cottage,soft,NA,NA,"creamy, soft",rindless,NA,"creamy, tangy",fresh,NA,NA,"Bourdin Chevre, Chevre by Bourdin",NA,NA
+Boursault,https://www.cheese.com/boursault/,cow,France,NA,Brie,"soft, soft-ripened",NA,NA,"creamy, spreadable",bloomy,NA,buttery,NA,NA,NA,NA,NA,NA
+Boursin,https://www.cheese.com/boursin/,cow,France,Croisy-sur-Eure,NA,"soft, processed",60%,NA,"creamy, crumbly, spreadable",rindless,white,"buttery, full-flavored, herbaceous, smooth","fresh, strong",TRUE,FALSE,Gournay cheese,NA,Boursin Bel UK Ltd
+Bouyguette,https://www.cheese.com/bouyguette/,goat,France,NA,NA,fresh soft,NA,NA,"creamy, crumbly, soft",edible,white,"lemony, milky, smooth","floral, fresh, goaty, grassy",FALSE,FALSE,NA,NA,NA
+Bouyssou,https://www.cheese.com/bouyssou/,cow,France,Aveyron,NA,soft,NA,NA,,NA,NA,fruity,NA,FALSE,FALSE,NA,NA,NA
+Boyne Valley Bán,https://www.cheese.com/boyne-valley-ban/,goat,Ireland,NA,NA,hard,NA,NA,"creamy, crumbly",natural,ivory,"earthy, full-flavored, garlicky, grassy, lemony, mushroomy, umami","barnyardy, buttery, earthy, goaty, musty",TRUE,FALSE,Boyne Valley Ban,NA,Boyne Valley Cheese
+Bra Duro DOP,https://www.cheese.com/bra/,cow,Italy,Piedmont,NA,hard,35%,NA,firm,natural,pale yellow,"salty, savory",NA,FALSE,FALSE,Bra Duro DOP,NA,NA
+Braudostur,https://www.cheese.com/braudostur/,cow,Iceland,NA,NA,semi-hard,25%,NA,,NA,NA,sweet,strong,FALSE,FALSE,NA,NA,NA
+Breakfast Cheese,https://www.cheese.com/breakfast-cheese/,cow,United States,California,NA,"fresh firm, soft-ripened",7 g/100g,90 mg/100g,"dense, firm",rindless,white,"citrusy, tangy",fresh,TRUE,FALSE,Petite Breakfast,NA,Marin French Cheeese Co.
+Brebirousse d'Argental,https://www.cheese.com/brebirousse-dargental/,sheep,France,NA,Brie,soft,NA,NA,"creamy, smooth",washed,orange,"creamy, sweet","grassy, milky",TRUE,FALSE,NA,NA,NA
+Brebis d'Azure,https://www.cheese.com/brebis-dazure/,sheep,"Canada, Italy",Lombardy,Blue,"semi-hard, artisan, blue-veined",NA,NA,soft,natural,pale yellow,sharp,aromatic,NA,NA,NA,NA,Fifth Town Artisan Cheese
+Brebis du Lavort,https://www.cheese.com/brebis-du-lavort/,sheep,France,Auvergne,NA,"semi-hard, artisan",NA,1050 mg/100g,"creamy, open",natural,ivory,"mild, nutty",earthy,FALSE,FALSE,NA,"Lavort, Guillaume de Lavort",Fromagerie De Terre Dieu
+Brebis du Puyfaucon,https://www.cheese.com/brebis-du-puyfaucon/,sheep,France,Haute Vienne,NA,"soft, artisan",NA,NA,smooth,natural,NA,sweet,grassy,FALSE,FALSE,NA,NA,NA
+Bree,https://www.cheese.com/vegan-bree/,plant-based,United Kingdom,NA,NA,soft,NA,NA,"creamy, soft-ripened",bloomy,white,"buttery, earthy, mushroomy","earthy, mild",TRUE,TRUE,NA,NA,Honestly Tasty
+Brefu Bach,https://www.cheese.com/brefu-bach/,sheep,Wales,NA,NA,soft,NA,NA,soft,NA,golden yellow,NA,NA,NA,NA,NA,NA,NA
+Bresse Bleu,https://www.cheese.com/bresse-bleu/,cow,France,NA,Blue,"soft, blue-veined",NA,NA,creamy,NA,white,creamy,"milky, mushroom",FALSE,FALSE,Bleu de Bresse,NA,NA
+Brewer's Gold,https://www.cheese.com/brewers-gold/,cow,Ireland,Stoneyford,NA,"semi-soft, artisan",NA,NA,creamy,washed,pale yellow,NA,NA,TRUE,FALSE,NA,NA,Knockdrinna Farmhouse Cheese
+Brick,https://www.cheese.com/brick/,cow,United States,Wisconsin,NA,"semi-hard, smear-ripened",NA,NA,"open, smooth",washed,ivory,"mild, nutty, sweet, tangy","pungent, rich",FALSE,FALSE,NA,NA,NA
+Brick Lane Bree,https://www.cheese.com/vegan-brick-lane-bree-cheese/,plant-based,United Kingdom,NA,NA,soft,NA,NA,"buttery, creamy, gooey, soft",mold ripened,cream,"buttery, mild, mushroomy","buttery, mild, mushroom",TRUE,TRUE,NA,NA,La Fauxmagerie
+Bridgewater,https://www.cheese.com/bridgewater/,cow,United States,"Ann Arbor, Michigan",NA,"soft, soft-ripened",NA,NA,"creamy, soft-ripened",bloomy,ivory,"citrusy, mushroomy, piquant, spicy","mushroom, spicy",FALSE,FALSE,NA,NA,Zingerman's Creamery
+Brie,https://www.cheese.com/brie/,cow,France,NA,Brie,"soft, artisan",NA,NA,"buttery, soft-ripened",bloomy,cream,mild,"buttery, mild",FALSE,FALSE,NA,NA,NA
+Brie au poivre (Brie with pepper),https://www.cheese.com/brie-au-poivre-brie-with-pepper/,cow,France,NA,Brie,"soft, soft-ripened",NA,NA,creamy,bloomy,NA,"creamy, spicy",spicy,NA,NA,NA,NA,NA
+Brie Coco,https://www.cheese.com/brie-coco/,cow,Canada,Québec,Brie,"soft, soft-ripened",NA,NA,"buttery, creamy, smooth, soft-ripened",bloomy,pale yellow,"acidic, buttery, creamy, salty","mushroom, nutty",NA,NA,NA,NA,La Maison Alexis de Portneuf Inc.
+Brie d'Alexis,https://www.cheese.com/brie-dalexis/,cow,Canada,Quebec,Brie,"soft, soft-ripened",NA,NA,"buttery, creamy, supple",bloomy,cream,"creamy, nutty",nutty,NA,NA,NA,NA,La Maison Alexis de Portneuf Inc.
+Brie de Meaux,https://www.cheese.com/brie-de-meaux/,cow,France,Ile de France,Brie,"soft, artisan, soft-ripened",NA,NA,"creamy, smooth",bloomy,straw,milky,"buttery, sweet",NA,NA,NA,NA,NA
+Brie de Melun,https://www.cheese.com/brie-de-melun/,cow,France,Ile de France,Brie,"semi-soft, soft-ripened",45%,NA,firm,bloomy,yellow,"salty, sharp, sour, strong","grassy, musty",NA,NA,Brie Noir,NA,NA
+Brie de Portneuf,https://www.cheese.com/brie-de-portneuf/,cow,Canada,Quebec,Brie,"soft, soft-ripened",NA,NA,"buttery, creamy, supple",bloomy,cream,creamy,fruity,NA,NA,NA,NA,La Maison Alexis de Portneuf Inc.
+Brie de Portneuf Double Cream,https://www.cheese.com/brie-de-portneuf-double-cream/,cow,Canada,Quebec,Brie,"soft, soft-ripened",NA,NA,"buttery, creamy, supple",bloomy,cream,creamy,nutty,NA,NA,NA,NA,La Maison Alexis de Portneuf Inc.
+Brightwell Ash,https://www.cheese.com/brightwell-ash/,goat,United Kingdom,South East England,NA,"semi-firm, artisan",NA,NA,smooth,ash coated,pale white,"citrusy, nutty, tangy",mild,TRUE,FALSE,NA,NA,NA
+Brillat-Savarin,https://www.cheese.com/brillat-savarin/,cow,France,Ile de France,NA,"soft, artisan",75%,NA,"creamy, dense",mold ripened,white,"buttery, nutty, sour",milky,FALSE,FALSE,NA,NA,NA
+Brillo di Treviso,https://www.cheese.com/brillo-di-treviso/,cow,Italy,Veneto,NA,soft,NA,NA,compact,natural,ivory,"fruity, tangy","aromatic, subtle",FALSE,FALSE,NA,NA,La Casearia Carpenedo S.r.l.
+Brimstone,https://www.cheese.com/brimstone/,cow,United States,Missouri,Gouda,"semi-hard, artisan",NA,NA,crumbly,rindless,pale yellow,"smooth, spicy",spicy,TRUE,FALSE,NA,NA,Heartland Creamery
+Brin,https://www.cheese.com/brin/,cow,France,Rhone-Alps,NA,"semi-soft, artisan",40%,NA,"creamy, spreadable",washed,golden orange,"buttery, sweet","aromatic, nutty, yeasty",TRUE,FALSE,NA,NA,Fromagerie GUILLOTEAU
+Brin d'Amour,https://www.cheese.com/brin-damour/,sheep,France,NA,NA,"semi-soft, artisan",NA,NA,"creamy, firm",NA,white,"citrusy, mild",herbal,NA,NA,NA,NA,NA
+Brinza - Feta style,https://www.cheese.com/brinza---feta-style/,sheep,New Zealand,Queenstown,Feta,"soft, brined",NA,NA,"creamy, crumbly, open",natural,white,"citrusy, salty, sweet, tangy",NA,FALSE,FALSE,Briza Feta,NA,The Gibbston Valley Cheese Company
+Briquette de Brebis,https://www.cheese.com/briquette-de-brebis/,sheep,France,Averyon,NA,soft,NA,NA,creamy,natural,white,nutty,nutty,NA,NA,NA,NA,NA
+Briquette du Forez,https://www.cheese.com/briquette-du-forez/,"cow, goat",France,Auvergne,Brie,"soft, soft-ripened",NA,NA,creamy,natural,white,smooth,"goaty, pleasant",FALSE,FALSE,NA,NA,NA
+Briscola,https://www.cheese.com/briscola/,cow,Italy,Veneto,NA,semi-hard,NA,NA,"firm, open",natural,ivory,"fruity, savory, spicy, strong","milky, pleasant, spicy",FALSE,FALSE,NA,NA,La Casearia Carpenedo S.r.l.
+Brise du Matin,https://www.cheese.com/brise-du-matin/,cow,Canada,Quebec,Brie,"soft, soft-ripened",30%,NA,"buttery, creamy, runny, soft, soft-ripened",bloomy,cream,"buttery, mushroomy, nutty, pronounced",fresh,NA,NA,Légère Brise du Matin,NA,La Maison Alexis de Portneuf Inc.
+Brixton Blue,https://www.cheese.com/vegan-brixton-blue-cheese/,plant-based,United Kingdom,NA,NA,semi-firm,NA,NA,"creamy, semi firm, soft-ripened",mold ripened,blue,"creamy, full-flavored, piquant, tangy, umami","earthy, fermented, pungent, strong",TRUE,TRUE,NA,NA,La Fauxmagerie
+Brocciu,https://www.cheese.com/brocciu/,"goat, sheep",France,Corsica,Cottage,"fresh soft, whey",40-50%,NA,"creamy, crumbly, smooth",rindless,white,"milky, sweet",sweet,NA,NA,"Brocciu AOC, Brocciu AOP",NA,NA
+Broncha,https://www.cheese.com/broncha/,"cow, goat",United States,California,NA,"semi-hard, artisan",NA,NA,creamy,mold ripened,straw,"creamy, mild",NA,FALSE,FALSE,NA,NA,Achadinha Cheese Company
+Brousse du Rove,https://www.cheese.com/brousse-du-rove/,"cow, goat, sheep",France,"Bas-Languedoc, Comtat Venaissin",NA,"soft, artisan",NA,NA,creamy,NA,white,"mild, sweet",milky,FALSE,FALSE,NA,NA,NA
+Brown’s Gulch,https://www.cheese.com/browns-gulch/,goat,United States,Oregon,Parmesan,"hard, artisan",NA,NA,crumbly,natural,pale yellow,"herbaceous, salty, sharp",strong,FALSE,FALSE,NA,NA,Pholia Farm
+Bruder Basil,https://www.cheese.com/bruder-basil/,cow,Germany,Bavaria,NA,"semi-soft, artisan",45%,NA,"creamy, open, smooth",washed,pale yellow,"mild, savory, smokey","rich, smokey",FALSE,FALSE,NA,NA,Bergader Private Cheese Dairy
+Brunost,https://www.cheese.com/brunost/,"cow, goat","Denmark, Finland, Germany, Iceland, Norway, Sweden",NA,NA,"semi-soft, whey",27 g/100g,360 mg/100g,dense,natural,brown,"caramel, sweet",NA,NA,NA,"mysost, mesost, meesjuusto, mysuostur, myseost, Braunkäse, geitost, Ekte Geitost, Gudbrandsdalsost",NA,NA
+Brusselae Kaas (Fromage de Bruxelles),https://www.cheese.com/brusselae-kaas-fromage-de-bruxelles/,cow,Belgium,NA,NA,"soft, artisan",NA,NA,smooth,washed,pale yellow,"salty, sharp",strong,FALSE,FALSE,NA,NA,NA
+Brutal Blue,https://www.cheese.com/brutal-blue/,cow,United States,Oregon,Blue,"semi-soft, artisan",NA,NA,creamy,NA,cream,"creamy, spicy, strong, woody",strong,TRUE,FALSE,NA,NA,Rogue Creamery
+Bryndza,https://www.cheese.com/bryndza/,sheep,"Hungary, Poland, Slovakia",NA,NA,"soft, artisan",NA,NA,spreadable,rindless,white,"mild, salty",NA,NA,NA,"Slovenská bryndza, Bryndza Podhalańska, Liptauer, Brinza, brynza","ovčia bryndza, Slovenska bryndza, Bryndza Podhalanska",NA
+Brânză de Burduf,https://www.cheese.com/branza-de-burduf/,sheep,Romania,Romanian Carpathians,NA,"soft, artisan",NA,NA,,natural,white,"salty, spicy",woody,FALSE,FALSE,"Brinza (Burduf Brinza), Brânză frământată",NA,NA
+Buche de Chevre,https://www.cheese.com/buche-de-chevre/,goat,France,NA,NA,"soft, soft-ripened",NA,NA,creamy,NA,white,sweet,NA,NA,NA,"Bûche de chèvre, Buche de chèvre",NA,NA
+Bucheret,https://www.cheese.com/bucheret/,goat,United States,California,Brie,"soft, artisan, soft-ripened",10%,NA,"buttery, chalky, dense, smooth, soft-ripened",bloomy,white,"buttery, mushroomy, nutty, tangy",rich,TRUE,FALSE,NA,NA,Redwood Hill Farm & Creamery
+Buchette d'Anjou,https://www.cheese.com/buchette-danjou/,goat,France,Loire,NA,soft,45%,NA,"firm, grainy",artificial,ivory,"acidic, citrusy",aromatic,FALSE,FALSE,NA,NA,Various
+Buchette de Manon,https://www.cheese.com/buchette-de-manon/,goat,France,NA,NA,soft,NA,NA,creamy,natural,cream,mild,clean,FALSE,FALSE,NA,NA,NA
+Bufala Soldier,https://www.cheese.com/bufala-soldier/,"cow, goat, water buffalo",United States,Colorado,Camembert,"soft, artisan, soft-ripened",NA,NA,"buttery, creamy",bloomy,pale yellow,"acidic, buttery, creamy, earthy, sweet",rich,TRUE,FALSE,NA,NA,Haystack Mountain Creamery
+Bufalino,https://www.cheese.com/bufalino/,buffalo,Italy,NA,NA,soft,NA,NA,"creamy, soft",NA,white,"creamy, strong",buttery,NA,NA,NA,NA,Casa Madaio
+Bufarolo,https://www.cheese.com/bufarolo/,water buffalo,Italy,Lombardy,Cottage,"fresh soft, artisan",NA,NA,"chalky, crumbly",rindless,white,"mild, milky, subtle","fresh, mild, milky, pleasant",FALSE,FALSE,NA,NA,Azienda Agricola Gritti Bruno E Alfio S.s. Societa Agricola
+Buff Blue,https://www.cheese.com/buff-blue/,buffalo,United States,Southern California,Blue,"firm, blue-veined",NA,NA,,natural,blue,smokey,"earthy, smokey",NA,NA,NA,NA,Bleating Heart Cheese
+Burgos,https://www.cheese.com/burgos/,"cow, sheep",Spain,Castille-Leon,NA,fresh soft,46-60%,NA,creamy,rindless,white,"mild, milky",fresh,FALSE,FALSE,"Queso de Burgos, Fromage Burgos, Burgos käse",NA,NA
+Burrata,https://www.cheese.com/burrata/,water buffalo,"Italy, United States",Apulia,Mozzarella,"fresh soft, artisan",NA,NA,"creamy, stringy",leaf wrapped,white,"buttery, milky","fresh, milky",FALSE,FALSE,NA,NA,NA
+Burwash Rose,https://www.cheese.com/burwash-rose/,cow,"England, Great Britain, United Kingdom","Stonegate, East Sussex",NA,"semi-soft, artisan",NA,NA,"creamy, springy",washed,cream,creamy,"aromatic, floral",TRUE,FALSE,NA,NA,Traditional Cheese Dairy
+Burwood Bole,https://www.cheese.com/burwood-bole/,cow,"England, Great Britain, United Kingdom",Dorset,NA,"semi-hard, artisan",NA,NA,firm,washed,pale yellow,"lemony, nutty, sweet",NA,TRUE,FALSE,NA,NA,James’s Cheese
+Butte,https://www.cheese.com/butte/,cow,France,NA,NA,"soft, soft-ripened",NA,NA,smooth,washed,yellow,"bitter, salty","rich, ripe",FALSE,FALSE,NA,NA,NA
+Buttercup,https://www.cheese.com/buttercup/,"cow, goat",United States,Colorado,Monterey Jack,"semi-soft, artisan",NA,NA,"creamy, firm, open",waxed,pale yellow,"buttery, creamy",NA,TRUE,FALSE,NA,NA,Haystack Mountain Creamery
+Butterkase,https://www.cheese.com/butterkase/,cow,"Austria, Germany",NA,NA,semi-soft,50%,NA,"creamy, smooth, spreadable",natural,pale yellow,"buttery, mild",NA,FALSE,FALSE,"butter cheese, Butterkäse",NA,NA
+Buttermilk Blue,https://www.cheese.com/buttermilk-blue/,cow,United States,Wisconsin,NA,"semi-hard, blue-veined",8 g/100g,NA,"creamy, crumbly",natural,pale yellow,"piquant, tangy",fresh,NA,NA,NA,NA,Emmi Roth USA
+Buttermilk Blue Affinee,https://www.cheese.com/buttermilk-blue-affinee/,cow,United States,Wisconsin,Blue,"semi-soft, blue-veined",NA,NA,creamy,natural,ivory,"earthy, piquant, strong",rich,TRUE,FALSE,Blue Affinee Cheese,Buttermilk Bleu Affinee,Emmi Roth USA
+Buttermilk Gorgonzola,https://www.cheese.com/buttermilk-gorgonzola/,cow,United States,Wisconsin,Blue,"semi-soft, blue-veined",NA,NA,crumbly,natural,pale yellow,"piquant, spicy",rich,TRUE,FALSE,NA,NA,Emmi Roth USA
+Butternut,https://www.cheese.com/butternut/,cow,United States,Vermont,NA,"semi-hard, artisan",NA,NA,"creamy, firm",natural,pale yellow,"buttery, nutty","earthy, mushroom",FALSE,FALSE,NA,NA,Willow Hill Farm
+Buxton Blue,https://www.cheese.com/buxton-blue/,cow,"England, United Kingdom","Buxton, Derbyshire",Blue,"soft, artisan, blue-veined",45%,NA,crumbly,natural,yellow,tangy,NA,TRUE,FALSE,NA,NA,NA
+Byaslag,https://www.cheese.com/byaslag/,yak,Mongolia,NA,NA,"fresh soft, artisan",NA,NA,firm,natural,pale yellow,"creamy, mild, salty",aromatic,NA,NA,NA,NA,NA
+Bûchette à la Sarriette,https://www.cheese.com/buchette-la-sarriette/,goat,France,NA,NA,"soft, processed",45%,NA,,NA,NA,NA,NA,NA,NA,NA,NA,NA
+Cabecou,https://www.cheese.com/cabecou/,goat,France,Midi-Pyrenees,NA,"soft, artisan",NA,NA,"creamy, smooth",leaf wrapped,white,"smooth, tangy",aromatic,FALSE,FALSE,NA,NA,NA
+Cabecou Feuille D'Armagnac,https://www.cheese.com/cabecou-feuille-darmagnac/,goat,France,NA,NA,"fresh soft, artisan",NA,NA,smooth,natural,white,"fruity, spicy, tangy",aromatic,FALSE,FALSE,NA,NA,NA
+Caboc,https://www.cheese.com/caboc/,cow,Scotland,NA,NA,soft,NA,NA,"creamy, smooth",natural,white,"buttery, creamy","buttery, fresh",NA,NA,NA,NA,Highland Fine Cheeses Limited
+Cabot Clothbound,https://www.cheese.com/cabot-clothbound/,cow,United States,Vermont,Cheddar,"hard, artisan",NA,NA,"crumbly, flaky",natural,yellow,"nutty, savory, sweet, tangy",NA,FALSE,FALSE,Cheddar Clothbound,NA,"Cabot Creamery , Jasper Hill Farm"
+Cabrales,https://www.cheese.com/cabrales/,cow,Spain,NA,Blue,"semi-hard, artisan, blue-veined",NA,NA,"creamy, firm",NA,NA,"acidic, salty, sharp",strong,NA,NA,"Cabrales DOP, Cabrales PDO",Queso de Cabrales,NA
+Cachaille,https://www.cheese.com/cachaille/,goat,France,Puimichel in Provence Alpes,NA,soft,NA,NA,,NA,NA,NA,NA,FALSE,FALSE,"wrestling, fuorte, toupina",NA,NA
+Cacio De Roma®,https://www.cheese.com/cacio-de-roma/,sheep,Italy,NA,NA,"semi-soft, artisan",20%,NA,semi firm,NA,ivory,mild,sweet,FALSE,FALSE,Rustico Red Pepper Pecorino,NA,NA
+Cacio di Bosco al Tartufo,https://www.cheese.com/cacio-di-bosco-al-tartufo/,"cow, sheep",Italy,Tuscany,NA,"semi-firm, artisan",55%,NA,"crumbly, firm",NA,ivory,"nutty, sour, sweet",strong,NA,NA,NA,NA,Cooperativa Agricola IL FORTETO
+Caciobarricato,https://www.cheese.com/caciobarricato/,cow,Italy,Veneto,Pasta filata,semi-soft,NA,NA,"elastic, soft, stringy, supple",natural,ivory,"pronounced, sharp, tangy","clean, mild",FALSE,FALSE,NA,NA,La Casearia Carpenedo S.r.l.
+Caciobirraio,https://www.cheese.com/caciobirraio/,cow,Italy,Veneto,NA,soft,NA,NA,compact,natural,straw,"bitter, subtle","aromatic, toasty",FALSE,FALSE,NA,NA,La Casearia Carpenedo S.r.l.
+Caciobufala,https://www.cheese.com/caciobufala/,water buffalo,Italy,Campania,NA,semi-hard,NA,NA,compact,NA,ivory,sweet,"aromatic, buttery, pleasant",FALSE,FALSE,NA,NA,Casa Madaio
+Caciocavallo,https://www.cheese.com/caciocavallo/,cow,Italy,NA,Pasta filata,semi-hard,NA,NA,"elastic, firm",natural,NA,NA,earthy,NA,NA,NA,NA,NA
+Caciocavallo di Bufala,https://www.cheese.com/caciocavallo-di-bufala/,water buffalo,Italy,NA,Pasta filata,"semi-hard, artisan",NA,NA,smooth,NA,NA,savory,earthy,NA,NA,NA,NA,NA
+Caciocavallo Podolico Vetus,https://www.cheese.com/caciocavallo-podolico-vetus/,cow,Italy,NA,Pasta filata,soft,NA,NA,firm,natural,NA,"buttery, sweet",earthy,NA,NA,Caciocavallo Vetus,NA,Casa Madaio
+Cacioradicchio,https://www.cheese.com/cacioradicchio/,,Italy,Veneto,NA,soft,NA,NA,creamy,leaf wrapped,white,"bitter, herbaceous, subtle","aromatic, fresh",FALSE,FALSE,NA,NA,La Casearia Carpenedo S.r.l.
+Caciotta,https://www.cheese.com/caciotta/,"cow, goat, sheep, water buffalo",Italy,NA,NA,"semi-soft, artisan",NA,NA,"compact, firm",NA,NA,mild,NA,NA,NA,NA,NA,NA
+Caciotta Al Tartufo,https://www.cheese.com/caciotta-al-tartufo/,"cow, sheep",Italy,"Umbria, Lazio",Caciotta,"semi-soft, artisan",NA,NA,firm,natural,ivory,"spicy, tangy",earthy,NA,NA,NA,Caciotta Al Tartufo with Black Truffles,NA
+Cacow Belle,https://www.cheese.com/cacow-belle/,cow,United States,Oregon,Cheddar,"semi-soft, artisan",NA,NA,"creamy, smooth",natural,pale yellow,"savory, spicy, sweet","aromatic, spicy",TRUE,FALSE,NA,NA,Rogue Creamery
+Caerphilly,https://www.cheese.com/caerphilly/,cow,"United Kingdom, Wales","Wales, London",Cheddar,hard,48%,NA,"crumbly, dense",natural,white,"citrusy, mild, tangy",fresh,NA,NA,"Duckett's Caerphilly, Duckett's Aged Caerphilly",NA,NA
+Cahill's Irish Porter Cheddar,https://www.cheese.com/cahills-irish-porter-cheddar/,cow,Ireland,NA,Cheddar,"semi-hard, artisan",NA,NA,firm,NA,brownish yellow,"full-flavored, tangy",rich,NA,NA,Original Irish Porter,NA,Cahills Farm Cheese
+Cahill's Whiskey Cheese,https://www.cheese.com/cahills-whiskey-cheese/,cow,Ireland,Co Limerick,Cheddar,"semi-hard, artisan",NA,NA,"creamy, soft",waxed,straw,"butterscotch, creamy","pecan, whiskey",NA,NA,Cahills Original Whiskey cheese,Cahill's Irish Whiskey Cheese,Cahills Farm Cheese
+Cairnsmore,https://www.cheese.com/cairnsmore/,sheep,Scotland,Wigtownshire,Cheddar,"hard, artisan",NA,NA,"crumbly, open, smooth",natural,ivory,"burnt caramel, nutty, sweet",aromatic,TRUE,FALSE,NA,NA,Galloway Farmhouse Cheese
+Calcagno,https://www.cheese.com/calcagno/,sheep,Italy,Sardinia & Campania,Pecorino,"hard, artisan",NA,NA,"firm, flaky, smooth",natural,pale yellow,"herbaceous, savory, sweet",herbal,FALSE,FALSE,NA,Calcagno Pecorino,Casa Madaio
+Calenzana (Calinzanincu),https://www.cheese.com/calenzana/,"goat, sheep",France,Upper Corsica,NA,"semi-soft, artisan",NA,NA,creamy,natural,pale yellow,strong,rich,FALSE,FALSE,Calinzanincu,NA,NA
+California Crottin,https://www.cheese.com/california-crottin/,goat,United States,NA,Brie,"soft, artisan, soft-ripened",NA,NA,"dense, firm",mold ripened,cream,"earthy, full-flavored, tangy",mushroom,NA,NA,NA,NA,Redwood Hill Farm & Creamery
+cambazola,https://www.cheese.com/cambazola/,cow,Germany,NA,Blue,"soft, soft-ripened",NA,NA,creamy,NA,NA,NA,NA,TRUE,FALSE,NA,NA,NA
+Cambozola Grand Noir,https://www.cheese.com/cambozola-grand-noir/,cow,Germany,Allgäu,Blue,"semi-soft, blue-veined",NA,NA,creamy,waxed,pale yellow,"sharp, sweet",aromatic,TRUE,FALSE,"Cambozola Black Label, Cambozola Classic, Cambozola Finesse, Cambozola Balance, Cambozola",NA,Käserei Champignon
+Cambus o’May,https://www.cheese.com/cambus-omay/,cow,Scotland,Aberdeenshire,NA,"semi-hard, artisan",NA,NA,creamy,cloth wrapped,cream,sharp,strong,NA,NA,NA,NA,The Cambus O’May Cheese Company
+Camembert,https://www.cheese.com/camembert/,cow,France,NA,Camembert,"soft, artisan",NA,NA,"smooth, soft-ripened",NA,pale yellow,sweet,"buttery, rich",NA,NA,"Camembert Le Châtelain, Camembert St Loup, Camembert Le Chatelain",NA,NA
+Camembert Calvados,https://www.cheese.com/camembert-calvados/,cow,France,NA,NA,"soft, semi-soft",NA,NA,"creamy, smooth, springy",NA,yellow,savory,"aromatic, fruity",NA,NA,NA,NA,NA
+Camembert de Normandie,https://www.cheese.com/camembert-de-normandie/,cow,France,Normandy,Camembert,"soft, soft-ripened",NA,NA,creamy,bloomy,pale yellow,creamy,NA,NA,NA,"Camembert de Normandie AOC, Camembert de Normandie PDO",NA,NA
+Camembert de Portneuf,https://www.cheese.com/camembert-de-portneuf/,cow,Canada,Quebec,Camembert,"soft, soft-ripened",NA,NA,"creamy, soft-ripened, supple",bloomy,pale yellow,"buttery, creamy",aromatic,NA,NA,NA,NA,Alexis de Portneuf
+Camembert des Camarades,https://www.cheese.com/camembert-des-camarades/,cow,Canada,Quebec,Camembert,"soft, soft-ripened",30%,NA,"creamy, soft, soft-ripened",bloomy,ivory,"buttery, nutty, subtle, sweet","aromatic, fresh",NA,NA,NA,NA,La Maison Alexis de Portneuf Inc.
+Cameo,https://www.cheese.com/cameo/,goat,United States,California,Camembert,"semi-soft, artisan",NA,NA,"buttery, creamy, soft",bloomy,white,"creamy, smooth","floral, goaty, herbal",NA,NA,NA,NA,Redwood Hill Farm & Creamery
+Campfire,https://www.cheese.com/campfire/,cow,United States,Port Townsend,Monterey Jack,semi-hard,NA,NA,"compact, creamy, firm, open, supple",natural,ivory,"buttery, smokey , sweet",smokey,FALSE,FALSE,Smoked Washington Jack,NA,Mt. Townsend Creamery
+Campi,https://www.cheese.com/campi/,water buffalo,Italy,Lombardy,NA,"semi-hard, artisan",NA,NA,"elastic, firm",natural,ivory,"spicy, sweet",strong,FALSE,FALSE,NA,NA,Azienda Agricola Gritti Bruno E Alfio S.s. Societa Agricola
+Cana de Cabra,https://www.cheese.com/cana-de-cabra/,goat,Spain,Murcia,NA,"semi-soft, soft-ripened",NA,NA,creamy,bloomy,ivory,"creamy, mild","mild, mushroom",NA,NA,"MitiCana de Cabra, MitiCaña® de Cabra",NA,NA
+Canadian Cheddar,https://www.cheese.com/canadian-cheddar/,"cow, goat, sheep",Canada,Ontario,Cheddar,"hard, artisan, processed",NA,NA,"crumbly, open",natural,yellow,"full-flavored, milky, salty, sharp","fresh, rich, strong",FALSE,FALSE,NA,NA,Balderson Cheese Company
+Canarejal,https://www.cheese.com/canarejal/,sheep,Spain,NA,NA,soft,NA,NA,"gooey, runny, smooth",NA,pale yellow,NA,NA,NA,NA,NA,NA,NA
+Canastra cheese,https://www.cheese.com/canastra-cheese/,cow,Brazil,"Serra da Canastra, Minas Gerais state",NA,artisan,NA,NA,,NA,yellow,spicy,aromatic,NA,NA,Queijo Canastra,NA,NA
+Cancoillotte (Cancoyotte),https://www.cheese.com/cancoillotte-cancoyotte/,cow,France,NA,NA,soft,NA,NA,,NA,NA,NA,NA,FALSE,FALSE,Cancoyotte,NA,NA
+Canestrato,https://www.cheese.com/canestrato/,"goat, sheep",Italy,Moliterno,NA,"hard, artisan",NA,NA,"dense, flaky",NA,straw,full-flavored,"spicy, strong",NA,NA,"Canestrato di Moliterno, Canestrato di Moliterno IGP",NA,Casa Madaio
+Cantal,https://www.cheese.com/cantal/,cow,France,NA,NA,"semi-hard, artisan",NA,NA,firm,natural,pale yellow,NA,NA,NA,NA,"Cantal jeune, Cantal entre-deux, Cantal vieux",NA,NA
+Cap Cressy,https://www.cheese.com/cap-cressy/,goat,"Canada, Italy",Lombardy,NA,"semi-hard, artisan, smear-ripened",NA,NA,"compact, dense",washed,pale yellow,"mellow, savory, sweet",lactic,NA,NA,NA,NA,Fifth Town Artisan Cheese
+Cape Vessey,https://www.cheese.com/cape-vessey/,goat,Canada,"Prince Edward County, Ontario",NA,"semi-soft, artisan",NA,NA,"chewy, firm",washed,pale yellow,"acidic, creamy, subtle, sweet","goaty, rich, strong",NA,NA,NA,NA,NA
+Capra al Fieno,https://www.cheese.com/capra-al-fieno/,goat,Italy,"Treviso, Veneto",NA,"semi-soft, artisan",NA,NA,firm,natural,ivory,"strong, woody","floral, grassy",NA,NA,NA,NA,Moro Latteria di Moro Sergio
+Capra al Pepe,https://www.cheese.com/capra-al-pepe/,goat,Italy,"Treviso, Veneto",NA,"soft, artisan",NA,NA,"creamy, soft",natural,pale yellow,"mild, spicy",spicy,NA,NA,NA,NA,Moro Latteria di Moro Sergio
+Capra Nouveau,https://www.cheese.com/capra-nouveau/,goat,England,"Chelmarsh, Bridgnorth, Shropshire",NA,semi-soft,NA,NA,"creamy, smooth",washed,ivory,"creamy, herbaceous, nutty, smooth, sweet","herbal, nutty, rich, sweet",NA,NA,Capra Baby,NA,Brock Hall Farm Dairy
+Caprano,https://www.cheese.com/caprano/,goat,Canada,Quebec,NA,"hard, semi-hard",26%,NA,"crumbly, open, smooth",natural,pale yellow,pronounced,"goaty, strong",TRUE,FALSE,NA,Aged Caprano,La Maison Alexis de Portneuf Inc.
+Capraricca,https://www.cheese.com/capraricca/,goat,Italy,Veneto,NA,"soft, artisan, soft-ripened",NA,NA,"creamy, runny, supple",bloomy,white,sweet,"fresh, goaty",FALSE,FALSE,NA,NA,La Casearia Carpenedo S.r.l.
+Caprese di Bufala,https://www.cheese.com/caprese-di-bufala/,water buffalo,Italy,Veneto,NA,soft,NA,NA,"oily, smooth",natural,straw,"herbaceous, mild, subtle, vegetal","aromatic, fresh",FALSE,FALSE,NA,NA,La Casearia Carpenedo S.r.l.
+Capri Blu,https://www.cheese.com/capri-blu/,goat,"Canada, Italy",Lombardy,Blue,"soft, blue-veined",NA,NA,"creamy, soft",natural,pale yellow,"creamy, subtle, sweet",goaty,NA,NA,NA,NA,Fifth Town Artisan Cheese
+Capriago,https://www.cheese.com/capriago/,goat,United States,"Sebastopol, California",NA,"hard, artisan, brined",NA,NA,firm,washed,NA,"nutty, sweet","nutty, spicy",NA,NA,NA,NA,Bohemian Creamery
+Caprice,https://www.cheese.com/caprice/,goat,"Canada, Italy",Lombardy,NA,soft,NA,NA,"creamy, smooth",natural,white,subtle,goaty,NA,NA,NA,NA,Fifth Town Artisan Cheese
+Caprice des Dieux,https://www.cheese.com/caprice-des-dieux/,cow,France,Illoud (Haute-Marne),NA,"soft, soft-ripened",60%,NA,"creamy, smooth",bloomy,white,"buttery, nutty, smooth",fresh,TRUE,FALSE,NA,NA,Savencia Fromage & Dairy
+Capricious,https://www.cheese.com/capricious/,goat,United States,"Petaluma, California",NA,"hard, artisan",NA,NA,creamy,mold ripened,ivory,"caramel, nutty",nutty,NA,NA,NA,NA,Achadinha Cheese Company
+Capricorn Somerset Goats Cheese,https://www.cheese.com/capricorn-somerset-goats-cheese/,goat,England,Somerset,NA,"soft, artisan",NA,NA,"creamy, crumbly, firm, smooth",bloomy,white,nutty,NA,TRUE,FALSE,NA,NA,Lactalis McLelland Ltd
+Capriny,https://www.cheese.com/capriny/,goat,Canada,Quebec,NA,soft,NA,NA,creamy,rindless,white,"creamy, mild, sharp, sour",goaty,NA,NA,NA,"Capriny with Fine Herbs, Capriny Pepper",La Maison Alexis de Portneuf Inc.
+Capriole Banon,https://www.cheese.com/capriole-banon/,goat,United States,"Greenville, Indiana",NA,"soft, artisan",NA,NA,"creamy, dense",leaf wrapped,pale yellow,"citrusy, strong, sweet","aromatic, fresh, goaty",FALSE,FALSE,O'Banon,NA,Capriole Goat Cheese
+Caprotto,https://www.cheese.com/caprotto/,goat,Italy,Campania,NA,"hard, artisan",NA,NA,compact,natural,straw,"sharp, spicy","floral, strong",FALSE,FALSE,NA,NA,Casa Madaio
+Carabiner,https://www.cheese.com/carabiner/,cow,United States,California,NA,"semi-hard, artisan",NA,NA,"dense, firm",natural,yellow,"nutty, salty, sweet",earthy,TRUE,FALSE,NA,NA,Weirauch Farm and Creamery
+Caravane,https://www.cheese.com/caravane/,camel,Mauritania,NA,NA,"soft, artisan",22%,NA,creamy,bloomy,white,"salty, sweet",NA,TRUE,FALSE,Camelbert,NA,Tiviski
+Carboncino,https://www.cheese.com/carboncino/,"cow, goat, sheep",Italy,NA,NA,fresh soft,NA,NA,"creamy, gooey, runny, soft",NA,white,NA,NA,NA,NA,NA,NA,NA
+Cardo,https://www.cheese.com/cardo/,goat,"England, Scotland, Wales","Timsbury, Somerset",NA,"semi-soft, artisan",NA,NA,"firm, open, runny",washed,ivory,"floral, pungent, savory",pungent,TRUE,FALSE,NA,NA,NA
+Carlina,https://www.cheese.com/carlina/,cow,Italy,Veneto,NA,"fresh soft, artisan",NA,NA,creamy,bloomy,white,subtle,fresh,FALSE,FALSE,NA,NA,La Casearia Carpenedo S.r.l.
+Carlow,https://www.cheese.com/carlow/,cow,Ireland,County Carlow,NA,"semi-hard, artisan",NA,NA,"firm, smooth",waxed,golden yellow,"mild, savory, spicy",NA,NA,NA,NA,NA,Elizabeth Bradley @ Carlow Cheese
+Carmody,https://www.cheese.com/carmody/,cow,United States,California,Gorgonzola,"semi-hard, artisan",NA,NA,firm,natural,cream,"buttery, caramel, sweet",fresh,TRUE,FALSE,NA,NA,Bellwether Farms
+Carnia Altobut,https://www.cheese.com/carnia-altobut/,cow,Italy,Carnia,NA,"hard, artisan",NA,NA,"compact, elastic, firm, open",natural,pale yellow,"pronounced, strong, subtle","aromatic, floral",FALSE,FALSE,NA,NA,La Casearia Carpenedo S.r.l.
+Caronzola,https://www.cheese.com/caronzola/,cow,Canada,Quebec,Blue,"soft, blue-veined",NA,NA,creamy,bloomy,ivory,mild,NA,NA,NA,NA,NA,La Maison Alexis de Portneuf Inc.
+Carr Valley Glacier Wildfire Blue,https://www.cheese.com/carr-valley-glacier-wildfire-blue/,cow,United States,Wisconsin,Blue,"semi-soft, artisan, blue-veined",NA,NA,"creamy, crumbly, soft",rindless,ivory,creamy,clean,NA,NA,NA,NA,Carr Valley Cheese Company
+Carre de l'Est,https://www.cheese.com/carre-de-lest/,cow,France,NA,NA,soft,NA,NA,smooth,washed,pale yellow,smokey,NA,NA,NA,NA,NA,NA
+Carrick,https://www.cheese.com/carrick/,cow,Scotland,NA,NA,"hard, organic",NA,NA,creamy,edible,cream,citrusy,earthy,TRUE,FALSE,NA,NA,The Ethical Dairy
+Carrot Rebel,https://www.cheese.com/carrot-rebel/,cow,Austria,Sulzberg,NA,"semi-hard, artisan",50%,NA,creamy,natural,orange,"creamy, fruity, nutty, sweet","aromatic, fruity, sweet",NA,NA,Rüblirebell,NA,Sulzberger Käserebellen Sennerei GmbH
+Carrowholly,https://www.cheese.com/carrowholly/,cow,Ireland,Co. Mayo,Gouda,"hard, artisan",NA,NA,"crumbly, crystalline, firm, smooth",waxed,yellow,"acidic, crunchy, fruity, herbaceous, mild, spicy",NA,TRUE,FALSE,"Carrowholly Original, Carrowholly ""Old Russet"", Carrowholly Cheese Flavoured, Carrowholly Nettle, Carrowholly Pepper, Carrowholly Garlic & Chive",NA,Carrowholly Cheese
+Casatica,https://www.cheese.com/casatica/,water buffalo,Italy,Lombardy,NA,"semi-soft, artisan, soft-ripened",NA,NA,"creamy, soft-ripened",bloomy,white,"creamy, subtle","aromatic, milky, pleasant, rich",FALSE,FALSE,Casatica di Bufala,NA,NA
+Casciotta di Urbino,https://www.cheese.com/casciotta-di-urbino/,"cow, sheep",Italy,Pesaro-Urbino,Caciotta,"semi-soft, artisan",45%,NA,"creamy, crumbly, open",waxed,straw,"acidic, milky, nutty","grassy, pleasant",FALSE,FALSE,NA,"Casciotta di Urbino D.O.P, Casciotta di Urbino PDO, Casciotta d’Urbino",Caseificio Val D’Apsa
+Cashel Blue,https://www.cheese.com/cashel-blue/,cow,Ireland,NA,Blue,"semi-soft, blue-veined",NA,NA,creamy,natural,blue,tangy,sweet,TRUE,FALSE,NA,NA,J&L Grubb Ltd.
+Cashew Nut Cream Cheese,https://www.cheese.com/cashew-nut-cream-cheese/,,United States,Brooklyn NY,NA,"soft, artisan",NA,NA,"creamy, smooth, soft, spreadable",NA,white,"creamy, nutty, sweet","clean, fresh, nutty",TRUE,FALSE,"Cream Cashew Nut Cheese with Chives, Cream Cashew Nut Cheese with Tomato-Turmeric-Garlic",Plain Cream Cashew Nut Cheese,Dr. Cow Tree Nut Cheese
+Castelmagno,https://www.cheese.com/castelmagno/,"cow, goat, sheep",Italy,Piedmont,Blue,semi-hard,34.2 g/100g,4768 mg/100g,"crumbly, dense, grainy",washed,ivory,"sharp, spicy, strong",strong,FALSE,FALSE,NA,"Castelmagno PDO, Castelmagno di alpeggio, Castelmagno prodotto della montagna",NA
+Castelo Branco,https://www.cheese.com/castelo-branco/,"goat, sheep",Portugal,"Castelo Branco, Fundão and Idanha-a-Nova",NA,"semi-soft, artisan",45%,NA,"brittle, creamy, crumbly, firm, smooth",natural,pale yellow,"sour, spicy, tangy",aromatic,TRUE,FALSE,NA,Queijo de Castelo Branco,NA
+Castigliano,https://www.cheese.com/castigliano/,"cow, goat, sheep",Spain,Castile-Leon,NA,hard,NA,NA,firm,natural,yellow,"acidic, salty, spicy",rich,FALSE,FALSE,NA,Queso Castellano,NA
+Castillon Frais,https://www.cheese.com/castillon-frais/,sheep,France,NA,NA,fresh soft,NA,NA,"creamy, open",rindless,white,"citrusy, creamy, floral, herbaceous","clean, floral, fresh",FALSE,FALSE,Fresh Castillon,NA,David and Fanette Ladu
+Castle Blue,https://www.cheese.com/castle-blue/,cow,Canada,British Columbia,Brie,"semi-soft, blue-veined, soft-ripened",NA,NA,"buttery, creamy",natural,cream,"creamy, piquant, sweet","earthy, rich",FALSE,FALSE,NA,NA,The Farm House Natural Cheeses
+Casu marzu,https://www.cheese.com/casu-marzu/,sheep,"France, Italy","Sardinia (Italy), Southern Corsica (France)",NA,"soft, soft-ripened",NA,NA,soft-ripened,natural,NA,NA,NA,NA,NA,"casu modde, casu cundídu, casu fràzigu, formaggio marcio, Casu martzu, Casgiu merzu",NA,NA
+Cathelain,https://www.cheese.com/cathelain/,cow,France,NA,NA,soft,NA,NA,smooth,NA,NA,sour,NA,FALSE,FALSE,NA,NA,NA
+Catupiry,https://www.cheese.com/catupiry/,cow,Brazil,NA,NA,"soft, processed",NA,NA,"creamy, spreadable",NA,white,"creamy, mild, milky","fresh, milky",FALSE,FALSE,"Catupiry Original, Catupiry Light",NA,NA
+Cave Aged Marisa,https://www.cheese.com/cave-aged-marisa/,sheep,United States,Wisconsin,NA,"semi-hard, artisan",NA,NA,firm,natural,pale yellow,"sweet, tangy",sweet,NA,NA,NA,NA,Carr Valley Cheese Company
+Cave Rebel,https://www.cheese.com/cave-rebel/,cow,Austria,Sulzberg,NA,"hard, artisan",50%,NA,"compact, crumbly, firm, open",natural,pale yellow,"creamy, grassy","aromatic, nutty",NA,NA,Höhlenrebell,NA,Sulzberger Käserebellen Sennerei GmbH
+Caveman Blue,https://www.cheese.com/caveman-blue/,cow,United States,Oregon,Blue,"semi-hard, blue-veined",NA,NA,"creamy, dense",natural,pale yellow,"buttery, mushroomy",fresh,TRUE,FALSE,NA,NA,Rogue Creamery
+Caws Cenarth Black Sheep,https://www.cheese.com/caws-cenarth-black-sheep/,sheep,Wales,NA,NA,semi-hard,NA,NA,buttery,NA,cream,NA,NA,NA,NA,NA,NA,NA
+Caws Penhelyg Abaty,https://www.cheese.com/caws-penhelyg-abaty/,cow,Wales,NA,NA,soft,NA,NA,gooey,NA,white,NA,NA,NA,NA,NA,NA,NA
+Cayuga Blue,https://www.cheese.com/cayuga-blue/,goat,United States,NY,Blue,"semi-hard, blue-veined",NA,NA,compact,bloomy,ivory,creamy,"mild, rich",TRUE,FALSE,NA,NA,Lively Run Goat Dairy
+Cello Thick & Smooth Mascarpone,https://www.cheese.com/cello-thick-smooth-mascarpone/,cow,United States,NA,NA,"fresh soft, processed",NA,NA,"buttery, creamy, firm, smooth",rindless,white,"creamy, milky, sweet","fresh, milky",NA,NA,NA,NA,Schuman Cheese
+Celtic Promise,https://www.cheese.com/celtic-promise/,cow,United Kingdom,Ceredigion,NA,"semi-soft, artisan",NA,NA,creamy,washed,yellow,full-flavored,pungent,TRUE,FALSE,NA,NA,Teifi Farmhouse Cheese
+Cendre d'Olivet,https://www.cheese.com/cendre-dolivet/,cow,France,Centre-Val de Loire,NA,"soft, artisan",45%,NA,"smooth, supple",natural,ivory,"mild, smooth","earthy, pungent",FALSE,FALSE,NA,Olivet Cendre,NA
+Cendré des Prés,https://www.cheese.com/cendre-des-pres/,cow,Canada,Quebec,Brie,"soft, artisan, soft-ripened",27%,NA,"buttery, creamy, soft",bloomy,ivory,"acidic, buttery, creamy, fruity, mushroomy","aromatic, buttery, floral, lactic, mushroom, woody",NA,NA,NA,NA,Fromagerie Domaine Féodal inc.
+Cerney Pyramid,https://www.cheese.com/cerney-pyramid/,goat,"England, Great Britain, United Kingdom",Cotswolds,NA,"fresh soft, artisan",NA,NA,creamy,natural,white,"citrusy, lemony, mild, sweet",NA,TRUE,FALSE,NA,NA,NA
+Chabichou du Poitou,https://www.cheese.com/chabichou-du-poitou/,goat,France,NA,NA,"semi-soft, artisan",NA,NA,creamy,NA,white,"salty, sweet, tangy",goaty,NA,NA,"Chabichou du Poitou AOP, Chabichou du Poitou AOC",NA,NA
+Chabis de Gatine,https://www.cheese.com/chabis-de-gatine/,goat,France,Poitou-Charentes,NA,"soft, artisan",NA,NA,"firm, smooth",natural,white,"salty, sharp",goaty,FALSE,FALSE,NA,NA,NA
+Challerhocker,https://www.cheese.com/challerhocker/,cow,Switzerland,"St. Gallen (canton), Tufertschwil",Swiss Cheese,hard,NA,NA,"creamy, dense, smooth",washed,pale yellow,"caramel, nutty, salty, sweet","nutty, sweet",NA,NA,NA,NA,Käserei Tufertschwil
+Champignon de Luxe Garlic,https://www.cheese.com/champignon-de-luxe-garlic/,cow,Germany,Allgäu,NA,"soft, soft-ripened",NA,NA,creamy,natural,cream,"garlicky, herbaceous","herbal, spicy",TRUE,FALSE,"Champignon de Luxe Knoblauch, Champignon Garlic",NA,Käserei Champignon
+Champignon de Luxe Pepper,https://www.cheese.com/champignon-de-luxe-pepper/,cow,Germany,Allgäu,NA,"soft, soft-ripened",NA,NA,creamy,natural,cream,"creamy, sharp",spicy,TRUE,FALSE,"Champignon Pepper, Champignon de Luxe Pfeffer",NA,Käserei Champignon
+Champignon Mushrooom,https://www.cheese.com/champignon-mushrooom/,cow,Germany,Allgäu,NA,"soft, soft-ripened",NA,NA,creamy,natural,cream,"creamy, mushroomy","fresh, mild",TRUE,FALSE,Champignon Mushroom Mini,NA,Käserei Champignon
+Chaource,https://www.cheese.com/chaource/,cow,France,NA,NA,"soft, soft-ripened",NA,NA,"creamy, runny",NA,cream,creamy,NA,NA,NA,NA,NA,NA
+Chapman's Pasture,https://www.cheese.com/chapmans-pasture/,cow,United States,Vermont,Parmesan,semi-hard,NA,NA,grainy,washed,ivory,"sharp, sweet","strong, sweet",FALSE,FALSE,NA,NA,Parish Hill Creamery
+Charolais,https://www.cheese.com/charolais/,goat,France,Bourgogne,NA,semi-soft,NA,NA,firm,NA,NA,"acidic, salty, sweet",subtle,FALSE,FALSE,Charoles,NA,NA
+Chaumes,https://www.cheese.com/chaumes/,cow,France,St Antoine,NA,"soft, semi-soft, soft-ripened",50%,NA,"creamy, smooth, springy, supple",washed,pale yellow,"full-flavored, nutty","aromatic, strong",FALSE,FALSE,NA,Chaumes la Crème,NA
+Chavroux,https://www.cheese.com/chavroux/,goat,France,NA,NA,soft,12%,NA,"creamy, spreadable",NA,white,"creamy, mild","fresh, goaty",NA,NA,NA,NA,NA
+Checkerboard Cheddar,https://www.cheese.com/checkerboard-cheddar/,cow,United States,NY,Cheddar,"semi-hard, artisan",NA,NA,crumbly,natural,pale yellow,"sharp, sweet, tangy",pleasant,NA,NA,NA,NA,Muranda Cheese Company
+Cheddar,https://www.cheese.com/cheddar/,cow,England,NA,Cheddar,hard,NA,NA,compact,NA,pale yellow,"creamy, sharp",NA,NA,NA,NA,NA,NA
+Cheddar LaDiDa Lavender,https://www.cheese.com/cheddar-ladida-lavender/,cow,United States,Oregon,Cheddar,"semi-hard, artisan",NA,NA,"creamy, smooth",natural,white,"herbaceous, savory, subtle",earthy,TRUE,FALSE,NA,La Di Da Lavender,Rogue Creamery
+Cheddar with Irish Porter,https://www.cheese.com/cheddar-with-irish-porter/,cow,Ireland,Kilmallock County Limerick,Cheddar,"semi-hard, artisan",NA,NA,smooth,NA,pale yellow,"fruity, tangy","pungent, rich",NA,NA,Irish Porter,NA,NA
+Cheddar with Red Wine,https://www.cheese.com/cheddar-with-red-wine/,cow,Ireland,Kilmallock County Limerick,Cheddar,"semi-hard, artisan",NA,NA,firm,NA,pale yellow,"fruity, tangy","fruity, rich",TRUE,FALSE,Red Wine Cheddar,NA,J.O.D. Foods
+Cheese Curds,https://www.cheese.com/cheese-curds/,,"Canada, India, United States",NA,Cheddar,fresh firm,NA,NA,"firm, springy",natural,white,"mild, milky",fresh,NA,NA,"Squeaky Cheese, cheeseballs, paneer, Boivin Cheddar Curds",NA,NA
+Chelsea Blue,https://www.cheese.com/chelsea-blue/,,Australia,"Mornington Peninsula, Melbourne",Blue,artisan,NA,NA,crumbly,NA,NA,"nutty, salty, sweet","nutty, sweet",TRUE,FALSE,NA,NA,BoatShed Cheese
+Cherni Vit,https://www.cheese.com/cherni-vit/,sheep,Bulgaria,Central Balkan Mountains,NA,"soft, brined",NA,NA,soft,mold ripened,green,"nutty, sharp",NA,NA,NA,NA,NA,NA
+Cherokee Rose,https://www.cheese.com/cherokee-rose/,cow,United States,Georgia,Raclette,"hard, artisan",NA,NA,"creamy, smooth, soft",natural,pale yellow,"buttery, nutty, sweet, tangy","fresh, milky",NA,NA,NA,NA,Nature's Harmony Farm
+Cheshire,https://www.cheese.com/cheshire/,cow,United Kingdom,NA,NA,hard,NA,NA,"crumbly, dense",cloth wrapped,orange,earthy,"grassy, spicy",NA,NA,Appleby's Cheshire,NA,Appleby's
+Chevre en Marinade,https://www.cheese.com/chevre-en-marinade/,goat,United States,Colorado,NA,"semi-soft, artisan",NA,NA,"creamy, crumbly, firm, oily",rindless,white,"garlicky, herbaceous, spicy","aromatic, pungent",TRUE,FALSE,NA,NA,Haystack Mountain Creamery
+Chevre Log,https://www.cheese.com/chevre-log/,goat,United States,California,NA,fresh soft,NA,NA,"creamy, crumbly, smooth, spreadable",rindless,white,"citrusy, creamy","fresh, mild",TRUE,FALSE,NA,NA,"Cypress Grove Chevre, Goat Lady Dairy"
+Chevrotin des Aravis,https://www.cheese.com/chevrotin-des-aravis/,goat,France,Haute-Savoie / Upper Savoy,NA,"soft, artisan, brined",45%,NA,"creamy, smooth",washed,pale yellow,"full-flavored, herbaceous, sweet","aromatic, floral, goaty",FALSE,FALSE,NA,NA,NA
+Chhurpi,https://www.cheese.com/chhurpi/,"cow, yak","China, Nepal, Tibet",NA,Cottage,"soft, hard, artisan",NA,NA,dense,natural,pale yellow,tangy,NA,NA,NA,"Durkha, Chhur singba, Sherkam, Chhur mingba",Churpi,NA
+Childwickbury,https://www.cheese.com/childwickbury/,goat,"England, Great Britain, United Kingdom","Odell, Bedfordshire",NA,"fresh soft, artisan",NA,NA,"creamy, smooth",natural,white,"citrusy, lemony, mild, milky","floral, fresh, mild, milky",TRUE,FALSE,NA,NA,Childwickbury Estate
+Chile Jack,https://www.cheese.com/chile-jack/,goat,United States,Colorado,Monterey Jack,"semi-soft, artisan",NA,NA,creamy,waxed,cream,"creamy, spicy, subtle, tangy",mild,TRUE,FALSE,NA,NA,Haystack Mountain Creamery
+Chilli Caciotta,https://www.cheese.com/chile-caciotta/,"cow, sheep",Italy,NA,NA,"semi-soft, artisan",NA,NA,"creamy, smooth",NA,NA,spicy,NA,NA,NA,"Caciotta Ancho Chile, Caciotta Mexican Marigold Mint, Caciotta Basil, Chile Caciotta",NA,NA
+Chimney Rock,https://www.cheese.com/chimney-rock/,cow,United States,California,NA,soft,NA,NA,soft,bloomy,pale yellow,"earthy, piquant, savory","fruity, rich",TRUE,FALSE,NA,NA,Cowgirl Creamery
+Chiriboga Blue,https://www.cheese.com/chiriboga-blue/,cow,Germany,Allgau,Blue,"semi-soft, artisan, blue-veined",NA,NA,"creamy, dense, smooth, spreadable",mold ripened,cream,"buttery, grassy, mild, sweet",mild,FALSE,FALSE,NA,NA,NA
+Chocolate Lab,https://www.cheese.com/chocolate-lab/,cow,United States,Fairview,NA,"hard, artisan",NA,NA,firm,washed,pale yellow,"pungent, sharp, sweet",rich,NA,NA,NA,NA,Looking Glass Creamery
+Chocolate Stout Cheddar,https://www.cheese.com/chocolate-stout-cheddar/,cow,United States,Oregon,Cheddar,"semi-hard, artisan",NA,NA,firm,natural,pale yellow,"savory, sweet, tangy",buttery,TRUE,FALSE,NA,NA,Rogue Creamery
+Chontaleno,https://www.cheese.com/chontaleno/,cow,Mexico,NA,Parmesan,semi-hard,NA,NA,firm,natural,white,salty,NA,FALSE,FALSE,NA,Chontaleno Ahumado,Peluso Cheese
+Chorlton Blue Cheshire,https://www.cheese.com/chorlton-blue-cheshire/,cow,"England, Great Britain, United Kingdom",Cheshire,Blue,"semi-soft, artisan, blue-veined",NA,NA,"creamy, crumbly",natural,pale yellow,"citrusy, lemony, salty",strong,NA,NA,NA,NA,Chorlton Cheshire Cheese
+Chura Kampo,https://www.cheese.com/chura-kampo/,yak,"China, Tibet",Tibet,NA,"hard, artisan",NA,NA,"dense, dry, firm",natural,NA,NA,aromatic,NA,NA,"chura loenpa , ser",NA,NA
+Château de Versailles,https://www.cheese.com/chateau-de-versailles/,cow,Canada,Quebec,Brie,"soft, soft-ripened",NA,NA,"buttery, creamy, runny, soft, soft-ripened",bloomy,ivory,"buttery, creamy",pungent,NA,NA,NA,NA,Tre Stelle
+Chèvre,https://www.cheese.com/chevre/,goat,France,NA,NA,NA,NA,NA,,NA,white,tangy,goaty,NA,NA,"Goat cheese, Chevre, Chèvre",NA,NA
+Chèvre des neiges,https://www.cheese.com/chevre-des-neiges/,"cow, goat",Canada,Quebec,NA,fresh soft,24%,NA,"soft, spreadable, supple",rindless,white,"fruity, mild, nutty","aromatic, fresh, fruity",NA,NA,NA,"Chèvre des neiges coconut, Chèvre des neiges fig & orange",La Maison Alexis de Portneuf Inc.
+Cilentano ai fichi,https://www.cheese.com/cilentano-ai-fichi/,"buffalo, cow, sheep",Italy,Calabria,NA,"semi-soft, artisan",NA,NA,creamy,natural,cream,"creamy, fruity","nutty, sweet",NA,NA,NA,NA,Casa Madaio
+Cinerino,https://www.cheese.com/cinerino/,sheep,Italy,Campania,NA,"hard, artisan",NA,NA,flaky,ash coated,ivory,"grassy, herbaceous","herbal, nutty, woody",TRUE,FALSE,NA,NA,Casa Madaio
+Cirrus,https://www.cheese.com/cirrus/,cow,United States,Port Townsend,Camembert,"soft, soft-ripened",NA,NA,"creamy, soft",bloomy,ivory,"acidic, buttery, milky, nutty, salty","earthy, mushroom, rich",FALSE,FALSE,NA,NA,Mt. Townsend Creamery
+Civray,https://www.cheese.com/civray/,goat,France,NA,NA,"soft, artisan",45%,NA,"creamy, firm",natural,pale yellow,"acidic, sweet",pleasant,FALSE,FALSE,NA,NA,NA
+Classic Blue Log,https://www.cheese.com/classic-blue-log/,goat,United States,Massachusetts,NA,"semi-soft, artisan",NA,NA,"creamy, dense, soft",mold ripened,cream,"creamy, tangy","clean, fresh",TRUE,FALSE,NA,NA,Westfield Farm
+Classico Pecorino Senese,https://www.cheese.com/classico-pecorino-senese/,sheep,Italy,Tuscany,Pecorino,"semi-hard, artisan",NA,NA,"buttery, compact, firm",natural,straw,sharp,"aromatic, strong",FALSE,FALSE,NA,NA,Caseificio Pinzani Srl
+Classico Riserva,https://www.cheese.com/classico-riserva/,sheep,Italy,Tuscany,Pecorino,"hard, artisan",NA,NA,"chalky, compact, crumbly",natural,straw,full-flavored,"aromatic, strong",NA,NA,NA,NA,Caseificio Pinzani Srl
+Classics Fresh Mozzarella,https://www.cheese.com/classics-fresh-mozzarella/,cow,United States,Wisconsin,Mozzarella,"soft, brined",NA,NA,"creamy, elastic, smooth, soft, stringy, supple",rindless,white,"acidic, mild, milky, spicy",fresh,TRUE,FALSE,"perline, ciliegine, ovoline, marinated ciliegine",NA,Crave Brothers Farmstead Cheese
+Clava Brie,https://www.cheese.com/clava-brie/,cow,Scotland,NA,NA,soft,NA,NA,"buttery, creamy, soft",bloomy,straw,"mushroomy, pungent, rustic, vegetal","garlicky, herbal, mushroom, pungent",TRUE,FALSE,NA,NA,Connage Highland Dairy
+Clonmore,https://www.cheese.com/clonmore/,goat,Ireland,Co. Cork,Gouda,"hard, artisan",NA,NA,"firm, open",plastic,pale yellow,"earthy, mild, milky, nutty, smooth, sweet, tangy","goaty, strong",TRUE,FALSE,NA,NA,Tom and Lena Beggane
+Coalho,https://www.cheese.com/coalho/,cow,Brazil,Northeastern Brazil,NA,semi-hard,NA,NA,"elastic, firm, springy",natural,yellow,"acidic, salty",fresh,FALSE,FALSE,"Queijo coalho, Queijo de coalho , Rennet Cheese",NA,NA
+Coastal Cheddar,https://www.cheese.com/coastal-cheddar/,cow,England,Dorset,Cheddar,firm,NA,NA,,rindless,pale yellow,"crunchy, sweet",nutty,NA,NA,NA,NA,Ford Farm
+Coeur de Camembert au Calvados,https://www.cheese.com/coeur-de-camembert-au-calvados/,cow,France,Lower Normandy,Camembert,"soft, artisan",NA,NA,creamy,bloomy,ivory,"fruity, nutty","aromatic, rich",FALSE,FALSE,Calva d'Auge,NA,Isigny Sainte Mère
+Coeur de Chevre,https://www.cheese.com/coeur-de-chevre/,goat,France,Gâtinais,NA,"soft, soft-ripened",NA,NA,creamy,leaf wrapped,pale yellow,"salty, spicy","fresh, milky",FALSE,FALSE,NA,NA,NA
+Colby,https://www.cheese.com/colby/,cow,United States,"Colby, Wisconsin",Cheddar,semi-hard,NA,NA,"firm, open, springy",rindless,yellow,sweet,"mild, sweet",FALSE,FALSE,NA,Colby Swiss Cheddar,NA
+Colby-Jack,https://www.cheese.com/colby-jack/,,United States,NA,Monterey Jack,"semi-soft, processed",NA,NA,smooth,rindless,NA,"creamy, sweet, tangy",NA,NA,NA,"Marble jack, Cojack, Co-jack, Colby Jack",NA,NA
+Cold Pack,https://www.cheese.com/cold-pack/,cow,United States,Wisconsin,NA,"soft, blue-veined, processed",NA,NA,"creamy, smooth, spreadable",rindless,NA,"full-flavored, sharp, smokey , spicy",strong,NA,NA,"club cheese, comminuted cheese, crock cheese",NA,Brunkow Cheese Factory
+Colony cheese,https://www.cheese.com/colony-cheese/,,Brazil,Rio Grande do Sul,NA,"semi-hard, artisan",NA,NA,"creamy, open, soft, supple",natural,pale yellow,"creamy, pungent, spicy","lactic, pungent, spicy",NA,NA,"queijo de colônia, Queijo colônia, queijo colonial",NA,NA
+ColoRouge,https://www.cheese.com/colorouge/,cow,United States,Colorado,NA,"soft, artisan, smear-ripened",12%,NA,"creamy, soft",washed,white,"acidic, buttery, creamy, earthy","buttery, earthy, mild, spicy",NA,NA,MouCo ColoRouge,NA,MouCo Cheese Company
+Colston Bassett Stilton,https://www.cheese.com/colston-bassett-stilton/,cow,"England, Great Britain, United Kingdom",East Midlands,Blue,"semi-hard, artisan",33%,NA,"buttery, creamy",natural,cream,"buttery, fruity",NA,FALSE,FALSE,NA,NA,Colston Bassett Dairy Limited
+Comox Brie,https://www.cheese.com/comox-brie/,cow,Canada,British Columbia,Brie,"soft, soft-ripened",26%,NA,"buttery, creamy, runny, soft, soft-ripened",bloomy,ivory,"buttery, creamy","mushroom, pungent",NA,NA,NA,NA,Natural Pastures Cheese Company
+Comox Camembert,https://www.cheese.com/comox-camembert/,cow,Canada,Quebec,Camembert,"soft, artisan, soft-ripened",28%,NA,"buttery, chalky, creamy, soft, soft-ripened, supple",bloomy,pale yellow,"buttery, creamy, mushroomy","milky, mushroom, pungent",NA,NA,NA,NA,Natural Pastures Cheese Company
+Comte,https://www.cheese.com/comte/,cow,France,NA,NA,"semi-hard, artisan",NA,NA,"dense, firm",natural,pale yellow,NA,NA,NA,NA,NA,NA,NA
+Comte 12 months,https://www.cheese.com/comte-12-months/,cow,France,NA,NA,semi-hard,NA,NA,buttery,washed,yellow,milky,nutty,FALSE,FALSE,Comté Grande Réserve 12-18 months,NA,JuraFlore
+Comte 18 months,https://www.cheese.com/comte-18-months/,cow,France,NA,NA,hard,NA,NA,firm,natural,yellow,fruity,nutty,FALSE,FALSE,Comté Grande Réserve 18-24 months,NA,JuraFlore
+Comtomme,https://www.cheese.com/comtomme/,cow,Canada,Québec,Tomme,"semi-soft, artisan",28%,NA,"firm, supple",washed,golden yellow,"buttery, fruity","buttery, fruity",NA,NA,NA,NA,Fromagerie La Station
+Conciato Al Pepe,https://www.cheese.com/conciato-al-pepe/,cow,Italy,Veneto,NA,hard,NA,NA,"compact, crumbly",natural,pale yellow,"sharp, spicy",aromatic,FALSE,FALSE,NA,NA,La Casearia Carpenedo S.r.l.
+Condio,https://www.cheese.com/condio/,cow,Italy,"Piave Valley, Italy",NA,"semi-soft, artisan",NA,NA,"creamy, smooth, soft",natural,ivory,"herbaceous, piquant, spicy","pungent, spicy",FALSE,FALSE,NA,NA,NA
+Connemara,https://www.cheese.com/connemara/,cow,United States,Fairview,NA,"semi-hard, artisan",NA,NA,"creamy, firm",natural,white,"fruity, mild","fruity, goaty, rich",NA,NA,NA,NA,Looking Glass Creamery
+Consider Bardwell Farm Manchester,https://www.cheese.com/consider-bardwell-farm-manchester/,goat,United States,Vermont,NA,"semi-hard, artisan",NA,NA,"firm, open",natural,ivory,"nutty, tangy, woody","lactic, mushroom, woody",TRUE,FALSE,NA,NA,Consider Bardwell Farm
+Coolattin Cheddar,https://www.cheese.com/coolattin-cheddar/,cow,Ireland,Co. Carlow,Cheddar,"hard, artisan",NA,NA,"crumbly, open",waxed,pale yellow,"fruity, nutty, sweet",NA,FALSE,FALSE,NA,NA,Thomas and Fiona Burgess - Coolattin Cheddar
+Coolea,https://www.cheese.com/coolea/,cow,Ireland,NA,Gouda,hard,NA,NA,firm,NA,NA,sweet,NA,TRUE,FALSE,NA,NA,Coolea Farmhouse Cheese Limited
+Cooleney,https://www.cheese.com/cooleney/,cow,Ireland,Tipperary,Camembert,"soft, artisan",45%,NA,"creamy, smooth",mold ripened,white,"bitter, buttery, mushroomy",NA,TRUE,FALSE,NA,Cooleeney Farmhouse Cheese,Cooleeney Farm
+Coquetdale,https://www.cheese.com/coquetdale/,cow,England,Coquet,NA,"semi-hard, soft-ripened",55%,NA,creamy,natural,pale yellow,fruity,rich,TRUE,FALSE,NA,NA,Northumberland Cheese Company
+Corleggy,https://www.cheese.com/corleggy/,goat,Ireland,County Cavan,NA,"hard, artisan",40%,NA,,natural,NA,"mild, nutty",NA,TRUE,FALSE,NA,NA,Corleggy Cheeses
+Cornish Blue,https://www.cheese.com/cornish-blue/,cow,England,Cornwall,Blue,"semi-soft, artisan",NA,NA,"buttery, dense",NA,NA,"creamy, mild, sweet","buttery, mild, sweet",TRUE,FALSE,NA,NA,Cornish Cheese Company Ltd
+Cornish Brie,https://www.cheese.com/cornish-brie/,cow,"England, Great Britain, United Kingdom",Cornwall,Brie,"soft, artisan, soft-ripened",NA,NA,"creamy, soft-ripened",bloomy,yellow,"creamy, mild",NA,NA,NA,NA,NA,"Cornish Cheese Company Ltd, Cornish Country Larder ltd."
+Cornish Crumbly,https://www.cheese.com/cornish-crumbly/,cow,England,North Cornwall,Cheddar,"semi-soft, artisan",NA,NA,chalky,mold ripened,ivory,creamy,rich,TRUE,FALSE,NA,NA,Whalesborough Farm Foods
+Cornish Kern,https://www.cheese.com/cornish-kern/,,,Cornwall,Cornish,NA,NA,NA,,washed,NA,NA,NA,TRUE,FALSE,NA,NA,Lynher Dairies
+Cornish Pepper,https://www.cheese.com/cornish-pepper/,cow,England,NA,Cornish,"soft, artisan",45%,NA,creamy,natural,white,smooth,rich,FALSE,FALSE,NA,NA,Lynher Valley Dairy
+Cornish Smuggler,https://www.cheese.com/cornish-smuggler/,cow,England,North Cornwall,Cheddar,"semi-soft, artisan",NA,NA,creamy,mold ripened,ivory,creamy,rich,TRUE,FALSE,NA,NA,Whalesborough Farm Foods
+Cornish Wild Garlic Yarg,https://www.cheese.com/cornish-wild-garlic-yarg/,cow,England,NA,NA,"semi-firm, artisan",NA,NA,crumbly,leaf wrapped,pale yellow,garlicky,"garlicky, herbal",TRUE,FALSE,Cornish Garlic Yarg,NA,Lynher Dairies
+Cornish Yarg,https://www.cheese.com/cornish-yarg/,cow,England,NA,Cornish,"hard, artisan",NA,NA,"creamy, crumbly",leaf wrapped,NA,mushroomy,fresh,TRUE,FALSE,NA,NA,Lynher Dairies
+corra linn,https://www.cheese.com/corra-linn/,sheep,Scotland,NA,NA,firm,NA,NA,crumbly,cloth wrapped,ivory,caramel,buttery,NA,NA,NA,NA,Errington Cheese Ltd.
+Cote Hill Blue,https://www.cheese.com/cote-hill-blue/,cow,"England, United Kingdom",Lincolnshire,Blue,"soft, artisan, blue-veined",NA,NA,creamy,natural,cream,"buttery, salty, sharp, smokey , smooth","smokey, strong",TRUE,FALSE,NA,NA,Cote Hill Farm
+Cote Hill Snowdrop,https://www.cheese.com/cote-hill-snowdrop/,cow,,NA,NA,"soft, artisan, soft-ripened",NA,NA,"creamy, smooth",NA,white,savory,NA,NA,NA,NA,NA,Cote Hill Farm
+Cotherstone,https://www.cheese.com/cotherstone/,cow,"England, United Kingdom",Cotherstone,NA,"semi-hard, artisan",45%,NA,"crumbly, open",waxed,pale yellow,"acidic, citrusy, tangy",fresh,NA,NA,NA,NA,NA
+Cotija Cheese,https://www.cheese.com/cotija/,cow,Mexico,NA,NA,"hard, artisan",NA,NA,"crumbly, dense",rindless,white,"salty, strong",NA,NA,NA,"Queso Cincho, Queso Seco",NA,NA
+Cotswold,https://www.cheese.com/cotswold/,cow,"England, United Kingdom",Gloucestershire County,NA,semi-firm,NA,NA,"creamy, smooth",natural,NA,"sweet, tangy",NA,FALSE,FALSE,"Double Gloucester with Chives, Double Gloucester with Onion and Chives, English Cotswold",NA,NA
+Cottage Cheese,https://www.cheese.com/cottage-cheese/,cow,"United Kingdom, United States",NA,Cottage,"soft, artisan, processed",NA,NA,"creamy, crumbly",rindless,white,sweet,NA,TRUE,FALSE,NA,NA,NA
+Cottage Cheese (Australian),https://www.cheese.com/cottage-cheese-australian/,cow,Australia,NA,Cottage,fresh soft,NA,NA,"crumbly, firm, grainy",rindless,white,"mild, sweet","lactic, milky",TRUE,FALSE,NA,NA,NA
+Cougar Gold,https://www.cheese.com/cougar-gold/,cow,United States,"Pullman, Washington",Cheddar,semi-soft,14%,NA,"creamy, crumbly, crystalline, firm, smooth",rindless,white,"nutty, sharp",NA,FALSE,FALSE,NA,NA,WSU Creamery
+Coulommiers,https://www.cheese.com/coulommiers/,cow,France,NA,Brie,"soft, artisan",NA,NA,creamy,bloomy,NA,"buttery, nutty",NA,NA,NA,NA,NA,NA
+Counting Sheep…and Goats...,https://www.cheese.com/counting-sheepand-goats/,"cow, goat, sheep","Canada, Italy",Lombardy,NA,"soft, soft-ripened",NA,NA,"creamy, soft",NA,white,"creamy, subtle, sweet",nutty,NA,NA,NA,NA,Fifth Town Artisan Cheese
+Country Morning,https://www.cheese.com/country-morning/,cow,Canada,British Columbia,Cheddar,"hard, artisan",NA,NA,"creamy, crumbly",natural,pale yellow,"nutty, sharp",strong,FALSE,FALSE,NA,NA,The Farm House Natural Cheeses
+Coupole,https://www.cheese.com/coupole/,goat,United States,Vermont,NA,"soft, artisan",NA,NA,"buttery, creamy, dense, fluffy",mold ripened,pale yellow,"mild, milky","fresh, mild, milky",TRUE,FALSE,NA,NA,Vermont Creamery
+Couronne Lochoise,https://www.cheese.com/couronne-lochoise/,goat,France,Loire Valley,NA,"soft, artisan, soft-ripened",NA,NA,"buttery, creamy, smooth, soft-ripened",bloomy,ivory,"acidic, herbaceous, mild, salty","earthy, goaty, grassy, musty",FALSE,FALSE,La Couronne,NA,"Fromages de chèvre FREVAL, Various"
+Coverdale,https://www.cheese.com/coverdale/,cow,"England, United Kingdom",North Yorkshire,NA,"hard, artisan",NA,NA,"creamy, firm, open",natural,white,"buttery, lemony, mild, sharp",NA,TRUE,FALSE,NA,NA,Wensleydale Creamery
+Cow's Milk Gouda,https://www.cheese.com/cows-milk-gouda/,cow,United States,Maine,Gouda,"semi-hard, artisan",NA,NA,"compact, creamy, crumbly, dense",natural,NA,"caramel, nutty",NA,NA,NA,NA,NA,Fuzzy Udder Creamery
+Cracked Pepper Chevre,https://www.cheese.com/cracked-pepper-chevre/,goat,United States,Colorado,NA,"semi-soft, artisan",5 g/100g,NA,"creamy, crumbly, firm",rindless,white,"savory, spicy","clean, fresh",TRUE,FALSE,NA,NA,Haystack Mountain Creamery
+Cranborne,https://www.cheese.com/cranborne/,cow,"England, Great Britain, United Kingdom",Dorset,Camembert,"soft, artisan, soft-ripened",NA,NA,"buttery, creamy",bloomy,pale yellow,creamy,mushroom,FALSE,FALSE,NA,NA,Chalke Valley Cheese Ltd
+Cratloe Hills,https://www.cheese.com/cratloe-hills/,sheep,Ireland,"Brickhill, Co. Clare",NA,"hard, artisan",NA,NA,"firm, grainy, open",plastic,pale yellow,"mild, nutty, strong, sweet",NA,TRUE,FALSE,NA,NA,Cratloe Hills
+Cravero Parmigiano Reggiano,https://www.cheese.com/cravero-parmigiano-reggiano/,cow,Italy,Modena,Parmesan,"hard, artisan",NA,NA,dense,natural,golden yellow,"bitter, creamy, nutty, savory, smooth, sweet","aromatic, fruity",FALSE,FALSE,"San Pietro, Baruffi",NA,G. Cravero Sas
+Crayeux de Roncq,https://www.cheese.com/crayeux-de-roncq/,cow,France,Roncq,NA,"soft, artisan, soft-ripened",45%,NA,"creamy, grainy",washed,orange,"full-flavored, strong, sweet",NA,FALSE,FALSE,Carré du Vinage,NA,NA
+Cream Cheese,https://www.cheese.com/cream-cheese/,cow,United States,NA,NA,"fresh soft, processed",NA,NA,"creamy, spreadable",rindless,white,"creamy, mild, sweet","fresh, pleasant",TRUE,FALSE,fruit cream,Fruit cream cheese,NA
+Cream Cheesy Bliss,https://www.cheese.com/cream-cheesy-bliss/,,"Canada, United States",NA,NA,soft,NA,NA,"creamy, spreadable",artificial,white,"creamy, garlicky, herbaceous, sweet",rich,TRUE,FALSE,"Dairy Free Cream Cheese, Dairy Free Classic Plain Cream Cheese, Dairy Free Chive & Garlic Cream Cheese, Dairy Free Strawberry Cream Cheese",NA,GO Veggie!
+Cream Havarti,https://www.cheese.com/cream-havarti/,cow,Denmark,NA,Havarti,"semi-soft, processed",45%,NA,smooth,rindless,pale yellow,"buttery, creamy, sweet",sweet,NA,NA,"Havarathi, Flødeis Havarti, Smoked Havarti",Flodeis Havarti,NA
+Creamy Gouda,https://www.cheese.com/creamy-gouda/,cow,Netherlands,NA,NA,semi-soft,NA,NA,creamy,natural,cream,creamy,aromatic,NA,NA,Extra Belegen Gouda,NA,dutchcheeseman uk
+Creamy Lancashire,https://www.cheese.com/creamy-lancashire/,cow,England,NA,NA,NA,NA,NA,fluffy,NA,pale yellow,creamy,NA,NA,NA,NA,NA,NA
+Crema de Blue,https://www.cheese.com/crema-de-blue/,"cow, sheep",United States,New Jersey,Blue,"semi-soft, artisan, blue-veined",NA,NA,creamy,natural,cream,"full-flavored, spicy",NA,FALSE,FALSE,NA,NA,Valley Shepherd Creamery
+Crema Mexicana,https://www.cheese.com/crema-mexicana/,cow,Mexico and Caribbean,NA,NA,soft,NA,NA,"creamy, smooth, spreadable",rindless,white,"buttery, sour, tangy",rich,TRUE,FALSE,NA,NA,Cacique Inc.
+Crema Mexicana Agria,https://www.cheese.com/crema-agria/,cow,Mexico and Caribbean,NA,NA,fresh soft,NA,NA,"creamy, spreadable",rindless,white,"acidic, sour, tangy","aromatic, fresh",FALSE,FALSE,"Crema Centroamericana, Crema Agria",NA,Cacique Inc.
+Cremet,https://www.cheese.com/cremet/,"cow, goat","England, Great Britain, United Kingdom",Devon,Brie,"soft, artisan, soft-ripened",NA,NA,"creamy, smooth, soft, soft-ripened",bloomy,white,"creamy, lemony","fresh, rich",TRUE,FALSE,NA,NA,Sharpham Wine & Cheese
+"Cremig Extra Würzig, Bergkäse Aus Dem Schweizer Jura",https://www.cheese.com/cremig-extra-wurzig-bergkase-aus-dem-schweizer-jura/,cow,Switzerland,Jura,Swiss Cheese,"hard, artisan",51%,NA,creamy,natural,cream,"creamy, spicy",NA,NA,NA,extra-creamy spicy mountain cheese from the Swiss Jura,NA,Walo von Mühlenen AG
+Cremont,https://www.cheese.com/cremont/,"cow, goat",United States,Vermont,NA,"soft, artisan",14%,NA,"creamy, smooth",mold ripened,cream,"creamy, nutty, smooth, yeasty","nutty, yeasty",NA,NA,NA,NA,Vermont Creamery
+CreNoble,https://www.cheese.com/crenoble/,,Germany,Landshut,NA,semi-soft,NA,NA,"creamy, open, smooth",NA,pale yellow,"creamy, savory",aromatic,NA,NA,NA,NA,Bayerische Milchindustrie eG
+Crescenza di Bufala,https://www.cheese.com/crescenza-di-bufala/,water buffalo,Italy,Lombardy,NA,"fresh soft, artisan",NA,NA,"buttery, creamy, spreadable",rindless,white,"buttery, creamy, mild, sweet","fresh, pleasant, rich, sweet",TRUE,FALSE,NA,NA,Azienda Agricola Gritti Bruno E Alfio S.s. Societa Agricola
+Crescenza-Stracchino,https://www.cheese.com/crescenza/,cow,Italy,NA,Italian Cheese,fresh soft,NA,NA,"buttery, creamy, spreadable",rindless,white,"creamy, mild, sweet","pleasant, rich",NA,NA,Stracchino,NA,NA
+Cressy Blu,https://www.cheese.com/cressy-blu/,cow,"Canada, Italy",Lombardy,Blue,"semi-hard, blue-veined",NA,NA,"creamy, crumbly, firm",natural,pale yellow,"creamy, savory, sweet",NA,NA,NA,NA,NA,Fifth Town Artisan Cheese
+Criffel,https://www.cheese.com/criffel/,cow,"Scotland, United Kingdom",Dumfriesshire,NA,"semi-hard, artisan",NA,NA,"creamy, smooth",washed,straw,smooth,"pungent, strong",TRUE,FALSE,NA,NA,Loch Arthur Creamery
+Criollo Cheese,https://www.cheese.com/criollo-cheese/,cow,Mexico,Taxco,NA,semi-firm,NA,NA,smooth,NA,pale yellow,"savory, sharp",strong,FALSE,FALSE,Criolla,NA,NA
+Crocodile Tear,https://www.cheese.com/crocodile-tear/,goat,United States,Indiana,Brie,"soft, semi-soft, artisan, soft-ripened",NA,NA,"creamy, firm",bloomy,white,"creamy, spicy",pungent,NA,NA,NA,NA,Capriole Goat Cheese
+Croghan,https://www.cheese.com/croghan/,goat,Ireland,County Wexford,NA,"semi-soft, artisan",NA,NA,supple,washed,white,full-flavored,"earthy, grassy",TRUE,FALSE,NA,NA,Croghan Goat Farm
+Crotonese,https://www.cheese.com/crotonese/,sheep,Italy,Crotone,NA,"semi-hard, artisan",NA,NA,compact,natural,pale yellow,"salty, savory, strong",spicy,FALSE,FALSE,Pecorino Crotonese,NA,NA
+Crottin de Champcol,https://www.cheese.com/crottin-de-champcol/,goat,France,NA,NA,soft,NA,NA,"crumbly, dense",NA,white,full-flavored,strong,NA,NA,NA,NA,NA
+Crottin de Chavignol,https://www.cheese.com/crottin-de-chavignol/,goat,France,NA,NA,"firm, soft-ripened",NA,NA,crumbly,natural,white,full-flavored,strong,NA,NA,"Crottin Du Chavignol, Crottin",NA,NA
+Crowdie,https://www.cheese.com/crowdie/,cow,Scotland,NA,Cottage,fresh soft,NA,NA,"creamy, crumbly",natural,white,sour,NA,TRUE,FALSE,NA,NA,Highland Fine Cheeses Limited
+Crowley,https://www.cheese.com/crowley/,cow,United States,Vermont,Cheddar,"semi-soft, hard, artisan",NA,NA,"creamy, crumbly, firm, smooth",cloth wrapped,pale yellow,"buttery, full-flavored, mild, savory, smokey , spicy, sweet, tangy","aromatic, fresh, mild, pleasant, smokey",FALSE,FALSE,NA,NA,Crowley Cheese
+Crozier,https://www.cheese.com/crozier/,sheep,Ireland,"Fethard, Co Tipperary",Blue,"semi-soft, artisan, blue-veined",NA,NA,"buttery, chalky, creamy, crumbly",natural,pale yellow,"acidic, creamy, mild","rich, strong",TRUE,FALSE,NA,Croizer Blue,J&L Grubb Ltd.
+Crucolo,https://www.cheese.com/crucolo/,cow,Italy,NA,NA,"semi-hard, artisan",NA,NA,buttery,NA,ivory,"savory, sweet","mild, rich",NA,NA,NA,NA,Rifugio Crucolo
+Crumbly Lancashire,https://www.cheese.com/crumbly-lancashire/,cow,England,NA,NA,hard,NA,NA,crumbly,NA,pale yellow,acidic,NA,NA,NA,NA,NA,NA
+CréMonté,https://www.cheese.com/cremonte/,cow,Germany,Landshut,Blue,"soft, blue-veined",60%,NA,"creamy, smooth",mold ripened,ivory,"creamy, mild",pleasant,NA,NA,NA,NA,Bayerische Milchindustrie eG
+Cuajada,https://www.cheese.com/cuajada/,"cow, sheep",Spain,NA,NA,soft,NA,NA,"creamy, smooth",NA,NA,NA,NA,FALSE,FALSE,NA,NA,NA
+Cubetto,https://www.cheese.com/cubetto/,"buffalo, cow",Italy,Campania,NA,"semi-soft, artisan",NA,NA,"compact, smooth",NA,ivory,"smooth, sweet","fresh, fruity",NA,NA,Cubetti,NA,Casa Madaio
+Cuor di burrata,https://www.cheese.com/cuor-di-burrata/,,Italy,Campania,NA,soft,NA,NA,"creamy, smooth",NA,white,"buttery, milky, sweet","fresh, herbal, nutty",FALSE,FALSE,NA,NA,Casa Madaio
+Cup Cheese,https://www.cheese.com/cup-cheese/,cow,United States,Pennsylvania,NA,"soft, artisan",NA,NA,"creamy, spreadable",NA,NA,"sharp, sour, strong",strong,NA,NA,NA,NA,NA
+Cure Nantais,https://www.cheese.com/cure-nantais/,cow,France,Anjou,NA,"soft, artisan",40%,NA,"open, sticky, supple",NA,straw,"smokey , spicy",NA,FALSE,FALSE,Nantais,NA,Various
+Curworthy,https://www.cheese.com/curworthy/,cow,England,Devon,NA,semi-hard,48%,NA,creamy,natural,cream,buttery,fresh,TRUE,FALSE,NA,NA,Rachel Stephens
+Cwmtawe Pecorino,https://www.cheese.com/cwmtawe-pecorino/,sheep,Italy,Oristano,Pecorino,hard,NA,NA,creamy,washed,orange,NA,aromatic,TRUE,FALSE,NA,NA,Irranca Giovanni Antonio
+Cypress Grove Chevre,https://www.cheese.com/cypress-grove-chevre/,goat,United States,California,NA,NA,NA,NA,,NA,NA,NA,NA,NA,NA,NA,NA,Cypress Grove Chevre
+L'Affine Au Chablis,https://www.cheese.com/laffine-au-chablis/,cow,France,NA,NA,"soft, semi-soft",NA,NA,"creamy, soft",washed,pale yellow,NA,"floral, fruity",NA,NA,NA,NA,NA
+L'Amuse Brabander Goat Gouda,https://www.cheese.com/lamuse-brabander-goat-gouda/,cow,Netherlands,Northern Holland,Gouda,hard,NA,NA,smooth,waxed,brownish yellow,"caramel, salty","buttery, nutty",NA,NA,NA,NA,Essex St. Cheese Co.
+L'Amuse Signature Gouda,https://www.cheese.com/lamuse-signature-gouda/,cow,Netherlands,NA,NA,"hard, artisan",NA,NA,"crumbly, crystalline, smooth",waxed,orange,"burnt caramel, caramel, full-flavored, salty",nutty,NA,NA,NA,NA,Essex St. Cheese Co.
+L'Aveyronnais,https://www.cheese.com/laveyronnais/,cow,France,massif des Causses,NA,soft,NA,NA,,leaf wrapped,white,NA,grassy,FALSE,FALSE,NA,NA,NA
+L'Ecir de l'Aubrac,https://www.cheese.com/lecir-de-laubrac/,cow,France,Auvergne,NA,"soft, artisan",NA,NA,smooth,natural,white,sweet,pleasant,FALSE,FALSE,NA,NA,NA
+L'Empereur,https://www.cheese.com/lempereur/,,Canada,Quebec,NA,"soft, artisan",15%,NA,"creamy, supple",washed,cream,"buttery, salty","fruity, milky, nutty",NA,NA,"Empereur allégé, L’Empereur Léger",NA,Fromagerie Fritz Kaiser
+L'Étivaz,https://www.cheese.com/letivaz/,cow,Switzerland,NA,NA,hard,NA,NA,buttery,NA,pale yellow,NA,smokey,NA,NA,"L’Etivaz AOP, LEtivaz",NA,NA
+L'Étoile de St-Raymond,https://www.cheese.com/letoile-de-st-raymond/,,Canada,Quebec,NA,soft,35%,NA,"buttery, creamy",ash coated,ivory,"buttery, grassy, milky",mushroom,NA,NA,NA,L’Étoile De Saint-Raymond,La Maison Alexis de Portneuf Inc.
+La Bonaparte,https://www.cheese.com/la-bonaparte/,cow,Canada,Quebec,Brie,"soft, soft-ripened",28%,NA,"creamy, soft, soft-ripened, supple",bloomy,cream,"creamy, mild, milky","fresh, mild",NA,NA,NA,NA,La Maison Alexis de Portneuf Inc.
+La Casatella,https://www.cheese.com/la-casatella/,cow,Italy,Veneto,NA,"fresh soft, artisan",NA,NA,"compact, soft",natural,white,"subtle, sweet",lactic,FALSE,FALSE,NA,NA,La Casearia Carpenedo S.r.l.
+La Couronne - Fort Aged Comté,https://www.cheese.com/la-couronne-fort-aged-comte/,cow,"France, Switzerland",Franche Comté,NA,semi-hard,NA,NA,dense,NA,pale yellow,"caramel, nutty, sweet",rich,NA,NA,NA,NA,Cheese Slices
+La Fleurie,https://www.cheese.com/la-fleurie/,cow,United States,Vermont,NA,"soft, artisan, soft-ripened",NA,NA,"buttery, runny, smooth",mold ripened,ivory,"buttery, earthy, mushroomy, nutty","earthy, mild",TRUE,FALSE,NA,NA,Willow Hill Farm
+La Peral,https://www.cheese.com/la-peral/,cow,Spain,NA,Blue,"semi-soft, blue-veined",NA,NA,"creamy, firm, grainy",NA,pale yellow,"spicy, sweet","buttery, rich",FALSE,FALSE,La Peral Blue,NA,NA
+La Pyramide,https://www.cheese.com/la-pyramide/,goat,Canada,British Columbia,NA,"semi-soft, artisan",NA,NA,dense,ash coated,ivory,"salty, tangy",mild,FALSE,FALSE,NA,NA,The Farm House Natural Cheeses
+La Retorta,https://www.cheese.com/la-retorta/,sheep,Spain,NA,NA,"soft, semi-soft",NA,NA,"creamy, runny",NA,pale yellow,creamy,NA,NA,NA,NA,NA,NA
+La Rumeur,https://www.cheese.com/la-rumeur/,cow,Canada,Quebec,Brie,"soft, soft-ripened",NA,NA,"buttery, creamy, runny, supple",bloomy,cream,"creamy, mild","mild, milky",NA,NA,NA,NA,La Maison Alexis de Portneuf Inc.
+La Sauvagine,https://www.cheese.com/la-sauvagine/,cow,Canada,Quebec,NA,soft,32%,NA,"buttery, creamy, runny, supple",washed,ivory,"buttery, creamy",mushroom,TRUE,FALSE,NA,NA,La Maison Alexis de Portneuf Inc.
+La Sauvagine Réserve,https://www.cheese.com/la-sauvagine-reserve/,cow,Canada,Quebec,NA,soft,38%,NA,"buttery, creamy, runny, supple",washed,ivory,"buttery, creamy, mild, milky",mushroom,TRUE,FALSE,NA,NA,La Maison Alexis de Portneuf Inc.
+La Serena,https://www.cheese.com/la-serena/,sheep,Spain,Extremadura,NA,soft,50%,NA,"creamy, spreadable",washed,straw,"bitter, full-flavored, sharp, strong","pleasant, strong",TRUE,FALSE,NA,"Torta La Serena, Queso de la Serena, Torta de la Serena",NA
+La Taupiniere,https://www.cheese.com/la-taupiniere/,goat,France,Poitou-Charentes,NA,"soft, artisan",45%,NA,"creamy, smooth",natural,white,"sour, tangy","aromatic, nutty",FALSE,FALSE,Taupinette,Taupiniere,Fromagerie Jousseaume
+La Tur,https://www.cheese.com/la-tur/,"cow, goat, sheep",Italy,Alba,Brie,"soft, artisan, soft-ripened",NA,NA,"creamy, fluffy, soft-ripened",mold ripened,straw,"acidic, buttery, creamy, grassy, mushroomy","earthy, lactic, yeasty",FALSE,FALSE,NA,NA,Caseificio dell'Alta Langa
+La Vache Qui Rit cheese,https://www.cheese.com/la-vache-qui-rit/,cow,France,NA,Swiss Cheese,"semi-soft, processed",NA,NA,"creamy, smooth, spreadable",rindless,pale yellow,"buttery, mild",fresh,NA,NA,Laughing Cow Cheese,NA,BEL Group
+Labneh,https://www.cheese.com/labneh/,cow,Middle East,NA,NA,soft,NA,NA,creamy,rindless,white,"creamy, milky, sour","fresh, mild",NA,NA,"labaneh, chakka, lebnah, suzma",labne,NA
+Lacey Grey,https://www.cheese.com/lacey-grey/,goat,Canada,"Prince Edward County, Ontario",NA,"soft, artisan, soft-ripened",NA,NA,"creamy, soft",bloomy,white,"acidic, bitter, nutty","clean, herbal",NA,NA,NA,NA,Fifth Town Artisan Cheese
+LaClare Farms Chandoka,https://www.cheese.com/laclare-farms-chandoka/,"cow, goat",United States,NA,Cheddar,"semi-firm, artisan",NA,NA,creamy,NA,ivory,"fruity, tangy",fruity,TRUE,FALSE,NA,NA,LaClare Farms
+LaClare Farms Cheddar,https://www.cheese.com/laclare-farms-cheddar/,goat,United States,Wisconsin,Cheddar,"semi-soft, artisan",NA,NA,creamy,NA,ivory,"mild, sweet, tangy","fruity, sweet",TRUE,FALSE,NA,NA,LaClare Farms
+LaClare Farms Chevre,https://www.cheese.com/laclare-farms-chevre/,goat,United States,Wisconsin,Cottage,fresh soft,NA,NA,creamy,rindless,white,"mild, sweet",fresh,TRUE,FALSE,NA,NA,LaClare Farms
+LaClare Farms Evalon,https://www.cheese.com/laclare-farms-evalon/,goat,United States,Wisconsin,Gouda,"semi-hard, artisan",NA,NA,creamy,natural,ivory,mild,goaty,TRUE,FALSE,NA,NA,LaClare Farms
+LaClare Farms Evalon with Cummin,https://www.cheese.com/laclare-farms-evalon-cummin/,goat,United States,Wisconsin,Gouda,"semi-hard, artisan",NA,NA,creamy,natural,ivory,savory,goaty,TRUE,FALSE,Cummin Evalon,NA,LaClare Farms
+LaClare Farms Evalon with Fenugreek,https://www.cheese.com/laclare-farms-evalon-fenugreek/,goat,United States,Wisconsin,Gouda,"semi-hard, artisan",NA,NA,creamy,natural,pale yellow,mild,goaty,TRUE,FALSE,Fenugreek Evalon,NA,LaClare Farms
+LaClare Farms Fondry Jack,https://www.cheese.com/laclare-farms-fondry-jack/,goat,United States,Wisconsin,Monterey Jack,"fresh soft, artisan",NA,NA,creamy,natural,ivory,mild,fresh,NA,NA,NA,"Pepper Jack Fondy Jack, Tomato Basil Fondy Jack",LaClare Farms
+LaClare Farms Martone,https://www.cheese.com/laclare-farms-martone/,goat,United States,Wisconsin,Cottage,semi-soft,NA,NA,creamy,ash coated,white,"sweet, tangy","buttery, fresh",TRUE,FALSE,NA,NA,LaClare Farms
+LaClare Farms Raw Goats Milk Cheddar,https://www.cheese.com/laclare-farms-raw-goats-milk-cheddar/,goat,United States,Wisconsin,Cheddar,"semi-soft, artisan",NA,NA,creamy,NA,ivory,"mild, sweet, tangy","fruity, sweet",TRUE,FALSE,NA,NA,LaClare Farms
+LaClare Ziege Zacke Blue,https://www.cheese.com/laclare-ziege-zacke-blue/,"cow, goat",United States,Wisconsin,Blue,"semi-hard, blue-veined",NA,NA,"creamy, firm",natural,cream,"creamy, spicy, sweet, tangy","earthy, rich",FALSE,FALSE,Ziege Zacke Blue,NA,LaClare Farms
+Lacy Swiss,https://www.cheese.com/lacy-swiss/,cow,United States,NA,Swiss Cheese,"semi-firm, processed",NA,NA,"creamy, open, supple",NA,ivory,"mild, nutty",mild,NA,NA,NA,Lacey Swiss,NA
+Lady Jane,https://www.cheese.com/lady-jane/,cow,Canada,British Columbia,Brie,"semi-soft, artisan, soft-ripened",NA,NA,"creamy, dense, soft-ripened",mold ripened,pale yellow,tangy,"earthy, mushroom",FALSE,FALSE,NA,NA,The Farm House Natural Cheeses
+Laganory,https://www.cheese.com/laganory/,cow,Scotland,NA,NA,firm,NA,NA,"brittle, compact, dry, grainy",natural,pale yellow,"nutty, salty, subtle","earthy, grassy, raw nut, subtle",TRUE,FALSE,NA,NA,The Ethical Dairy
+Laguiole,https://www.cheese.com/laguiole/,cow,France,"Aveyron, Laguiole",NA,"semi-hard, artisan",NA,NA,"creamy, firm, supple",natural,straw,"sharp, sour, tangy",aromatic,FALSE,FALSE,NA,Tome de Laguiole,NA
+Lairobell,https://www.cheese.com/lairobell/,goat,"Scotland, United Kingdom",Orkney Isles,NA,"hard, artisan",NA,NA,"crumbly, open",natural,pale yellow,"herbaceous, sweet",goaty,TRUE,FALSE,NA,NA,NA
+Lajta,https://www.cheese.com/lajta/,cow,Hungary,NA,NA,soft,50%,NA,"creamy, open",washed,yellow,piquant,"aromatic, stinky, strong",FALSE,FALSE,NA,NA,NA
+Lake District Extra Mature Cheddar,https://www.cheese.com/lake-district-extra-mature-cheddar/,cow,United Kingdom,Cumbrian,Cheddar,"semi-soft, artisan",NA,NA,creamy,NA,pale yellow,sweet,rich,TRUE,FALSE,NA,NA,The Lake District Cheese Company
+Lake District Mature Cheddar,https://www.cheese.com/lake-district-mature-cheddar/,cow,United Kingdom,Cumbrian,Cheddar,"soft, artisan",NA,NA,"crumbly, dense",NA,pale yellow,"savory, sweet",fresh,TRUE,FALSE,NA,NA,The Lake District Cheese Company
+Lamb Chopper,https://www.cheese.com/lamb-chopper/,sheep,"Netherlands, United States",California,Gouda,hard,NA,NA,"dense, firm, smooth",waxed,ivory,"buttery, caramel, creamy, nutty, sweet","mild, sweet",TRUE,FALSE,NA,NA,Cypress Grove Chevre
+Lanark Blue,https://www.cheese.com/lanark-blue/,sheep,Scotland,NA,NA,"semi-soft, artisan, blue-veined",NA,NA,"brittle, grainy",NA,NA,NA,NA,TRUE,FALSE,NA,NA,Errington Cheese Ltd.
+Lanark White,https://www.cheese.com/lanark-white/,sheep,Scotland,NA,NA,hard,NA,NA,"buttery, crumbly, flaky",natural,pale white,"grassy, milky, nutty, salty","grassy, milky, musty",TRUE,FALSE,NA,NA,Errington Cheese Ltd.
+Lancashire Smoked,https://www.cheese.com/lancashire-smoked/,cow,England,NA,NA,hard,NA,NA,"buttery, crumbly",natural,red,"acidic, nutty, smokey , tangy, woody","buttery, fresh, grassy, smokey",FALSE,FALSE,NA,NA,Mrs. Kirkham's
+Landaff,https://www.cheese.com/landaff/,cow,United States,New Hampshire,NA,"semi-hard, artisan",NA,NA,"creamy, firm, open",natural,straw,"mild, tangy",aromatic,NA,NA,NA,NA,"Jasper Hill Farm, Landaff Creamery, LLC"
+Langres,https://www.cheese.com/langres/,cow,France,NA,NA,semi-soft,NA,NA,"crumbly, firm",washed,orange,NA,strong,NA,NA,NA,NA,NA
+Lappi,https://www.cheese.com/lappi/,cow,Finland,Lapland,Swiss Cheese,semi-soft,NA,NA,"creamy, firm, open, smooth",rindless,yellow,"mild, sweet",NA,FALSE,FALSE,NA,NA,NA
+Largo,https://www.cheese.com/largo/,cow,United States,California,NA,"soft, artisan",NA,NA,"creamy, smooth",bloomy,pale yellow,"mushroomy, nutty, sweet","pleasant, sweet",NA,NA,NA,NA,Andante Dairy
+Laruns,https://www.cheese.com/laruns/,sheep,France,Laruns,NA,"soft, artisan",NA,NA,"brittle, firm, supple",natural,straw,"acidic, mild, nutty, salty, sweet",mild,FALSE,FALSE,NA,NA,NA
+Latteria Navel,https://www.cheese.com/latteria-navel/,cow,Italy,Friuli-Venezia Giulia and the Veneto,NA,"hard, soft-ripened",NA,NA,brittle,natural,straw,full-flavored,aromatic,NA,NA,NA,NA,NA
+Latteria San Biagio,https://www.cheese.com/latteria-san-biagio/,cow,Italy,Veneto,NA,"soft, artisan",NA,NA,creamy,natural,white,"acidic, sweet",subtle,FALSE,FALSE,NA,NA,La Casearia Carpenedo S.r.l.
+Laura Chenel Taupiniere,https://www.cheese.com/laura-chenel-taupiniere/,goat,United States,"Carneros, Sonoma, California",NA,"soft, artisan",NA,NA,"creamy, soft",ash coated,white,"creamy, tart","aromatic, fresh",NA,NA,NA,NA,Laura Chenel's Chevre
+Laura Chenel Tome,https://www.cheese.com/laura-chenel-tome/,goat,United States,"Sonoma, California",Cheddar,"firm, artisan",NA,NA,"crumbly, dense, firm",cloth wrapped,ivory,"caramel, savory","rich, sweet",TRUE,FALSE,NA,NA,Laura Chenel's Chevre
+Laura Chenel's Cabecou,https://www.cheese.com/laura-chenels-cabecou/,goat,United States,California,NA,fresh firm,NA,NA,"creamy, dense, smooth",rindless,cream,"creamy, mild, nutty","mild, nutty, rich",NA,NA,NA,NA,Laura Chenel's Chevre
+Lavistown,https://www.cheese.com/lavistown/,cow,Ireland,Stoneyford,NA,"semi-hard, artisan",NA,NA,"crumbly, dry, firm",natural,yellow,"creamy, mild, milky, tangy, vegetal",NA,TRUE,FALSE,NA,NA,Knockdrinna Farmhouse Cheese
+Le Brebiou,https://www.cheese.com/le-brebiou/,sheep,France,Pyrénées-Atlantiques,Brie,"semi-soft, artisan, soft-ripened",26%,NA,"creamy, firm, smooth",bloomy,white,"mild, milky, sweet",musty,FALSE,FALSE,Brebiou sheep cheese,Brebiou ligne et plaisir,NA
+Le Brin,https://www.cheese.com/le-brin/,cow,France,Rhone-Alps,NA,"semi-soft, artisan",40%,NA,"creamy, spreadable",washed,white,"buttery, sweet","aromatic, nutty, yeasty",TRUE,FALSE,NA,NA,Fromagerie GUILLOTEAU
+Le Cendrillon,https://www.cheese.com/le-cendrillon/,goat,Canada,Quebec,NA,soft,25%,NA,"creamy, smooth",ash coated,ivory,"acidic, pronounced, sour",goaty,NA,NA,NA,NA,La Maison Alexis de Portneuf Inc.
+Le Chevrot,https://www.cheese.com/le-chevrot/,goat,France,Loire Valley,NA,soft,50%,NA,"creamy, dense, firm",mold ripened,cream,"herbaceous, nutty, strong","goaty, strong",FALSE,FALSE,NA,NA,SEVRE & BELLE
+Le Conquerant Camembert,https://www.cheese.com/le-conquerant-camembert/,cow,France,"Pays d’Auge, Normandy",Camembert,"soft, artisan",NA,NA,soft-ripened,waxed,white,"fruity, yeasty",rich,FALSE,FALSE,NA,NA,NA
+Le Conquerant Demi Pont L'eveque,https://www.cheese.com/le-conquerant-demi-pont-leveque/,cow,"Australia, France",NA,NA,"soft, artisan",NA,NA,"chalky, creamy, soft",washed,NA,"creamy, mild",pungent,NA,NA,NA,NA,"Fromagerie Graindorge, Will Studd Enterprizes Pty Ltd"
+Le Double Joie,https://www.cheese.com/le-double-joie/,"cow, goat",Canada,Quebec,Brie,"soft, soft-ripened",27%,NA,"buttery, creamy, runny",bloomy,cream,"buttery, creamy",mushroom,NA,NA,NA,NA,La Maison Alexis de Portneuf Inc.
+Le Duc Vacherin,https://www.cheese.com/le-duc-vacherin/,cow,France,Franche Comté,NA,"soft, soft-ripened",NA,NA,"smooth, soft",washed,ivory,"buttery, creamy, lemony, mild","rich, woody",NA,NA,NA,NA,Fromagerie Jean Perrin
+Le Fium Orbo,https://www.cheese.com/le-fium-orbo/,"goat, sheep",France,NA,NA,soft,50%,NA,soft-ripened,natural,NA,NA,NA,FALSE,FALSE,NA,NA,NA
+Le Gruyère AOP,https://www.cheese.com/le-gruyere-aop/,cow,Switzerland,NA,NA,hard,49-53%,NA,compact,NA,NA,sweet,earthy,FALSE,FALSE,NA,NA,NA
+Le Lacandou,https://www.cheese.com/le-lacandou/,sheep,France,Aveyron,NA,"soft, artisan",45%,NA,creamy,natural,pale yellow,fruity,grassy,FALSE,FALSE,NA,NA,NA
+Le Marquis Chevre,https://www.cheese.com/le-marquis-chevre/,goat,France,Rhone Valley,Cheddar,"soft, artisan",NA,NA,soft,natural,ivory,"lemony, tangy",mild,NA,NA,NA,NA,Cheese Slices
+Le Maréchal,https://www.cheese.com/le-marechal/,cow,Switzerland,NA,NA,hard,NA,NA,"firm, smooth",natural,yellow,"buttery, creamy, floral, herbaceous","buttery, floral, grassy, herbal",FALSE,FALSE,Marechal,NA,Jean-Michel Rapin
+Le Moutier,https://www.cheese.com/le-moutier/,goat,Canada,Québec,NA,fresh firm,NA,NA,firm,natural,white,sweet,NA,NA,NA,NA,NA,Fromagerie de l'Abbaye Saint-Benoît
+Le Reflet de Portneuf,https://www.cheese.com/le-reflet-de-portneuf/,,Canada,Quebec,NA,soft,30%,NA,"buttery, creamy",washed,cream,"buttery, creamy, mushroomy",NA,NA,NA,NA,NA,La Maison Alexis de Portneuf Inc.
+Le St-Raymond,https://www.cheese.com/le-st-raymond/,,Canada,Quebec,NA,soft,20%,NA,"smooth, supple",washed,ivory,"fruity, nutty, woody",NA,NA,NA,NA,Le Saint-Raymond,La Maison Alexis de Portneuf Inc.
+Le Wavreumont,https://www.cheese.com/le-wavreumont/,cow,Belgium,Wallonia,NA,"semi-soft, artisan",NA,NA,"buttery, creamy, semi firm, smooth, soft",washed,pale yellow,"buttery, creamy, nutty, smooth, strong","buttery, fresh, grassy",NA,NA,NA,NA,Fromagerie des Ardennes sprl
+Leafield,https://www.cheese.com/leafield/,sheep,Great Britain,Oxfordshire,Brie,"hard, artisan",48%,NA,chewy,natural,pale yellow,fruity,fruity,TRUE,FALSE,NA,NA,NA
+Lebbene,https://www.cheese.com/lebbene/,"goat, sheep",Israel,NA,NA,soft,45%,NA,,natural,white,mild,mild,NA,NA,Gibne,"Lebney, Labaneh",NA
+Leerdammer,https://www.cheese.com/leerdammer/,cow,Netherlands,"Schoonrewoerd, Leerdam",Gouda,semi-hard,NA,NA,"creamy, open, smooth",natural,white,"mild, nutty, sweet",NA,TRUE,FALSE,NA,NA,NA
+Legacy,https://www.cheese.com/legacy/,cow,United States,Missouri,Gouda,"semi-hard, artisan",NA,NA,creamy,rindless,pale yellow,creamy,aromatic,TRUE,FALSE,NA,NA,Heartland Creamery
+Legato,https://www.cheese.com/legato/,cow,United States,California,Camembert,"soft, soft-ripened",NA,NA,"creamy, soft-ripened",mold ripened,pale yellow,full-flavored,strong,TRUE,FALSE,NA,NA,Andante Dairy
+Lemon Fetish,https://www.cheese.com/lemon-fetish/,sheep,Canada,"Prince Edward County, Ontario",Feta,"fresh firm, artisan",NA,NA,"crumbly, dry",natural,white,"citrusy, lemony, salty, tangy","clean, lactic",NA,NA,NA,NA,Fifth Town Artisan Cheese
+Lemon Myrtle Chevre,https://www.cheese.com/lemon-myrtle-chevre/,goat,Australia,South Australia,NA,"fresh firm, artisan",45%,NA,"creamy, firm, smooth",rindless,white,"acidic, herbaceous","fresh, herbal",TRUE,FALSE,NA,NA,Woodside Cheese Wrights
+Leonora®,https://www.cheese.com/leonora/,goat,Spain,Castilla Leon,NA,"semi-soft, artisan",NA,NA,soft-ripened,bloomy,white,"lemony, mushroomy",lactic,FALSE,FALSE,NA,NA,NA
+Les Calendos,https://www.cheese.com/les-calendos/,cow,Canada,Quebec,Camembert,"soft, soft-ripened",NA,NA,"creamy, smooth, supple",bloomy,cream,"creamy, full-flavored",NA,NA,NA,NA,NA,La Maison Alexis de Portneuf Inc.
+Leyden,https://www.cheese.com/leyden/,cow,Netherlands,Leiden,Gouda,"semi-hard, artisan",30-40%,NA,firm,NA,yellow,"spicy, tangy",aromatic,FALSE,FALSE,"Leidse Kaas, Cumin cheese, Boeren-Leidse, Boeren-Leidse kaas, Farmers Leiden",NA,NA
+Liburnski Sir,https://www.cheese.com/liburnski-sir/,"cow, goat, sheep",Croatia,old Liburnia (Dalmatia),NA,"hard, artisan",NA,NA,"creamy, open",natural,golden yellow,"creamy, earthy, nutty, tart","buttery, clean, goaty, mild",TRUE,FALSE,NA,NA,SIRANA GLIGORA D.O.O
+Lil Moo,https://www.cheese.com/lil-moo/,cow,United States,Georgia,NA,soft,NA,NA,"creamy, dense, spreadable",rindless,pale yellow,"creamy, smooth, sweet","fresh, grassy",NA,NA,NA,NA,Sweet Grass Dairy
+Liliputas,https://www.cheese.com/liliputas/,cow,Lithuania,Belvederis,NA,semi-hard,50%,NA,"elastic, firm",waxed,yellow,milky,"fresh, lactic",NA,NA,NA,NA,NA
+Limburger,https://www.cheese.com/limburger/,cow,"Belgium, Germany, Netherlands",Duchy of Limburg,NA,"semi-soft, smear-ripened",42%,497 mg/100g,"crumbly, firm, smooth",washed,straw,"grassy, mild, mushroomy",stinky,FALSE,FALSE,NA,Limburger Kase,NA
+Lincoln Log,https://www.cheese.com/lincoln-log/,goat,United States,"Ann Arbor, MI",NA,"semi-soft, soft-ripened",NA,NA,"creamy, dense",mold ripened,white,"citrusy, lemony, mild, mushroomy, tangy","goaty, milky",FALSE,FALSE,NA,NA,Zingerman's Creamery
+Lincolnshire Poacher,https://www.cheese.com/lincolnshire-poacher/,cow,England,NA,Cheddar,hard,NA,NA,creamy,NA,yellow,"nutty, sweet",earthy,NA,NA,NA,NA,F.W.Read & Sons Ltd
+Lindale,https://www.cheese.com/lindale/,cow,United States,North Carolina,Gouda,"semi-soft, artisan",NA,NA,"creamy, smooth",natural,pale yellow,"buttery, sweet",rich,FALSE,FALSE,NA,NA,Goat Lady Dairy
+Lindy Hop,https://www.cheese.com/lindy-hop/,cow,United States,Vermont,Blue,"semi-soft, blue-veined",NA,NA,creamy,natural,straw,"creamy, grassy, mild","rich, strong",FALSE,FALSE,NA,NA,Dancing Cow Farm
+Lingot des Causses,https://www.cheese.com/lingot-des-causses/,goat,France,NA,NA,soft,NA,NA,"creamy, firm",NA,NA,NA,"buttery, clean, fresh",NA,NA,NA,NA,NA
+Lingot Saint Bousquet d'Orb,https://www.cheese.com/lingot-saint-bousquet-dorb/,goat,France,Herault,Brie,"soft, artisan",NA,NA,smooth,natural,white,sweet,herbal,FALSE,FALSE,NA,NA,NA
+Liptauer,https://www.cheese.com/liptauer/,cow,United States,"Ann Arbor, Michigan",NA,"fresh soft, artisan",NA,NA,,rindless,brown,"garlicky, savory, spicy, sweet","garlicky, spicy",TRUE,FALSE,NA,NA,Zingerman's Creamery
+Little Bloom on the Prairie,https://www.cheese.com/little-bloom-prairie/,goat,United States,Illinois,Camembert,"soft, soft-ripened",NA,NA,"creamy, dense, smooth, soft-ripened",mold ripened,white,"citrusy, creamy, mushroomy, tangy","fresh, lactic",FALSE,FALSE,NA,NA,Prairie Fruits Farm
+Little Colonel,https://www.cheese.com/little-colonel/,cow,"England, Great Britain, United Kingdom",Dorset,NA,"semi-soft, artisan",NA,NA,"smooth, supple",washed,pale yellow,spicy,pungent,TRUE,FALSE,NA,NA,James’s Cheese
+Little Dragon,https://www.cheese.com/little-dragon/,goat,United States,"Ann Arbor, Michigan",NA,soft,NA,NA,creamy,NA,white,"citrusy, creamy, mellow, sweet","fresh, herbal",FALSE,FALSE,NA,NA,Zingerman's Creamery
+Little Napoleon,https://www.cheese.com/little-napoleon/,goat,United States,"Ann Arbor, Michigan",NA,"hard, artisan",NA,NA,firm,mold ripened,pale yellow,"acidic, savory","goaty, pungent",FALSE,FALSE,NA,NA,Zingerman's Creamery
+Little Qualicum Raclette,https://www.cheese.com/little-qualicum-raclette/,cow,Canada,British Columbia,Raclette,"semi-soft, artisan",NA,NA,"firm, supple",washed,ivory,"meaty, strong","pungent, stinky",NA,NA,NA,NA,Little Qualicum Cheeseworks
+Little Rydings,https://www.cheese.com/little-rydings/,sheep,England,North Wootton,NA,"soft, artisan",48%,NA,"creamy, smooth, springy",mold ripened,white,"mild, sweet","rich, sweet",TRUE,FALSE,NA,NA,Wootton Organic Dairy
+Little Ypsi,https://www.cheese.com/little-ypsi/,goat,United States,"Ann Arbor, Michigan",NA,"semi-soft, artisan",NA,NA,"buttery, firm",natural,ivory,buttery,buttery,FALSE,FALSE,NA,NA,Zingerman's Creamery
+Livarot,https://www.cheese.com/livarot/,cow,France,NA,NA,"soft, artisan",NA,NA,creamy,washed,NA,full-flavored,"pungent, strong",FALSE,FALSE,NA,NA,NA
+Llanboidy,https://www.cheese.com/llanboidy/,cow,Wales,Carmarthenshire,Cheddar,"hard, artisan",NA,NA,"firm, smooth",natural,white,"buttery, spicy","grassy, sweet",FALSE,FALSE,NA,NA,Llanboidy
+Llanglofan Farmhouse,https://www.cheese.com/llanglofan-farmhouse/,cow,"Great Britain, United Kingdom, Wales",Pembrokeshire,NA,"hard, artisan",45%,NA,"crumbly, firm, smooth",natural,yellow,"citrusy, savory, smokey , spicy","lactic, smokey",TRUE,FALSE,NA,"Llangloffan White Farmhouse Cheese, Llangloffan Red Farmhouse Cheese, Llangloffan Smoked Farmhouse Cheese, Llangloffan Garlic & Chive Farmhouse Cheese",CARMARTHENSHIRE CHEESE COMPANY
+Lo Sburrato,https://www.cheese.com/lo-sburrato/,sheep,Italy,Tuscany,Pecorino,"semi-soft, artisan",NA,NA,"compact, creamy",natural,straw,"creamy, smooth, sweet",aromatic,NA,NA,NA,NA,Caseificio Pinzani Srl
+Lo Speziato,https://www.cheese.com/lo-speziato/,cow,Italy,"Treviso, Veneto",NA,"soft, artisan",NA,NA,compact,natural,ivory,"full-flavored, spicy",fresh,NA,NA,NA,NA,Moro Latteria di Moro Sergio
+Loch Arthur Farmhouse,https://www.cheese.com/loch-arthur-farmhouse/,cow,Scotland,Dumfries,Cheddar,hard,48%,NA,firm,NA,NA,nutty,NA,TRUE,FALSE,NA,NA,Loch Arthur Creamery
+Loddiswell Avondale,https://www.cheese.com/loddiswell-avondale/,goat,England,Devon,NA,semi-soft,NA,NA,,washed,orange,sweet,goaty,FALSE,FALSE,NA,NA,Jocelyn and Bill Martin
+Loma Alta,https://www.cheese.com/loma-alta/,cow,United States,California,Camembert,"semi-soft, soft-ripened",NA,NA,firm,mold ripened,white,"buttery, nutty",rich,FALSE,FALSE,Blue Mountain,NA,Nicasio Valley Cheese Company
+Longhorn,https://www.cheese.com/longhorn/,cow,United States,"Colby, Wisconsin",Cheddar,semi-hard,NA,NA,"firm, open, springy",rindless,orange,"mild, sweet",NA,FALSE,FALSE,NA,"Colby Longhorn, Longhorn Cheddar, Colby Jack Longhorn, Pepper Jack Longhorn, Low Sodium Colby Longhorn",Williams Cheese Company
+Lord of the Hundreds,https://www.cheese.com/lord-hundreds/,sheep,United Kingdom,East Sussex,NA,"semi-hard, artisan",NA,NA,"firm, grainy, open",natural,golden yellow,"burnt caramel, nutty, savory, sweet","grassy, sweet",TRUE,FALSE,NA,NA,Traditional Cheese Dairy
+Lost Lake,https://www.cheese.com/lost-lake/,sheep,Canada,"Prince Edward County, Ontario",NA,"fresh firm, artisan, soft-ripened",NA,NA,"creamy, semi firm, soft",mold ripened,white,"creamy, mushroomy","rich, yeasty",NA,NA,NA,NA,Fifth Town Artisan Cheese
+Lou Bergier Pichin,https://www.cheese.com/lou-bergier/,cow,Italy,Piemonte,NA,"semi-soft, artisan",NA,NA,"buttery, open, smooth",natural,brown,"creamy, floral, mushroomy","grassy, milky",TRUE,FALSE,Lou Bergier Pichin,NA,NA
+Lou Palou,https://www.cheese.com/lou-palou/,cow,France,Pyrénées,NA,semi-soft,NA,NA,"elastic, smooth",NA,NA,NA,pleasant,FALSE,FALSE,NA,NA,NA
+Lou Pevre,https://www.cheese.com/lou-pevre/,goat,France,Provence,NA,"soft, processed",NA,NA,smooth,natural,white,acidic,goaty,FALSE,FALSE,NA,NA,NA
+Lunetta,https://www.cheese.com/lunetta/,cow,"Canada, Italy",Lombardy,NA,"fresh soft, artisan",NA,NA,creamy,natural,white,"creamy, salty","aromatic, fresh",NA,NA,NA,NA,Fifth Town Artisan Cheese
+Lyburn Garlic and Nettle,https://www.cheese.com/lyburn-garlic-and-nettle/,cow,"England, Great Britain, United Kingdom",Landford,NA,"semi-soft, artisan",NA,NA,"creamy, open, smooth",washed,pale yellow,"garlicky, herbaceous, pronounced, spicy, strong","aromatic, rich, strong",TRUE,FALSE,NA,NA,Lyburn Farm
+Lyburn Gold,https://www.cheese.com/lyburn-gold/,cow,"England, Great Britain, United Kingdom",Landford,Gouda,"semi-hard, artisan",NA,NA,"creamy, open, smooth",washed,brownish yellow,nutty,NA,TRUE,FALSE,NA,NA,Lyburn Farm
+Lyburn Lightly Oak Smoked,https://www.cheese.com/lyburn-lightly-oak-smoked/,cow,"England, Great Britain, United Kingdom",Landford,Gouda,"semi-hard, artisan",NA,NA,smooth,washed,pale yellow,"smokey , smooth, subtle",smokey,TRUE,FALSE,NA,NA,Lyburn Farm
+Lyburn's Winchester,https://www.cheese.com/lyburns-winchester/,cow,"England, Great Britain, United Kingdom",Landford,Gouda,"hard, artisan",NA,NA,creamy,natural,brownish yellow,"creamy, nutty",NA,TRUE,FALSE,NA,NA,Lyburn Farm
+Maasdam,https://www.cheese.com/maasdam/,cow,Netherlands,All Holland,Gouda,semi-hard,45%,NA,"creamy, open, supple",NA,pale yellow,"buttery, nutty, sweet",fruity,FALSE,FALSE,NA,Maasdammer,NA
+Macadamia Nut Cheese,https://www.cheese.com/macadamia-nut-cheese/,,United States,Brooklyn NY,NA,"firm, artisan",NA,NA,"firm, spreadable",NA,brown,"creamy, nutty, sweet",nutty,TRUE,FALSE,NA,Aged Macadamia Cheese,Dr. Cow Tree Nut Cheese
+Macconais,https://www.cheese.com/macconais/,"cow, goat",France,Bourgogne,Blue,"soft, artisan, soft-ripened",NA,NA,"creamy, firm, smooth",bloomy,cream,"salty, tangy",herbal,FALSE,FALSE,Chevreton de Macon,NA,NA
+Madrona,https://www.cheese.com/madrona/,goat,United States,Oregon,NA,"semi-soft, artisan",NA,NA,creamy,natural,ivory,mild,"fruity, herbal",NA,NA,NA,NA,Briar Rose Creamery
+Maffra Aged Rinded Cheddar,https://www.cheese.com/maffra-aged-rinded-cheddar/,cow,Australia,"Gippsland, Victoria",Cheddar,"hard, artisan",NA,NA,"buttery, crumbly, firm",cloth wrapped,straw,"earthy, meaty, sweet",grassy,FALSE,FALSE,Maffra Cloth Bound Cheddar,NA,Maffra Cheese Company Pty Ltd
+Maffra Cheshire,https://www.cheese.com/maffra-cheshire/,cow,Australia,"Gippsland, Victoria",NA,"hard, artisan",NA,NA,crumbly,natural,pale yellow,"mellow, salty, sharp, tart",NA,TRUE,FALSE,NA,NA,Maffra Cheese Company Pty Ltd
+Maffra Dargo Walnut,https://www.cheese.com/maffra-dargo-walnut/,cow,Australia,"Gippsland, Victoria",Cheddar,"semi-hard, artisan",NA,NA,"crumbly, dense, firm, flaky",natural,golden yellow,"mild, nutty, sweet","nutty, sweet",NA,NA,Maffra Dargo Walnut Red Leicester,NA,Maffra Cheese Company Pty Ltd
+Maffra Mature Cheddar,https://www.cheese.com/maffra-mature-cheddar/,cow,Australia,"Gippsland, Victoria",Cheddar,"hard, artisan",NA,NA,"creamy, crumbly, firm, smooth",waxed,yellow,"acidic, salty, smooth",NA,TRUE,FALSE,"Mature Cheddar Red Wax, Maffra Red Wax Cheddar",NA,Maffra Cheese Company Pty Ltd
+Maffra Peppercorn Cheddar,https://www.cheese.com/maffra-peppercorn-cheddar/,cow,Australia,"Gippsland, Victoria",Cheddar,"semi-hard, artisan",NA,NA,"creamy, firm",natural,yellow,"creamy, spicy",spicy,NA,NA,NA,NA,Maffra Cheese Company Pty Ltd
+Maffra Red Leicester,https://www.cheese.com/maffra-red-leicester/,cow,Australia,"Gippsland, Victoria",NA,"hard, artisan",NA,NA,"buttery, creamy, dense, smooth",NA,brownish yellow,"creamy, mellow, smooth",NA,TRUE,FALSE,NA,NA,Maffra Cheese Company Pty Ltd
+Maffra Sage Derby,https://www.cheese.com/maffra-sage-derby/,cow,Australia,"Gippsland, Victoria",Cheddar,"semi-hard, artisan",NA,NA,"firm, smooth",NA,pale yellow,"creamy, herbaceous, smooth","herbal, sweet",TRUE,FALSE,NA,NA,Maffra Cheese Company Pty Ltd
+Maffra Wensleydale,https://www.cheese.com/maffra-wensleydale/,cow,Australia,"Gippsland, Victoria",NA,"hard, artisan",NA,NA,crumbly,natural,pale yellow,"creamy, lemony",NA,NA,NA,NA,NA,Maffra Cheese Company Pty Ltd
+Maggie's Round,https://www.cheese.com/maggies-round/,cow,United States,Massachusetts,Tomme,"semi-hard, artisan",NA,NA,"firm, smooth",natural,blue-grey,"buttery, citrusy, nutty, sharp","earthy, fruity, herbal",TRUE,FALSE,NA,NA,Cricket Creek Farm
+Magna,https://www.cheese.com/magna/,cow,Sweden,Oviken,Blue,"firm, artisan, blue-veined",34%,NA,,mold ripened,ivory,"full-flavored, salty, sharp",NA,NA,NA,NA,NA,Oviken cheese
+Mahoe Aged Gouda,https://www.cheese.com/mahoe-aged-gouda/,cow,Netherlands,NA,Gouda,NA,NA,NA,firm,NA,yellow,nutty,NA,NA,NA,NA,NA,Mahoe Farmhouse Cheese
+Mahón,https://www.cheese.com/mahon/,cow,Spain,"Menorca, Balearic Islands",NA,"semi-hard, artisan",NA,NA,"crumbly, dense",washed,pale yellow,"buttery, salty","nutty, sweet",FALSE,FALSE,"Mahon Reserva, Aged Mahon, Artesano Mahón, Artisanal Mahón, formatge de Maó, queso de Mahón",NA,NA
+Maida Vale,https://www.cheese.com/maida-vale/,cow,England,NA,NA,semi-soft,NA,NA,"buttery, soft, supple",washed,pink and white,"grassy, meaty, nutty, savory, umami, vegetal","barnyardy, earthy, grassy, stinky, yeasty",TRUE,FALSE,NA,NA,Village Maid Cheese
+Maisie's Kebbuck,https://www.cheese.com/maisies-kebbuck/,cow,"Great Britain, Scotland, United Kingdom",Lanarkshire,NA,"semi-hard, artisan",29.8%,NA,"creamy, crumbly",natural,white,NA,fresh,TRUE,FALSE,NA,NA,Errington Cheese Ltd.
+Majorero,https://www.cheese.com/majorero/,goat,Spain,Canary Islands,NA,semi-hard,NA,NA,"buttery, creamy",natural,pale white,acidic,"milky, nutty",FALSE,FALSE,"Queso Majorero, Queso Fuerteventura, Majorero PDO, Majorero DOP",NA,NA
+Malvarosa®,https://www.cheese.com/malvarosa/,sheep,Spain,Valencia,NA,"semi-firm, artisan",NA,NA,"firm, smooth",natural,straw,"buttery, sweet","fresh, rich",FALSE,FALSE,Malvarosa,NA,NA
+Malvern,https://www.cheese.com/malvern/,sheep,"England, Great Britain, United Kingdom",Severn Valley,NA,"semi-hard, artisan",50%,NA,"creamy, dense",NA,ivory,"butterscotch, herbaceous, sweet",NA,TRUE,FALSE,NA,NA,NA
+Mamirolle,https://www.cheese.com/mamirolle/,cow,"Canada, France","Plessisville, Quebec",NA,"semi-soft, artisan",23%,NA,"chewy, supple",washed,ivory,"buttery, fruity, salty, sweet","earthy, pungent",FALSE,FALSE,NA,NA,Eco-Delices Inc.
+Manchego,https://www.cheese.com/manchego/,sheep,Spain,NA,NA,hard,NA,NA,"compact, firm",NA,pale yellow,"buttery, nutty",NA,NA,NA,Queso Manchego,NA,NA
+Mandolin,https://www.cheese.com/mandolin/,cow,Australia,South Australia,NA,"semi-hard, artisan, smear-ripened",45%,NA,"crumbly, soft, supple",leaf wrapped,pale yellow,"creamy, grassy, smooth","grassy, herbal",TRUE,FALSE,NA,NA,Woodside Cheese Wrights
+Mango Rebel,https://www.cheese.com/mango-rebel/,cow,Austria,Sulzberg,NA,"semi-hard, artisan",50%,NA,"creamy, firm",natural,pale yellow,"fruity, spicy","fresh, fruity",NA,NA,Mangorebell,NA,Sulzberger Käserebellen Sennerei GmbH
+Manon,https://www.cheese.com/manon/,goat,Australia,South Australia,NA,"fresh soft, artisan",45%,NA,"creamy, smooth",leaf wrapped,white,"creamy, garlicky, spicy, strong","aromatic, garlicky, spicy, strong",TRUE,FALSE,NA,NA,Woodside Cheese Wrights
+Manouri,https://www.cheese.com/manouri/,"goat, sheep",Greece,"Central and Western Macedonia, Thessalia",Feta,"semi-soft, whey",36-38%,NA,creamy,rindless,white,"mild, milky","clean, nutty, subtle",NA,NA,Manoypi,NA,NA
+Manteca,https://www.cheese.com/manteca/,cow,Italy,Basilicata,NA,"semi-soft, artisan",NA,NA,"dense, elastic, stringy",natural,pale yellow,buttery,"floral, fruity",FALSE,FALSE,"Butirro , Burrino, Burriello",NA,Casa Madaio
+Manur,https://www.cheese.com/manur/,"cow, sheep",Serbia,NA,NA,"hard, artisan",40%,NA,creamy,natural,NA,salty,NA,FALSE,FALSE,NA,NA,NA
+Marble Cheddar,https://www.cheese.com/marble-cheddar/,cow,United Kingdom,NA,Cheddar,"hard, processed",NA,NA,"firm, smooth",rindless,NA,creamy,rich,NA,NA,NA,NA,NA
+Marble Cheese,https://www.cheese.com/marbled-cheeses/,cow,United Kingdom,NA,NA,"hard, processed",NA,NA,firm,rindless,golden orange,"mild, smooth, sweet, tangy",NA,FALSE,FALSE,NA,"Marble Cheddar, Marbled Cheese",NA
+Marco Polo,https://www.cheese.com/marco-polo/,cow,United States,"Seattle, Washington",Cheddar,"hard, artisan",NA,NA,"creamy, crumbly",cloth wrapped,ivory,creamy,"clean, rich",NA,NA,NA,NA,Beecher's
+Maredsous,https://www.cheese.com/maredsous/,cow,Belgium,NA,NA,soft,NA,NA,,NA,NA,NA,NA,FALSE,FALSE,NA,NA,NA
+Margot,https://www.cheese.com/margotin/,cow,Italy,Piemonte,NA,semi-soft,NA,NA,firm,natural,cream,"bitter, full-flavored",NA,FALSE,FALSE,NA,NA,NA
+Maribo,https://www.cheese.com/maribo/,cow,Denmark,Maribo,Gouda,"semi-hard, artisan",35-40%,NA,"creamy, firm, open",waxed,pale yellow,tangy,strong,FALSE,FALSE,NA,NA,NA
+Marin French Triple Crème,https://www.cheese.com/marin-french-triple-creme/,cow,United States,"Petaluma, California",Brie,soft,NA,NA,"fluffy, smooth",bloomy,NA,sweet,"rich, sweet",NA,NA,"3 Triple Crème Brie, Truffle Brie, Triple Crème Brie with Truffles",NA,Marin French Cheese
+Marisa,https://www.cheese.com/marisa/,sheep,United States,Wisconsin,NA,"semi-soft, artisan",NA,NA,"dense, firm",NA,white,"mellow, sweet",pleasant,TRUE,FALSE,NA,NA,Carr Valley Cheese Company
+Maroilles,https://www.cheese.com/maroilles/,cow,France,NA,NA,"soft, artisan",NA,NA,"creamy, smooth",washed,NA,sweet,NA,FALSE,FALSE,NA,Marolles,NA
+Martha's Heat,https://www.cheese.com/marthas-heat/,cow,Australia,"Mornington Peninsula, Melbourne",Cheddar,"hard, artisan",NA,NA,,NA,brownish yellow,"smokey , spicy","smokey, spicy",TRUE,FALSE,NA,NA,BoatShed Cheese
+Mascares,https://www.cheese.com/mascares/,"goat, sheep",France,Provencale,Tomme,"fresh soft, artisan",NA,NA,smooth,leaf wrapped,white,NA,"earthy, floral",FALSE,FALSE,NA,NA,NA
+Mascarpone,https://www.cheese.com/mascarpone/,cow,Italy,Lombardy,NA,fresh soft,NA,NA,"buttery, creamy, smooth, spreadable",rindless,white,"buttery, creamy, mild",fresh,NA,NA,Mascarpone Australian,NA,NA
+Mastorazio,https://www.cheese.com/mastorazio/,sheep,Italy,Campania,NA,"hard, artisan",NA,NA,"compact, dense",natural,pale yellow,"herbaceous, nutty, sharp, spicy","herbal, milky",FALSE,FALSE,NA,NA,Casa Madaio
+Matocq,https://www.cheese.com/matocq/,"cow, sheep",France,NA,NA,"semi-hard, processed",50%,NA,chewy,NA,cream,"acidic, nutty",nutty,FALSE,FALSE,NA,NA,NA
+Mature Wensleydale,https://www.cheese.com/mature-wensleydale/,cow,"England, United Kingdom",North Yorkshire,NA,"hard, artisan",48%,NA,crumbly,cloth wrapped,pale yellow,strong,"rich, ripe",FALSE,FALSE,NA,Ryp Wensleydale,Wensleydale Creamery
+May Hill Green,https://www.cheese.com/may-hill-green/,cow,"England, Great Britain, United Kingdom",Gloucestershire,NA,"semi-soft, artisan",NA,NA,runny,leaf wrapped,cream,"creamy, milky",strong,TRUE,FALSE,NA,Mayhill Green,Charles Martell & Son Limited
+Maytag Blue,https://www.cheese.com/maytag-blue/,cow,United States,Iowa,Blue,"semi-hard, blue-veined",NA,NA,"crumbly, dense",rindless,cream,"lemony, savory, tangy","pungent, strong",NA,NA,NA,NA,Maytag Dairy Farms
+McLaren,https://www.cheese.com/mclaren/,cow,Australia,South Australia,Camembert,"soft, artisan, soft-ripened",35%,NA,"chalky, creamy, soft, soft-ripened",bloomy,pale yellow,"creamy, mushroomy, smooth","mushroom, rich, strong",TRUE,FALSE,NA,NA,Woodside Cheese Wrights
+Medallion,https://www.cheese.com/medallion/,cow,United States,Maine,NA,"soft, artisan",NA,NA,"creamy, smooth",bloomy,pale yellow,"mushroomy, sweet",rich,TRUE,FALSE,NA,NA,Lakin's Gorges Cheese LLC
+Meira,https://www.cheese.com/meira/,sheep,Iraq,NA,NA,semi-hard,NA,NA,,NA,NA,NA,NA,FALSE,FALSE,Mira,NA,NA
+Melange,https://www.cheese.com/melange/,"cow, goat",United States,California,Brie,"soft, soft-ripened",NA,NA,"firm, soft-ripened",bloomy,cream,"piquant, spicy, sweet, tart",goaty,NA,NA,NA,NA,Andante Dairy
+Melange Brie,https://www.cheese.com/melange-brie/,"cow, goat",United States,California,Brie,"soft, soft-ripened",NA,NA,"creamy, smooth, soft-ripened",bloomy,ivory,"buttery, creamy, mild, piquant, sweet, tangy","earthy, goaty, mushroom",TRUE,FALSE,NA,NA,Marin French Cheeese Co.
+Melinda Mae,https://www.cheese.com/melinda-mae/,cow,United States,"Lebanon, CT",Brie,"soft, artisan, soft-ripened",NA,NA,"creamy, fluffy, runny, smooth, soft",bloomy,ivory,"buttery, mild, piquant, pungent, savory, subtle, sweet","fruity, musty, yeasty",NA,NA,NA,NA,The Mystic Cheese Company
+Melville,https://www.cheese.com/melville/,goat,United States,"Lebanon, CT",NA,"fresh soft, artisan, soft-ripened",NA,NA,"elastic, oily, soft, supple",NA,white,"acidic, buttery, mild, sweet, tart",fresh,NA,NA,NA,NA,The Mystic Cheese Company
+Menage,https://www.cheese.com/menage/,"cow, goat, sheep",United States,Wisconsin,NA,semi-hard,NA,NA,"creamy, dry, firm",waxed,ivory,"full-flavored, strong",pleasant,TRUE,FALSE,NA,NA,Carr Valley Cheese Company
+Menallack Farmhouse,https://www.cheese.com/menallack-farmhouse/,cow,England,NA,NA,hard,NA,NA,,NA,NA,NA,NA,TRUE,FALSE,NA,NA,NA
+Menonita,https://www.cheese.com/menonita/,cow,Mexico,NA,Cheddar,semi-soft,NA,NA,firm,natural,pale yellow,"buttery, mild",NA,NA,NA,"Queso Chihuahua, Chihuahua cheese, Queso menonita, Campresino Menonita",NA,NA
+Meredith Ashed Pyramids,https://www.cheese.com/meredith-ashed-pyramids/,goat,Australia,Victoria,NA,"fresh soft, artisan",NA,NA,"creamy, soft",ash coated,white,"creamy, smooth",fresh,NA,NA,NA,NA,Meredith Dairy
+Meredith Blue,https://www.cheese.com/meredith-blue/,sheep,Australia,"Ballarat, Victoria",Blue,"soft, semi-soft, artisan, blue-veined",NA,NA,creamy,natural,blue,"mild, mushroomy, sweet","fresh, goaty",FALSE,FALSE,NA,NA,Meredith Dairy
+Meredith Chevre Ash,https://www.cheese.com/meredith-chevre-ash/,goat,Australia,Victoria,NA,"fresh soft, artisan",NA,NA,"creamy, soft",ash coated,white,"creamy, smooth","clean, fresh",TRUE,FALSE,NA,NA,Meredith Dairy
+Meredith Chevre Dill,https://www.cheese.com/meredith-chevre-dill/,goat,Australia,Victoria,NA,"fresh soft, artisan",NA,NA,"creamy, soft",rindless,white,"herbaceous, smooth","aromatic, clean, fresh, herbal",TRUE,FALSE,NA,NA,Meredith Dairy
+Meredith Chevre Plain,https://www.cheese.com/meredith-chevre-plain/,goat,Australia,Victoria,NA,"fresh soft, artisan",NA,NA,"creamy, soft",rindless,white,"acidic, smooth","clean, fresh",TRUE,FALSE,NA,NA,Meredith Dairy
+Meredith Goat Cheese in Extra Virgin Olive Oil,https://www.cheese.com/meredith-goat-cheese-in-extra-virgin-olive-oil/,goat,Australia,Victoria,NA,"fresh soft, artisan",NA,NA,"creamy, soft",NA,white,"garlicky, herbaceous, spicy","fresh, herbal, spicy, strong",NA,NA,NA,NA,Meredith Dairy
+Merry Wyfe,https://www.cheese.com/merry-wyfe/,cow,United Kingdom,South West England,NA,semi-hard,NA,NA,"creamy, springy",washed,orange,NA,aromatic,TRUE,FALSE,NA,NA,The Bath Soft Cheese Co.
+Mersey Valley Original Vintage,https://www.cheese.com/mersey-valley-original-vintage/,cow,Australia,Tasmania,Cheddar,hard,NA,NA,"creamy, crumbly, spreadable",natural,yellow,"buttery, full-flavored, sharp",strong,NA,NA,NA,Mersey Valley Vintage,Mersey Valley - National Foods
+Metronome,https://www.cheese.com/metronome/,"cow, goat",United States,California,NA,"semi-soft, soft-ripened",NA,NA,"creamy, firm",natural,pale yellow,"buttery, tart","goaty, grassy, rich",NA,NA,NA,NA,Andante Dairy
+Mettowee,https://www.cheese.com/mettowee/,goat,United States,Vermont,NA,"fresh soft, artisan",NA,NA,"creamy, smooth",natural,white,"acidic, creamy, tangy, tart","clean, fresh, subtle",TRUE,FALSE,NA,NA,Consider Bardwell Farm
+Meyer Vintage Gouda,https://www.cheese.com/meyer-vintage-gouda/,cow,New Zealand,Hamilton,Gouda,"semi-hard, artisan",NA,NA,crumbly,NA,NA,"nutty, sharp, spicy",aromatic,FALSE,FALSE,NA,NA,NA
+MezzaLuna Fontina,https://www.cheese.com/mezzaluna-fontina/,cow,United States,Wisconsin,NA,semi-hard,NA,NA,creamy,washed,NA,"earthy, mild, mushroomy, yeasty",rich,NA,NA,NA,NA,Emmi Roth USA
+Mezzo Secco,https://www.cheese.com/mezzo-secco/,cow,United States,"Sonoma, California",Monterey Jack,"semi-hard, artisan",NA,NA,"creamy, smooth",natural,ivory,milky,spicy,TRUE,FALSE,Oro Secco,NA,Vella Cheese Company
+Mi-Ewe,https://www.cheese.com/mi-ewe/,"cow, sheep",United States,California,NA,"semi-hard, artisan",NA,NA,crumbly,natural,pale yellow,"buttery, citrusy, nutty, sharp","caramel, rich",TRUE,FALSE,NA,NA,Weirauch Farm and Creamery
+Midnight Blue,https://www.cheese.com/midnight-blue/,goat,United States,Colorado,Blue,"semi-soft, blue-veined",NA,NA,"dense, dry",natural,pale yellow,"pungent, sharp, spicy",goaty,TRUE,FALSE,NA,NA,Avalanche Cheese Company
+Midnight Moon®,https://www.cheese.com/midnight-moon/,goat,Holland,NA,Gouda,hard,NA,NA,"creamy, crystalline",NA,ivory,"caramel, sweet",NA,NA,NA,NA,NA,NA
+Miette,https://www.cheese.com/miette/,"goat, sheep",United States,Missouri,Brie,"semi-soft, artisan",NA,NA,"creamy, runny",bloomy,cream,"mushroomy, sweet, yeasty",barnyardy,FALSE,FALSE,NA,NA,Baetje Farms LLC
+Mihalic Peynir,https://www.cheese.com/mihalic-peynir/,sheep,Turkey,Bursa,NA,"hard, artisan",45%,NA,"crumbly, grainy, open",NA,pale yellow,salty,strong,TRUE,FALSE,NA,NA,NA
+Milawa Affine,https://www.cheese.com/milawa-affine/,goat,Australia,North East Victoria,NA,"semi-soft, artisan",NA,NA,"creamy, crumbly, smooth",ash coated,white,"acidic, creamy",NA,FALSE,FALSE,Milawa Ashed Chèvre,NA,Milawa Cheese Company
+Milawa Aged Blue,https://www.cheese.com/milawa-aged-blue/,,,North East Victoria,Blue,NA,NA,NA,,mold ripened,blue,NA,NA,NA,NA,NA,NA,NA
+Milawa Blue,https://www.cheese.com/milawa-blue/,cow,Australia,North East Victoria,Blue,"soft, blue-veined",NA,NA,creamy,mold ripened,blue,"buttery, creamy, sweet",rich,NA,NA,NA,NA,Milawa Cheese Company
+Milawa Brie,https://www.cheese.com/milawa-brie/,cow,Australia,North East Victoria,Brie,"soft, soft-ripened",27%,NA,creamy,mold ripened,pale yellow,"buttery, milky",NA,NA,NA,NA,NA,Milawa Cheese Company
+Milawa Goats Tomme,https://www.cheese.com/milawa-goats-tomme/,goat,Australia,North East Victoria,Tomme,semi-hard,NA,NA,"creamy, crumbly, dense",natural,yellow,"savory, spicy",earthy,TRUE,FALSE,NA,NA,Milawa Cheese Company
+Milawa White,https://www.cheese.com/milawa-white/,cow,Australia,NA,NA,soft,NA,NA,"creamy, open",NA,NA,sweet,NA,TRUE,FALSE,NA,NA,Milawa Cheese Company
+Milbenkäse,https://www.cheese.com/milbenkase/,cow,Germany,NA,NA,"semi-soft, smear-ripened",NA,NA,firm,NA,NA,tangy,strong,FALSE,FALSE,"Milbenkäse, Mite Cheese",NA,NA
+Milleens,https://www.cheese.com/milleens/,cow,Ireland,"Beara Peninsula, Co. Cork",NA,"soft, artisan",45-50%,NA,"creamy, smooth",washed,pale yellow,"floral, herbaceous, sweet",aromatic,FALSE,FALSE,NA,NA,Milleens Cheese Ltd.
+Millstone,https://www.cheese.com/millstone/,sheep,England,Somerset,NA,"hard, artisan",NA,NA,"crumbly, dry",natural,pale yellow,NA,mild,TRUE,FALSE,NA,NA,Wootton Organic Dairy
+Mimolette (Boule de Lille),https://www.cheese.com/mimolette-boule-de-lille/,cow,France,NA,NA,semi-hard,NA,NA,firm,natural,orange,"bitter, buttery, sweet",NA,FALSE,FALSE,"vieux Hollande, Boule de Lille",NA,NA
+Minas cheese,https://www.cheese.com/minas-cheese/,cow,Brazil,Minas Gerais,NA,"semi-soft, artisan",40-50%,NA,"grainy, open, soft, springy",rindless,white,"bitter, mild, salty, strong",NA,FALSE,FALSE,"Queijos de Minas Frescal , Queijo Minas Meia Cura, Queijo Minas Curado, Queijo Padrão",Queijo Minas,NA
+Mine-Gabhar,https://www.cheese.com/mine-gabhar/,goat,Ireland,County Wexford,Blue,"soft, artisan",NA,NA,creamy,natural,white,"acidic, sweet","earthy, pungent",TRUE,FALSE,NA,NA,Luc and Anne Van Kampen
+Minger,https://www.cheese.com/minger/,cow,Scotland,NA,NA,soft,NA,NA,"buttery, creamy, runny",washed,orange,"full-flavored, garlicky, meaty, pungent, strong","barnyardy, ripe, stinky, yeasty",TRUE,FALSE,NA,NA,Highland Fine Cheeses Limited
+Minuet,https://www.cheese.com/minuet/,"cow, goat",United States,California,NA,"soft, soft-ripened",NA,NA,"creamy, smooth",mold ripened,white,"sweet, tangy",pleasant,TRUE,FALSE,NA,NA,Andante Dairy
+Mirabo Brie with Walnut,https://www.cheese.com/mirabo-brie-with-walnut/,cow,Germany,Bavaria,Brie,"semi-soft, soft-ripened",NA,NA,"creamy, smooth, soft",natural,ivory,"nutty, savory",nutty,NA,NA,"Mirabo Walnut, Mirabo Brie Walnut",NA,Käserei Champignon
+Miss Muffet,https://www.cheese.com/miss-muffet/,cow,England,North Cornwall,Cornish,"semi-soft, artisan",NA,NA,"smooth, supple",washed,ivory,creamy,nutty,TRUE,FALSE,NA,NA,Whalesborough Farm Foods
+Mistralou,https://www.cheese.com/mistralou/,goat,France,NA,NA,soft,NA,NA,creamy,natural,white,creamy,floral,FALSE,FALSE,NA,NA,NA
+MitiCaña® de Oveja,https://www.cheese.com/miticana-de-oveja/,sheep,Spain,Murcia,NA,"semi-soft, soft-ripened",13%,NA,"buttery, crumbly, flaky",bloomy,white,"buttery, tangy",buttery,NA,NA,"Miticana de Oveja, MitiCaña de Oveja",NA,NA
+Mladi Trapist,https://www.cheese.com/mladi-trapist/,cow,Croatia,Dalmatia,NA,"semi-hard, artisan",50%,NA,"crumbly, semi firm",natural,white,"grassy, savory",aromatic,TRUE,FALSE,NA,NA,SIRANA GLIGORA D.O.O
+Mobay,https://www.cheese.com/mobay/,"goat, sheep",United States,Wisconsin,NA,"semi-soft, artisan",NA,NA,"soft, supple",plastic,ivory,"earthy, sweet, tangy",goaty,TRUE,FALSE,NA,NA,Carr Valley Cheese Company
+Molbo,https://www.cheese.com/molbo/,cow,Denmark,Mols,Cheddar,"semi-hard, artisan",NA,NA,firm,waxed,pale yellow,"salty, tangy",fresh,FALSE,FALSE,NA,NA,NA
+Mona,https://www.cheese.com/mona/,"cow, sheep",United States,Wisconsin,NA,"semi-hard, artisan",NA,NA,"crumbly, firm, supple",plastic,pale yellow,"buttery, nutty, savory, sweet",grassy,FALSE,FALSE,NA,NA,Wisconsin Sheep Dairy Coop
+Monastery Cheeses,https://www.cheese.com/monastery-cheeses/,cow,"Belgium, Canada, France, Switzerland, United States",NA,NA,"soft, semi-soft, brined",NA,NA,"chalky, creamy, firm, grainy",washed,golden yellow,"mild, pungent","pungent, strong",FALSE,FALSE,"monastery, trappist cheese, monk cheese",NA,NA
+Mondseer,https://www.cheese.com/mondseer/,cow,Austria,NA,NA,semi-hard,NA,NA,"creamy, smooth",washed,pale yellow,spicy,strong,NA,NA,NA,NA,NA
+Monet,https://www.cheese.com/monet/,goat,Australia,South Australia,NA,"fresh soft, artisan",22%,NA,"creamy, soft",NA,white,"floral, herbaceous","floral, fresh",TRUE,FALSE,NA,NA,Woodside Cheese Wrights
+Mont D'or,https://www.cheese.com/mont-dor-lyonnais/,cow,France,NA,NA,"semi-soft, artisan",NA,NA,creamy,natural,NA,NA,"earthy, strong",NA,NA,Vacherin Mont D'or,Mont Dor,NA
+Mont Saint-Francis,https://www.cheese.com/mont-saint-francis/,goat,United States,Indiana,NA,"semi-hard, artisan",NA,NA,"brittle, firm, supple",washed,golden yellow,"earthy, full-flavored, strong","pungent, stinky",FALSE,FALSE,Mont St. Francis,NA,Capriole Goat Cheese
+Mont St-Benoît,https://www.cheese.com/mont-st-benoit/,cow,Canada,Quebec,Swiss Cheese,"firm, artisan",31%,NA,"creamy, elastic, smooth, supple",rindless,NA,"buttery, creamy, mild, nutty","fermented, mild, nutty",NA,NA,NA,NA,Abbey de Saint-Benoit-du-lac
+Montagnolo,https://www.cheese.com/montagnolo/,cow,Germany,NA,Blue,"soft, blue-veined",NA,NA,"creamy, smooth",natural,NA,creamy,"buttery, rich",NA,NA,Montagnolo Affine,NA,Käserei Champignon
+Montasio,https://www.cheese.com/montasio/,cow,Italy,Friuli Venezia Giulia and Veneto,NA,semi-firm,NA,NA,creamy,NA,NA,"mild, smooth","aromatic, pleasant",FALSE,FALSE,"Montasio Mitica® DOP, Montasio Mitica DOP",NA,NA
+Montasio Mezzano,https://www.cheese.com/montasio-mezzano/,cow,Italy,Friuli Venezia Giulia and Veneto,NA,"semi-firm, artisan",NA,NA,creamy,natural,NA,"full-flavored, nutty, sweet",strong,FALSE,FALSE,NA,NA,NA
+Montasio Vecchio,https://www.cheese.com/montasio-vecchio/,cow,Italy,Friuli Venezia Giulia and Veneto,NA,"semi-firm, artisan",NA,NA,creamy,natural,NA,sharp,strong,FALSE,FALSE,NA,Montasio Stagionato,NA
+Montchevre Goat Cheese Log,https://www.cheese.com/montchevre-goat-cheese-log/,goat,United States,NA,NA,"semi-soft, artisan",NA,NA,smooth,rindless,white,"creamy, tangy","fresh, rich",NA,NA,"Montchevre fresh goat cheese, Fresh Chevré (Montchevré), Montchevre fresh goat cheese log",NA,Montchevre Cheese Company
+Monte Enebro,https://www.cheese.com/monte-enebro/,goat,Spain,Avila,NA,semi-soft,NA,NA,smooth,NA,NA,"creamy, lemony","goaty, strong",FALSE,FALSE,"pata de mulo, mule’s-hoof cheese",NA,NA
+Monteo,https://www.cheese.com/monteo/,cow,Italy,Veneto,NA,"semi-firm, artisan",NA,NA,"creamy, open",natural,pale yellow,"buttery, milky, smooth","fresh, milky",FALSE,FALSE,NA,NA,La Casearia Carpenedo S.r.l.
+Monterey Jack,https://www.cheese.com/monterey-jack/,cow,"Mexico, United States","Monterey, California",Monterey Jack,semi-hard,NA,NA,"compact, creamy, firm, open, supple",NA,pale yellow,"buttery, mild",aromatic,NA,NA,Fresh Jack,NA,NA
+Montgomery's Cheddar,https://www.cheese.com/montgomerys-cheddar/,cow,United Kingdom,NA,Cheddar,"hard, artisan",NA,NA,,natural,yellow,NA,rich,FALSE,FALSE,NA,NA,NA
+Montsalvat,https://www.cheese.com/montsalvat/,cow,Germany,Landshut,Blue,"soft, blue-veined",60%,NA,"creamy, soft",NA,ivory,"creamy, mild",NA,NA,NA,NA,NA,Bayerische Milchindustrie eG
+Moody Blue,https://www.cheese.com/moody-blue/,cow,United States,Wisconsin,Blue,"semi-soft, artisan, blue-veined",NA,NA,creamy,natural,pale yellow,"creamy, nutty, subtle, tangy","rich, smokey",TRUE,FALSE,NA,NA,Emmi Roth USA
+Moonglo,https://www.cheese.com/moonglo/,goat,United States,Illinois,NA,"semi-hard, artisan",NA,NA,"dense, firm, open",washed,ivory,"caramel, citrusy, fruity, nutty, sharp, tangy","aromatic, goaty",FALSE,FALSE,NA,NA,Prairie Fruits Farm
+Moonlight Chaource,https://www.cheese.com/moonlight-chaource/,cow,United States,New York,NA,"soft, soft-ripened",NA,NA,"dense, firm",ash coated,white,"savory, tart","rich, sweet",TRUE,FALSE,NA,NA,Chaseholm Farm
+Moose,https://www.cheese.com/moose/,moose,Sweden,Bjurholm,NA,fresh soft,12%,NA,"creamy, smooth",NA,NA,smooth,NA,NA,NA,NA,NA,Algens Hus
+Morangie Brie,https://www.cheese.com/morangie-brie/,"cow, sheep",Scotland,Tain,Brie,"soft, artisan",NA,NA,"creamy, smooth",NA,cream,"creamy, smooth, sweet","mild, milky, sweet",NA,NA,Jezebel,NA,Highland Fine Cheeses Limited
+Morbier,https://www.cheese.com/morbier/,cow,France,NA,NA,"semi-soft, artisan",NA,NA,creamy,NA,ivory,citrusy,"fruity, grassy",FALSE,FALSE,"Morbier Cru de Montagne, Morbier AOP",NA,NA
+Morcella,https://www.cheese.com/morcella/,sheep,United States,Minnesota,NA,"semi-soft, soft-ripened",NA,NA,creamy,bloomy,ivory,"creamy, earthy",strong,TRUE,FALSE,NA,NA,Shepherd's Way Farms
+Morgan,https://www.cheese.com/morgan/,cow,United States,Maine,NA,"hard, artisan",NA,NA,firm,natural,ivory,"citrusy, salty",grassy,FALSE,FALSE,NA,NA,Lakin's Gorges Cheese LLC
+Morimoto Soba Ale Cheddar,https://www.cheese.com/morimoto-soba-ale-cheddar/,cow,United States,Oregon,Cheddar,"semi-hard, artisan",NA,NA,"creamy, crumbly",natural,pale yellow,"buttery, smooth, strong","strong, toasty",TRUE,FALSE,NA,NA,Rogue Creamery
+Moringhello,https://www.cheese.com/moringhello/,water buffalo,Italy,Lombardy,NA,"semi-soft, artisan",NA,NA,"chalky, crumbly",natural,white,smooth,"pleasant, subtle",FALSE,FALSE,Moringhello di Bufala,NA,Quattro Portoni
+Morlacco,https://www.cheese.com/morlacco/,cow,Italy,Veneto,NA,"soft, artisan",NA,NA,soft,natural,white,NA,fresh,NA,NA,"Morlacco del Grappa, Morlacco del Montegrappa, Morlacco del Grappa di malga",NA,NA
+Moses Sleeper,https://www.cheese.com/moses-sleeper/,cow,United States,Vermont,Brie,"semi-soft, artisan",NA,NA,"soft, soft-ripened",bloomy,white,"buttery, creamy, nutty","milky, mushroom",NA,NA,NA,NA,Jasper Hill Farm
+Mossfield Organic,https://www.cheese.com/mossfield-organic/,cow,Ireland,Co. Offaly,Cheddar,"hard, semi-hard, artisan",NA,NA,"crumbly, dry, flaky",natural,brownish yellow,"nutty, tangy","fresh, lactic, mild",TRUE,FALSE,NA,NA,Mossfield Organic Farm
+Mothais a la Feuille,https://www.cheese.com/mothais-a-la-feuille/,goat,France,NA,NA,"soft, artisan",NA,NA,"creamy, soft",NA,NA,"lemony, woody",mushroom,FALSE,FALSE,"Le Mothais sur Feuille, Mothais",NA,NA
+MouCo Camembert,https://www.cheese.com/mouco-camembert/,cow,United States,Colorado,Camembert,"soft, artisan",NA,NA,"creamy, soft",bloomy,ivory,"creamy, milky","caramel, clean, grassy",NA,NA,NA,NA,MouCo Cheese Company
+MouCo Truffello,https://www.cheese.com/truffello/,cow,United States,Colorado,NA,"soft, artisan, soft-ripened",12%,NA,"creamy, soft",washed,white,"buttery, creamy, earthy","earthy, fruity",NA,NA,Truffello,NA,MouCo Cheese Company
+Mountain Goat,https://www.cheese.com/mountain-goat/,goat,Australia,"Mornington Peninsula, Melbourne",Tomme,"hard, artisan",NA,NA,firm,natural,ivory,NA,subtle,TRUE,FALSE,NA,NA,BoatShed Cheese
+Mountain Herbs Rebel,https://www.cheese.com/mountain-herbs-rebel/,cow,Austria,Sulzberg,NA,"semi-hard, artisan",50%,NA,"creamy, smooth",natural,pale yellow,"creamy, nutty, spicy","aromatic, grassy, sweet",NA,NA,Bergkräuterrebell,NA,Sulzberger Käserebellen Sennerei GmbH
+Mountain Rebel,https://www.cheese.com/mountain-rebel/,cow,Austria,Sulzberg,NA,"semi-hard, artisan",50%,NA,"compact, creamy",natural,yellow,"creamy, fruity","aromatic, spicy",NA,NA,Bergrebell,NA,Sulzberger Käserebellen Sennerei GmbH
+Mountaineer,https://www.cheese.com/mountaineer/,cow,United States,"Galax, Virginia",NA,"semi-soft, artisan",NA,NA,"dense, supple",washed,yellow,"full-flavored, mellow","caramel, fruity, rich",NA,NA,NA,NA,Meadow Creek Dairy
+Mouse House Chilli Cheddar,https://www.cheese.com/mouse-house-chilli-cheddar/,cow,England,NA,NA,semi-hard,NA,NA,creamy,waxed,golden orange,spicy,spicy,TRUE,FALSE,NA,NA,Lymn Bank Farm
+Mouse House Garlic & Chive Cheddar,https://www.cheese.com/mouse-house-garlic-chive-cheddar/,cow,England,NA,NA,semi-hard,NA,NA,creamy,waxed,green,garlicky,garlicky,TRUE,FALSE,NA,NA,Lymn Bank Farm
+Mouse House Smoked Cheddar,https://www.cheese.com/mouse-house-smoked-cheddar/,cow,England,NA,NA,semi-hard,NA,NA,creamy,waxed,golden yellow,smokey,smokey,TRUE,FALSE,NA,NA,Lymn Bank Farm
+Mozzarella,https://www.cheese.com/mozzarella/,"cow, goat, sheep, water buffalo",Italy,NA,NA,"semi-soft, brined",NA,NA,"elastic, stringy",rindless,white,"mild, sweet","fresh, milky",NA,NA,mozerrela,NA,NA
+Mozzarella (Australian),https://www.cheese.com/mozzarella-australian/,"cow, water buffalo",Australia,NA,Pasta filata,"semi-soft, brined",45%,NA,"springy, stringy, supple",rindless,white,milky,"fresh, milky",TRUE,FALSE,NA,Australian Mozzarella,NA
+Mozzarella di Bufala DOP,https://www.cheese.com/mozzarella-di-bufala/,water buffalo,Italy,"Campania, Paestum, Foggia",Pasta filata,"soft, brined",21%,NA,"creamy, smooth, springy",NA,white,"floral, mild, milky, sour",fresh,FALSE,FALSE,"Buffalo mozzarella, Mozzarella di Bufala Campana",NA,Casa Madaio
+Mozzarellissima,https://www.cheese.com/mozzarellissima/,cow,United States,NA,Pasta filata,"semi-soft, artisan",NA,NA,"elastic, springy, stringy, supple",rindless,pale yellow,"buttery, mild, milky",mild,TRUE,FALSE,Italiano 4 Formaggi Shredded Cheese,"Lite Mozzarellissima, Mozzarellissima Shredded Cheese",Saputo Dairy Products Canada G.P.
+Ms. Natural,https://www.cheese.com/ms-natural/,goat,United States,California,NA,fresh soft,NA,NA,"creamy, crumbly, smooth, spreadable",rindless,white,"citrusy, creamy","fresh, mild",TRUE,FALSE,NA,NA,Cypress Grove Chevre
+Mt Scott,https://www.cheese.com/mt-scott/,cow,New Zealand,Queenstown,NA,semi-soft,NA,NA,"smooth, supple",natural,yellow,"buttery, sharp, sweet",NA,TRUE,FALSE,Mt Scott Havarti,NA,The Gibbston Valley Cheese Company
+Mt Tam,https://www.cheese.com/mt-tam/,cow,United States,California,NA,soft,NA,NA,"creamy, firm",bloomy,pale yellow,"buttery, earthy","grassy, mushroom, rich",TRUE,FALSE,NA,NA,Cowgirl Creamery
+Mt. Mazama Cheddar,https://www.cheese.com/mt-mazama-cheddar/,"cow, goat",United States,Oregon,Cheddar,semi-hard,NA,NA,"creamy, crumbly, crystalline, dense",natural,pale yellow,"acidic, caramel, nutty, sweet, tangy","pleasant, rich",TRUE,FALSE,Mount Mazama,NA,Rogue Creamery
+Muddlewell,https://www.cheese.com/muddlewell/,"cow, sheep",England,North Wootton,NA,"hard, artisan",NA,NA,"creamy, crumbly",natural,ivory,mild,strong,TRUE,FALSE,NA,NA,Wootton Organic Dairy
+Muenster,https://www.cheese.com/muenster/,cow,United States,NA,NA,"soft, processed",NA,NA,smooth,NA,pale yellow,mild,"pungent, strong",NA,NA,NA,American Muenster,NA
+Muffato,https://www.cheese.com/muffato/,cow,Italy,"Treviso, Veneto",Blue,"semi-firm, artisan",NA,NA,flaky,NA,ivory,"full-flavored, grassy, herbaceous",herbal,NA,NA,NA,NA,Moro Latteria di Moro Sergio
+Mun-chee,https://www.cheese.com/mun-chee/,cow,United States,"Richfield, Wisconsin",NA,"semi-soft, processed",NA,NA,"creamy, smooth",natural,pale yellow,"mild, sweet",mild,NA,NA,"Munchee, Sweet Munchee",NA,NA
+Munster,https://www.cheese.com/munster/,cow,France,NA,NA,soft,NA,NA,smooth,washed,NA,"savory, spicy, sweet",NA,NA,NA,"Munster-géromé, Minschterkaas",Munster gerome,NA
+Muranda Blue,https://www.cheese.com/muranda-blue/,cow,United States,NY,Blue,"semi-hard, blue-veined",NA,NA,crumbly,natural,pale yellow,"salty, sharp, strong",strong,NA,NA,NA,NA,Muranda Cheese Company
+Murazzano DOP,https://www.cheese.com/murazzano-dop/,"cow, goat",Italy,Murazzano,NA,"fresh soft, processed",NA,NA,soft,rindless,white,spicy,mild,NA,NA,NA,NA,La Casera srl
+Murol,https://www.cheese.com/murol/,cow,France,NA,NA,"semi-soft, artisan",45%,NA,"creamy, firm, springy",washed,ivory,"mild, milky, savory, sweet",aromatic,FALSE,FALSE,NA,"murolait, trou de murol",La Fromagerie du Grand Murols
+Mycella,https://www.cheese.com/mycella/,cow,Denmark,Bornholm,NA,"soft, artisan, blue-veined",50-60%,NA,crystalline,rindless,pale yellow,mild,NA,FALSE,FALSE,Danish Gorgonzola,NA,Various
+Myzithra,https://www.cheese.com/myzithra/,"goat, sheep",Greece,NA,Cottage,"soft, whey",NA,NA,"creamy, crumbly, spreadable",NA,white,mild,NA,NA,NA,"Xinomizythra, Sour Mizythra, Mizythra, Fresh Mizythra, Mizithra, Dry Mizythra",NA,NA
+Météorite,https://www.cheese.com/meteorite/,cow,Canada,Quebec,Blue,"soft, blue-veined",37%,NA,"creamy, supple",ash coated,straw,mild,NA,NA,NA,NA,NA,La Maison Alexis de Portneuf Inc.
+P'tit Basque,https://www.cheese.com/ptit-basque/,sheep,France,"Basque, Pyrenees Mountains",NA,"semi-hard, artisan",45%,NA,"creamy, dry, smooth",natural,ivory,"earthy, mild, nutty, pungent, subtle, sweet","fresh, lactic, pleasant",NA,NA,NA,Petit Basque,NA
+P'tit Berrichon,https://www.cheese.com/ptit-berrichon/,goat,France,Berry,NA,"soft, artisan",NA,NA,soft-ripened,leaf wrapped,white,sweet,goaty,FALSE,FALSE,NA,NA,NA
+Pacific Rock,https://www.cheese.com/pacific-rock/,cow,Canada,Quebec,NA,hard,30%,NA,"crumbly, firm",washed,orange,"buttery, earthy, nutty, subtle","fruity, rich",NA,NA,NA,NA,La Maison Alexis de Portneuf Inc.
+Pack Square,https://www.cheese.com/pack-square/,cow,United States,Fairview,Brie,"semi-soft, artisan, soft-ripened",NA,NA,"buttery, creamy, soft, soft-ripened",bloomy,white,"buttery, creamy, earthy, spicy","grassy, rich",NA,NA,NA,NA,Looking Glass Creamery
+Paesanella Bocconcini,https://www.cheese.com/paesanella-bocconcin/,cow,Australia,NA,Mozzarella,semi-soft,NA,NA,elastic,rindless,white,"creamy, salty, sweet","milky, sweet",TRUE,FALSE,NA,NA,Paesanella Cheese Manufacturers
+Paesanella Buffalo Mozzarella,https://www.cheese.com/paesanella-buffalo-mozzarella/,"buffalo, cow",Australia,New South Wales,Mozzarella,NA,25.8 g/100g,NA,,rindless,white,NA,NA,TRUE,FALSE,Bufala Mozzarella,NA,Paesanella Cheese Manufacturers
+Paesanella Buffalo Ricotta,https://www.cheese.com/paesanella-buffalo-ricotta/,buffalo,Australia,NA,NA,"fresh soft, whey",NA,NA,"creamy, soft",NA,white,creamy,"milky, sweet",NA,NA,NA,NA,Paesanella Cheese Manufacturers
+Paesanella Burrata,https://www.cheese.com/paesanella-burrata/,cow,Australia,NA,Mozzarella,"fresh soft, artisan",25.4 g/100g,NA,"creamy, soft",NA,white,"buttery, milky, smooth","fresh, milky, rich, sweet",NA,NA,NA,NA,Paesanella Cheese Manufacturers
+Paesanella Caciotta,https://www.cheese.com/paesanella-caciotta/,cow,Australia,NA,Caciotta,semi-soft,NA,NA,"buttery, soft",rindless,cream,"mild, milky","buttery, milky",NA,NA,NA,NA,Paesanella Cheese Manufacturers
+Paesanella Caciotta with Rocket & Chilli,https://www.cheese.com/paesanella-caciotta-with-rocket-chilli/,cow,Australia,NA,Caciotta,semi-soft,NA,NA,"buttery, soft",NA,ivory,"herbaceous, spicy",herbal,NA,NA,NA,NA,Paesanella Cheese Manufacturers
+Paesanella Cherry Bocconcini,https://www.cheese.com/paesanella-cherry-bocconcin/,cow,Australia,NA,Mozzarella,semi-soft,NA,NA,elastic,rindless,white,"creamy, salty, sweet","milky, sweet",TRUE,FALSE,Cherry Bocconcini,NA,Paesanella Cheese Manufacturers
+Paesanella Dry Ricotta,https://www.cheese.com/paesanella-dry-ricotta/,cow,Australia,NA,NA,"soft, whey",NA,NA,firm,NA,white,"creamy, salty",sweet,NA,NA,NA,NA,Paesanella Cheese Manufacturers
+Paesanella Fresco,https://www.cheese.com/paesanella-fresco/,cow,Australia,NA,Pecorino,"semi-hard, artisan",18.4 g/100g,NA,"chewy, firm",rindless,pale yellow,"mild, tangy",mild,TRUE,FALSE,Pecorino Fresco,Fresco Fresh Pecorino style,Paesanella Cheese Manufacturers
+Paesanella Fresh Ricotta,https://www.cheese.com/paesanella-fresh-ricotta/,cow,Australia,NA,NA,fresh soft,NA,NA,firm,NA,white,creamy,"fresh, sweet",NA,NA,Paesanella Fresh Pure Milk Ricotta,NA,Paesanella Cheese Manufacturers
+Paglierino,https://www.cheese.com/paglierino/,sheep,Italy,Campania,NA,semi-hard,NA,NA,"compact, elastic",natural,pale yellow,"citrusy, spicy, sweet",grassy,FALSE,FALSE,NA,NA,Casa Madaio
+Paillot de Chèvre,https://www.cheese.com/paillot-de-chevre/,goat,Canada,Quebec,NA,"soft, soft-ripened",26%,NA,"firm, runny, smooth, soft-ripened",bloomy,white,"acidic, nutty, tangy","goaty, lactic",NA,NA,NA,NA,La Maison Alexis de Portneuf Inc.
+Palet de Babligny,https://www.cheese.com/palet-de-babligny/,cow,France,Burgundy,NA,soft,NA,NA,creamy,washed,NA,NA,NA,FALSE,FALSE,NA,NA,NA
+Pallone di Gravina,https://www.cheese.com/pallone-di-gravina/,cow,Italy,"Gravina in Puglia, Murgia",Italian Cheese,"semi-hard, artisan",NA,NA,smooth,NA,golden yellow,"spicy, strong",NA,NA,NA,Ball of Gravina,NA,Caseificio Artigianale dei Fratelli Derosa
+Paneer,https://www.cheese.com/paneer/,"cow, water buffalo","Bangladesh, India",NA,Cottage,fresh firm,20.8 g/100g,208 mg/100g,"crumbly, firm",rindless,white,milky,"fresh, milky",TRUE,FALSE,"Chhena, Chhana",NA,NA
+Panela,https://www.cheese.com/panela/,cow,Mexico,NA,Cottage,"fresh firm, artisan",NA,NA,"creamy, crumbly",NA,white,NA,"fresh, mild",NA,NA,Queso Panela,NA,NA
+Paniolo,https://www.cheese.com/paniolo/,cow,United States,Vermont,NA,"soft, artisan",NA,NA,"buttery, creamy, runny",washed,pale yellow,"buttery, creamy, meaty",mushroom,NA,NA,NA,NA,Willow Hill Farm
+Pannerone,https://www.cheese.com/pannerone/,cow,Italy,Lodi,NA,"soft, semi-soft, artisan",50%,NA,"creamy, grainy, open",natural,ivory,"bitter, buttery, smooth, sweet",rich,FALSE,FALSE,NA,NA,NA
+Panquehue,https://www.cheese.com/panquehue/,cow,Chile,Aconcagua,NA,"semi-soft, artisan",NA,NA,"open, smooth",natural,cream,"creamy, nutty, savory, spicy",NA,TRUE,FALSE,NA,NA,Andes Cheese
+Pant ys Gawn,https://www.cheese.com/pant-ys-gawn/,goat,Wales,NA,NA,fresh soft,NA,NA,creamy,rindless,white,"lemony, salty",NA,NA,NA,"Pant-Ys-Gawn, Pant-Ysgawn",NA,Abergavenny Fine Foods
+Paprika Rebel,https://www.cheese.com/paprika-rebel/,cow,Austria,Sulzberg,NA,"semi-hard, artisan",50%,NA,creamy,natural,pale yellow,"smokey , spicy","smokey, spicy",NA,NA,Paprikarebell,NA,Sulzberger Käserebellen Sennerei GmbH
+Parmesan,https://www.cheese.com/parmesan/,cow,Italy,NA,Parmesan,"hard, artisan",NA,NA,"dense, grainy",natural,straw,"salty, savory","nutty, strong",FALSE,FALSE,"Parmigiano Reggiano, Parmesan Regiano, Parmesan Reggiano, Parmesan Parmigiano",NA,NA
+Parrano,https://www.cheese.com/parrano/,cow,Netherlands,Het Groene Hart,Gouda,"hard, artisan",NA,NA,"creamy, firm, open, smooth",plastic,pale yellow,"buttery, creamy, nutty, savory, sweet",NA,NA,NA,"Parrano Originale, Parrano Robusto, Parrano Olifesta",NA,Uniekaas Nederland B.V.
+Pas de l'Escalette,https://www.cheese.com/pas-de-lescalette/,cow,France,Larzac,NA,"semi-hard, artisan",NA,NA,creamy,natural,straw,sweet,fresh,FALSE,FALSE,NA,NA,NA
+Passendale,https://www.cheese.com/passendale/,cow,Belgium,Passendale,NA,"semi-soft, soft-ripened",28%,NA,creamy,natural,golden orange,mild,sweet,FALSE,FALSE,NA,NA,NA
+Pastoral,https://www.cheese.com/pastoral/,goat,United States,California,NA,soft,NA,NA,smooth,NA,white,"creamy, herbaceous","fresh, goaty",NA,NA,NA,NA,Andante Dairy
+Pate de Fromage,https://www.cheese.com/pate-de-fromage/,"goat, sheep",France,NA,NA,soft,50%,NA,,NA,NA,NA,NA,FALSE,FALSE,"Pâte de fromage, Pâte fromage",NA,NA
+Patefine Fort,https://www.cheese.com/patefine-fort/,cow,France,Isere,NA,"soft, artisan",NA,NA,smooth,natural,white,sour,fresh,FALSE,FALSE,NA,NA,NA
+Pave d'Affinois,https://www.cheese.com/pave-daffinois/,cow,France,NA,NA,"fresh soft, soft-ripened",60%,NA,"creamy, smooth",bloomy,ivory,"grassy, mild, milky, sweet","fresh, milky, pleasant",TRUE,FALSE,Fromager D'Affinois,Pave Affinois,Fromagerie GUILLOTEAU
+Pave d'Auge,https://www.cheese.com/pave-dauge/,cow,France,NA,NA,semi-soft,50%,NA,smooth,washed,pale yellow,"buttery, smooth",NA,FALSE,FALSE,"pavé de Moyaux, pavé du Plessis, Trouville",NA,Various
+Pave de Chirac,https://www.cheese.com/pave-de-chirac/,goat,France,Chirac,NA,"soft, artisan",NA,NA,"creamy, smooth",natural,ivory,mild,fresh,FALSE,FALSE,NA,NA,NA
+Pawlet,https://www.cheese.com/pawlet/,cow,United States,Vermont,Swiss Cheese,"semi-hard, artisan",NA,NA,"buttery, creamy",natural,pale yellow,"creamy, meaty, mushroomy, nutty","herbal, mushroom, stinky",TRUE,FALSE,NA,NA,Consider Bardwell Farm
+Paški Sir (PDO),https://www.cheese.com/paski-sir/,sheep,Croatia,Island of Pag,NA,"hard, artisan",NA,NA,"crumbly, flaky, grainy",natural,yellow,"salty, savory, tangy",pleasant,NA,NA,"Pag Cheese, Pag Island Cheese",Paski Sir,NA
+Peau Rouge,https://www.cheese.com/peau-rouge/,cow,Canada,Quebec,NA,hard,25%,NA,"crumbly, firm",washed,pale yellow,"caramel, nutty, woody",strong,NA,NA,NA,NA,Les Dépendances
+Pecorino,https://www.cheese.com/pecorino/,sheep,Italy,NA,Pecorino,hard,NA,NA,creamy,NA,pale yellow,NA,NA,FALSE,FALSE,NA,NA,NA
+Pecorino a Latte Crudo,https://www.cheese.com/pecorino-a-latte-crudo/,sheep,Italy,Emilia-Romagna,Pecorino,"semi-hard, artisan",NA,NA,"compact, crumbly",natural,straw,"piquant, savory, sharp, smooth",strong,NA,NA,NA,NA,Romaniae Terrae
+Pecorino al Pepe,https://www.cheese.com/pecorino-al-pepe/,sheep,Italy,Tuscany,Pecorino,"semi-soft, artisan",NA,NA,"compact, crumbly",natural,cream,"sharp, spicy, strong","pleasant, strong",NA,NA,NA,NA,Caseificio Pinzani Srl
+Pecorino al Tartufo,https://www.cheese.com/pecorino-al-tartufo/,sheep,Italy,NA,Pecorino,"hard, artisan",NA,NA,firm,NA,cream,"sharp, spicy","grassy, nutty",NA,NA,Truffle Pecorino,NA,NA
+Pecorino alla Canapa,https://www.cheese.com/pecorino-all-canapa/,sheep,Italy,Emilia Romagna,Pecorino,"semi-soft, artisan",NA,NA,smooth,leaf wrapped,white,"herbaceous, smooth","aromatic, herbal",NA,NA,Pecorino Canapa,NA,NA
+Pecorino allo Zafferano,https://www.cheese.com/pecorino-allo-zafferano/,sheep,Italy,Tuscany,Pecorino,"semi-hard, artisan",NA,NA,"buttery, compact, smooth",natural,yellow,"creamy, floral, mild, sweet","aromatic, rich",NA,NA,NA,NA,"Caseificio Pinzani Srl , Romaniae Terrae"
+Pecorino Barba Del Passatore,https://www.cheese.com/pecorino-barba-del-passatore/,sheep,Italy,Emilia-Romagna,Pecorino,"semi-soft, artisan",NA,NA,"buttery, smooth, soft",natural,white,"buttery, smooth","pronounced, strong",NA,NA,NA,NA,Romaniae Terrae
+Pecorino Boccondilatte,https://www.cheese.com/pecorino-boccondilatte/,sheep,Italy,Emilia-Romagna,Pecorino,"semi-hard, artisan",NA,NA,crumbly,natural,white,"subtle, sweet",pronounced,NA,NA,NA,NA,Romaniae Terrae
+Pecorino Camomilla,https://www.cheese.com/pecorino-camomilla/,sheep,Italy,Emilia-Romagna,Pecorino,"semi-soft, artisan",NA,NA,"creamy, smooth, soft",natural,white,"creamy, smooth","aromatic, floral",NA,NA,NA,NA,NA
+Pecorino Con Caglio Vegetale,https://www.cheese.com/pecorino-con-caglio-vegetale/,sheep,Italy,Tuscany,Pecorino,"semi-hard, artisan",NA,NA,"compact, creamy",natural,white,"bitter, subtle, vegetal","earthy, pleasant",TRUE,FALSE,NA,NA,Caseificio Pinzani Srl
+Pecorino dei Malatesta al Sangiovese,https://www.cheese.com/pecorino-dei-malatesta-al-sangiovese/,sheep,Italy,Emilia-Romagna,Pecorino,"semi-soft, artisan",NA,NA,smooth,natural,white,"acidic, smooth, subtle, sweet",pleasant,NA,NA,NA,NA,Romaniae Terrae
+Pecorino Dei Malatesta Sotto Cenere,https://www.cheese.com/pecorino-dei-malatesta-sotto-cenere/,sheep,Italy,Emilia-Romagna,Pecorino,"semi-soft, artisan",NA,NA,smooth,ash coated,white,"smooth, subtle, sweet","fresh, milky",NA,NA,NA,NA,Romaniae Terrae
+Pecorino dei Monaci,https://www.cheese.com/pecorino-dei-monaci/,sheep,Italy,Emilia-Romagna,Pecorino,"semi-soft, artisan",NA,NA,"creamy, smooth",natural,white,"milky, smooth, sweet","milky, sweet",NA,NA,NA,NA,Romaniae Terrae
+Pecorino di Sogliano,https://www.cheese.com/pecorino-di-sogliano/,sheep,Italy,Emilia-Romagna,Pecorino,"hard, artisan",NA,NA,"crumbly, grainy",washed,white,"earthy, meaty, strong","pungent, strong",FALSE,FALSE,NA,NA,Romaniae Terrae
+Pecorino di Talamello,https://www.cheese.com/pecorino-di-talamello/,sheep,Italy,Emilia-Romagna,Pecorino,hard,NA,NA,"compact, crumbly, grainy",washed,white,"earthy, meaty, strong","pungent, rich, strong",FALSE,FALSE,NA,NA,Romaniae Terrae
+Pecorino di Vigna,https://www.cheese.com/pecorino-di-vigna/,sheep,Italy,Emilia-Romagna,Pecorino,"semi-soft, artisan",NA,NA,"smooth, soft",leaf wrapped,straw,"herbaceous, smooth","aromatic, herbal",NA,NA,NA,NA,Romaniae Terrae
+Pecorino Erica,https://www.cheese.com/pecorino-erica/,sheep,Italy,Emilia-Romagna,Pecorino,"semi-soft, artisan",NA,NA,"compact, smooth",natural,white,"milky, subtle, sweet","aromatic, floral, strong",NA,NA,NA,NA,Romaniae Terrae
+Pecorino Fiordaliso,https://www.cheese.com/pecorino-fiordaliso/,sheep,Italy,Emilia-Romagna,Pecorino,"semi-hard, artisan",NA,NA,compact,natural,ivory,"smooth, subtle","aromatic, floral, pronounced",NA,NA,NA,NA,Romaniae Terrae
+Pecorino Foglie Noci,https://www.cheese.com/pecorino-foglie-noci/,sheep,Italy,Emilia-Romagna,Pecorino,"semi-hard, artisan",NA,NA,"crumbly, grainy",leaf wrapped,white,"earthy, milky, nutty, sweet","fresh, nutty",NA,NA,NA,NA,Romaniae Terrae
+Pecorino Gelsomino,https://www.cheese.com/pecorino-gelsomino/,sheep,Italy,Emilia-Romagna,Pecorino,"hard, artisan",NA,NA,"crumbly, flaky",natural,ivory,"creamy, milky","aromatic, floral",NA,NA,NA,NA,Romaniae Terrae
+Pecorino Ginepro,https://www.cheese.com/pecorino-ginepro/,sheep,Italy,Emilia-Romagna,Pecorino,"semi-hard, artisan",NA,NA,"chalky, grainy",natural,pale white,"fruity, savory","fruity, woody",NA,NA,NA,NA,NA
+Pecorino Gran Riserva Del Passatore,https://www.cheese.com/pecorino-gran-riserva-del-passatore/,sheep,Italy,Emilia-Romagna,Pecorino,"semi-hard, artisan",NA,NA,smooth,natural,white,"smooth, sweet","fresh, milky, pleasant",NA,NA,NA,NA,Romaniae Terrae
+Pecorino in Walnut Leaves,https://www.cheese.com/pecorino-in-walnut-leaves/,sheep,Italy,Emilia-Romagna,Pecorino,"hard, artisan",40%,NA,"dense, firm",leaf wrapped,white,"buttery, herbaceous, nutty, sweet","earthy, herbal",FALSE,FALSE,"Pecorino Foglie De Noce, Pecorino Aged in Walnut Leaves",Walnut tree leaf Pecorino cheese,NA
+Pecorino Mallo di Noce,https://www.cheese.com/pecorino-mallo-di-noce/,sheep,Italy,Emilia-Romagna,Pecorino,"semi-hard, artisan",NA,NA,"crumbly, grainy",natural,white,"milky, nutty, subtle, sweet",nutty,NA,NA,NA,NA,Romaniae Terrae
+Pecorino nel fieno,https://www.cheese.com/pecorino-nel-fieno/,sheep,Italy,Pienza,NA,"soft, artisan",NA,NA,soft,natural,pale yellow,NA,NA,NA,NA,NA,NA,La Casera srl
+Pecorino Nel Granaio,https://www.cheese.com/pecorino-nel-granaio/,sheep,Italy,Emilia-Romagna,Pecorino,"semi-soft, artisan",NA,NA,"creamy, crumbly, smooth, soft",natural,pale yellow,creamy,"rich, strong",NA,NA,NA,NA,Romaniae Terrae
+Pecorino Nero,https://www.cheese.com/pecorino-nero/,sheep,Italy,Tuscany,NA,"soft, artisan",NA,NA,"creamy, smooth",NA,ivory,"pungent, subtle","mild, milky",NA,NA,NA,NA,Caseificio Pinzani Srl
+Pecorino Ortica,https://www.cheese.com/pecorino-ortica/,sheep,Italy,Emilia-Romagna,Pecorino,"semi-soft, artisan",NA,NA,"compact, smooth, soft",leaf wrapped,straw,"herbaceous, piquant, savory, sharp","aromatic, strong",NA,NA,Pecorino Ortica a latte Crudo,NA,Romaniae Terrae
+Pecorino Papavero,https://www.cheese.com/pecorino-papavero/,sheep,Italy,Emilia-Romagna,Pecorino,"hard, artisan",NA,NA,"crumbly, flaky",natural,straw,"floral, herbaceous, smooth","aromatic, floral, herbal",NA,NA,NA,NA,Romaniae Terrae
+Pecorino Pepato Mitica® Aged,https://www.cheese.com/pecorino-pepato/,sheep,Italy,Sardegna,NA,"semi-firm, artisan",NA,NA,"creamy, flaky",natural,ivory,"spicy, tangy",spicy,NA,NA,"Pepato, Pecorino Pepato Mitica® Aged",NA,NA
+Pecorino Pera,https://www.cheese.com/pecorino-pera/,sheep,Italy,Emilia-Romagna,Pecorino,"semi-hard, artisan",NA,NA,"crumbly, smooth",natural,ivory,"fruity, smooth, subtle, sweet","fruity, milky, sweet",NA,NA,NA,NA,Romaniae Terrae
+Pecorino Querciaiolo,https://www.cheese.com/pecorino-querciaiolo/,sheep,Italy,Emilia-Romagna,Pecorino,semi-soft,NA,NA,smooth,natural,white,"smooth, subtle",strong,NA,NA,NA,NA,Romaniae Terrae
+Pecorino Romagnolo,https://www.cheese.com/pecorino-romagnolo/,sheep,Italy,Emilia-Romagna,Pecorino,"semi-hard, artisan",NA,NA,"compact, crumbly",natural,ivory,"smooth, subtle",pronounced,NA,NA,NA,NA,Romaniae Terrae
+Pecorino Romano,https://www.cheese.com/pecorino-romano/,sheep,Italy,"Lazio, Sardinia",Pecorino,hard,NA,NA,"crumbly, grainy",natural,pale yellow,"salty, sharp",strong,FALSE,FALSE,Pecorino Romano PDO,NA,NA
+Pecorino Toscanello,https://www.cheese.com/toscanello/,sheep,Italy,Tuscany,Pecorino,semi-hard,NA,NA,"creamy, smooth",NA,pale yellow,mild,nutty,FALSE,FALSE,"Pecorino Toscano, Pecorino Toscano DOP, Tuscan Pecorino, Pecorino Toscanello",NA,NA
+Peekskill Pyramid,https://www.cheese.com/peekskill-pyramid/,cow,United States,Peekskill,Brie,"soft, artisan",50%,NA,creamy,rindless,pale yellow,"buttery, sour, sweet",rich,FALSE,FALSE,NA,NA,Egg Farm Dairy
+Pelardon des Cevennes,https://www.cheese.com/pelardon-des-cevennes/,goat,France,Languedoc,Tomme,"soft, soft-ripened",NA,NA,creamy,natural,white,"acidic, fruity",goaty,FALSE,FALSE,NA,NA,NA
+Pelardon des Corbieres,https://www.cheese.com/pelardon-des-corbieres/,goat,France,Languedoc-Roussillon,NA,soft,45%,NA,,NA,NA,"acidic, sweet",NA,FALSE,FALSE,NA,NA,NA
+Pembrokeshire Extra Mature Cheddar,https://www.cheese.com/pembrokeshire-extra-mature-cheddar/,cow,United Kingdom,Pembrokeshire,Cheddar,"semi-soft, artisan",NA,NA,"crumbly, dense",NA,yellow,"strong, tangy",rich,FALSE,FALSE,Extra Mature Welsh Cheddar,NA,Pembrokeshire Cheese Company
+Pembrokeshire Mature Cheddar,https://www.cheese.com/pembrokeshire-mature-cheddar/,cow,United Kingdom,Pembrokeshire,Cheddar,"semi-soft, artisan",NA,NA,dense,NA,pale yellow,"smooth, tangy",strong,TRUE,FALSE,Mature Welsh Cheddar,NA,Pembrokeshire Cheese Company
+Penamellera,https://www.cheese.com/penamellera/,"cow, goat, sheep",Spain,Asturias,NA,"semi-hard, artisan",NA,NA,"creamy, dense, supple",natural,pale yellow,"acidic, bitter, herbaceous","aromatic, strong",FALSE,FALSE,NA,CUAYAU de Penamellera,NA
+Penbryn,https://www.cheese.com/penbryn/,cow,"Great Britain, United Kingdom, Wales",NA,Gouda,hard,45%,NA,,NA,NA,"buttery, fruity, grassy, nutty, sweet",NA,TRUE,FALSE,NA,NA,NA
+Pencarreg,https://www.cheese.com/pencarreg/,cow,Great Britain,Wales,Brie,"soft, blue-veined",40%,NA,creamy,natural,pale yellow,smooth,rich,FALSE,FALSE,NA,NA,NA
+Pepato,https://www.cheese.com/pepato/,sheep,Italy,NA,NA,"semi-hard, artisan",NA,NA,"creamy, flaky",natural,straw,"salty, spicy",spicy,NA,NA,Pecorino Pepato,NA,NA
+PepBert,https://www.cheese.com/pepbert/,cow,United States,Colorado,Camembert,"soft, artisan",NA,NA,soft-ripened,NA,ivory,"creamy, spicy","buttery, strong",NA,NA,MouCo PepBert,NA,MouCo Cheese Company
+Pepper Jack,https://www.cheese.com/pepper-jack/,cow,United States,"Monterey, California",Monterey Jack,semi-soft,NA,NA,"creamy, smooth",natural,cream,"herbaceous, spicy","aromatic, herbal",NA,NA,NA,NA,NA
+Pepper Rebel,https://www.cheese.com/pepper-rebel/,cow,Austria,Sulzberg,NA,"semi-hard, artisan",50%,NA,creamy,natural,yellow,"creamy, spicy","grassy, spicy, sweet",NA,NA,Pfefferrebell,NA,Sulzberger Käserebellen Sennerei GmbH
+Peppercorn Gouda,https://www.cheese.com/peppercorn-gouda/,cow,United States,Utah,Gouda,"semi-hard, artisan",NA,NA,"compact, crumbly, dense",natural,yellow,"mild, nutty, sharp, spicy",NA,NA,NA,NA,NA,Rockhill Creamery
+Perl Las Blue,https://www.cheese.com/perl-las-blue/,cow,United Kingdom,NA,NA,semi-soft,NA,NA,creamy,NA,golden yellow,"creamy, salty",NA,NA,NA,NA,NA,NA
+Perl Wen,https://www.cheese.com/perl-wen/,cow,"United Kingdom, Wales",NA,NA,semi-soft,NA,NA,"creamy, smooth, soft",NA,white,citrusy,NA,NA,NA,NA,NA,NA
+Perlagrigia Sotto Cenere,https://www.cheese.com/perlagrigia-sotto-cenere/,cow,Italy,Veneto,NA,soft,NA,NA,compact,ash coated,pale yellow,"sharp, spicy","aromatic, smokey",FALSE,FALSE,NA,NA,La Casearia Carpenedo S.r.l.
+Perroche,https://www.cheese.com/perroche/,goat,United Kingdom,"Herefordshire, West Midlands",NA,"fresh soft, artisan",NA,NA,,NA,white,"lemony, mild","aromatic, fresh, herbal",TRUE,FALSE,NA,NA,Neal's Yard Creamery
+Petida,https://www.cheese.com/petida/,cow,Germany,NA,NA,"soft, brined",55%,190 mg/100g,creamy,artificial,white,"mild, milky","clean, fresh",TRUE,FALSE,NA,NA,Bergader Privatkäserei GmbH
+Petit Blaja,https://www.cheese.com/petit-blaja/,goat,France,NA,NA,soft,NA,NA,soft,NA,golden yellow,NA,NA,NA,NA,NA,NA,NA
+Petit Pardou,https://www.cheese.com/petit-pardou/,cow,France,Laruns,NA,semi-hard,50%,NA,,natural,NA,NA,aromatic,FALSE,FALSE,NA,NA,NA
+Petit-Suisse,https://www.cheese.com/petit-suisse/,cow,France,"Normandy, Auvilliers",NA,fresh soft,40%,NA,"creamy, smooth",rindless,white,"mild, sweet",fresh,NA,NA,NA,"double Suisse, double Petit-Suisse, Suisse double",Danone
+Petite Swiss,https://www.cheese.com/petite-swiss/,cow,United States,Wisconsin,NA,semi-hard,NA,NA,compact,natural,pale yellow,"mild, nutty, sweet","fresh, fruity",NA,NA,NA,NA,Emmi Roth USA
+Phoebe,https://www.cheese.com/phoebe/,"goat, sheep",United States,"Tieton, Washington",Feta,"fresh soft, brined",NA,NA,soft,rindless,white,"milky, salty",fresh,NA,NA,NA,NA,Tieton Farm & Creamery
+Pianoforte,https://www.cheese.com/pianoforte/,cow,United States,California,NA,"soft, soft-ripened",NA,NA,"creamy, soft",natural,pale yellow,"acidic, mushroomy, nutty",pleasant,NA,NA,NA,NA,Andante Dairy
+Piave,https://www.cheese.com/piave/,cow,Italy,Veneto,NA,"hard, artisan",NA,NA,"crystalline, dense, flaky",natural,NA,NA,NA,NA,NA,NA,NA,NA
+Piave Fresco,https://www.cheese.com/piave-fresco/,cow,Italy,Veneto,Parmesan,"semi-hard, artisan",NA,NA,"creamy, smooth",natural,ivory,"mild, milky, smooth","mild, milky, pleasant",NA,NA,NA,NA,NA
+Piave Mezzano,https://www.cheese.com/piave-mezzano/,cow,,Veneto,Parmesan,"hard, artisan",NA,NA,"dense, firm",natural,pale yellow,"full-flavored, salty, sharp, strong","milky, pleasant",NA,NA,NA,NA,NA
+Piave Vecchio DOP,https://www.cheese.com/piave-vecchio/,cow,Italy,Veneto,Parmesan,"hard, artisan",NA,NA,"dense, firm, flaky",natural,golden yellow,"nutty, strong, sweet",NA,NA,NA,Piave Stravecchio,NA,NA
+Piave Vecchio Selezione Oro,https://www.cheese.com/piave-vecchio-selezione-oro/,cow,Italy,Veneto,Parmesan,"hard, artisan",NA,NA,"crumbly, dense, flaky, grainy",natural,yellow,"fruity, full-flavored, mild, sweet",NA,NA,NA,Piave Vecchio Gold Selection,NA,NA
+Picobello,https://www.cheese.com/picobello/,cow,Netherlands,Huizen,Gouda,hard,45%,NA,"crumbly, open",waxed,golden yellow,"caramel, nutty, sweet",NA,NA,NA,NA,"Picobello Fino, Picobello Maturo",Westland Kaasexport B.V.
+Picodon de Chevre,https://www.cheese.com/picodon-de-chevre/,goat,France,NA,NA,"soft, artisan",NA,NA,"firm, smooth",natural,white,"sour, sweet","goaty, pungent",NA,NA,"Picodon AOC, Picodon PDO, Picodon AOP",NA,NA
+Picolo,https://www.cheese.com/picolo/,cow,United States,California,NA,"soft, artisan",NA,NA,soft-ripened,bloomy,pale yellow,"mushroomy, nutty, sweet",sweet,NA,NA,NA,NA,Andante Dairy
+Picos de Europa,https://www.cheese.com/picos-de-europa/,cow,Spain,NA,Blue,"semi-soft, blue-veined",NA,NA,creamy,NA,blue,"spicy, strong",NA,NA,NA,Picos Blue,NA,NA
+Pied-de-vent,https://www.cheese.com/pied-de-vent/,cow,Canada,Quebec,Blue,"semi-soft, blue-veined",27%,NA,"creamy, smooth",washed,cream,"mushroomy, nutty",rich,FALSE,FALSE,NA,NA,Fromagerie du Pied-De-Vent
+Pierce Pt,https://www.cheese.com/pierce-pt/,cow,United States,California,NA,"soft, artisan",NA,NA,soft,bloomy,pale yellow,"savory, tangy","floral, herbal",TRUE,FALSE,Pierce Point,NA,Cowgirl Creamery
+Pigouille,https://www.cheese.com/pigouille/,sheep,France,Charentes,NA,"soft, artisan",NA,NA,"creamy, crumbly, grainy",mold ripened,ivory,"acidic, salty, sweet, tangy",barnyardy,NA,NA,NA,Pigouille des Charentes,NA
+Pimento,https://www.cheese.com/pimento/,cow,United States,"Ann Arbor, Michigan",NA,"soft, artisan",NA,NA,"creamy, crumbly",rindless,brown,spicy,NA,FALSE,FALSE,NA,NA,Zingerman's Creamery
+Pinconning,https://www.cheese.com/pinconning/,cow,United States,"Pinconning, Michigan",Cheddar,semi-hard,NA,NA,"creamy, open",natural,yellow,"mild, sharp",NA,FALSE,FALSE,NA,NA,Pinconning Cheese Co.
+Piora,https://www.cheese.com/piora/,cow,Switzerland,Piora Valley,NA,hard,NA,NA,,NA,NA,NA,"aromatic, rich",FALSE,FALSE,NA,NA,NA
+Piper's Pyramide,https://www.cheese.com/pipers-pyramide/,goat,United States,Indiana,Brie,"soft, artisan, soft-ripened",NA,NA,"creamy, dense, fluffy, soft-ripened",bloomy,white,"buttery, milky, sweet","lactic, musty",FALSE,FALSE,NA,NA,Capriole Goat Cheese
+Pistol Point Cheddar,https://www.cheese.com/pistol-point-cheddar/,cow,United States,Oregon,Cheddar,"semi-hard, artisan",NA,NA,"creamy, crumbly",natural,pale yellow,"smokey , spicy",NA,TRUE,FALSE,NA,NA,Rogue Creamery
+Pitchfork Cheddar,https://www.cheese.com/pitchfork-cheddar/,cow,England,NA,NA,hard,NA,NA,"compact, creamy, firm",cloth wrapped,pale yellow,"acidic, fruity, grassy, nutty, tangy","buttery, fruity, grassy, nutty, subtle",FALSE,FALSE,NA,NA,Trethowan Brothers
+Pithtiviers au Foin,https://www.cheese.com/pithtiviers-au-foin/,cow,France,"Centre , the department of Loiret",Camembert,"soft, artisan",NA,NA,smooth,natural,pale yellow,"burnt caramel, fruity",grassy,FALSE,FALSE,Bondaroy au foin,NA,Kraft Foods Company
+Pizy,https://www.cheese.com/pizy/,cow,Canada,Quebec,Tomme,"soft, artisan, soft-ripened",27%,NA,"creamy, smooth, soft",bloomy,ivory,"bitter, buttery, mild, milky, salty",mushroom,NA,NA,NA,NA,Fromagerie La Suisse Normande
+Plancherin d'Arêches,https://www.cheese.com/plancherin-d-areches/,goat,France,NA,NA,soft,NA,NA,"creamy, smooth, soft",natural,white,"creamy, floral, herbaceous, mild, nutty, woody","floral, fresh, herbal, perfumed, woody",FALSE,FALSE,NA,Plancherin d'Areches,Caroline Jouguet
+Pleasant Creek,https://www.cheese.com/pleasant-creek/,goat,United States,Oregon,Swiss Cheese,hard,NA,NA,"open, smooth",natural,yellow,"buttery, mild, nutty","fruity, grassy",TRUE,FALSE,NA,NA,Pholia Farm
+Pleasant Ridge Reserve,https://www.cheese.com/pleasant-ridge-reserve/,cow,United States,Wisconsin,NA,"semi-hard, artisan",NA,NA,"crystalline, firm, smooth",washed,golden yellow,"creamy, full-flavored, grassy, nutty",NA,FALSE,FALSE,Uplands Pleasant Ridge,NA,Uplands Cheese Company
+Plymouth Cheese,https://www.cheese.com/plymouth-cheese/,cow,United States,Vermont,Cheddar,"hard, artisan",NA,NA,"firm, flaky, grainy",waxed,yellow,"buttery, fruity, full-flavored, nutty, smokey , spicy, tangy","rich, smokey, strong",NA,NA,NA,NA,Plymouth Artisan Cheese
+Podhalanski,https://www.cheese.com/podhalanski/,"cow, sheep",Poland,NA,NA,"semi-hard, artisan",40%,NA,"creamy, open",natural,pale yellow,smokey,smokey,FALSE,FALSE,NA,NA,NA
+Point Reyes Bay Blue,https://www.cheese.com/point-reyes-bay-blue/,cow,United States,California,Blue,"soft, artisan",NA,NA,"creamy, crumbly",natural,pale yellow,"buttery, caramel, creamy, salty, sweet","earthy, strong",NA,NA,NA,NA,Point Reyes Farmstead Cheese Co
+Point Reyes Original Blue,https://www.cheese.com/point-reyes-original-blue/,cow,United States,California,Blue,"semi-soft, artisan, blue-veined",NA,NA,"buttery, creamy",natural,white,"creamy, milky, strong, sweet","fresh, milky, strong",TRUE,FALSE,Original Blue,NA,Point Reyes Farmstead Cheese Co
+Point Reyes Toma,https://www.cheese.com/point-reyes-toma/,cow,United States,California,NA,"semi-hard, artisan",NA,NA,"buttery, creamy",waxed,ivory,"buttery, creamy",buttery,TRUE,FALSE,NA,NA,Point Reyes Farmstead Cheese Co
+Poivre d'Ane,https://www.cheese.com/poivre-dane/,"cow, goat",France,NA,NA,"soft, artisan",NA,NA,smooth,natural,white,herbaceous,herbal,NA,NA,NA,NA,NA
+Pokolbin,https://www.cheese.com/pokolbin/,cow,Australia,Hunter Valley,NA,"semi-soft, smear-ripened",NA,NA,,washed,NA,"sharp, spicy",NA,FALSE,FALSE,NA,NA,Hunter Valley Cheese Company
+Pompeii,https://www.cheese.com/pompeii/,cow,Australia,South Australia,NA,"semi-hard, artisan, smear-ripened",45%,NA,"crumbly, soft, supple",washed,cream,"herbaceous, sweet",herbal,TRUE,FALSE,NA,NA,Woodside Cheese Wrights
+Pong's Extraordinary... Cheddar,https://www.cheese.com/pongs-extraordinary-cheddar/,cow,United Kingdom,NA,NA,"hard, semi-hard",NA,NA,"creamy, crumbly",NA,yellow,NA,NA,NA,NA,NA,NA,NA
+Pont l'Eveque,https://www.cheese.com/pont-leveque/,cow,France,NA,NA,soft,NA,NA,creamy,washed,pale yellow,"creamy, full-flavored",NA,NA,NA,Pont-l'Évêque,NA,NA
+Port Nicholson,https://www.cheese.com/port-nicholson/,cow,New Zealand,NA,NA,semi-soft,40%,NA,"creamy, smooth",washed,orange,"sour, sweet",smokey,NA,NA,Kapiti Port Nicholson,NA,Kapiti Brands NZ Ltd
+Port-Salut,https://www.cheese.com/port-salut/,cow,France,Brittany,NA,semi-soft,72.7%,NA,"creamy, smooth",washed,pale yellow,"acidic, mellow",NA,FALSE,FALSE,NA,"Port du Salut, Port Salut",NA
+Postel,https://www.cheese.com/postel/,cow,Belgium,Postel,NA,NA,NA,NA,,washed,NA,NA,NA,FALSE,FALSE,NA,NA,NA
+Pouligny-Saint-Pierre,https://www.cheese.com/pouligny-saint-pierre/,goat,France,Berry,NA,soft,NA,NA,"creamy, crumbly",natural,ivory,"acidic, sweet",goaty,FALSE,FALSE,NA,NA,NA
+Pourly,https://www.cheese.com/pourly/,goat,France,Burgund,NA,"soft, artisan",45%,NA,smooth,natural,pale yellow,sweet,fresh,FALSE,FALSE,NA,NA,NA
+Prairie Breeze Cheddar,https://www.cheese.com/prairie-breeze-cheddar/,cow,United States,Iowa,Cheddar,"hard, artisan",NA,NA,"creamy, crumbly, grainy",natural,yellow,"nutty, sharp, sweet","grassy, mild",TRUE,FALSE,NA,NA,Milton Creamery LLC
+Prairie Rose,https://www.cheese.com/prairie-rose/,,United States,Iowa,Swiss Cheese,"semi-hard, artisan",NA,NA,"creamy, open",natural,yellow,"creamy, full-flavored, smooth","grassy, mild, nutty",TRUE,FALSE,NA,NA,Milton Creamery LLC
+Prairie Tomme,https://www.cheese.com/prairie-tomme/,sheep,United States,Missouri,Tomme,"semi-hard, artisan",NA,NA,"firm, smooth",natural,cream,"buttery, nutty",NA,FALSE,FALSE,NA,NA,Green Dirt Farm
+Prastost,https://www.cheese.com/prastost/,cow,Sweden,NA,Cheddar,semi-soft,45-50%,NA,creamy,NA,yellow,"salty, spicy, strong","aromatic, rich",FALSE,FALSE,"Priest Cheese, Saaland Pfarr, VODCheese",NA,NA
+President Brie,https://www.cheese.com/president-brie/,cow,France,NA,Brie,"soft, artisan, soft-ripened",NA,NA,"buttery, creamy, runny, spreadable",bloomy,pale yellow,"buttery, creamy, subtle",rich,NA,NA,"President Lingot Brie, President Wee Brie",NA,NA
+President Camembert,https://www.cheese.com/president-camembert/,cow,United States,New York,Camembert,"semi-soft, soft-ripened",NA,NA,"creamy, firm, soft",bloomy,cream,"creamy, earthy",rich,NA,NA,NA,NA,President Cheese
+President Fat Free Feta,https://www.cheese.com/president-fat-free-feta/,cow,"France, United States",New York,Feta,"firm, artisan, brined",0 g/100g,30 mg/100g,crumbly,natural,white,"herbaceous, salty, tangy",fresh,NA,NA,"Fat Free Feta Crumbles, Fat Free Feta Chunk",NA,President Cheese
+President Light Brie,https://www.cheese.com/president-light-brie/,cow,France,New York,Brie,"soft, soft-ripened",NA,NA,"creamy, runny, smooth",bloomy,white,"creamy, mild, nutty, tangy",strong,NA,NA,NA,NA,President Cheese
+President Madrigal,https://www.cheese.com/president-madrigal/,cow,France,NA,Swiss Cheese,"semi-hard, artisan",NA,NA,"smooth, soft",natural,straw,"nutty, sweet",NA,NA,NA,NA,NA,President Cheese
+Prima Donna,https://www.cheese.com/prima-donna/,cow,Netherlands,NA,Parmesan,hard,NA,NA,"crumbly, crystalline, firm, grainy",natural,yellow,"full-flavored, nutty, sweet",NA,NA,NA,NA,NA,Vandersterre Groep International B.V.
+Prima Donna fino,https://www.cheese.com/prima-donna-fino/,cow,Netherlands,NA,Parmesan,hard,30.5 g/100g,921 mg/100g,"crumbly, crystalline, firm",natural,pale yellow,"full-flavored, nutty, sweet",rich,NA,NA,NA,NA,Vandersterre Groep International B.V.
+Prima Donna forte,https://www.cheese.com/prima-donna-forte/,,Netherlands,NA,Parmesan,hard,33 g/100g,990 mg/100g,"crumbly, crystalline, flaky, grainy",natural,yellow,"nutty, strong, sweet",NA,NA,NA,NA,NA,Vandersterre Groep International B.V.
+Prima Donna leggero,https://www.cheese.com/prima-donna-leggero/,cow,Netherlands,NA,Parmesan,hard,18.3 g/100g,1071 mg/100g,"crumbly, crystalline, firm",natural,yellow,"savory, sharp",NA,NA,NA,NA,NA,Vandersterre Groep International B.V.
+Prima Donna maturo,https://www.cheese.com/prima-donna-maturo/,cow,Netherlands,NA,Parmesan,hard,32.3 g/100g,749 mg/100g,"crumbly, crystalline, firm, grainy",natural,yellow,sharp,NA,NA,NA,NA,NA,Vandersterre Groep International B.V.
+Primo Fresco,https://www.cheese.com/primo-fresco/,sheep,United States,California,NA,"fresh soft, artisan",NA,NA,"creamy, fluffy, spreadable",natural,white,"salty, savory, subtle, tangy","fresh, mild",TRUE,FALSE,NA,NA,Weirauch Farm and Creamery
+Prince-Jean,https://www.cheese.com/prince-jean/,cow,Belgium,NA,NA,"fresh soft, artisan",NA,NA,creamy,natural,white,buttery,"fresh, rich",FALSE,FALSE,NA,NA,NA
+Prix de Diane,https://www.cheese.com/prix-de-diane/,cow,United States,Maine,Brie,"soft, artisan",NA,NA,"creamy, soft, soft-ripened",bloomy,pale yellow,"buttery, citrusy, creamy, subtle",rich,TRUE,FALSE,NA,NA,Lakin's Gorges Cheese LLC
+Processed Cheddar,https://www.cheese.com/processed-cheddar/,cow,,NA,Cheddar,"semi-hard, processed",NA,NA,"creamy, smooth",NA,NA,sharp,NA,NA,NA,NA,NA,NA
+Processed Cheese,https://www.cheese.com/pasteurized-processed/,cow,,NA,NA,"soft, processed",NA,NA,"creamy, smooth, spreadable, springy",plastic,NA,NA,NA,FALSE,FALSE,"cheese spread, cheese food, singles",NA,Various
+Processed Smoked Gouda,https://www.cheese.com/processed-smoked-gouda/,cow,United States,Wisconsin,Gouda,"semi-hard, processed",NA,NA,creamy,natural,straw,"creamy, mild, smokey",smokey,NA,NA,NA,NA,Emmi Roth USA
+Promontory,https://www.cheese.com/promontory/,cow,United States,Utah,Cheddar,"hard, artisan",NA,NA,"creamy, firm",NA,pale yellow,"buttery, citrusy","fruity, rich",TRUE,FALSE,NA,NA,Beehive Cheese Company
+Provel,https://www.cheese.com/provel/,cow,United States,"St. Louis, Missouri",Cheddar,"soft, processed",NA,NA,"buttery, gooey",plastic,white,buttery,smokey,FALSE,FALSE,NA,NA,NA
+Providence,https://www.cheese.com/providence/,goat,United States,North Carolina,NA,"semi-soft, artisan",NA,NA,"compact, crumbly",washed,pale yellow,creamy,yeasty,FALSE,FALSE,NA,NA,Goat Lady Dairy
+Provoleta,https://www.cheese.com/provoleta/,water buffalo,Argentina,NA,Pasta filata,"semi-hard, artisan",45%,316 mg/100g,"creamy, smooth, springy",NA,pale yellow,"mild, smokey",fresh,FALSE,FALSE,Spinning Argentine provolone cheese,NA,NA
+Provolone,https://www.cheese.com/provolone/,cow,Italy,Po valley region,Pasta filata,"semi-hard, artisan",NA,NA,firm,NA,pale yellow,tangy,pleasant,NA,NA,NA,NA,NA
+Provolone del Monaco,https://www.cheese.com/provolone-del-monaco/,cow,Italy,Naples,Pasta filata,"semi-hard, artisan",40.5%,157 mg/100g,"firm, grainy",NA,pale yellow,"buttery, sweet",pleasant,FALSE,FALSE,Provolone delmonaco,NA,NA
+Provolone Mandarino Gran Riserva,https://www.cheese.com/provolone-mandarino-gran-riserva/,cow,Italy,Veneto,Pasta filata,"semi-hard, artisan",NA,NA,"elastic, stringy, supple",natural,white,"pronounced, spicy, subtle",spicy,FALSE,FALSE,NA,NA,La Casearia Carpenedo S.r.l.
+Provolone Valpadana,https://www.cheese.com/provolone-valpadana/,cow,Italy,Valpadana,Pasta filata,"semi-hard, artisan",NA,NA,firm,NA,pale yellow,full-flavored,rich,FALSE,FALSE,NA,NA,NA
+Président Fresh Goat Cheese,https://www.cheese.com/president-fresh-goat-cheese/,goat,France,Poitou-Charentes,NA,"fresh firm, artisan",NA,NA,"dense, smooth",natural,white,"herbaceous, mild, sharp, smooth, tangy","fresh, goaty",NA,NA,"Président plain goat log, Président herb goat log",NA,President Cheese
+PsycheDillic,https://www.cheese.com/psychedillic/,goat,United States,California,NA,fresh soft,NA,NA,"creamy, smooth, spreadable",rindless,white,"creamy, full-flavored, herbaceous",aromatic,TRUE,FALSE,NA,NA,Cypress Grove Chevre
+Pule,https://www.cheese.com/pule/,donkey,Serbia,Zasavica,NA,artisan,NA,NA,crumbly,NA,white,NA,NA,NA,NA,magareći sir,NA,NA
+Purple Haze,https://www.cheese.com/purple-haze/,goat,United States,California,NA,fresh soft,NA,NA,"creamy, crumbly, smooth, spreadable",rindless,white,"earthy, herbaceous",aromatic,TRUE,FALSE,NA,NA,Cypress Grove Chevre
+Purple's a Must,https://www.cheese.com/purples-must/,"cow, goat","Canada, Italy",Lombardy,Blue,"semi-hard, artisan, blue-veined",NA,NA,"creamy, crumbly",mold ripened,pale yellow,"full-flavored, strong",rich,NA,NA,NA,NA,Fifth Town Artisan Cheese
+Pyengana Cheddar,https://www.cheese.com/pyengana-cheddar/,cow,Australia,Tasmania,Cheddar,"hard, semi-hard, artisan",NA,NA,"creamy, crumbly, smooth",natural,pale yellow,"acidic, full-flavored, herbaceous, savory, spicy","grassy, herbal",FALSE,FALSE,NA,NA,Pyengana Dairy Company
+Pyramide,https://www.cheese.com/pyramide/,goat,France,Loire Valley,NA,"soft, artisan",NA,NA,crumbly,natural,ivory,NA,pungent,FALSE,FALSE,NA,NA,NA
+Pérail de Brebis,https://www.cheese.com/perail-de-brebis/,sheep,France,NA,NA,"soft, artisan",NA,NA,"creamy, smooth",NA,pale yellow,"full-flavored, strong",goaty,NA,NA,"Perail, Pérail",NA,NA
+Saaland Pfarr,https://www.cheese.com/saaland-pfarr/,cow,Sweden,NA,NA,semi-soft,45-50%,NA,creamy,NA,yellow,"salty, spicy, strong","aromatic, rich",FALSE,FALSE,VODCheese,NA,Norrmejerier
+Saanen Silk,https://www.cheese.com/saanen-silk/,goat,Canada,Ontario,NA,"semi-soft, artisan, soft-ripened",NA,NA,"creamy, fluffy, runny, soft-ripened",bloomy,white,"mild, mushroomy","floral, pleasant",FALSE,FALSE,NA,NA,Cross Wind Farm
+Saanenkaese,https://www.cheese.com/saanenkaese/,cow,Switzerland,NA,Parmesan,"hard, processed",NA,NA,"brittle, firm",natural,pale yellow,fruity,strong,FALSE,FALSE,NA,NA,NA
+Saga,https://www.cheese.com/saga/,cow,Denmark,NA,Brie,"soft, blue-veined, soft-ripened",NA,NA,creamy,bloomy,white,"creamy, mild",mild,FALSE,FALSE,"Saga Classic Blue Brie, Saga Blue Brie",NA,NA
+Sage Derby,https://www.cheese.com/sage-derby/,cow,"England, United Kingdom",East Midlands,NA,"semi-hard, artisan",45%,NA,firm,NA,green,"herbaceous, mild",herbal,TRUE,FALSE,NA,NA,NA
+Saint Agur,https://www.cheese.com/saint-agur/,cow,France,Auvergne,Blue,"soft, blue-veined",60%,NA,"creamy, smooth, spreadable",NA,blue,"fruity, mellow, sharp",strong,FALSE,FALSE,NA,"Saint Agur Coupe, Saint Agur Crème",Savencia Fromage & Dairy
+Saint Albray,https://www.cheese.com/saint-albray/,cow,France,Aquitaine,NA,semi-soft,NA,NA,"creamy, smooth",washed,NA,"mild, sweet","buttery, mild",NA,NA,NA,"St. Albray, Saint-Albray, St Albray",NA
+Saint André,https://www.cheese.com/saint-andre/,cow,France,NA,Brie,"soft, soft-ripened",NA,NA,"creamy, dense",bloomy,ivory,"buttery, tangy",rich,NA,NA,NA,"St. Andre, Saint Andre, St André",NA
+Saint Felicien,https://www.cheese.com/saint-felicien/,cow,France,NA,NA,"soft, artisan",NA,NA,creamy,NA,white,creamy,nutty,NA,NA,Saint Félicien,St Felicien,NA
+Saint Honoré,https://www.cheese.com/saint-honore/,cow,Canada,Quebec,Brie,"soft, soft-ripened",NA,NA,"creamy, smooth, soft, soft-ripened, supple",bloomy,cream,"creamy, mild",mild,NA,NA,NA,"Saint-Honoré, St Honoré, St. Honoré",La Maison Alexis de Portneuf Inc.
+Saint Marcellin,https://www.cheese.com/saint-marcellin/,cow,France,NA,NA,"soft, artisan",NA,NA,"creamy, smooth",NA,white,"mild, tangy",NA,FALSE,FALSE,NA,"St Marcellin, Saint-Marcellin",NA
+Saint Nectaire,https://www.cheese.com/saint-nectaire/,cow,France,Auvergne,Tomme,"semi-soft, artisan",NA,NA,"creamy, smooth",washed,ivory,pungent,grassy,FALSE,FALSE,NA,"St. Nectaire, Saint-Nectaire, St Nectaire",NA
+Saint Paulin,https://www.cheese.com/saint-paulin/,cow,France,NA,Saint-Paulin,"semi-soft, artisan",NA,NA,"creamy, firm",washed,NA,"buttery, sweet",milky,NA,NA,NA,Saint-Paulin,Fromagerie Fritz Kaiser
+Saint Rose,https://www.cheese.com/saint-rose/,sheep,United States,California,NA,"semi-soft, artisan",NA,NA,firm,natural,pale yellow,"citrusy, floral, nutty, sharp","grassy, mild",TRUE,FALSE,NA,St. Rose,Weirauch Farm and Creamery
+Sainte-Maure de Touraine AOC,https://www.cheese.com/sainte-maure-de-touraine-aoc/,goat,France,Loire,NA,"semi-soft, artisan",NA,NA,"creamy, fluffy, soft",NA,white,NA,NA,FALSE,FALSE,NA,"Saint ​​Maure de Touraine, St ​​Maure de Touraine, Sainte Maure de Touraine",NA
+Salemville Amish Blue,https://www.cheese.com/salemville-amish-blue/,cow,United States,Wisconsin,Blue,"semi-soft, artisan, blue-veined",NA,NA,"creamy, crumbly",NA,ivory,"creamy, earthy","earthy, rich",NA,NA,Salemville Reserve,NA,"DCI Cheese Company, Inc"
+Salemville Amish Gorgonzola,https://www.cheese.com/salemville-amish-gorgonzola/,cow,United States,Wisconsin,Blue,"semi-soft, artisan, blue-veined",NA,NA,"creamy, crumbly",NA,ivory,"creamy, earthy, piquant","earthy, rich",NA,NA,NA,NA,"DCI Cheese Company, Inc"
+Salemville Smokehaus Blue,https://www.cheese.com/salemville-smokehaus-blue/,cow,United States,Wisconsin,Blue,"semi-soft, artisan, blue-veined",NA,NA,creamy,NA,ivory,"creamy, smokey","earthy, rich, smokey",NA,NA,NA,NA,"DCI Cheese Company, Inc"
+Salers,https://www.cheese.com/salers/,cow,France,"Auvergne, Salers",NA,semi-hard,NA,NA,,NA,red,"fruity, spicy",NA,FALSE,FALSE,NA,NA,NA
+Salsa Asiago,https://www.cheese.com/salsa-asiago/,cow,United States,Wisconsin,NA,"hard, artisan",NA,NA,"compact, firm, open, smooth",natural,pale yellow,"creamy, garlicky, nutty, sharp, spicy","aromatic, nutty, pungent",TRUE,FALSE,NA,NA,Sartori
+Saltbush Chevre,https://www.cheese.com/saltbush_chevre/,goat,Australia,South Australia,NA,"fresh firm, artisan",45%,NA,creamy,rindless,white,"acidic, grassy, herbaceous, salty","goaty, grassy, herbal",TRUE,FALSE,NA,NA,Woodside Cheese Wrights
+Samso,https://www.cheese.com/samso/,cow,Denmark,NA,NA,semi-hard,30-45%,NA,supple,waxed,yellow,"nutty, sour, sweet",NA,FALSE,FALSE,NA,NA,NA
+San Andreas,https://www.cheese.com/san-andreas/,sheep,United States,California,NA,"hard, artisan",NA,NA,"creamy, firm, open, smooth",natural,straw,"butterscotch, nutty, sweet","clean, mild, rich",TRUE,FALSE,NA,NA,Bellwether Farms
+San Geronimo,https://www.cheese.com/san-geronimo/,cow,United States,Nicasio,NA,"semi-soft, brined",NA,NA,smooth,washed,white,"acidic, meaty, mellow, mild, tangy, tart",earthy,FALSE,FALSE,NA,NA,Nicasio Valley Cheese Company
+San Simón DOP,https://www.cheese.com/san-simon/,cow,Spain,Galicia,NA,semi-soft,NA,NA,"buttery, creamy",natural,cream,buttery,"smokey, woody",FALSE,FALSE,NA,NA,NA
+Sancerre,https://www.cheese.com/sancerre/,goat,France,NA,NA,hard,40%,NA,,natural,NA,"nutty, strong",NA,FALSE,FALSE,NA,NA,NA
+Sandy Creek,https://www.cheese.com/sandy-creek/,goat,United States,North Carolina,NA,"soft, soft-ripened",NA,NA,"runny, smooth",mold ripened,ivory,"citrusy, lemony, mushroomy, tangy","earthy, grassy",TRUE,FALSE,NA,NA,Goat Lady Dairy
+Santa Gadea,https://www.cheese.com/santa-gadea/,goat,Spain,NA,NA,"soft, semi-soft",NA,NA,"creamy, smooth, soft",NA,white,NA,NA,NA,NA,NA,NA,NA
+Sao Jorge,https://www.cheese.com/sao-jorge/,cow,Portugal,Azores,NA,semi-hard,NA,NA,"chalky, crumbly, firm",natural,golden yellow,"spicy, tangy",NA,FALSE,FALSE,"S. Jorge cheese, Queijo São Jorge, St. George",NA,NA
+Sap Sago,https://www.cheese.com/sap-sago/,cow,Switzerland,Canton of Glarus,NA,hard,NA,NA,dry,natural,green,NA,herbal,NA,NA,"Schabziger, Swiss Green Cheese",sapsago,NA
+Saporito,https://www.cheese.com/saporito/,cow,Italy,"Treviso, Veneto",NA,"semi-hard, artisan",NA,NA,creamy,natural,ivory,"creamy, mild",herbal,NA,NA,NA,NA,Moro Latteria di Moro Sergio
+Sardo,https://www.cheese.com/sardo/,cow,Argentina,NA,NA,hard,NA,NA,"crumbly, firm, flaky",natural,pale yellow,"full-flavored, salty, sharp",NA,FALSE,FALSE,NA,"Argentine Sardo, Sardo Argentino",NA
+Sarró de Cabra,https://www.cheese.com/sarro-de-cabra/,goat,Spain,Barcelona,NA,"semi-soft, artisan",NA,NA,buttery,cloth wrapped,white,"citrusy, strong, tangy","mild, sweet",NA,NA,Sarro,NA,Formatgeries Montbrú
+Sartori Classic Cheese Asiago,https://www.cheese.com/sartori-classic-cheese-asiago/,cow,United States,Wisconsin,NA,"hard, artisan",NA,NA,"compact, crumbly, open, smooth",natural,NA,"creamy, mild, nutty",pungent,TRUE,FALSE,NA,NA,Sartori
+Sartori Classic Cheese Fontina,https://www.cheese.com/sartori-classic-cheese-fontina/,cow,United States,Wisconsin,NA,"semi-soft, artisan",NA,NA,creamy,natural,pale yellow,"creamy, nutty, smooth, sweet","aromatic, lactic",TRUE,FALSE,NA,NA,Sartori
+Sartori Classic Cheese Parmesan,https://www.cheese.com/sartori-classic-cheese-parmesan/,cow,United States,Wisconsin,Parmesan,"hard, artisan",NA,NA,"crumbly, dry, grainy",natural,yellow,"mellow, nutty, sweet",NA,TRUE,FALSE,NA,NA,Sartori
+Sartori Classic Cheese Romano,https://www.cheese.com/sartori-classic-cheese-romano/,cow,United States,Wisconsin,NA,"hard, artisan",NA,NA,"brittle, crumbly, dense, flaky",natural,straw,"nutty, savory, tangy",spicy,TRUE,FALSE,NA,NA,Sartori
+Sartori Classic MontAmore,https://www.cheese.com/sartori-classic-montamore/,cow,United States,Wisconsin,Parmesan,"semi-hard, artisan",NA,NA,"dense, firm",rindless,pale yellow,"creamy, fruity, sweet, tangy","fresh, fruity, pleasant",TRUE,FALSE,NA,NA,Sartori
+Sartori Limited Edition Cannella BellaVitano,https://www.cheese.com/sartori-limited-edition-cannella-bellavitano/,cow,United States,Wisconsin,NA,hard,NA,NA,creamy,NA,pale yellow,"buttery, fruity, mild, sweet","fresh, rich",TRUE,FALSE,NA,NA,Sartori
+Sartori Limited Edition Cognac BellaVitano,https://www.cheese.com/sartori-limited-edition-cognac-bellavitano/,cow,United States,Northern Wisconsin,NA,hard,NA,NA,creamy,NA,NA,"buttery, mild, smokey , sweet","nutty, smokey",TRUE,FALSE,NA,NA,Sartori
+Sartori Limited Edition Extra-Aged Goat,https://www.cheese.com/sartori-limited-edition-extra-aged-goat/,goat,United States,Wisconsin,NA,"semi-firm, artisan",NA,NA,creamy,NA,NA,"mild, savory","mild, pleasant",NA,NA,NA,NA,Sartori
+Sartori Limited Edition Family Heirloom BellaVitano,https://www.cheese.com/sartori-limited-edition-family-heirloom-bellavitano/,cow,United States,Wisconsin,NA,"hard, artisan",NA,NA,"crumbly, dry",natural,pale yellow,"full-flavored, strong, sweet","fermented, grassy, rich",TRUE,FALSE,NA,NA,Sartori
+Sartori Limited Edition Family Heirloom Parmesan,https://www.cheese.com/sartori-limited-edition-family-heirloom-parmesan/,cow,United States,Wisconsin,Parmesan,"hard, artisan",NA,NA,"crumbly, flaky, grainy",natural,golden yellow,"caramel, fruity, nutty, piquant, sweet","buttery, nutty, woody",TRUE,FALSE,NA,NA,Sartori
+Sartori Limited Edition Pastorale Blend,https://www.cheese.com/sartori-limited-edition-pastorale-blend/,"cow, sheep",United States,Wisconsin,NA,"semi-hard, artisan",NA,NA,creamy,natural,pale yellow,"nutty, sweet","earthy, nutty, sweet",NA,NA,NA,NA,Sartori
+Sartori Reserve Balsamic BellaVitano,https://www.cheese.com/sartori-reserve-balsamic-bellavitano/,cow,United States,Wisconsin,NA,hard,NA,NA,firm,NA,NA,"fruity, nutty, sweet, tangy","earthy, fruity, sweet",NA,NA,NA,NA,Sartori
+Sartori Reserve Basil & Olive Oil Asiago,https://www.cheese.com/sartori-reserve-basil-olive-oil-asiago/,cow,United States,Wisconsin,NA,"hard, artisan",NA,NA,,NA,pale yellow,"herbaceous, savory, sweet","herbal, rich",NA,NA,NA,NA,Sartori
+Sartori Reserve BellaVitano Gold,https://www.cheese.com/sartori-reserve-bellavitano-gold/,cow,United States,Wisconsin,NA,hard,NA,NA,creamy,natural,pale yellow,"fruity, nutty, sweet","fruity, nutty, rich",NA,NA,NA,NA,Sartori
+Sartori Reserve Black Pepper BellaVitano,https://www.cheese.com/sartori-reserve-black-pepper-bellavitano/,cow,United States,Wisconsin,NA,semi-hard,NA,NA,creamy,natural,pale yellow,"creamy, nutty, salty, spicy","nutty, rich, spicy",NA,NA,NA,NA,Sartori
+Sartori Reserve Chai BellaVitano,https://www.cheese.com/sartori-reserve-chai-bellavitano/,cow,United States,Wisconsin,NA,"hard, artisan",NA,NA,creamy,natural,pale yellow,"creamy, sweet","rich, sweet",NA,NA,NA,NA,Sartori
+Sartori Reserve Cheese Mediterranean Fontina,https://www.cheese.com/sartori-reserve-cheese-mediterranean-fontina/,cow,United States,Wisconsin,NA,"semi-soft, artisan",NA,NA,creamy,natural,cream,"garlicky, piquant, spicy, sweet","earthy, herbal",TRUE,FALSE,NA,NA,Sartori
+Sartori Reserve Dolcina Gorgonzola,https://www.cheese.com/sartori-reserve-dolcina-gorgonzola/,cow,United States,Wisconsin,Blue,"semi-firm, blue-veined",NA,NA,"creamy, soft",natural,ivory,"mild, smooth, sweet","rich, spicy",NA,NA,NA,NA,Sartori
+Sartori Reserve Espresso BellaVitano,https://www.cheese.com/sartori-reserve-espresso-bellavitano/,cow,United States,Wisconsin,NA,"semi-firm, artisan",NA,NA,firm,natural,pale yellow,"smokey , sweet","smokey, sweet",NA,NA,NA,NA,Sartori
+Sartori Reserve Extra Aged Fontina,https://www.cheese.com/sartori-reserve-extra-aged-fontina/,cow,United States,Wisconsin,NA,"hard, artisan",NA,NA,creamy,natural,yellow,"buttery, fruity, mild, tangy","lactic, rich",TRUE,FALSE,NA,NA,Sartori
+Sartori Reserve Extra-Aged Asiago,https://www.cheese.com/sartori-reserve-extra-aged-asiago/,cow,United States,Wisconsin,NA,"hard, artisan",NA,NA,"creamy, crumbly",NA,pale yellow,"creamy, nutty",rich,FALSE,FALSE,NA,NA,Sartori
+Sartori Reserve Merlot BellaVitano,https://www.cheese.com/sartori-reserve-merlot-bellavitano/,cow,United States,Wisconsin,NA,"semi-hard, artisan",NA,NA,"creamy, crystalline",natural,pale yellow,"creamy, fruity","fruity, pleasant, rich",NA,NA,NA,NA,Sartori
+Sartori Reserve Raspberry BellaVitano,https://www.cheese.com/sartori-reserve-raspberry-bellavitano/,cow,United States,Wisconsin,Cheddar,"hard, artisan",NA,NA,creamy,natural,pale yellow,"buttery, creamy, fruity, nutty, sweet","fruity, nutty, rich",TRUE,FALSE,NA,NA,Sartori
+Sartori Reserve Rosemary & Olive Oil Asiago,https://www.cheese.com/sartori-reserve-rosemary-olive-oil-asiago/,cow,United States,Wisconsin,NA,"hard, artisan",NA,NA,,NA,pale yellow,"fruity, nutty","fruity, nutty, rich",NA,NA,NA,NA,Sartori
+Sartori Reserve SarVecchio Parmesan,https://www.cheese.com/sartori-reserve-sarvecchio-parmesan/,cow,United States,Wisconsin,Parmesan,"hard, artisan",NA,NA,"crumbly, crystalline, dry, flaky, grainy",natural,yellow,"caramel, fruity, nutty","fruity, sweet",TRUE,FALSE,NA,NA,Sartori
+Sbrinz,https://www.cheese.com/sbrinz/,cow,Switzerland,"Lucerne, Schwyz, Unterwald, and Zoug, and the following additional places: Muri district in d'Argovi",Swiss Cheese,"hard, artisan",45%,NA,"dense, flaky",natural,yellow,"butterscotch, full-flavored, nutty, spicy, strong","aromatic, spicy",FALSE,FALSE,NA,NA,NA
+Sbronzo,https://www.cheese.com/sbronzo/,water buffalo,Italy,Campania,NA,"semi-soft, artisan",NA,NA,"creamy, dense",natural,ivory,"buttery, creamy, fruity, sweet",fruity,NA,NA,NA,NA,Casa Madaio
+Scallion Onion Cheddar,https://www.cheese.com/scallion-onion-cheddar/,cow,United States,NY,Cheddar,"semi-hard, artisan",NA,NA,crumbly,natural,pale yellow,"full-flavored, spicy",strong,NA,NA,NA,NA,Muranda Cheese Company
+Scamorza,https://www.cheese.com/scamorza/,cow,Italy,NA,Pasta filata,semi-soft,NA,NA,"elastic, smooth, springy",natural,white,NA,NA,NA,NA,Smoked Scamorza,Scamorza Affumicata,NA
+Schloss,https://www.cheese.com/schloss/,cow,United States,NA,NA,"semi-soft, brined",NA,NA,"chalky, creamy, smooth",washed,straw,"citrusy, earthy, fruity, full-flavored, meaty, pungent","pungent, strong",FALSE,FALSE,NA,NA,Marin French Cheeese Co.
+Scotch Bonnet Cheddar,https://www.cheese.com/scotch-bonnet-cheddar/,cow,United Kingdom,NA,Cheddar,"hard, processed",NA,NA,creamy,plastic,pale yellow,"creamy, spicy, strong",NA,NA,NA,NA,NA,Tesco
+Sea Change,https://www.cheese.com/sea-change/,cow,United States,"Lebanon, CT",NA,"semi-soft, artisan",NA,NA,"elastic, smooth",natural,cream,"buttery, mild, milky","fruity, lactic, yeasty",NA,NA,NA,NA,The Mystic Cheese Company
+Seahive,https://www.cheese.com/seahive/,cow,United States,Utah,Cheddar,"hard, artisan",NA,NA,"dry, firm",natural,pale yellow,"salty, sweet",floral,TRUE,FALSE,NA,NA,Beehive Cheese Company
+Seascape,https://www.cheese.com/seascape/,"cow, goat",United States,California,NA,"semi-hard, artisan",8 g/100g,NA,"crumbly, smooth",natural,pale yellow,"buttery, caramel, tangy",pleasant,TRUE,FALSE,NA,NA,Central Coast Creamery
+Seastack,https://www.cheese.com/seastack/,cow,United States,Port Townsend,NA,"soft, soft-ripened",NA,NA,"creamy, firm, runny, soft",ash coated,white,"citrusy, earthy, garlicky, tangy","fresh, milky",FALSE,FALSE,NA,NA,Mt. Townsend Creamery
+Seator's Orkney,https://www.cheese.com/seators-orkney/,cow,"Great Britain, Scotland, United Kingdom",Orkney Islands,NA,"hard, artisan",NA,NA,crumbly,NA,cream,acidic,lactic,NA,NA,NA,NA,Grimbister Farm
+Selles sur Cher,https://www.cheese.com/selles-sur-cher/,goat,France,NA,NA,soft,NA,NA,firm,ash coated,NA,tangy,"lactic, nutty",NA,NA,NA,NA,NA
+Selva,https://www.cheese.com/selva/,cow,Spain,"Fornells de la Selva, Gironès",NA,"soft, artisan",45%,NA,"smooth, supple",natural,pale yellow,"bitter, buttery, salty",pleasant,FALSE,FALSE,NA,Queso De La Selva,NA
+Serat,https://www.cheese.com/serat/,sheep,Afghanistan,NA,NA,hard,NA,NA,,NA,NA,NA,NA,FALSE,FALSE,NA,NA,NA
+Seriously Strong Cheddar,https://www.cheese.com/seriously-strong-cheddar/,cow,"England, Scotland, United Kingdom",Stranraer,Cheddar,hard,34.4%,740 mg/100g,"crumbly, dense, firm, flaky",natural,yellow,"full-flavored, savory, smokey , spicy, tangy","rich, smokey, strong",FALSE,FALSE,NA,"Seriously Strong Spreadable, Seriously Strong Vintage Cheddar, Seriously Strong Grated Cheddar",Lactalis McLelland Ltd
+Serra da Estrela DOP,https://www.cheese.com/serra-da-estrela-dop/,sheep,Portugal,Serra da Estrela,NA,semi-soft,NA,NA,,NA,ivory,NA,pungent,FALSE,FALSE,"Serra da Estrela, Queijo Serra da Estrela",NA,NA
+Sgt. Pepper,https://www.cheese.com/sgt-pepper/,goat,United States,California,NA,fresh soft,NA,NA,"creamy, smooth, spreadable",rindless,white,"full-flavored, spicy","fresh, spicy",TRUE,FALSE,NA,NA,Cypress Grove Chevre
+Shaker Blue,https://www.cheese.com/shaker-blue/,sheep,United States,New York,Blue,"semi-firm, blue-veined",NA,NA,creamy,rindless,ivory,"acidic, creamy, full-flavored, sweet","rich, sweet",TRUE,FALSE,Shaker Blue,NA,Old Chatham Sheepherding Company
+Shamembert,https://www.cheese.com/vegan-shamembert/,plant-based,United Kingdom,NA,NA,soft,NA,NA,"soft, soft-ripened",mold ripened,white,"earthy, full-flavored, mushroomy, savory, strong",earthy,TRUE,TRUE,NA,NA,Honestly Tasty
+Shanklish,https://www.cheese.com/shanklish/,"cow, sheep","Egypt, Lebanon, Syria",NA,Feta,"fresh firm, hard, artisan",NA,NA,"creamy, crumbly, firm",mold ripened,white,"sharp, spicy, strong","pungent, strong",FALSE,FALSE,NA,NA,Grandpa's dairy
+Sharon Hollow Garlic and Chive,https://www.cheese.com/sharon-hollow-garlic-and-chive/,cow,United States,"Ann Arbor, Michigan",NA,"fresh soft, artisan",NA,NA,flaky,rindless,ivory,"garlicky, milky","fresh, garlicky",TRUE,FALSE,Sharon Hollow Garlic and Pepper,NA,Zingerman's Creamery
+Sharp Cheddar,https://www.cheese.com/sharp-cheddar/,cow,United States,NA,Cheddar,"semi-hard, artisan",NA,NA,creamy,natural,NA,"sharp, strong, tangy",NA,NA,NA,NA,NA,NA
+Sharpham,https://www.cheese.com/sharpham/,cow,"England, United Kingdom",Devon,Brie,"soft, artisan",45%,NA,"creamy, smooth",mold ripened,white,buttery,fresh,TRUE,FALSE,NA,NA,Sharpham Wine & Cheese
+Sharpham Elmhirst,https://www.cheese.com/sharpham-elmhirst/,cow,"England, Great Britain, United Kingdom",Devon,NA,"soft, artisan, soft-ripened",NA,NA,"creamy, smooth, soft, soft-ripened, spreadable",bloomy,white,"creamy, full-flavored, milky, smooth","fresh, mild, milky, rich",TRUE,FALSE,NA,NA,Sharpham Wine & Cheese
+Sharpham Rustic,https://www.cheese.com/sharpham-rustic/,cow,"England, Great Britain, United Kingdom",Devon,NA,"semi-hard, artisan",NA,NA,creamy,natural,white,"lemony, nutty",fresh,TRUE,FALSE,NA,NA,Sharpham Wine & Cheese
+Sharpham Rustic Chive & Garlic,https://www.cheese.com/sharpham-rustic-chive-garlic/,cow,"England, Great Britain, United Kingdom",Devon,NA,"semi-hard, artisan",NA,NA,creamy,natural,white,"creamy, garlicky, savory","garlicky, nutty, strong",TRUE,FALSE,NA,NA,Sharpham Wine & Cheese
+Sharpham Savour,https://www.cheese.com/sharpham-savour/,"cow, goat","England, Great Britain, United Kingdom",Devon,NA,"semi-hard, artisan",NA,NA,"close, creamy, supple",natural,cream,"smooth, sweet",fresh,TRUE,FALSE,NA,NA,Sharpham Wine & Cheese
+Sheep Gouda,https://www.cheese.com/sheep-gouda/,sheep,United States,Maine,Gouda,"semi-hard, artisan",NA,NA,"compact, crumbly, dense",natural,pale yellow,"caramel, nutty",NA,NA,NA,NA,NA,Fuzzy Udder Creamery
+Shelburne Cheddar,https://www.cheese.com/shelburne-cheddar/,cow,United States,Shelburne Farms,Cheddar,"hard, artisan",51%,NA,firm,rindless,pale yellow,strong,rich,TRUE,FALSE,NA,NA,Shelburne Farms
+Shepherd's Crook,https://www.cheese.com/shepherds-crook/,sheep,England,Somerset,NA,"soft, artisan",48%,NA,"creamy, smooth, springy",mold ripened,white,"mild, sweet","rich, sweet",TRUE,FALSE,NA,NA,Wootton Organic Dairy
+Shepherd's Hope,https://www.cheese.com/shepherds-hope/,sheep,United States,Minnesota,NA,"fresh soft, artisan",NA,NA,"creamy, firm, soft",rindless,white,"citrusy, garlicky, herbaceous, mild, milky","aromatic, fresh, herbal",TRUE,FALSE,NA,NA,Shepherd's Way Farms
+Shepherdista Crush,https://www.cheese.com/shepherdista-crush/,sheep,United States,California,NA,"firm, artisan",NA,NA,compact,natural,ivory,tangy,"grassy, woody",NA,NA,Shepherdista,NA,Bleating Heart Cheese
+Shepsog,https://www.cheese.com/shepsog/,"cow, sheep",United States,Vermont,NA,semi-firm,NA,NA,buttery,natural,yellow,"nutty, sweet","earthy, nutty, rich, sweet",NA,NA,NA,NA,Grafton Village Cheese Company
+Ships Wheel Brie,https://www.cheese.com/ships-wheel-brie/,cow,Australia,"Mornington Peninsula, Melbourne",Brie,artisan,NA,NA,creamy,NA,NA,"mild, nutty","mild, nutty",TRUE,FALSE,NA,NA,BoatShed Cheese
+Shoreditch Smoked,https://www.cheese.com/vegan-shoreditch-smoked-cheese/,plant-based,United Kingdom,NA,NA,semi-firm,NA,NA,"creamy, semi firm, soft, spreadable",rindless,pale yellow,"nutty, smokey , umami, yeasty","mild, nutty, smokey, yeasty",TRUE,TRUE,NA,NA,La Fauxmagerie
+Shorrock's Lancashire Bomb,https://www.cheese.com/shorrocks-lancashire-bomb/,cow,United Kingdom,NA,NA,semi-hard,NA,NA,"creamy, crumbly",NA,yellow,NA,NA,TRUE,FALSE,NA,NA,NA
+Shredded Bliss,https://www.cheese.com/shredded-bliss/,,"Canada, United States",NA,Mozzarella,semi-soft,NA,NA,"elastic, smooth, springy, stringy",plastic,pale yellow,"mild, milky","fresh, mild",TRUE,FALSE,"Lactose Free Mozzarella Shreds, Dairy Free Mozzarella Shreds, Lactose & Soy Free Mozzarella Shreds",NA,NA
+Shropshire Blue,https://www.cheese.com/shropshire-blue/,cow,United Kingdom,NA,Blue,semi-hard,NA,NA,"creamy, smooth",natural,orange,creamy,rich,TRUE,FALSE,"Blue Shropshire, Blue Stuart, Inverness-shire Blue",NA,NA
+Shtayburne Farm Cheddar,https://www.cheese.com/shtayburne-farm-cheddar/,cow,United States,NY,Cheddar,"hard, artisan",NA,NA,"creamy, smooth",natural,yellow,"creamy, garlicky, sharp, smokey , smooth, spicy",NA,NA,NA,NA,NA,Shtayburne Farm
+Shtayburne Farm Monterey Jack,https://www.cheese.com/shtayburne-farm-monterey-jack/,cow,United States,NY,Monterey Jack,"semi-hard, artisan",NA,NA,"compact, creamy, soft, supple",natural,pale yellow,"creamy, garlicky, herbaceous, smooth, spicy, sweet, tangy",NA,NA,NA,NA,NA,Shtayburne Farm
+Sicilian Blend,https://www.cheese.com/sicilian-blend/,cow,United States,Wisconsin,Parmesan,"hard, artisan",NA,NA,"crumbly, dry, firm",natural,pale yellow,"piquant, savory, sharp, spicy",NA,TRUE,FALSE,NA,NA,Sartori
+Siltcoos,https://www.cheese.com/siltcoos/,goat,United States,Coast of Oregon,NA,"soft, artisan",NA,NA,soft,ash coated,ivory,"spicy, strong","clean, fresh",NA,NA,NA,NA,Rivers Edge Chèvre
+Sinodun Hill,https://www.cheese.com/sinodun-hill/,goat,England,NA,NA,soft,NA,NA,fluffy,natural,pale yellow,creamy,clean,TRUE,FALSE,NA,NA,Norton & Yarrow Cheese
+Sirene,https://www.cheese.com/sirene/,"cow, goat, sheep","Albania, Bulgaria, Croatia, Greece, Israel, Macedonia, Romania, Serbia",Trakia,Feta,"fresh soft, brined",NA,NA,"crumbly, grainy, smooth",natural,white,"lemony, salty, sharp, tangy",strong,FALSE,FALSE,Sirenje,NA,NA
+Sleightlett,https://www.cheese.com/sleightlett/,goat,"England, Great Britain, United Kingdom","Timsbury, Somerset",NA,"fresh soft, artisan",NA,NA,"creamy, fluffy, smooth",mold ripened,white,"citrusy, lemony, nutty","goaty, lactic",FALSE,FALSE,NA,NA,NA
+Slices Of Bliss,https://www.cheese.com/slices-of-bliss/,,"Canada, United States",NA,Cheddar,soft,NA,NA,creamy,plastic,yellow,"creamy, savory, sharp, spicy",NA,TRUE,FALSE,"Lactose Free Slices, Dairy Free Slices, Lactose & Soy Free Slices",NA,GO Veggie!
+Smoked Fior Di Latte,https://www.cheese.com/smoked-fior-di-latte/,cow,Italy,NA,Mozzarella,semi-soft,NA,NA,"elastic, smooth",NA,brownish yellow,"smokey , tangy",smokey,NA,NA,NA,NA,NA
+Smoked Gouda,https://www.cheese.com/smoked-gouda/,"cow, goat, sheep",Netherlands,NA,Gouda,hard,NA,NA,"buttery, crumbly",waxed,brownish yellow,NA,smokey,NA,NA,NA,NA,NA
+Smoked Lincolnshire Poacher,https://www.cheese.com/smoked-lincolnshire-poacher/,cow,United Kingdom,NA,NA,hard,NA,NA,"creamy, crumbly",NA,pale yellow,NA,NA,NA,NA,NA,NA,NA
+Smoked Sulguni,https://www.cheese.com/smoked-sulguni/,"buffalo, cow",Georgia,"Svaneti, Samegrelo",NA,semi-firm,NA,NA,"dense, elastic",NA,yellow,"salty, smokey , sour",smokey,NA,NA,"smoked suluguni, Georgian smoked suluguni",Shebolili Megruli Sulguni,NA
+Smokey Jalapeño,https://www.cheese.com/smokey-jalapeno/,,Canada,Ontario,NA,"semi-firm, artisan",NA,NA,"creamy, firm",NA,golden orange,"creamy, mild, spicy",NA,TRUE,FALSE,NA,NA,Zengarry Vegetarian Cuisine
+Smokey Mountain Round,https://www.cheese.com/smokey-mountain-round/,goat,United States,North Carolina,NA,"semi-soft, artisan",NA,NA,compact,natural,white,"savory, woody","aromatic, lactic",TRUE,FALSE,NA,NA,Goat Lady Dairy
+Smokey Oregon Blue,https://www.cheese.com/smokey-oregon-blue/,cow,United States,Oregon,Blue,"semi-hard, blue-veined",NA,NA,"dense, firm",natural,pale yellow,"caramel, earthy, savory, sharp, sweet","milky, nutty, smokey",TRUE,FALSE,NA,NA,Rogue Creamery
+Smokey Touvelle,https://www.cheese.com/smokey-touvelle/,cow,United States,Oregon,Cheddar,"semi-hard, artisan",NA,NA,"crumbly, firm",natural,pale yellow,"nutty, sweet, tangy","mild, smokey",TRUE,FALSE,NA,NA,Rogue Creamery
+Snow Camp,https://www.cheese.com/snow-camp/,"cow, goat",United States,North Carolina,NA,semi-firm,NA,NA,soft,bloomy,ivory,"buttery, creamy",buttery,TRUE,FALSE,NA,NA,Goat Lady Dairy
+Sofia,https://www.cheese.com/sofia/,goat,United States,Indiana,NA,"soft, artisan, soft-ripened",NA,NA,"close, creamy, dense, soft, soft-ripened",mold ripened,cream,"citrusy, creamy, sweet, tangy",NA,FALSE,FALSE,NA,NA,Capriole Goat Cheese
+Somerset Brie,https://www.cheese.com/somerset-brie/,cow,"England, United Kingdom",Somerset,Brie,"soft, artisan",NA,NA,"creamy, smooth",natural,white,mild,"fresh, grassy, mushroom",TRUE,FALSE,NA,NA,NA
+Somerset Organic Cheddar,https://www.cheese.com/somerset-organic-cheddar/,cow,United Kingdom,NA,NA,"hard, organic",NA,NA,"creamy, crumbly",NA,pale yellow,NA,NA,NA,NA,Somerset Cheddar,NA,NA
+Sonnet,https://www.cheese.com/sonnet/,"goat, sheep",United States,"Tieton, Washington",NA,"soft, artisan",NA,NA,"smooth, spreadable",bloomy,NA,"lemony, smooth",rich,NA,NA,NA,NA,Tieton Farm & Creamery
+Sonoma Jack,https://www.cheese.com/sonoma-jack/,cow,United States,"Sonoma, California",Monterey Jack,semi-hard,NA,NA,"brittle, creamy, crumbly, firm, open, supple",natural,pale white,"buttery, herbaceous, mild, mushroomy, nutty, sharp, spicy","aromatic, earthy, herbal, mild",TRUE,FALSE,NA,NA,Vella Cheese Company
+Sosha,https://www.cheese.com/sosha/,"goat, yak","China, Nepal, Tibet",Tibet,NA,"soft, artisan",NA,NA,creamy,natural,white,"pungent, strong","pungent, strong",NA,NA,Churul,NA,NA
+Sottocenere® al Tartufo,https://www.cheese.com/sottocenere-al-tartufo/,cow,Italy,Veneto,NA,"semi-soft, artisan",NA,NA,"firm, smooth",natural,pale yellow,"creamy, salty, savory","aromatic, spicy",FALSE,FALSE,Italian Truffle Cheese,NA,NA
+Soumaintrain,https://www.cheese.com/soumaintrain/,cow,France,NA,NA,"soft, artisan",NA,NA,"creamy, smooth",washed,NA,creamy,rich,NA,NA,Soumaintrain AOC,NA,NA
+Sourire Lozerien,https://www.cheese.com/sourire-lozerien/,cow,France,Cevenes,NA,"semi-soft, artisan",25%,NA,"creamy, smooth",natural,white,"mild, sweet",musty,FALSE,FALSE,NA,NA,SARL LAITERIE RISSOAN
+Sparkenhoe Red Leicester,https://www.cheese.com/sparkenhoe-red-leicester/,cow,United Kingdom,NA,NA,hard,NA,NA,"brittle, close, creamy, crumbly, flaky",NA,orange,nutty,NA,NA,NA,NA,NA,NA
+Spenwood,https://www.cheese.com/spenwood/,sheep,England,NA,Parmesan,hard,NA,NA,firm,natural,pale yellow,nutty,NA,TRUE,FALSE,NA,NA,NA
+Speziato,https://www.cheese.com/speziato/,cow,Italy,Veneto,NA,soft,NA,NA,compact,natural,ivory,"earthy, spicy",aromatic,FALSE,FALSE,NA,Tartufino Speziato,La Casearia Carpenedo S.r.l.
+Squaquerone di Bufala,https://www.cheese.com/squaquerone-di-bufala/,water buffalo,Italy,Lombardy,NA,"fresh soft, artisan",NA,NA,"creamy, soft, spreadable",rindless,white,"acidic, piquant, subtle, sweet","pleasant, subtle",FALSE,FALSE,NA,NA,Azienda Agricola Gritti Bruno E Alfio S.s. Societa Agricola
+St Andrews Farmhouse Cheddar,https://www.cheese.com/st-andrews-farmhouse-cheddar/,cow,Scotland,NA,NA,hard,NA,NA,"compact, crumbly, dry",waxed,pale yellow,"fruity, grassy, nutty, tangy","buttery, grassy, subtle",FALSE,FALSE,NA,St. Andrews Farmhouse Cheddar,St. Andrews Farmhouse Cheese
+St Cera,https://www.cheese.com/st-cera/,cow,England,NA,NA,soft,NA,NA,"buttery, creamy",washed,yellow,"full-flavored, pronounced",pungent,FALSE,FALSE,St. Cera,NA,Julie Cheyney
+St Fidèle Swiss,https://www.cheese.com/st-fidele-swiss/,cow,Canada,Quebec,Swiss Cheese,semi-hard,17%,NA,"elastic, firm, open",rindless,ivory,"nutty, sweet","aromatic, sweet",NA,NA,La Belle Brune,"St-Fidele Swiss, Suisse St-Fidèle, Saint Fidele Swiss",Fromagerie St-Fidèle
+St Gall,https://www.cheese.com/st-gall/,cow,Ireland,Co. Cork,Swiss Cheese,"hard, brined",NA,NA,"creamy, smooth, soft, springy",natural,yellow,"fruity, mild, milky, nutty, smooth, yeasty","fruity, mild, milky, nutty, rich, yeasty",FALSE,FALSE,NA,NA,CAIS Cheesemakers Association Ltd
+St James,https://www.cheese.com/st-james/,sheep,England,NA,NA,semi-soft,NA,NA,close,washed,pink and white,meaty,barnyardy,FALSE,FALSE,NA,St. James,Martin Gott
+St Jude,https://www.cheese.com/st-jude/,cow,"England, Great Britain, United Kingdom",NA,NA,"soft, artisan",NA,NA,"creamy, fluffy",mold ripened,cream,NA,"buttery, rich",FALSE,FALSE,NA,"St. Jude, Saint Jude",NA
+St Killian,https://www.cheese.com/st-killian/,cow,Ireland,"Adamstown, Co Wexford",Brie,"semi-soft, artisan",NA,NA,creamy,bloomy,pale yellow,"mushroomy, salty","aromatic, mushroom",TRUE,FALSE,NA,"St. Killian, Saint Killian","Carrigbyrne House, Adamstown, Co. Wexford"
+St Mang Original Allgäuer Limburger,https://www.cheese.com/st-mang-original-allgauer-limburger/,cow,Germany,Allgäu,NA,"soft, artisan",NA,NA,creamy,natural,pale yellow,spicy,"mild, spicy",TRUE,FALSE,"St. Mang original Allgaeuer Romadur, St. Mang Masterpiec",NA,Käserei Champignon
+St Pat,https://www.cheese.com/st-pat/,cow,United States,California,NA,"semi-soft, artisan",NA,NA,"creamy, soft",bloomy,pale yellow,"full-flavored, mellow","rich, smokey",TRUE,FALSE,NA,NA,Cowgirl Creamery
+St Tola Ash Log,https://www.cheese.com/st-tola-ash-log/,goat,Ireland,NA,NA,"soft, artisan",NA,NA,smooth,ash coated,NA,full-flavored,NA,FALSE,FALSE,NA,NA,Inagh Farmhouse Cheese Ltd
+St Tola Cranberry,https://www.cheese.com/st-tola-cranberry/,goat,Ireland,"Inagh, Co Clare",NA,"fresh soft, artisan",18.2 g/100g,NA,"compact, creamy, smooth, soft",mold ripened,white,"creamy, fruity, full-flavored, sweet","fresh, fruity",FALSE,FALSE,NA,NA,Inagh Farmhouse Cheese Ltd
+St Tola Crottin,https://www.cheese.com/st-tola-crottin/,goat,Ireland,NA,NA,soft,NA,NA,smooth,NA,white,"lemony, sweet","clean, floral",NA,NA,NA,NA,Inagh Farmhouse Cheese Ltd
+St Tola Divine,https://www.cheese.com/st-tola-divine/,goat,,"Inagh, Co Clare",NA,"fresh soft, artisan",14 g/100g,NA,"creamy, soft, spreadable",rindless,white,"lemony, mild, milky","floral, mild, milky",FALSE,FALSE,NA,NA,Inagh Farmhouse Cheese Ltd
+St Tola Greek Style,https://www.cheese.com/st-tola-greek-style/,goat,Ireland,Co Clare,Feta,"firm, brined",NA,NA,smooth,rindless,white,"creamy, salty",goaty,NA,NA,NA,NA,Inagh Farmhouse Cheese Ltd
+St Tola Hard Cheese,https://www.cheese.com/st-tola-hard-cheese/,goat,Ireland,"Inagh, Co Clare",Gouda,"hard, artisan",36 g/100g,NA,"compact, crumbly, dense, smooth",waxed,cream,"nutty, sweet, tangy",NA,FALSE,FALSE,NA,NA,Inagh Farmhouse Cheese Ltd
+St Tola Log,https://www.cheese.com/st-tola-log/,goat,Ireland,NA,NA,soft,NA,NA,creamy,natural,NA,citrusy,NA,FALSE,FALSE,St Tola,NA,Inagh Farmhouse Cheese Ltd
+Staffordshire Organic,https://www.cheese.com/staffordshire-organic/,cow,"England, Great Britain, United Kingdom",Staffordshire,NA,"hard, artisan",48%,NA,"creamy, smooth",NA,yellow,NA,NA,TRUE,FALSE,NA,Staffordshire Organic Cheese,Staffordshire Dairy
+Stawley,https://www.cheese.com/stawley/,goat,"England, Great Britain, United Kingdom","Stawley, near Wellington, Somerset",NA,soft,NA,NA,"dense, firm, smooth",mold ripened,pale yellow,"caramel, floral, milky, sweet","mushroom, nutty",FALSE,FALSE,NA,NA,NA
+Stella Asiago,https://www.cheese.com/stella-asiago/,cow,Italy,Asiago,NA,"semi-hard, artisan",NA,NA,"buttery, creamy, crumbly",natural,cream,"nutty, sharp, smooth, sweet","fresh, mild, rich",TRUE,FALSE,NA,NA,Stella
+Stella Black Pepper Romano,https://www.cheese.com/stella-black-pepper-romano/,cow,United States,Wisconsin,NA,"hard, artisan",NA,NA,"compact, crumbly, flaky",natural,pale yellow,"piquant, salty, sharp","pleasant, spicy",TRUE,FALSE,NA,NA,Stella
+Stella Blue,https://www.cheese.com/stella-blue/,cow,United States,Wisconsin,Blue,"semi-soft, artisan",NA,NA,crumbly,natural,white,tangy,rich,TRUE,FALSE,Stella Blue Cheese crumbles,NA,Stella
+Stella Feta,https://www.cheese.com/stella-feta/,cow,United States,NA,Feta,"firm, artisan",NA,NA,"crumbly, firm",NA,white,tangy,fresh,TRUE,FALSE,NA,NA,NA
+Stella Fontina,https://www.cheese.com/stella-fontina/,cow,United States,Wisconsin,NA,"semi-soft, artisan",NA,NA,"creamy, open",natural,pale yellow,"buttery, sweet","earthy, mild",TRUE,FALSE,NA,NA,Stella
+Stella Fontinella,https://www.cheese.com/stella-fontinella/,cow,United States,NA,NA,"semi-hard, artisan",NA,NA,crumbly,natural,pale yellow,"creamy, sharp, smooth, sweet",NA,TRUE,FALSE,NA,NA,Stella
+Stella Goat,https://www.cheese.com/stella-goat/,goat,United States,Wisconsin,NA,"semi-hard, artisan",NA,NA,crumbly,natural,cream,tangy,"mild, pleasant",TRUE,FALSE,NA,NA,Stella
+Stella Gorgonzola,https://www.cheese.com/stella-gorgonzola/,cow,United States,NA,Gorgonzola,"semi-soft, blue-veined",NA,NA,creamy,natural,cream,"earthy, mellow, tangy",pleasant,TRUE,FALSE,NA,NA,Stella
+Stella Italian Sharp,https://www.cheese.com/stella-italian-sharp/,cow,United States,NA,NA,"semi-soft, artisan",NA,NA,creamy,natural,pale yellow,"creamy, full-flavored, sharp",strong,FALSE,FALSE,NA,NA,Stella
+Stella Kasseri,https://www.cheese.com/stella-kasseri/,cow,United States,Wisconsin,NA,"semi-hard, artisan",NA,NA,firm,natural,pale yellow,"salty, sharp, tangy",strong,TRUE,FALSE,NA,NA,Saputo Inc.
+Stella Mediterranean Parmesan,https://www.cheese.com/stella-mediterranean-parmesan/,cow,United States,Wisconsin,Parmesan,"hard, artisan",NA,NA,"buttery, crumbly, flaky",natural,NA,"buttery, earthy, garlicky, savory, spicy",nutty,TRUE,FALSE,NA,NA,Stella
+Stella Parmesan,https://www.cheese.com/stella-parmesan/,cow,United States,NA,Parmesan,"hard, artisan",NA,NA,"crumbly, dense, grainy",natural,pale yellow,"nutty, subtle",NA,TRUE,FALSE,NA,NA,Stella
+Stella Parmesan & Romano Blend,https://www.cheese.com/stella-parmesan-romano-blend/,cow,United States,Wisconsin,Parmesan,"hard, artisan",NA,NA,"crumbly, flaky",natural,cream,"salty, sharp",nutty,TRUE,FALSE,NA,NA,Stella
+Stella Reduced Fat Blue,https://www.cheese.com/stella-reduced-fat-blue/,cow,United States,Wisconsin,Blue,"semi-soft, artisan",NA,NA,crumbly,natural,white,full-flavored,pleasant,TRUE,FALSE,NA,NA,Stella
+Stella Smoked Blue,https://www.cheese.com/stella-smoked-blue/,cow,United States,Wisconsin,Blue,"semi-soft, artisan",NA,NA,"creamy, crumbly",natural,white,"creamy, subtle","pleasant, smokey",TRUE,FALSE,NA,NA,Stella
+Stella Swiss,https://www.cheese.com/stella-swiss/,cow,United States,Wisconsin,Swiss Cheese,"semi-soft, artisan",NA,NA,"creamy, open, smooth",natural,cream,"nutty, tangy","mild, pleasant",TRUE,FALSE,Natural Baby Swiss Cheese,NA,Stella
+Sternschnuppe,https://www.cheese.com/sternschnuppe/,cow,Germany,"Allagau, Bavarian Alps",NA,"firm, artisan",NA,NA,"buttery, firm",washed,golden yellow,"buttery, fruity","caramel, herbal, nutty, rich",FALSE,FALSE,Shooting star,NA,Käsküche Isny
+Stichelton,https://www.cheese.com/stichelton/,cow,"England, Great Britain, United Kingdom",Nottinghamshire,Blue,"semi-soft, artisan, blue-veined",NA,NA,creamy,mold ripened,ivory,"buttery, caramel, creamy, savory, spicy, sweet",rich,FALSE,FALSE,NA,NA,NA
+Stickney Hill Chevre,https://www.cheese.com/stickney-hill-chevre/,goat,United States,Kimball,NA,"semi-soft, artisan",NA,NA,"crumbly, spreadable",natural,white,"garlicky, herbaceous, spicy, tangy","goaty, mild, milky",TRUE,FALSE,NA,NA,Stickney Hill Dairy
+Stilton,https://www.cheese.com/stilton/,cow,England,"Derbyshire, Leicestershire, Nottinghamshire",Blue,"hard, blue-veined",NA,NA,"creamy, crumbly, smooth",natural,NA,"spicy, strong",NA,NA,NA,"Cropwell Bishop Blue Stilton, Stilton Colston Bassett",NA,NA
+Stinking Bishop,https://www.cheese.com/stinking-bishop/,cow,United Kingdom,NA,NA,"semi-soft, artisan",NA,NA,"creamy, smooth",washed,NA,NA,pungent,TRUE,FALSE,NA,NA,Charles Martell & Son Limited
+Stoney Cross,https://www.cheese.com/stoney-cross/,cow,"England, Great Britain, United Kingdom",Landford,Tomme,"semi-hard, artisan",NA,NA,"creamy, smooth",mold ripened,yellow,"earthy, subtle, sweet",NA,TRUE,FALSE,NA,NA,Lyburn Farm
+Stracchinata,https://www.cheese.com/stracchinata/,cow,Italy,Veneto,NA,"fresh soft, artisan",NA,NA,"creamy, open",natural,pale yellow,"creamy, sweet",subtle,FALSE,FALSE,NA,NA,La Casearia Carpenedo S.r.l.
+Strathdon Blue,https://www.cheese.com/strathdon-blue/,cow,Scotland,Tain,Blue,semi-soft,NA,NA,creamy,NA,NA,"creamy, spicy","aromatic, rich",TRUE,FALSE,NA,NA,Highland Fine Cheeses Limited
+Strawberry Moon,https://www.cheese.com/strawberry-moon/,cow,"Canada, Italy",Lombardy,NA,"semi-hard, artisan, smear-ripened",NA,NA,"compact, creamy, dense",washed,straw,"subtle, sweet",strong,NA,NA,NA,NA,Fifth Town Artisan Cheese
+Striegistaler Zwerge Camembert,https://www.cheese.com/striegistaler-zwerge-camembert/,cow,Germany,Allgäu,Camembert,"semi-soft, soft-ripened",NA,NA,"creamy, soft",natural,white,"full-flavored, mild","aromatic, fresh, strong",TRUE,FALSE,NA,NA,Käserei Champignon
+String Cheese,https://www.cheese.com/string/,,,NA,NA,semi-hard,NA,NA,"chewy, firm, stringy",NA,NA,NA,NA,NA,NA,NA,NA,NA
+Suffolk Punch,https://www.cheese.com/suffolk-punch/,cow,United States,Vermont,Pasta filata,"hard, artisan",NA,NA,"dry, firm",natural,ivory,"buttery, tangy","buttery, spicy",FALSE,FALSE,NA,NA,Parish Hill Creamery
+Sulguni,https://www.cheese.com/sulguni/,"buffalo, cow",Georgia,"Svaneti, Samegrelo",NA,semi-firm,NA,NA,"dense, elastic",NA,NA,"salty, smokey , sour",NA,NA,NA,Georgian Pickle Cheese,"Megruli Sulguni, Shebolili Megruli Sulguni",NA
+Sun Dried Tomato and Basil Cashew Cheese,https://www.cheese.com/sun-dried-tomato-and-basil-cashew-cheese/,,Canada,Ontario,NA,"soft, artisan",NA,NA,creamy,NA,white,"creamy, full-flavored, herbaceous, nutty, tangy","herbal, nutty",TRUE,FALSE,NA,NA,Zengarry Vegetarian Cuisine
+Sunlight,https://www.cheese.com/sunlight/,goat,United States,Colorado,NA,"semi-hard, artisan",NA,NA,"compact, creamy, firm, open, smooth",washed,cream,"buttery, caramel, grassy, piquant, sweet, tangy","pungent, strong",TRUE,FALSE,NA,NA,Haystack Mountain Creamery
+Sunset Bay,https://www.cheese.com/sunset-bay/,goat,United States,Oregon Coast Range,NA,"soft, artisan",NA,NA,"creamy, dense, smooth",bloomy,ivory,"creamy, savory, smokey , smooth","buttery, smokey, yeasty",TRUE,FALSE,NA,NA,Rivers Edge Chèvre
+Sussex Slipcote,https://www.cheese.com/sussex-slipcote/,sheep,England,NA,NA,soft,NA,NA,,NA,NA,sharp,NA,TRUE,FALSE,NA,NA,High Weald Dairy
+Sveciaost,https://www.cheese.com/sveciaost/,cow,Sweden,Low-laying regions,NA,"semi-hard, brined",45%,NA,"creamy, supple",rindless,pale yellow,acidic,NA,FALSE,FALSE,NA,NA,NA
+Swag,https://www.cheese.com/swag/,goat,Australia,South Australia,NA,"fresh firm, artisan",NA,NA,"creamy, crumbly",ash coated,white,"acidic, creamy",fresh,TRUE,FALSE,NA,NA,Woodside Cheese Wrights
+Swaledale,https://www.cheese.com/swaledale/,sheep,England,"Swaledale, North Yorkshire",NA,hard,NA,NA,semi firm,NA,yellow,"smooth, sweet",floral,TRUE,FALSE,Swaledale Sheep Cheese,NA,NA
+Sweet Style Swiss,https://www.cheese.com/sweet-style-swiss/,,Switzerland,NA,NA,"semi-hard, artisan",NA,NA,"firm, supple",waxed,NA,nutty,"nutty, sweet",FALSE,FALSE,NA,NA,NA
+Swiss cheese,https://www.cheese.com/swiss/,cow,United States,NA,Swiss Cheese,"hard, artisan, processed",7.8 g/100g,NA,firm,rindless,pale yellow,"nutty, sweet",NA,TRUE,FALSE,American Swiss Cheese,NA,Various
diff --git a/.ipynb_checkpoints/locations_to_gps-checkpoint.json b/.ipynb_checkpoints/locations_to_gps-checkpoint.json
new file mode 100644
index 0000000..7c78ead
--- /dev/null
+++ b/.ipynb_checkpoints/locations_to_gps-checkpoint.json
@@ -0,0 +1 @@
+{"Valencia, Spain": [39.4697065, -0.3763353], "Crotone, Italy": [39.1873894, 16.87828188895307], "New Hampshire, United States": [43.4849133, -71.6553992], "Setubal, Palmela and Sesimbra, Portugal": [38.5241783, -8.8932341], ", Turkey": [39.294076, 35.2316631], "Wisconsin, United States": [44.4308975, -89.6884637], "Maine, United States": [45.709097, -68.8590201], "Beara Peninsula, Co. Cork, Ireland": [51.7280451, -9.767906428362338], "Castilla Leon, Spain": [40.4598868, -3.4720773], ", Wales": [52.2928116, -3.73893], "Romanian Carpathians, Romania": [46.4046483, 22.9894841933513], "Pembrokeshire, Wales": [51.8339209, -4.916667], "Lodi, Italy": [45.2613104, 9.491678060021837], "Stoneyford, Ireland": [52.5362671, -7.2278963], "Central and Western Macedonia, Thessaly, Greece": [38.9953683, 21.9877132], ", Armenia": [4.536307, -75.6723751], "Indiana, United States": [40.3270127, -86.1746933], "Alba, Italy": [44.7007236, 8.0357786], "East Sussex, United Kingdom": [50.9404266, 0.3699977891068864], "Fornells de la Selva, Giron\u00e8s, Spain": [41.9319675, 2.8090343], ", Iraq": [33.0955793, 44.1749775], "Treviso, Veneto, Italy": [45.806691349999994, 12.206315763116372], ", Brazil": [-10.3333333, -53.2], "North Wootton, England": [52.7923213, 0.4278194], "Modena, Italy": [44.5384728, 10.935960870530739], "Minas Gerais, Brazil": [-18.5264844, -44.1588654], "Emilia-Romagna, Italy": [44.525696, 11.039437], "Centre-Val de Loire, France": [47.5490251, 1.7324062], "Dumfriesshire, Scotland": [55.166667, -3.5], "Brisbane, Australia": [-27.4689682, 153.0234991], "Carrigtwohill, ": [51.9094617, -8.2611809], "Azores, Portugal": [37.80855645, -25.473137391245295], ", Austria": [47.59397, 14.12456], "Basque, Pyrenees Mountains, France": [45.359277750000004, -1.1480053453043046], "North East Victoria, ": [54.699881, -1.6031519], "Greensboro, VT, United States": [36.0726355, -79.7919754], "Stawley, near Wellington, Somerset, England": [50.9961449, -3.3382702], "Central and Western Macedonia, Thessalia, Greece": [38.9953683, 21.9877132], "Po valley region, Italy": [42.6384261, 12.674297], "Southwestern Wisconsin, United States": [42.53116075, -90.43762550236468], "County Wexford, Ireland": [52.46018745, -6.606515459159162], "Valpadana, Italy": [39.60288591417616, 16.626802703803317], "Lapland, Finland": [67.69291045, 26.728214183162986], ", United States": [39.7837304, -100.445882], "Passendale, Belgium": [50.9003015, 3.0203891], "Dorset, England": [50.79683685, -2.34473226124306], "Chirac, France": [45.9140138, 0.6548543], "North Carolina, United States": [35.6729639, -79.0392919], "Umbria, Lazio, Italy": [42.965916, 12.490236], "Iowa, United States": [41.9216734, -93.3122705], "Inagh, Co Clare, ": [52.9071704, -9.2345138], "Roxburghshire, Scotland": [56.7861112, -4.1140518], "Sardegna, Italy": [40.0912813, 9.0305773], "province of Brittany, France": [46.603354, 1.8883335], "Troyes , Aube, France": [48.2971626, 4.0746257], "Carneros, Sonoma, California, United States": [33.223027, -111.70568456233669], "Svaneti, Samegrelo, Georgia": [42.63545205, 42.24871384619953], "La Velle, Wisconsin, United States": [45.1699553, -109.88428658948227], "Georgia, United States": [32.3293809, -83.1137366], "Brickhill, Co. Clare, Ireland": [52.70642975, -8.751786760846851], "Sulzberg, Austria": [47.52121792021591, 9.91273065974192], "Nicasio, United States": [38.0615885, -122.6985975], "Inagh, Co Clare, Ireland": [52.9071704, -9.2345138], "Burgundy, France": [47.27808725, 4.222486304306048], "Aveyron, Laguiole, France": [44.315857449999996, 2.5065697302419823], "Centre , the department of Loiret, France": [47.5490251, 1.7324062], "Rhone Valley, France": [46.603354, 1.8883335], "Tasmania, Australia": [-42.035067, 146.6366887], "South West England, United Kingdom": [51.0339991, -2.949011916021195], ", Canada": [61.0666922, -107.991707], "Loire Valley, France": [47.44927715, -0.34954901296919916], "Extremadura, Spain": [39.1748426, -6.1529891], "New Jersey, United States": [40.0757384, -74.4041622], "Nord-Pas-de-Calais, France": [50.5289634, 2.454515765955904], "Piave Valley, Italy, Italy": [45.735099578237005, 7.320173335891282], "Friuli-Venezia Giulia and the Veneto, Italy": [42.6384261, 12.674297], "Co. Cork, Ireland": [51.917535900000004, -8.58597726870895], "North Yorkshire, England": [54.13453275, -1.498628491239545], "Illinois, United States": [40.0796606, -89.4337288], "G\u00e2tinais, France": [48.15497515, 2.811419156673292], "Campania, Paestum, Foggia, Italy": [40.860672, 14.843984], "Port Townsend, United States": [48.1179702, -122.769544], "Piemonte, Italy": [45.060735, 7.923549], "Bregenzerwald, Kleinwalsertal, Gro\u00dfwalsertal, Laiblachtal (Pf\u00e4nderstock) and Rheintal, Austria": [47.387028799999996, 9.95606355528393], "Brooklyn NY, United States": [40.6526006, -73.9497211], "Avesnes, France": [50.5495906, 1.9721295], "Petaluma, California, United States": [38.2325829, -122.636465], "Lanarkshire, Scotland": [55.5752966, -3.833333], "Co Clare, Ireland": [52.857257450000006, -8.937435925994537], "Mankato, MN, United States": [44.1634663, -93.9993505], "Friuli Venezia Giulia and Veneto, Italy": [42.6384261, 12.674297], "Qu\u00e9bec, Canada": [52.4760892, -71.8258668], "Airedale farming district, New Zealand": [-41.5000831, 172.8344077], "Galicia, Spain": [42.61946, -7.863112], "Campania, Italy": [40.860672, 14.843984], "Asiago, Italy": [45.8753771, 11.5106998], "Monterey, California, United States": [36.2231079, -121.387742], "Pullman, Washington, United States": [46.7304268, -117.173895], "Devon, England": [50.724140500000004, -3.6607788161410735], "Pesaro-Urbino, Italy": [43.694112700000005, 12.701443660480004], "Ballarat, Victoria, Australia": [-37.5623013, 143.8605645], "Savoie, France": [45.494895150000005, 6.384660381375652], "Hunter Valley, Australia": [-32.5421803, 151.2185641], "Auvergne, Salers, France": [45.2968119, 4.6604809], "Chelmarsh, Bridgnorth, Shropshire, England": [52.4875359, -2.4124407], "Duhallow, Ireland": [52.1837912, -9.00609563330653], ", Serbia": [44.024322850000004, 21.07657433209902], "Stranraer, Scotland": [54.9044332, -5.026204], "Cotswolds, England": [51.74894260792542, -0.23033349985221635], "Manitoba, Canada": [55.001251, -97.001038], "South West England, England": [51.50076785, -2.5503106339491204], "Berry, France": [44.5760186, 0.3095833], "Co Limerick, Ireland": [52.518831649999996, -8.795834650292788], "Averyon, France": [46.603354, 1.8883335], "Co. Mayo, Ireland": [53.9087056, -9.298304863654256], "Corsica, France": [42.188089649999995, 9.068413771427695], "Moliterno, Italy": [40.2423024, 15.868903], "Castelo Branco, Fund\u00e3o and Idanha-a-Nova, Portugal": [39.97675825, -7.446059929966704], "Oristano, Italy": [40.02656765, 8.679641647435716], "Postel, Belgium": [51.2874865, 5.1897863], ", Iceland": [64.9841821, -18.1059013], "Brittany, France": [48.2640845, -2.9202408], "Rio Grande do Sul, Brazil": [-29.8425284, -53.7680577], "Greenville, Indiana, United States": [34.851354, -82.3984882], "Macedonia, Thrace, Thessalia, Peloponissos, Ionian Islands, Aegean islands, Crete Island and Epirus, Greece": [40.6186482, 22.91795361795959], "Shelburne Farms, United States": [34.89046225, -82.24340593189123], "Provencale, France": [43.7899311033635, 7.524017533510311], "Oxfordshire, Great Britain": [51.7412674, -1.2245951], "Swabia, Germany": [48.15313125, 10.47129100603846], "Comox Valley, Vancouver Island, Canada": [49.670981, -125.0353253], "Dalmatia, Croatia": [43.538796500000004, 16.175235566874342], "Murcia, Spain": [37.9923795, -1.1305431], "Puimichel in Provence Alpes, France": [46.603354, 1.8883335], "Peekskill, United States": [41.289811, -73.9204922], "Menorca, Balearic Islands, Spain": [39.949257200000005, 4.0499641751186415], "New South Wales, Australia": [-31.8759835, 147.2869493], "Colorado, United States": [38.7251776, -105.607716], "Piora Valley, Switzerland": [46.7985624, 8.2319736], "Loire, France": [45.75385355, 4.045473682551104], "Tieton, Washington, United States": [46.7020686, -120.75535], "Oviken, Sweden": [62.9974877, 14.3928671], "Taxco, Mexico": [18.5565446, -99.6052838], "Rh\u00f4ne-Alpes, France": [45.3175313, 5.721294352585611], "Bursa, Turkey": [39.9895878, 28.8944669], "Nottinghamshire, England": [53.1459288, -1.0214971168122484], "Karlovy Vary, Czech Republic": [50.2306216, 12.8701437], "County Cavan, Ireland": [54.03497495, -7.2937022825583675], "Northwest, United States": [34.3129464, -78.1611077], ", Germany": [51.1638175, 10.4478313], ", Sweden": [59.6749712, 14.5208584], ", Argentina": [-34.9964963, -64.9672817], "Queenstown, New Zealand": [-45.0321923, 168.661], "All Holland, Netherlands": [52.4601118, 4.6056526], "Flanders, Belgium": [51.096246199999996, 4.178629103169916], "West Pawlet, VT, United States": [43.356893, -73.24966776033015], "Bjurholm, Sweden": [63.966667, 19.0], "Allgaeu Alps, Germany": [51.1638175, 10.4478313], "Somerset, England": [51.161750850000004, -3.0753867062227487], "Herefordshire, West Midlands, United Kingdom": [52.083333, -2.75], "V\u00e4stra G\u00f6taland, Sweden": [58.215850200000006, 12.651820794914073], ", Scotland": [56.7861112, -4.1140518], "Provence, France": [44.0580563, 6.0638506], "Mornington Peninsula, Melbourne, Australia": [-38.3312575, 145.08106868543985], "Haute-Savoie / Upper Savoy, France": [46.06904065, 6.344532137164], ", Middle East": [39.3014159, -76.5888477], "Sonoma, California, United States": [38.5110803, -122.8473388], "Veneto, Italy": [45.6476663, 11.8665254], "Haute Vienne, France": [45.91901925, 1.203176771876291], "Gloucestershire County, England": [51.9425914, -2.100154122305389], "Massachusetts, United States": [42.3788774, -72.032366], "Carmarthenshire, Wales": [51.893669849999995, -4.217282721429928], "Orkney Isles, Scotland": [56.7861112, -4.1140518], ", Belgium": [50.6402809, 4.6667145], "Lombardy, Italy": [45.5703694, 9.7732524], "Oregon, United States": [43.9792797, -120.737257], "Cheshire, England": [53.2141028, -2.471770086071205], "Blarney, Ireland": [51.9325233, -8.5678665], "Timsbury, Somerset, England": [51.3271927, -2.4755923], "Veneto, Trentino, Italy": [45.6476663, 11.8665254], "Co. Offaly, Ireland": [53.13617215, -7.810340751784169], "Barcelona, Spain": [41.3828939, 2.1774322], "Sardinia & Campania, Italy": [42.6384261, 12.674297], "West Bengal, India": [22.9964948, 87.6855882], "Banon, France": [44.0381752, 5.6296701], "Laruns, France": [42.9882368, -0.4266324], "Gevrey-Chambertin, Burgundy, France": [47.2261857, 4.9705666], "Pyrenees, France": [48.8738565, 2.3852638], "Murazzano, Italy": [44.4746494, 8.0213361], "Southern California, United States": [34.169262950000004, -116.787448181486], "Normandy, France": [49.0677708, 0.3138532], "Charentes, France": [45.4039367, 0.3756199], "island wide, Cyprus": [34.9174159, 32.889902651331866], "Larzac, France": [44.74693, 1.0075], "Pays d\u2019Auge, Normandy, France": [49.0356178, 0.1573083324015645], "Pyrenees-Atlantiques, France": [43.18718655, -0.728247400084667], "Auvergne, France": [45.2968119, 4.6604809], "Burgund, France": [47.27808725, 4.222486304306048], ", Portugal": [39.6621648, -8.1353519], "Jura, Switzerland": [47.3566699, 7.1598893], "Emilia Romagna, Italy": [44.525696, 11.039437], "East Midlands, England": [53.1188177, -1.2597068974971675], "Missouri, United States": [38.7604815, -92.5617875], "Marathon, NY, United States": [44.8914036, -89.7748098], ", Holland": [52.2434979, 5.6343227], "Ann Arbor, MI, United States": [42.2813722, -83.7484616], "Cevenes, France": [44.3509309, 3.8584812791602983], "Bergues, France": [50.9683886, 2.4325247], "Pokolbin, Hunter Valley, Australia": [-32.7792106, 151.2978747], "Pyr\u00e9n\u00e9es, France": [48.8738565, 2.3852638], ", Netherlands": [52.2434979, 5.6343227], "Gippsland, Victoria, Australia": [-37.87448275, 146.9111788341666], "Cumbrian, United Kingdom": [54.478530449999994, -3.06553306667584], "Friuli-Venezia Giulia, Italy": [46.151042, 13.055904], "Kilmallock County Limerick, Ireland": [52.400645600000004, -8.571161660434711], "Gloucestershire, England": [51.7643786, -2.1880661838719386], "Vermont, United States": [44.5990718, -72.5002608], "Stewarton, Scotland": [55.680265, -4.5153023], "Leiden, Netherlands": [52.1594747, 4.4908843], "Lebanon, CT, United States": [40.375713, -76.4626118], "Tomales, California, United States": [38.2468075, -122.90630461024097], "Bermondsey, London, England": [51.4970125, -0.063268], "Tipperary, Ireland": [52.4734839, -8.1614446], "Fife, Scotland": [56.3333331, -3.0000001], "Allg\u00e4u, Germany": [47.5926009, 10.209156], ", France": [46.603354, 1.8883335], "French Basque Country, Midi-Pyr\u00e9n\u00e9es, France": [46.603354, 1.8883335], "Severn Valley, England": [52.454530899999995, -2.3755702502240226], ", Denmark": [55.670249, 10.3333283], "Tain, Scotland": [57.8119372, -4.0550663], "New York, France": [44.8712241, -0.5502475], "Pyr\u00e9n\u00e9es-Atlantiques, France": [43.18718655, -0.728247400084667], "Buxton, Derbyshire, England": [53.2593422, -1.9100768], "Galax, Virginia, United States": [36.6612387, -80.9239671], "Wallonia, Belgium": [50.154540049999994, 5.399359762971196], "Ile-de-France/Champagne, France": [48.5499711, 7.7508704], "Lazio, Sardinia, Italy": [41.9808038, 12.7662312], "Staffordshire, England": [52.824694199999996, -2.0074546723348115], ", Switzerland": [46.7985624, 8.2319736], "Serra da Estrela, Portugal": [40.4358994, -7.516865473467464], "County Carlow, Ireland": [52.69078865, -6.825145150844913], "St. Louis, Missouri, United States": [38.6280278, -90.1910154], "Coquet, England": [54.88091196980861, -1.5495607774216265], "B\u00e9arnaise in Pyr\u00e9n\u00e9es-Atlantique, France": [46.603354, 1.8883335], "Websterville, VT, United States": [44.162985, -72.47576806895253], ", Poland": [52.215933, 19.134422], "Utah, United States": [39.4225192, -111.714358], "Allagau, Bavarian Alps, Germany": [51.1638175, 10.4478313], "Oregon Coast Range, United States": [39.7837304, -100.445882], "Cotherstone, England": [54.570244, -1.9804176], "Swaledale, North Yorkshire, England": [54.38299324007608, -1.9841360652878535], "Bornholm, Denmark": [55.143122399999996, 14.922629658767558], "Aquitaine, France": [44.24620635, -0.18399787392367906], "old Liburnia (Dalmatia), Croatia": [45.3658443, 15.6575209], "Fethard, Co Tipperary, Ireland": [52.467222, -7.691111], "Northern Holland, Netherlands": [52.2434979, 5.6343227], "Castile-Leon, Spain": [41.55005, -5.1387401], "Naples, Italy": [40.8358846, 14.2487679], "Gravina in Puglia, Murgia, Italy": [40.819725, 16.422779], "Castille-Leon, Spain": [41.55005, -5.1387401], ", Israel": [30.8124247, 34.8594762], "Languedoc-Roussillon, France": [43.65420305, 3.674669940206605], "Orkney Islands, Scotland": [58.94182309999999, -3.129694439563327], ", Italy": [42.6384261, 12.674297], ", United Kingdom": [54.7023545, -3.2765753], "Wales, Great Britain": [53.28236125, -3.8286207326666837], "Wales, London, Wales": [52.41446365, -4.0685073132923], "California, United States": [36.7014631, -118.755997], "Belvederis, Lithuania": [55.0820118, 23.3897023], "Franche Comt\u00e9, France": [48.68347355, 2.1776625116070027], "Kent, United Kingdom": [51.20707485, 0.7210361813401444], "Bloomdale, United States": [33.2473378, -96.6794382], "Wigtownshire, Scotland": [54.9042579, -5.0248893], ", Ireland": [52.865196, -7.9794599], "County Tipperary, Clogheen, Ireland": [52.68482145, -7.898147186112796], "Colby, Wisconsin, United States": [44.5684775, -69.66002565150262], "Isere, France": [45.28979315, 5.634382477386232], "Kinfauns, Perthshire, Scotland": [56.3822607, -3.36565], ", Mexico": [23.6585116, -102.0077097], "Dumfries, Scotland": [55.0691397, -3.6107936], "Odell, Bedfordshire, England": [52.21843025, -0.5921260787763352], "Avila, Spain": [40.656478, -4.7002172], "Bethania, United Kingdom": [52.2509586, -4.0888576], "Lincolnshire, England": [53.1823034, -0.2031208542548153], "Hamilton, New Zealand": [-37.7878809, 175.281788], ", Greece": [38.9953683, 21.9877132], "New York, United States": [40.7127281, -74.0060152], ", Cyprus": [34.9174159, 32.889902651331866], "South Australia, Australia": [-30.5343665, 135.6301212], "Low-laying regions, Sweden": [59.6749712, 14.5208584], "Serra da Canastra, Minas Gerais state, Brazil": [-20.1615, -46.76365461658604], "Cornwall, ": [50.443348900000004, -4.62465658489158], "St Antoine, France": [44.0361186, 0.8397552], "Amou, Gascony, France": [43.59266, -0.7475291], "Charentes-Poitou, France": [45.4039367, 0.3756199], "Co. Carlow, Ireland": [52.69078865, -6.825145150844913], "\u00c4\u00e4nekoski, Finland": [62.6032186, 25.7301361], ", Spain": [39.3260685, -4.8379791], "Ile de France, France": [48.6443057, 2.7537863], "Seattle, Washington, United States": [47.6038321, -122.330062], "Minnesota, United States": [45.9896587, -94.6113288], "Milford, NJ, United States": [41.2222218, -73.0570603], "Charm, Ohio, United States": [40.5067308, -81.7848553], "Anjou, France": [45.3462, 4.88149], "Pinconning, Michigan, United States": [43.853633, -83.964987], "Derbyshire, Leicestershire, Nottinghamshire, England": [53.1666927, -1.5833223], "Gujarat, India": [22.3850051, 71.745261], ", Mongolia": [46.8250388, 103.8499736], "Central Balkan Mountains, Bulgaria": [42.6073975, 25.4856617], "Schoonrewoerd, Leerdam, Netherlands": [51.920458, 5.1156505], "North East Victoria, Australia": [-37.8633951, 145.0100994], "Bavaria, Germany": [48.9467562, 11.4038717], "Kimball, United States": [41.1881305, -103.6997645], "Illoud (Haute-Marne), France": [48.2089823, 5.5615126], "Ann Arbor, Michigan, United States": [42.2813722, -83.7484616], "Rhone-Alps, France": [45.2968119, 4.6604809], "Mols, Denmark": [56.187042, 10.460782482125193], "Island of Pag, Croatia": [45.3658443, 15.6575209], ", Hungary": [47.1817585, 19.5060937], "Lower Normandy, France": [48.953684499999994, -0.573365358805311], "Midi-Pyrenees, France": [43.8099068, 1.4344926056549236], "Huizen, Netherlands": [52.2958122, 5.2567209], "Upper Corsica, France": [46.603354, 1.8883335], "Basilicata, Italy": [40.500571, 16.081953], "Landford, England": [50.9700788, -1.6363792], "Maribo, Denmark": [54.7758018, 11.5054333], "Virginia, United States": [37.1232245, -78.4927721], "Adamstown, Co Wexford, Ireland": [53.3360017, -6.4692321], "Het Groene Hart, Netherlands": [51.5246, 4.280818038775446], "Sebastopol, California, United States": [38.4021038, -122.824222], "Carrigtwohill, Ireland": [51.9094617, -8.2611809], "County Antrim, Ireland": [54.864725500000006, -6.143637910742768], "Aberdeenshire, Scotland": [57.166667, -2.666667], "massif des Causses, France": [46.603354, 1.8883335], "Asturias, Spain": [43.3133868, -5.94192], "Allgau, Germany": [47.8241593, 11.6822424], "Croisy-sur-Eure, France": [49.0291802, 1.346505], "Northern Wisconsin, United States": [44.94725995, -91.39373410986752], "Carnia, Italy": [46.3738716, 13.1339829], "Vorarlberg, Austria": [47.25, 9.9166667], "Quebec, Canada": [52.4760892, -71.8258668], "Canary Islands, Spain": [28.286398900000002, -16.796011808910734], "Banks Peninsular in Canterbury, New Zealand": [-41.5000831, 172.8344077], "Beira Baixa Province, Portugal": [39.6621648, -8.1353519], "Fairview, United States": [40.6333724, -90.1637318], "Aconcagua, Chile": [-33.04383715040669, -71.56622455102398], "Midi-Pyr\u00e9n\u00e9es, France": [43.8099068, 1.4344926056549236], "Landshut, Germany": [48.536217, 12.1516551], ", New Zealand": [-41.5000831, 172.8344077], ", England": [52.5310214, -1.2649062], "Languedoc, France": [43.65420305, 3.674669940206605], ", Afghanistan": [33.7680065, 66.2385139], "NY, United States": [43.1561681, -75.8449946], "Northeastern Brazil, Brazil": [-10.3333333, -53.2], "Piedmont, Italy": [45.060735, 7.923549], "St. Gallen (canton), Tufertschwil, Switzerland": [47.1561047, 9.338323], "Pembrokeshire, United Kingdom": [51.8339209, -4.916667], "Canton of Glarus, Switzerland": [46.7985624, 8.2319736], "South East England, United Kingdom": [51.45115235, -0.9935673736185868], "Ceredigion, United Kingdom": [52.2945764, -3.9527809990291427], "Stonegate, East Sussex, England": [53.960910892985034, -1.0833748506182423], "Tuscany, Italy": [43.4586541, 11.1389204], "Timsbury, Somerset, Scotland": [56.7861112, -4.1140518], "Lucerne, Schwyz, Unterwald, and Zoug, and the following additional places: Muri district in d'Argovi, Switzerland": [47.0505452, 8.3054682], "Prince Edward Island, Canada": [46.3355508, -63.1466676], "Prince Edward County, Ontario, Canada": [44.031827, -77.246933], "Aveyron, France": [44.315857449999996, 2.5065697302419823], "Calabria, Italy": [39.0565974, 16.5249864], "British Columbia, Canada": [55.001251, -125.002441], "Ontario, Canada": [50.000678, -86.000977], "North Cornwall, England": [51.7561518, 0.4645198], "Pennsylvania, United States": [40.9699889, -77.7278831], "Coast of Oregon, United States": [39.7837304, -100.445882], "Veneto, ": [45.6476663, 11.8665254], ", Australia": [-24.7761086, 134.755], "Victoria, Australia": [-36.5986096, 144.6780052], "Pays Basque, France": [47.6867895, 7.3927627], ", Mauritania": [20.2540382, -9.2399263], "Richfield, Wisconsin, United States": [44.8766431, -93.2877877], "Poitou-Charentes, France": [46.13244785, -0.15455354898441043], "Pienza, Italy": [43.0765485, 11.6789076], "Herault, France": [43.591422, 3.3553309364095925], "Normandy, Auvilliers, France": [49.0677708, 0.3138532], "Bourgogne, France": [47.27808725, 4.222486304306048], "P\u00f3voa de Lanhoso, Portugal": [41.5759516, -8.2699521], "Cornwall, England": [50.416667, -4.75], "Roncq, France": [50.7531232, 3.1209016], "Laqueuille, France": [45.6507627, 2.7320917], "Bas-Languedoc, Comtat Venaissin, France": [43.687621, 4.2691037], "Zasavica, Serbia": [44.9454307, 19.4987239]}
\ No newline at end of file
diff --git a/cheese.ipynb b/cheese.ipynb
index 88c8de1..237da87 100644
--- a/cheese.ipynb
+++ b/cheese.ipynb
@@ -10,24 +10,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 1,
    "id": "7f4f2b89-8257-468c-9f5e-a77e11b8b8ff",
    "metadata": {},
    "outputs": [],
    "source": [
     "import pandas as pd\n",
+    "from IPython.display import display, HTML\n",
     "from mlxtend.preprocessing import TransactionEncoder\n",
-    "from mlxtend.frequent_patterns import apriori\n",
+    "from mlxtend.frequent_patterns import apriori, association_rules\n",
     "from geopy.geocoders import Nominatim\n",
     "import matplotlib.pyplot as plt\n",
     "import time\n",
     "import tqdm.notebook as tqdm\n",
-    "import random\n"
+    "import random\n",
+    "import json\n",
+    "import os"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 2,
    "id": "1a0afba8-692b-4377-a2ce-5114983e3bbb",
    "metadata": {},
    "outputs": [
@@ -403,7 +406,7 @@
        "[1187 rows x 19 columns]"
       ]
      },
-     "execution_count": 44,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -418,12 +421,12 @@
    "id": "bf3b548c-5ac4-4126-9ae9-5578ad158015",
    "metadata": {},
    "source": [
-    "## Cleaning"
+    "## Cleaning and pre-processing"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 3,
    "id": "2018aac2-6f3d-489a-b5d0-90b7c7793076",
    "metadata": {},
    "outputs": [
@@ -431,7 +434,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{'pale yellow', 'blue', 'brownish yellow', 'ivory', 'orange', 'brown', 'straw', 'blue-grey', 'cream', 'pale white', 'red', 'green', nan, 'golden yellow', 'white', 'golden orange', 'pink and white', 'yellow'}\n"
+      "{'brown', 'red', 'cream', 'pink and white', 'white', 'pale white', 'pale yellow', 'orange', 'straw', 'golden yellow', 'golden orange', nan, 'blue', 'yellow', 'blue-grey', 'ivory', 'brownish yellow', 'green'}\n"
      ]
     },
     {
@@ -819,7 +822,7 @@
        "[142 rows x 19 columns]"
       ]
      },
-     "execution_count": 45,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -831,7 +834,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 4,
    "id": "a0a77563-518e-4808-b744-9fc0c76763fe",
    "metadata": {},
    "outputs": [
@@ -851,7 +854,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 5,
    "id": "c8489ffa-1067-4eb7-b65a-2fa18fdb4b04",
    "metadata": {},
    "outputs": [],
@@ -866,7 +869,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 6,
    "id": "5379265a-cd49-41fa-845c-bfae33bb8f5a",
    "metadata": {},
    "outputs": [
@@ -1144,7 +1147,7 @@
        "[1187 rows x 13 columns]"
       ]
      },
-     "execution_count": 48,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1155,7 +1158,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 7,
    "id": "633ed80e-e416-41f6-ae58-b86ce4c132af",
    "metadata": {},
    "outputs": [
@@ -1165,30 +1168,12 @@
      "text": [
       "1181 rows remaining\n"
      ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_13743/3522053431.py:2: SettingWithCopyWarning: \n",
-      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
-      "Try using .loc[row_indexer,col_indexer] = value instead\n",
-      "\n",
-      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
-      "  data[\"country\"]=data[\"country\"].fillna(\"\")\n",
-      "/tmp/ipykernel_13743/3522053431.py:3: SettingWithCopyWarning: \n",
-      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
-      "Try using .loc[row_indexer,col_indexer] = value instead\n",
-      "\n",
-      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
-      "  data[\"region\"]=data[\"region\"].fillna(\"\")\n"
-     ]
     }
    ],
    "source": [
     "data=data.dropna(subset=[\"country\",\"region\"], how=\"all\")\n",
-    "data[\"country\"]=data[\"country\"].fillna(\"\")\n",
-    "data[\"region\"]=data[\"region\"].fillna(\"\")\n",
+    "data=data.fillna(value={\"country\":\"\"})\n",
+    "data=data.fillna(value={\"region\":\"\"})\n",
     "print(f\"{len(data)} rows remaining\")"
    ]
   },
@@ -1202,37 +1187,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "id": "5a4c0e30-8535-498b-9a9e-0d7d232d4eb7",
    "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 50,
-   "id": "7ef7494b-ff08-40a5-890f-e0f718cf2842",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "data.loc[data.country.str.contains(\"England, Great Britain, United Kingdom\")|data.country.str.contains(\"England, United Kingdom\"),\"country\"]=\"England\"\n",
-    "data.loc[data.country.str.contains(\"Scotland\"),\"country\"]=\"Scotland\"\n",
-    "data.loc[data.country.str.contains(\"Great Britain, United Kingdom, Wales\")|data.country.str.contains(\"United Kingdom, Wales\"),\"country\"]=\"Wales\"\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 51,
-   "id": "fb044984-c33c-492c-91a2-4e9fff29ceb3",
-   "metadata": {},
    "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "39\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
@@ -1271,899 +1229,564 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>Ackawi</td>\n",
-       "      <td>cow, goat, sheep</td>\n",
-       "      <td>Cyprus, Egypt, Israel, Jordan, Lebanon, Middle...</td>\n",
-       "      <td>+</td>\n",
-       "      <td>Feta</td>\n",
-       "      <td>soft, brined</td>\n",
-       "      <td>elastic, smooth, springy</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>white</td>\n",
-       "      <td>mild, milky, salty</td>\n",
-       "      <td>mild, milky</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>116</th>\n",
-       "      <td>Baladi</td>\n",
-       "      <td>cow, goat, sheep</td>\n",
-       "      <td>Lebanon, Middle East</td>\n",
-       "      <td></td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>fresh soft, artisan</td>\n",
-       "      <td>creamy, dense, smooth</td>\n",
-       "      <td>rindless</td>\n",
-       "      <td>white</td>\n",
-       "      <td>buttery, mild, salty, sweet</td>\n",
-       "      <td>fresh</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>160</th>\n",
-       "      <td>Beemster 2% Milk</td>\n",
+       "      <th>0</th>\n",
+       "      <td>Aarewasser</td>\n",
        "      <td>cow</td>\n",
-       "      <td>Canada, Denmark, France, Germany, Netherlands,...</td>\n",
+       "      <td>Switzerland</td>\n",
        "      <td></td>\n",
        "      <td>NaN</td>\n",
        "      <td>semi-soft</td>\n",
-       "      <td>smooth</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>nutty</td>\n",
-       "      <td>aromatic, floral, fruity</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>212</th>\n",
-       "      <td>Blissful Blocks</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Canada, United States</td>\n",
-       "      <td></td>\n",
-       "      <td>Cheddar</td>\n",
-       "      <td>hard</td>\n",
-       "      <td>creamy, crumbly</td>\n",
-       "      <td>plastic</td>\n",
-       "      <td>yellow</td>\n",
-       "      <td>creamy, savory, sharp, spicy</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>213</th>\n",
-       "      <td>Blissful Toppings</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Canada, United States</td>\n",
-       "      <td></td>\n",
-       "      <td>Parmesan</td>\n",
-       "      <td>soft</td>\n",
-       "      <td>crumbly</td>\n",
-       "      <td>artificial</td>\n",
-       "      <td>yellow</td>\n",
-       "      <td>savory, sharp</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>243</th>\n",
-       "      <td>Bootlegger</td>\n",
-       "      <td>cow, sheep</td>\n",
-       "      <td>Canada, Italy</td>\n",
-       "      <td>Lombardy</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>hard, artisan</td>\n",
-       "      <td>crumbly, firm</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>pale yellow</td>\n",
-       "      <td>fruity, full-flavored, strong</td>\n",
-       "      <td>floral</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>262</th>\n",
-       "      <td>Brebis d'Azure</td>\n",
-       "      <td>sheep</td>\n",
-       "      <td>Canada, Italy</td>\n",
-       "      <td>Lombardy</td>\n",
-       "      <td>Blue</td>\n",
-       "      <td>semi-hard, artisan, blue-veined</td>\n",
-       "      <td>soft</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>pale yellow</td>\n",
-       "      <td>sharp</td>\n",
-       "      <td>aromatic</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>297</th>\n",
-       "      <td>Brunost</td>\n",
-       "      <td>cow, goat</td>\n",
-       "      <td>Denmark, Finland, Germany, Iceland, Norway, Sw...</td>\n",
-       "      <td></td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>semi-soft, whey</td>\n",
-       "      <td>dense</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>brown</td>\n",
-       "      <td>caramel, sweet</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>300</th>\n",
-       "      <td>Bryndza</td>\n",
-       "      <td>sheep</td>\n",
-       "      <td>Hungary, Poland, Slovakia</td>\n",
-       "      <td></td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>soft, artisan</td>\n",
-       "      <td>spreadable</td>\n",
-       "      <td>rindless</td>\n",
-       "      <td>white</td>\n",
-       "      <td>mild, salty</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>311</th>\n",
-       "      <td>Burrata</td>\n",
-       "      <td>water buffalo</td>\n",
-       "      <td>Italy, United States</td>\n",
-       "      <td>Apulia</td>\n",
-       "      <td>Mozzarella</td>\n",
-       "      <td>fresh soft, artisan</td>\n",
-       "      <td>creamy, stringy</td>\n",
-       "      <td>leaf wrapped</td>\n",
-       "      <td>white</td>\n",
-       "      <td>buttery, milky</td>\n",
-       "      <td>fresh, milky</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>316</th>\n",
-       "      <td>Butterkase</td>\n",
-       "      <td>cow</td>\n",
-       "      <td>Austria, Germany</td>\n",
-       "      <td></td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>semi-soft</td>\n",
-       "      <td>creamy, smooth, spreadable</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>pale yellow</td>\n",
-       "      <td>buttery, mild</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>367</th>\n",
-       "      <td>Cap Cressy</td>\n",
-       "      <td>goat</td>\n",
-       "      <td>Canada, Italy</td>\n",
-       "      <td>Lombardy</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>semi-hard, artisan, smear-ripened</td>\n",
-       "      <td>compact, dense</td>\n",
+       "      <td>buttery</td>\n",
        "      <td>washed</td>\n",
-       "      <td>pale yellow</td>\n",
-       "      <td>mellow, savory, sweet</td>\n",
-       "      <td>lactic</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>375</th>\n",
-       "      <td>Capri Blu</td>\n",
-       "      <td>goat</td>\n",
-       "      <td>Canada, Italy</td>\n",
-       "      <td>Lombardy</td>\n",
-       "      <td>Blue</td>\n",
-       "      <td>soft, blue-veined</td>\n",
-       "      <td>creamy, soft</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>pale yellow</td>\n",
-       "      <td>creamy, subtle, sweet</td>\n",
-       "      <td>goaty</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>377</th>\n",
-       "      <td>Caprice</td>\n",
-       "      <td>goat</td>\n",
-       "      <td>Canada, Italy</td>\n",
-       "      <td>Lombardy</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>soft</td>\n",
-       "      <td>creamy, smooth</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>white</td>\n",
-       "      <td>subtle</td>\n",
-       "      <td>goaty</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>407</th>\n",
-       "      <td>Casu marzu</td>\n",
-       "      <td>sheep</td>\n",
-       "      <td>France, Italy</td>\n",
-       "      <td>Sardinia (Italy), Southern Corsica (France)</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>soft, soft-ripened</td>\n",
-       "      <td>soft-ripened</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>437</th>\n",
-       "      <td>Cheese Curds</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Canada, India, United States</td>\n",
-       "      <td></td>\n",
-       "      <td>Cheddar</td>\n",
-       "      <td>fresh firm</td>\n",
-       "      <td>firm, springy</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>white</td>\n",
-       "      <td>mild, milky</td>\n",
-       "      <td>fresh</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>445</th>\n",
-       "      <td>Chhurpi</td>\n",
-       "      <td>cow, yak</td>\n",
-       "      <td>China, Nepal, Tibet</td>\n",
-       "      <td></td>\n",
-       "      <td>Cottage</td>\n",
-       "      <td>soft, hard, artisan</td>\n",
-       "      <td>dense</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>pale yellow</td>\n",
-       "      <td>tangy</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>455</th>\n",
-       "      <td>Chura Kampo</td>\n",
-       "      <td>yak</td>\n",
-       "      <td>China, Tibet</td>\n",
-       "      <td>Tibet</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>hard, artisan</td>\n",
-       "      <td>dense, dry, firm</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>aromatic</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>508</th>\n",
-       "      <td>Cottage Cheese</td>\n",
-       "      <td>cow</td>\n",
-       "      <td>United Kingdom, United States</td>\n",
-       "      <td></td>\n",
-       "      <td>Cottage</td>\n",
-       "      <td>soft, artisan, processed</td>\n",
-       "      <td>creamy, crumbly</td>\n",
-       "      <td>rindless</td>\n",
-       "      <td>white</td>\n",
+       "      <td>yellow</td>\n",
        "      <td>sweet</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>True</td>\n",
+       "      <td>buttery</td>\n",
+       "      <td>False</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>512</th>\n",
-       "      <td>Counting Sheep…and Goats...</td>\n",
-       "      <td>cow, goat, sheep</td>\n",
-       "      <td>Canada, Italy</td>\n",
-       "      <td>Lombardy</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>soft, soft-ripened</td>\n",
-       "      <td>creamy, soft</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>white</td>\n",
-       "      <td>creamy, subtle, sweet</td>\n",
-       "      <td>nutty</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>524</th>\n",
-       "      <td>Cream Cheesy Bliss</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Canada, United States</td>\n",
-       "      <td></td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>soft</td>\n",
-       "      <td>creamy, spreadable</td>\n",
-       "      <td>artificial</td>\n",
-       "      <td>white</td>\n",
-       "      <td>creamy, garlicky, herbaceous, sweet</td>\n",
-       "      <td>rich</td>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>537</th>\n",
-       "      <td>Cressy Blu</td>\n",
-       "      <td>cow</td>\n",
-       "      <td>Canada, Italy</td>\n",
-       "      <td>Lombardy</td>\n",
-       "      <td>Blue</td>\n",
-       "      <td>semi-hard, blue-veined</td>\n",
-       "      <td>creamy, crumbly, firm</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>pale yellow</td>\n",
-       "      <td>creamy, savory, sweet</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>569</th>\n",
-       "      <td>La Couronne - Fort Aged Comté</td>\n",
-       "      <td>cow</td>\n",
-       "      <td>France, Switzerland</td>\n",
-       "      <td>Franche Comté</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>semi-hard</td>\n",
-       "      <td>dense</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>pale yellow</td>\n",
-       "      <td>caramel, nutty, sweet</td>\n",
-       "      <td>rich</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>601</th>\n",
-       "      <td>Lamb Chopper</td>\n",
+       "      <th>1</th>\n",
+       "      <td>Abbaye de Belloc</td>\n",
        "      <td>sheep</td>\n",
-       "      <td>Netherlands, United States</td>\n",
-       "      <td>California</td>\n",
-       "      <td>Gouda</td>\n",
-       "      <td>hard</td>\n",
-       "      <td>dense, firm, smooth</td>\n",
-       "      <td>waxed</td>\n",
-       "      <td>ivory</td>\n",
-       "      <td>buttery, caramel, creamy, nutty, sweet</td>\n",
-       "      <td>mild, sweet</td>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>621</th>\n",
-       "      <td>Le Conquerant Demi Pont L'eveque</td>\n",
-       "      <td>cow</td>\n",
-       "      <td>Australia, France</td>\n",
-       "      <td></td>\n",
+       "      <td>France</td>\n",
+       "      <td>Pays Basque</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>soft, artisan</td>\n",
-       "      <td>chalky, creamy, soft</td>\n",
-       "      <td>washed</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>creamy, mild</td>\n",
-       "      <td>pungent</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>646</th>\n",
-       "      <td>Limburger</td>\n",
-       "      <td>cow</td>\n",
-       "      <td>Belgium, Germany, Netherlands</td>\n",
-       "      <td>Duchy of Limburg</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>semi-soft, smear-ripened</td>\n",
-       "      <td>crumbly, firm, smooth</td>\n",
-       "      <td>washed</td>\n",
-       "      <td>straw</td>\n",
-       "      <td>grassy, mild, mushroomy</td>\n",
-       "      <td>stinky</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>675</th>\n",
-       "      <td>Lunetta</td>\n",
-       "      <td>cow</td>\n",
-       "      <td>Canada, Italy</td>\n",
-       "      <td>Lombardy</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>fresh soft, artisan</td>\n",
-       "      <td>creamy</td>\n",
+       "      <td>semi-hard, artisan</td>\n",
+       "      <td>creamy, dense, firm</td>\n",
        "      <td>natural</td>\n",
-       "      <td>white</td>\n",
-       "      <td>creamy, salty</td>\n",
-       "      <td>aromatic, fresh</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>701</th>\n",
-       "      <td>Mamirolle</td>\n",
-       "      <td>cow</td>\n",
-       "      <td>Canada, France</td>\n",
-       "      <td>Plessisville, Quebec</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>semi-soft, artisan</td>\n",
-       "      <td>chewy, supple</td>\n",
-       "      <td>washed</td>\n",
-       "      <td>ivory</td>\n",
-       "      <td>buttery, fruity, salty, sweet</td>\n",
-       "      <td>earthy, pungent</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>776</th>\n",
-       "      <td>Monastery Cheeses</td>\n",
-       "      <td>cow</td>\n",
-       "      <td>Belgium, Canada, France, Switzerland, United S...</td>\n",
-       "      <td></td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>soft, semi-soft, brined</td>\n",
-       "      <td>chalky, creamy, firm, grainy</td>\n",
-       "      <td>washed</td>\n",
-       "      <td>golden yellow</td>\n",
-       "      <td>mild, pungent</td>\n",
-       "      <td>pungent, strong</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>789</th>\n",
-       "      <td>Monterey Jack</td>\n",
-       "      <td>cow</td>\n",
-       "      <td>Mexico, United States</td>\n",
-       "      <td>Monterey, California</td>\n",
-       "      <td>Monterey Jack</td>\n",
-       "      <td>semi-hard</td>\n",
-       "      <td>compact, creamy, firm, open, supple</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>pale yellow</td>\n",
-       "      <td>buttery, mild</td>\n",
-       "      <td>aromatic</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>852</th>\n",
-       "      <td>Paneer</td>\n",
-       "      <td>cow, water buffalo</td>\n",
-       "      <td>Bangladesh, India</td>\n",
-       "      <td></td>\n",
-       "      <td>Cottage</td>\n",
-       "      <td>fresh firm</td>\n",
-       "      <td>crumbly, firm</td>\n",
-       "      <td>rindless</td>\n",
-       "      <td>white</td>\n",
-       "      <td>milky</td>\n",
-       "      <td>fresh, milky</td>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>975</th>\n",
-       "      <td>President Fat Free Feta</td>\n",
-       "      <td>cow</td>\n",
-       "      <td>France, United States</td>\n",
-       "      <td>New York</td>\n",
-       "      <td>Feta</td>\n",
-       "      <td>firm, artisan, brined</td>\n",
-       "      <td>crumbly</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>white</td>\n",
-       "      <td>herbaceous, salty, tangy</td>\n",
-       "      <td>fresh</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1001</th>\n",
-       "      <td>Purple's a Must</td>\n",
-       "      <td>cow, goat</td>\n",
-       "      <td>Canada, Italy</td>\n",
-       "      <td>Lombardy</td>\n",
-       "      <td>Blue</td>\n",
-       "      <td>semi-hard, artisan, blue-veined</td>\n",
-       "      <td>creamy, crumbly</td>\n",
-       "      <td>mold ripened</td>\n",
-       "      <td>pale yellow</td>\n",
-       "      <td>full-flavored, strong</td>\n",
-       "      <td>rich</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1082</th>\n",
-       "      <td>Shanklish</td>\n",
-       "      <td>cow, sheep</td>\n",
-       "      <td>Egypt, Lebanon, Syria</td>\n",
-       "      <td></td>\n",
-       "      <td>Feta</td>\n",
-       "      <td>fresh firm, hard, artisan</td>\n",
-       "      <td>creamy, crumbly, firm</td>\n",
-       "      <td>mold ripened</td>\n",
-       "      <td>white</td>\n",
-       "      <td>sharp, spicy, strong</td>\n",
-       "      <td>pungent, strong</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1099</th>\n",
-       "      <td>Shredded Bliss</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Canada, United States</td>\n",
-       "      <td></td>\n",
-       "      <td>Mozzarella</td>\n",
-       "      <td>semi-soft</td>\n",
-       "      <td>elastic, smooth, springy, stringy</td>\n",
-       "      <td>plastic</td>\n",
-       "      <td>pale yellow</td>\n",
-       "      <td>mild, milky</td>\n",
-       "      <td>fresh, mild</td>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1106</th>\n",
-       "      <td>Sirene</td>\n",
-       "      <td>cow, goat, sheep</td>\n",
-       "      <td>Albania, Bulgaria, Croatia, Greece, Israel, Ma...</td>\n",
-       "      <td>Trakia</td>\n",
-       "      <td>Feta</td>\n",
-       "      <td>fresh soft, brined</td>\n",
-       "      <td>crumbly, grainy, smooth</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>white</td>\n",
-       "      <td>lemony, salty, sharp, tangy</td>\n",
-       "      <td>strong</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1108</th>\n",
-       "      <td>Slices Of Bliss</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Canada, United States</td>\n",
-       "      <td></td>\n",
-       "      <td>Cheddar</td>\n",
-       "      <td>soft</td>\n",
-       "      <td>creamy</td>\n",
-       "      <td>plastic</td>\n",
        "      <td>yellow</td>\n",
-       "      <td>creamy, savory, sharp, spicy</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>burnt caramel</td>\n",
+       "      <td>lanoline</td>\n",
        "      <td>True</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1123</th>\n",
-       "      <td>Sosha</td>\n",
-       "      <td>goat, yak</td>\n",
-       "      <td>China, Nepal, Tibet</td>\n",
-       "      <td>Tibet</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>soft, artisan</td>\n",
-       "      <td>creamy</td>\n",
-       "      <td>natural</td>\n",
-       "      <td>white</td>\n",
-       "      <td>pungent, strong</td>\n",
-       "      <td>pungent, strong</td>\n",
+       "      <th>2</th>\n",
+       "      <td>Abbaye de Belval</td>\n",
+       "      <td>cow</td>\n",
+       "      <td>France</td>\n",
+       "      <td></td>\n",
        "      <td>NaN</td>\n",
+       "      <td>semi-hard</td>\n",
+       "      <td>elastic</td>\n",
+       "      <td>washed</td>\n",
+       "      <td>ivory</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>aromatic</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1173</th>\n",
-       "      <td>Strawberry Moon</td>\n",
+       "      <th>3</th>\n",
+       "      <td>Abbaye de Citeaux</td>\n",
        "      <td>cow</td>\n",
-       "      <td>Canada, Italy</td>\n",
-       "      <td>Lombardy</td>\n",
+       "      <td>France</td>\n",
+       "      <td>Burgundy</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>semi-hard, artisan, smear-ripened</td>\n",
-       "      <td>compact, creamy, dense</td>\n",
+       "      <td>semi-soft, artisan, brined</td>\n",
+       "      <td>creamy, dense, smooth</td>\n",
        "      <td>washed</td>\n",
-       "      <td>straw</td>\n",
-       "      <td>subtle, sweet</td>\n",
-       "      <td>strong</td>\n",
+       "      <td>white</td>\n",
+       "      <td>acidic, milky, smooth</td>\n",
+       "      <td>barnyardy, earthy</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Abbaye de Tamié</td>\n",
+       "      <td>cow</td>\n",
+       "      <td>France</td>\n",
+       "      <td>Savoie</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>soft, artisan</td>\n",
+       "      <td>creamy, open, smooth</td>\n",
+       "      <td>washed</td>\n",
+       "      <td>white</td>\n",
+       "      <td>fruity, nutty</td>\n",
+       "      <td>perfumed, pungent</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1182</th>\n",
+       "      <td>Sveciaost</td>\n",
+       "      <td>cow</td>\n",
+       "      <td>Sweden</td>\n",
+       "      <td>Low-laying regions</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>semi-hard, brined</td>\n",
+       "      <td>creamy, supple</td>\n",
+       "      <td>rindless</td>\n",
+       "      <td>pale yellow</td>\n",
+       "      <td>acidic</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1183</th>\n",
+       "      <td>Swag</td>\n",
+       "      <td>goat</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>South Australia</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>fresh firm, artisan</td>\n",
+       "      <td>creamy, crumbly</td>\n",
+       "      <td>ash coated</td>\n",
+       "      <td>white</td>\n",
+       "      <td>acidic, creamy</td>\n",
+       "      <td>fresh</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1184</th>\n",
+       "      <td>Swaledale</td>\n",
+       "      <td>sheep</td>\n",
+       "      <td>England</td>\n",
+       "      <td>Swaledale, North Yorkshire</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>hard</td>\n",
+       "      <td>semi firm</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>smooth, sweet</td>\n",
+       "      <td>floral</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1185</th>\n",
+       "      <td>Sweet Style Swiss</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Switzerland</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>semi-hard, artisan</td>\n",
+       "      <td>firm, supple</td>\n",
+       "      <td>waxed</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>nutty</td>\n",
+       "      <td>nutty, sweet</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1186</th>\n",
+       "      <td>Swiss cheese</td>\n",
+       "      <td>cow</td>\n",
+       "      <td>United States</td>\n",
+       "      <td></td>\n",
+       "      <td>Swiss Cheese</td>\n",
+       "      <td>hard, artisan, processed</td>\n",
+       "      <td>firm</td>\n",
+       "      <td>rindless</td>\n",
+       "      <td>pale yellow</td>\n",
+       "      <td>nutty, sweet</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
+       "<p>1181 rows × 13 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                cheese                milk  \\\n",
-       "12                              Ackawi    cow, goat, sheep   \n",
-       "116                             Baladi    cow, goat, sheep   \n",
-       "160                   Beemster 2% Milk                 cow   \n",
-       "212                    Blissful Blocks                 NaN   \n",
-       "213                  Blissful Toppings                 NaN   \n",
-       "243                         Bootlegger          cow, sheep   \n",
-       "262                     Brebis d'Azure               sheep   \n",
-       "297                            Brunost           cow, goat   \n",
-       "300                            Bryndza               sheep   \n",
-       "311                            Burrata       water buffalo   \n",
-       "316                         Butterkase                 cow   \n",
-       "367                         Cap Cressy                goat   \n",
-       "375                          Capri Blu                goat   \n",
-       "377                            Caprice                goat   \n",
-       "407                         Casu marzu               sheep   \n",
-       "437                       Cheese Curds                 NaN   \n",
-       "445                            Chhurpi            cow, yak   \n",
-       "455                        Chura Kampo                 yak   \n",
-       "508                     Cottage Cheese                 cow   \n",
-       "512        Counting Sheep…and Goats...    cow, goat, sheep   \n",
-       "524                 Cream Cheesy Bliss                 NaN   \n",
-       "537                         Cressy Blu                 cow   \n",
-       "569      La Couronne - Fort Aged Comté                 cow   \n",
-       "601                       Lamb Chopper               sheep   \n",
-       "621   Le Conquerant Demi Pont L'eveque                 cow   \n",
-       "646                          Limburger                 cow   \n",
-       "675                            Lunetta                 cow   \n",
-       "701                          Mamirolle                 cow   \n",
-       "776                  Monastery Cheeses                 cow   \n",
-       "789                      Monterey Jack                 cow   \n",
-       "852                             Paneer  cow, water buffalo   \n",
-       "975            President Fat Free Feta                 cow   \n",
-       "1001                   Purple's a Must           cow, goat   \n",
-       "1082                         Shanklish          cow, sheep   \n",
-       "1099                    Shredded Bliss                 NaN   \n",
-       "1106                            Sirene    cow, goat, sheep   \n",
-       "1108                   Slices Of Bliss                 NaN   \n",
-       "1123                             Sosha           goat, yak   \n",
-       "1173                   Strawberry Moon                 cow   \n",
+       "                 cheese   milk        country                      region  \\\n",
+       "0            Aarewasser    cow    Switzerland                               \n",
+       "1      Abbaye de Belloc  sheep         France                 Pays Basque   \n",
+       "2      Abbaye de Belval    cow         France                               \n",
+       "3     Abbaye de Citeaux    cow         France                    Burgundy   \n",
+       "4       Abbaye de Tamié    cow         France                      Savoie   \n",
+       "...                 ...    ...            ...                         ...   \n",
+       "1182          Sveciaost    cow         Sweden          Low-laying regions   \n",
+       "1183               Swag   goat      Australia             South Australia   \n",
+       "1184          Swaledale  sheep        England  Swaledale, North Yorkshire   \n",
+       "1185  Sweet Style Swiss    NaN    Switzerland                               \n",
+       "1186       Swiss cheese    cow  United States                               \n",
        "\n",
-       "                                                country  \\\n",
-       "12    Cyprus, Egypt, Israel, Jordan, Lebanon, Middle...   \n",
-       "116                                Lebanon, Middle East   \n",
-       "160   Canada, Denmark, France, Germany, Netherlands,...   \n",
-       "212                               Canada, United States   \n",
-       "213                               Canada, United States   \n",
-       "243                                       Canada, Italy   \n",
-       "262                                       Canada, Italy   \n",
-       "297   Denmark, Finland, Germany, Iceland, Norway, Sw...   \n",
-       "300                           Hungary, Poland, Slovakia   \n",
-       "311                                Italy, United States   \n",
-       "316                                    Austria, Germany   \n",
-       "367                                       Canada, Italy   \n",
-       "375                                       Canada, Italy   \n",
-       "377                                       Canada, Italy   \n",
-       "407                                       France, Italy   \n",
-       "437                        Canada, India, United States   \n",
-       "445                                 China, Nepal, Tibet   \n",
-       "455                                        China, Tibet   \n",
-       "508                       United Kingdom, United States   \n",
-       "512                                       Canada, Italy   \n",
-       "524                               Canada, United States   \n",
-       "537                                       Canada, Italy   \n",
-       "569                                 France, Switzerland   \n",
-       "601                          Netherlands, United States   \n",
-       "621                                   Australia, France   \n",
-       "646                       Belgium, Germany, Netherlands   \n",
-       "675                                       Canada, Italy   \n",
-       "701                                      Canada, France   \n",
-       "776   Belgium, Canada, France, Switzerland, United S...   \n",
-       "789                               Mexico, United States   \n",
-       "852                                   Bangladesh, India   \n",
-       "975                               France, United States   \n",
-       "1001                                      Canada, Italy   \n",
-       "1082                              Egypt, Lebanon, Syria   \n",
-       "1099                              Canada, United States   \n",
-       "1106  Albania, Bulgaria, Croatia, Greece, Israel, Ma...   \n",
-       "1108                              Canada, United States   \n",
-       "1123                                China, Nepal, Tibet   \n",
-       "1173                                      Canada, Italy   \n",
+       "            family                        type                texture  \\\n",
+       "0              NaN                   semi-soft                buttery   \n",
+       "1              NaN          semi-hard, artisan    creamy, dense, firm   \n",
+       "2              NaN                   semi-hard                elastic   \n",
+       "3              NaN  semi-soft, artisan, brined  creamy, dense, smooth   \n",
+       "4              NaN               soft, artisan   creamy, open, smooth   \n",
+       "...            ...                         ...                    ...   \n",
+       "1182           NaN           semi-hard, brined         creamy, supple   \n",
+       "1183           NaN         fresh firm, artisan        creamy, crumbly   \n",
+       "1184           NaN                        hard              semi firm   \n",
+       "1185           NaN          semi-hard, artisan           firm, supple   \n",
+       "1186  Swiss Cheese    hard, artisan, processed                   firm   \n",
        "\n",
-       "                                           region         family  \\\n",
-       "12                                              +           Feta   \n",
-       "116                                                          NaN   \n",
-       "160                                                          NaN   \n",
-       "212                                                      Cheddar   \n",
-       "213                                                     Parmesan   \n",
-       "243                                      Lombardy            NaN   \n",
-       "262                                      Lombardy           Blue   \n",
-       "297                                                          NaN   \n",
-       "300                                                          NaN   \n",
-       "311                                        Apulia     Mozzarella   \n",
-       "316                                                          NaN   \n",
-       "367                                      Lombardy            NaN   \n",
-       "375                                      Lombardy           Blue   \n",
-       "377                                      Lombardy            NaN   \n",
-       "407   Sardinia (Italy), Southern Corsica (France)            NaN   \n",
-       "437                                                      Cheddar   \n",
-       "445                                                      Cottage   \n",
-       "455                                         Tibet            NaN   \n",
-       "508                                                      Cottage   \n",
-       "512                                      Lombardy            NaN   \n",
-       "524                                                          NaN   \n",
-       "537                                      Lombardy           Blue   \n",
-       "569                                 Franche Comté            NaN   \n",
-       "601                                    California          Gouda   \n",
-       "621                                                          NaN   \n",
-       "646                              Duchy of Limburg            NaN   \n",
-       "675                                      Lombardy            NaN   \n",
-       "701                          Plessisville, Quebec            NaN   \n",
-       "776                                                          NaN   \n",
-       "789                          Monterey, California  Monterey Jack   \n",
-       "852                                                      Cottage   \n",
-       "975                                      New York           Feta   \n",
-       "1001                                     Lombardy           Blue   \n",
-       "1082                                                        Feta   \n",
-       "1099                                                  Mozzarella   \n",
-       "1106                                       Trakia           Feta   \n",
-       "1108                                                     Cheddar   \n",
-       "1123                                        Tibet            NaN   \n",
-       "1173                                     Lombardy            NaN   \n",
+       "            rind        color                 flavor              aroma  \\\n",
+       "0         washed       yellow                  sweet            buttery   \n",
+       "1        natural       yellow          burnt caramel           lanoline   \n",
+       "2         washed        ivory                    NaN           aromatic   \n",
+       "3         washed        white  acidic, milky, smooth  barnyardy, earthy   \n",
+       "4         washed        white          fruity, nutty  perfumed, pungent   \n",
+       "...          ...          ...                    ...                ...   \n",
+       "1182    rindless  pale yellow                 acidic                NaN   \n",
+       "1183  ash coated        white         acidic, creamy              fresh   \n",
+       "1184         NaN       yellow          smooth, sweet             floral   \n",
+       "1185       waxed          NaN                  nutty       nutty, sweet   \n",
+       "1186    rindless  pale yellow           nutty, sweet                NaN   \n",
        "\n",
-       "                                   type                              texture  \\\n",
-       "12                         soft, brined             elastic, smooth, springy   \n",
-       "116                 fresh soft, artisan                creamy, dense, smooth   \n",
-       "160                           semi-soft                               smooth   \n",
-       "212                                hard                      creamy, crumbly   \n",
-       "213                                soft                              crumbly   \n",
-       "243                       hard, artisan                        crumbly, firm   \n",
-       "262     semi-hard, artisan, blue-veined                                 soft   \n",
-       "297                     semi-soft, whey                                dense   \n",
-       "300                       soft, artisan                           spreadable   \n",
-       "311                 fresh soft, artisan                      creamy, stringy   \n",
-       "316                           semi-soft           creamy, smooth, spreadable   \n",
-       "367   semi-hard, artisan, smear-ripened                       compact, dense   \n",
-       "375                   soft, blue-veined                         creamy, soft   \n",
-       "377                                soft                       creamy, smooth   \n",
-       "407                  soft, soft-ripened                         soft-ripened   \n",
-       "437                          fresh firm                        firm, springy   \n",
-       "445                 soft, hard, artisan                                dense   \n",
-       "455                       hard, artisan                     dense, dry, firm   \n",
-       "508            soft, artisan, processed                      creamy, crumbly   \n",
-       "512                  soft, soft-ripened                         creamy, soft   \n",
-       "524                                soft                   creamy, spreadable   \n",
-       "537              semi-hard, blue-veined                creamy, crumbly, firm   \n",
-       "569                           semi-hard                                dense   \n",
-       "601                                hard                  dense, firm, smooth   \n",
-       "621                       soft, artisan                 chalky, creamy, soft   \n",
-       "646            semi-soft, smear-ripened                crumbly, firm, smooth   \n",
-       "675                 fresh soft, artisan                               creamy   \n",
-       "701                  semi-soft, artisan                        chewy, supple   \n",
-       "776             soft, semi-soft, brined         chalky, creamy, firm, grainy   \n",
-       "789                           semi-hard  compact, creamy, firm, open, supple   \n",
-       "852                          fresh firm                        crumbly, firm   \n",
-       "975               firm, artisan, brined                              crumbly   \n",
-       "1001    semi-hard, artisan, blue-veined                      creamy, crumbly   \n",
-       "1082          fresh firm, hard, artisan                creamy, crumbly, firm   \n",
-       "1099                          semi-soft    elastic, smooth, springy, stringy   \n",
-       "1106                 fresh soft, brined              crumbly, grainy, smooth   \n",
-       "1108                               soft                               creamy   \n",
-       "1123                      soft, artisan                               creamy   \n",
-       "1173  semi-hard, artisan, smear-ripened               compact, creamy, dense   \n",
+       "     vegetarian  vegan  \n",
+       "0         False  False  \n",
+       "1          True  False  \n",
+       "2         False  False  \n",
+       "3         False  False  \n",
+       "4         False  False  \n",
+       "...         ...    ...  \n",
+       "1182      False  False  \n",
+       "1183       True  False  \n",
+       "1184       True  False  \n",
+       "1185      False  False  \n",
+       "1186       True  False  \n",
        "\n",
-       "              rind          color                                  flavor  \\\n",
-       "12         natural          white                      mild, milky, salty   \n",
-       "116       rindless          white             buttery, mild, salty, sweet   \n",
-       "160            NaN            NaN                                   nutty   \n",
-       "212        plastic         yellow            creamy, savory, sharp, spicy   \n",
-       "213     artificial         yellow                           savory, sharp   \n",
-       "243        natural    pale yellow           fruity, full-flavored, strong   \n",
-       "262        natural    pale yellow                                   sharp   \n",
-       "297        natural          brown                          caramel, sweet   \n",
-       "300       rindless          white                             mild, salty   \n",
-       "311   leaf wrapped          white                          buttery, milky   \n",
-       "316        natural    pale yellow                           buttery, mild   \n",
-       "367         washed    pale yellow                   mellow, savory, sweet   \n",
-       "375        natural    pale yellow                   creamy, subtle, sweet   \n",
-       "377        natural          white                                  subtle   \n",
-       "407        natural            NaN                                     NaN   \n",
-       "437        natural          white                             mild, milky   \n",
-       "445        natural    pale yellow                                   tangy   \n",
-       "455        natural            NaN                                     NaN   \n",
-       "508       rindless          white                                   sweet   \n",
-       "512            NaN          white                   creamy, subtle, sweet   \n",
-       "524     artificial          white     creamy, garlicky, herbaceous, sweet   \n",
-       "537        natural    pale yellow                   creamy, savory, sweet   \n",
-       "569            NaN    pale yellow                   caramel, nutty, sweet   \n",
-       "601          waxed          ivory  buttery, caramel, creamy, nutty, sweet   \n",
-       "621         washed            NaN                            creamy, mild   \n",
-       "646         washed          straw                 grassy, mild, mushroomy   \n",
-       "675        natural          white                           creamy, salty   \n",
-       "701         washed          ivory           buttery, fruity, salty, sweet   \n",
-       "776         washed  golden yellow                           mild, pungent   \n",
-       "789            NaN    pale yellow                           buttery, mild   \n",
-       "852       rindless          white                                   milky   \n",
-       "975        natural          white                herbaceous, salty, tangy   \n",
-       "1001  mold ripened    pale yellow                   full-flavored, strong   \n",
-       "1082  mold ripened          white                    sharp, spicy, strong   \n",
-       "1099       plastic    pale yellow                             mild, milky   \n",
-       "1106       natural          white             lemony, salty, sharp, tangy   \n",
-       "1108       plastic         yellow            creamy, savory, sharp, spicy   \n",
-       "1123       natural          white                         pungent, strong   \n",
-       "1173        washed          straw                           subtle, sweet   \n",
-       "\n",
-       "                         aroma vegetarian  vegan  \n",
-       "12                 mild, milky      False  False  \n",
-       "116                      fresh      False  False  \n",
-       "160   aromatic, floral, fruity      False  False  \n",
-       "212                        NaN       True  False  \n",
-       "213                        NaN       True  False  \n",
-       "243                     floral        NaN    NaN  \n",
-       "262                   aromatic        NaN    NaN  \n",
-       "297                        NaN        NaN    NaN  \n",
-       "300                        NaN        NaN    NaN  \n",
-       "311               fresh, milky      False  False  \n",
-       "316                        NaN      False  False  \n",
-       "367                     lactic        NaN    NaN  \n",
-       "375                      goaty        NaN    NaN  \n",
-       "377                      goaty        NaN    NaN  \n",
-       "407                        NaN        NaN    NaN  \n",
-       "437                      fresh        NaN    NaN  \n",
-       "445                        NaN        NaN    NaN  \n",
-       "455                   aromatic        NaN    NaN  \n",
-       "508                        NaN       True  False  \n",
-       "512                      nutty        NaN    NaN  \n",
-       "524                       rich       True  False  \n",
-       "537                        NaN        NaN    NaN  \n",
-       "569                       rich        NaN    NaN  \n",
-       "601                mild, sweet       True  False  \n",
-       "621                    pungent        NaN    NaN  \n",
-       "646                     stinky      False  False  \n",
-       "675            aromatic, fresh        NaN    NaN  \n",
-       "701            earthy, pungent      False  False  \n",
-       "776            pungent, strong      False  False  \n",
-       "789                   aromatic        NaN    NaN  \n",
-       "852               fresh, milky       True  False  \n",
-       "975                      fresh        NaN    NaN  \n",
-       "1001                      rich        NaN    NaN  \n",
-       "1082           pungent, strong      False  False  \n",
-       "1099               fresh, mild       True  False  \n",
-       "1106                    strong      False  False  \n",
-       "1108                       NaN       True  False  \n",
-       "1123           pungent, strong        NaN    NaN  \n",
-       "1173                    strong        NaN    NaN  "
+       "[1181 rows x 13 columns]"
       ]
      },
-     "execution_count": 51,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "print(len(data[data[\"country\"].str.contains(\",\")]))\n",
-    "data[data[\"country\"].str.contains(\",\")]\n"
+    "data"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
-   "id": "43058589-f931-46ad-99a7-44be63f962cc",
+   "execution_count": 9,
+   "id": "7ef7494b-ff08-40a5-890f-e0f718cf2842",
    "metadata": {},
    "outputs": [],
    "source": [
-    "data=data.drop(index=data[data[\"country\"].str.contains(\",\")].index)"
+    "data.loc[data.country.str.contains(\"England, Great Britain, United Kingdom\")|data.country.str.contains(\"England, United Kingdom\"),\"country\"]=\"England\"\n",
+    "data.loc[data.country.str.contains(\"Scotland\"),\"country\"]=\"Scotland\"\n",
+    "data.loc[data.country.str.contains(\"Great Britain, United Kingdom, Wales\")|data.country.str.contains(\"United Kingdom, Wales\"),\"country\"]=\"Wales\"\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "fb044984-c33c-492c-91a2-4e9fff29ceb3",
+   "metadata": {},
+   "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>index</th>\n",
+       "      <th>cheese</th>\n",
+       "      <th>milk</th>\n",
+       "      <th>country</th>\n",
+       "      <th>region</th>\n",
+       "      <th>family</th>\n",
+       "      <th>type</th>\n",
+       "      <th>texture</th>\n",
+       "      <th>rind</th>\n",
+       "      <th>color</th>\n",
+       "      <th>flavor</th>\n",
+       "      <th>aroma</th>\n",
+       "      <th>vegetarian</th>\n",
+       "      <th>vegan</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>Aarewasser</td>\n",
+       "      <td>cow</td>\n",
+       "      <td>Switzerland</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>semi-soft</td>\n",
+       "      <td>buttery</td>\n",
+       "      <td>washed</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>sweet</td>\n",
+       "      <td>buttery</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Abbaye de Belloc</td>\n",
+       "      <td>sheep</td>\n",
+       "      <td>France</td>\n",
+       "      <td>Pays Basque</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>semi-hard, artisan</td>\n",
+       "      <td>creamy, dense, firm</td>\n",
+       "      <td>natural</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>burnt caramel</td>\n",
+       "      <td>lanoline</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Abbaye de Belval</td>\n",
+       "      <td>cow</td>\n",
+       "      <td>France</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>semi-hard</td>\n",
+       "      <td>elastic</td>\n",
+       "      <td>washed</td>\n",
+       "      <td>ivory</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>aromatic</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Abbaye de Citeaux</td>\n",
+       "      <td>cow</td>\n",
+       "      <td>France</td>\n",
+       "      <td>Burgundy</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>semi-soft, artisan, brined</td>\n",
+       "      <td>creamy, dense, smooth</td>\n",
+       "      <td>washed</td>\n",
+       "      <td>white</td>\n",
+       "      <td>acidic, milky, smooth</td>\n",
+       "      <td>barnyardy, earthy</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Abbaye de Tamié</td>\n",
+       "      <td>cow</td>\n",
+       "      <td>France</td>\n",
+       "      <td>Savoie</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>soft, artisan</td>\n",
+       "      <td>creamy, open, smooth</td>\n",
+       "      <td>washed</td>\n",
+       "      <td>white</td>\n",
+       "      <td>fruity, nutty</td>\n",
+       "      <td>perfumed, pungent</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1135</th>\n",
+       "      <td>1182</td>\n",
+       "      <td>Sveciaost</td>\n",
+       "      <td>cow</td>\n",
+       "      <td>Sweden</td>\n",
+       "      <td>Low-laying regions</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>semi-hard, brined</td>\n",
+       "      <td>creamy, supple</td>\n",
+       "      <td>rindless</td>\n",
+       "      <td>pale yellow</td>\n",
+       "      <td>acidic</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1136</th>\n",
+       "      <td>1183</td>\n",
+       "      <td>Swag</td>\n",
+       "      <td>goat</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>South Australia</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>fresh firm, artisan</td>\n",
+       "      <td>creamy, crumbly</td>\n",
+       "      <td>ash coated</td>\n",
+       "      <td>white</td>\n",
+       "      <td>acidic, creamy</td>\n",
+       "      <td>fresh</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1137</th>\n",
+       "      <td>1184</td>\n",
+       "      <td>Swaledale</td>\n",
+       "      <td>sheep</td>\n",
+       "      <td>England</td>\n",
+       "      <td>Swaledale, North Yorkshire</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>hard</td>\n",
+       "      <td>semi firm</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>smooth, sweet</td>\n",
+       "      <td>floral</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1138</th>\n",
+       "      <td>1185</td>\n",
+       "      <td>Sweet Style Swiss</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Switzerland</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>semi-hard, artisan</td>\n",
+       "      <td>firm, supple</td>\n",
+       "      <td>waxed</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>nutty</td>\n",
+       "      <td>nutty, sweet</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1139</th>\n",
+       "      <td>1186</td>\n",
+       "      <td>Swiss cheese</td>\n",
+       "      <td>cow</td>\n",
+       "      <td>United States</td>\n",
+       "      <td></td>\n",
+       "      <td>Swiss Cheese</td>\n",
+       "      <td>hard, artisan, processed</td>\n",
+       "      <td>firm</td>\n",
+       "      <td>rindless</td>\n",
+       "      <td>pale yellow</td>\n",
+       "      <td>nutty, sweet</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1140 rows × 14 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      index             cheese   milk        country  \\\n",
+       "0         0         Aarewasser    cow    Switzerland   \n",
+       "1         1   Abbaye de Belloc  sheep         France   \n",
+       "2         2   Abbaye de Belval    cow         France   \n",
+       "3         3  Abbaye de Citeaux    cow         France   \n",
+       "4         4    Abbaye de Tamié    cow         France   \n",
+       "...     ...                ...    ...            ...   \n",
+       "1135   1182          Sveciaost    cow         Sweden   \n",
+       "1136   1183               Swag   goat      Australia   \n",
+       "1137   1184          Swaledale  sheep        England   \n",
+       "1138   1185  Sweet Style Swiss    NaN    Switzerland   \n",
+       "1139   1186       Swiss cheese    cow  United States   \n",
+       "\n",
+       "                          region        family                        type  \\\n",
+       "0                                          NaN                   semi-soft   \n",
+       "1                    Pays Basque           NaN          semi-hard, artisan   \n",
+       "2                                          NaN                   semi-hard   \n",
+       "3                       Burgundy           NaN  semi-soft, artisan, brined   \n",
+       "4                         Savoie           NaN               soft, artisan   \n",
+       "...                          ...           ...                         ...   \n",
+       "1135          Low-laying regions           NaN           semi-hard, brined   \n",
+       "1136             South Australia           NaN         fresh firm, artisan   \n",
+       "1137  Swaledale, North Yorkshire           NaN                        hard   \n",
+       "1138                                       NaN          semi-hard, artisan   \n",
+       "1139                              Swiss Cheese    hard, artisan, processed   \n",
+       "\n",
+       "                    texture        rind        color                 flavor  \\\n",
+       "0                   buttery      washed       yellow                  sweet   \n",
+       "1       creamy, dense, firm     natural       yellow          burnt caramel   \n",
+       "2                   elastic      washed        ivory                    NaN   \n",
+       "3     creamy, dense, smooth      washed        white  acidic, milky, smooth   \n",
+       "4      creamy, open, smooth      washed        white          fruity, nutty   \n",
+       "...                     ...         ...          ...                    ...   \n",
+       "1135         creamy, supple    rindless  pale yellow                 acidic   \n",
+       "1136        creamy, crumbly  ash coated        white         acidic, creamy   \n",
+       "1137              semi firm         NaN       yellow          smooth, sweet   \n",
+       "1138           firm, supple       waxed          NaN                  nutty   \n",
+       "1139                   firm    rindless  pale yellow           nutty, sweet   \n",
+       "\n",
+       "                  aroma vegetarian  vegan  \n",
+       "0               buttery      False  False  \n",
+       "1              lanoline       True  False  \n",
+       "2              aromatic      False  False  \n",
+       "3     barnyardy, earthy      False  False  \n",
+       "4     perfumed, pungent      False  False  \n",
+       "...                 ...        ...    ...  \n",
+       "1135                NaN      False  False  \n",
+       "1136              fresh       True  False  \n",
+       "1137             floral       True  False  \n",
+       "1138       nutty, sweet      False  False  \n",
+       "1139                NaN       True  False  \n",
+       "\n",
+       "[1140 rows x 14 columns]"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data=data.drop(index=data[data[\"country\"].str.contains(\",\")].index)\n",
+    "data=data.drop(index=data[data[\"country\"].str.contains(\" and \")].index)\n",
+    "data.reset_index()"
    ]
   },
   {
@@ -2171,12 +1794,12 @@
    "id": "2f42c973-247a-4f51-947e-fbd76f8f12fc",
    "metadata": {},
    "source": [
-    "We removed 39 cheeses because they can come froms several countries. "
+    "We removed 41 cheeses because they can come froms several countries. "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 11,
    "id": "59c4e6e7-d624-45a5-a9ea-eb375102b771",
    "metadata": {},
    "outputs": [],
@@ -2186,7 +1809,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 12,
    "id": "0dee0f25-4699-4e46-97d0-21bb36d9c603",
    "metadata": {},
    "outputs": [
@@ -2417,7 +2040,7 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>1142 rows × 14 columns</p>\n",
+       "<p>1140 rows × 14 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -2473,10 +2096,10 @@
        "1185      False  False                        , Switzerland  \n",
        "1186       True  False                      , United States  \n",
        "\n",
-       "[1142 rows x 14 columns]"
+       "[1140 rows x 14 columns]"
       ]
      },
-     "execution_count": 54,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2487,517 +2110,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "2ef7351c-f117-403b-bc6e-f9f30a98c9d2",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "353724eb-8d64-4b64-84c6-f06be36acd8b",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "54d56bd4-c83a-4e8c-8751-b4b2f7830a9e",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "bd68f1bb-c9f6-4c57-951b-8ac1f3192f09",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "eeff487e-9b66-4c4b-b4f6-dc5352fb2144",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "cdb0d04c-e0f2-4553-8906-e9282f4942d2",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "a551e0f4-3f99-4dae-9b31-6205b772ebf5",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "7c02cc29-fe07-4ff9-8c6b-8638d37830cd",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "de579631-a29c-4620-9bbf-7085b83d16b7",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 13,
    "id": "e2e868d4-33a1-4602-af97-afb1d29e612f",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{', Afghanistan',\n",
-       " ', Argentina',\n",
-       " ', Armenia',\n",
-       " ', Australia',\n",
-       " ', Austria',\n",
-       " ', Belgium',\n",
-       " ', Brazil',\n",
-       " ', Canada',\n",
-       " ', Cyprus',\n",
-       " ', Denmark',\n",
-       " ', England',\n",
-       " ', France',\n",
-       " ', Germany',\n",
-       " ', Greece',\n",
-       " ', Holland',\n",
-       " ', Hungary',\n",
-       " ', Iceland',\n",
-       " ', Iraq',\n",
-       " ', Ireland',\n",
-       " ', Israel',\n",
-       " ', Italy',\n",
-       " ', Mauritania',\n",
-       " ', Mexico',\n",
-       " ', Mexico and Caribbean',\n",
-       " ', Middle East',\n",
-       " ', Mongolia',\n",
-       " ', Netherlands',\n",
-       " ', New Zealand',\n",
-       " ', Poland',\n",
-       " ', Portugal',\n",
-       " ', Scotland',\n",
-       " ', Serbia',\n",
-       " ', Spain',\n",
-       " ', Sweden',\n",
-       " ', Switzerland',\n",
-       " ', Turkey',\n",
-       " ', United Kingdom',\n",
-       " ', United States',\n",
-       " ', Wales',\n",
-       " 'Aberdeenshire, Scotland',\n",
-       " 'Aconcagua, Chile',\n",
-       " 'Adamstown, Co Wexford, Ireland',\n",
-       " 'Airedale farming district, New Zealand',\n",
-       " 'Alba, Italy',\n",
-       " 'All Holland, Netherlands',\n",
-       " 'Allagau, Bavarian Alps, Germany',\n",
-       " 'Allgaeu Alps, Germany',\n",
-       " 'Allgau, Germany',\n",
-       " 'Allgäu, Germany',\n",
-       " 'Amou, Gascony, France',\n",
-       " 'Anjou, France',\n",
-       " 'Ann Arbor, MI, United States',\n",
-       " 'Ann Arbor, Michigan, United States',\n",
-       " 'Aquitaine, France',\n",
-       " 'Asiago, Italy',\n",
-       " 'Asturias, Spain',\n",
-       " 'Auvergne, France',\n",
-       " 'Auvergne, Salers, France',\n",
-       " 'Averyon, France',\n",
-       " 'Avesnes, France',\n",
-       " 'Aveyron, France',\n",
-       " 'Aveyron, Laguiole, France',\n",
-       " 'Avila, Spain',\n",
-       " 'Azores, Portugal',\n",
-       " 'Ballarat, Victoria, Australia',\n",
-       " 'Banks Peninsular in Canterbury, New Zealand',\n",
-       " 'Banon, France',\n",
-       " 'Barcelona, Spain',\n",
-       " 'Bas-Languedoc, Comtat Venaissin, France',\n",
-       " 'Basilicata, Italy',\n",
-       " 'Basque, Pyrenees Mountains, France',\n",
-       " 'Bavaria, Germany',\n",
-       " 'Beara Peninsula, Co. Cork, Ireland',\n",
-       " 'Beira Baixa Province, Portugal',\n",
-       " 'Belvederis, Lithuania',\n",
-       " 'Bergues, France',\n",
-       " 'Bermondsey, London, England',\n",
-       " 'Berry, France',\n",
-       " 'Bethania, United Kingdom',\n",
-       " 'Bjurholm, Sweden',\n",
-       " 'Blarney, Ireland',\n",
-       " 'Bloomdale, United States',\n",
-       " 'Bornholm, Denmark',\n",
-       " 'Bourgogne, France',\n",
-       " 'Bregenzerwald, Kleinwalsertal, Großwalsertal, Laiblachtal (Pfänderstock) and Rheintal, Austria',\n",
-       " 'Brickhill, Co. Clare, Ireland',\n",
-       " 'Brisbane, Australia',\n",
-       " 'British Columbia, Canada',\n",
-       " 'Brittany, France',\n",
-       " 'Brooklyn NY, United States',\n",
-       " 'Burgund, France',\n",
-       " 'Burgundy, France',\n",
-       " 'Bursa, Turkey',\n",
-       " 'Buxton, Derbyshire, England',\n",
-       " 'Béarnaise in Pyrénées-Atlantique, France',\n",
-       " 'Calabria, Italy',\n",
-       " 'California, United States',\n",
-       " 'Campania, Italy',\n",
-       " 'Campania, Paestum, Foggia, Italy',\n",
-       " 'Canary Islands, Spain',\n",
-       " 'Canton of Glarus, Switzerland',\n",
-       " 'Carmarthenshire, Wales',\n",
-       " 'Carneros, Sonoma, California, United States',\n",
-       " 'Carnia, Italy',\n",
-       " 'Carrigtwohill, ',\n",
-       " 'Carrigtwohill, Ireland',\n",
-       " 'Castelo Branco, Fundão and Idanha-a-Nova, Portugal',\n",
-       " 'Castile-Leon, Spain',\n",
-       " 'Castilla Leon, Spain',\n",
-       " 'Castille-Leon, Spain',\n",
-       " 'Central Balkan Mountains, Bulgaria',\n",
-       " 'Central and Western Macedonia, Thessalia, Greece',\n",
-       " 'Central and Western Macedonia, Thessaly, Greece',\n",
-       " 'Centre , the department of Loiret, France',\n",
-       " 'Centre-Val de Loire, France',\n",
-       " 'Ceredigion, United Kingdom',\n",
-       " 'Cevenes, France',\n",
-       " 'Charentes, France',\n",
-       " 'Charentes-Poitou, France',\n",
-       " 'Charm, Ohio, United States',\n",
-       " 'Chelmarsh, Bridgnorth, Shropshire, England',\n",
-       " 'Cheshire, England',\n",
-       " 'Chirac, France',\n",
-       " 'Co Clare, Ireland',\n",
-       " 'Co Limerick, Ireland',\n",
-       " 'Co. Carlow, Ireland',\n",
-       " 'Co. Cork, Ireland',\n",
-       " 'Co. Mayo, Ireland',\n",
-       " 'Co. Offaly, Ireland',\n",
-       " 'Coast of Oregon, United States',\n",
-       " 'Colby, Wisconsin, United States',\n",
-       " 'Colorado, United States',\n",
-       " 'Comox Valley, Vancouver Island, Canada',\n",
-       " 'Coquet, England',\n",
-       " 'Cornwall, ',\n",
-       " 'Cornwall, England',\n",
-       " 'Corsica, France',\n",
-       " 'Cotherstone, England',\n",
-       " 'Cotswolds, England',\n",
-       " 'County Antrim, Ireland',\n",
-       " 'County Carlow, Ireland',\n",
-       " 'County Cavan, Ireland',\n",
-       " 'County Tipperary, Clogheen, Ireland',\n",
-       " 'County Wexford, Ireland',\n",
-       " 'Croisy-sur-Eure, France',\n",
-       " 'Crotone, Italy',\n",
-       " 'Cumbrian, United Kingdom',\n",
-       " 'Dalmatia, Croatia',\n",
-       " 'Derbyshire, Leicestershire, Nottinghamshire, England',\n",
-       " 'Devon, England',\n",
-       " 'Dorset, England',\n",
-       " 'Duhallow, Ireland',\n",
-       " 'Dumfries, Scotland',\n",
-       " 'Dumfriesshire, Scotland',\n",
-       " 'East Midlands, England',\n",
-       " 'East Sussex, United Kingdom',\n",
-       " 'Emilia Romagna, Italy',\n",
-       " 'Emilia-Romagna, Italy',\n",
-       " 'Extremadura, Spain',\n",
-       " 'Fairview, United States',\n",
-       " 'Fethard, Co Tipperary, Ireland',\n",
-       " 'Fife, Scotland',\n",
-       " 'Flanders, Belgium',\n",
-       " 'Fornells de la Selva, Gironès, Spain',\n",
-       " 'Franche Comté, France',\n",
-       " 'French Basque Country, Midi-Pyrénées, France',\n",
-       " 'Friuli Venezia Giulia and Veneto, Italy',\n",
-       " 'Friuli-Venezia Giulia and the Veneto, Italy',\n",
-       " 'Friuli-Venezia Giulia, Italy',\n",
-       " 'Galax, Virginia, United States',\n",
-       " 'Galicia, Spain',\n",
-       " 'Georgia, United States',\n",
-       " 'Gevrey-Chambertin, Burgundy, France',\n",
-       " 'Gippsland, Victoria, Australia',\n",
-       " 'Gloucestershire County, England',\n",
-       " 'Gloucestershire, England',\n",
-       " 'Gravina in Puglia, Murgia, Italy',\n",
-       " 'Greensboro, VT, United States',\n",
-       " 'Greenville, Indiana, United States',\n",
-       " 'Gujarat, India',\n",
-       " 'Gâtinais, France',\n",
-       " 'Hamilton, New Zealand',\n",
-       " 'Haute Vienne, France',\n",
-       " 'Haute-Savoie / Upper Savoy, France',\n",
-       " 'Herault, France',\n",
-       " 'Herefordshire, West Midlands, United Kingdom',\n",
-       " 'Het Groene Hart, Netherlands',\n",
-       " 'Huizen, Netherlands',\n",
-       " 'Hunter Valley, Australia',\n",
-       " 'Ile de France, France',\n",
-       " 'Ile-de-France/Champagne, France',\n",
-       " 'Illinois, United States',\n",
-       " 'Illoud (Haute-Marne), France',\n",
-       " 'Inagh, Co Clare, ',\n",
-       " 'Inagh, Co Clare, Ireland',\n",
-       " 'Indiana, United States',\n",
-       " 'Iowa, United States',\n",
-       " 'Isere, France',\n",
-       " 'Island of Pag, Croatia',\n",
-       " 'Jura, Switzerland',\n",
-       " 'Karlovy Vary, Czech Republic',\n",
-       " 'Kent, United Kingdom',\n",
-       " 'Kilmallock County Limerick, Ireland',\n",
-       " 'Kimball, United States',\n",
-       " 'Kinfauns, Perthshire, Scotland',\n",
-       " 'La Velle, Wisconsin, United States',\n",
-       " 'Lanarkshire, Scotland',\n",
-       " 'Landford, England',\n",
-       " 'Landshut, Germany',\n",
-       " 'Languedoc, France',\n",
-       " 'Languedoc-Roussillon, France',\n",
-       " 'Lapland, Finland',\n",
-       " 'Laqueuille, France',\n",
-       " 'Laruns, France',\n",
-       " 'Larzac, France',\n",
-       " 'Lazio, Sardinia, Italy',\n",
-       " 'Lebanon, CT, United States',\n",
-       " 'Leiden, Netherlands',\n",
-       " 'Lincolnshire, England',\n",
-       " 'Lodi, Italy',\n",
-       " 'Loire Valley, France',\n",
-       " 'Loire, France',\n",
-       " 'Lombardy, Italy',\n",
-       " 'Low-laying regions, Sweden',\n",
-       " 'Lower Normandy, France',\n",
-       " \"Lucerne, Schwyz, Unterwald, and Zoug, and the following additional places: Muri district in d'Argovi, Switzerland\",\n",
-       " 'Macedonia, Thrace, Thessalia, Peloponissos, Ionian Islands, Aegean islands, Crete Island and Epirus, Greece',\n",
-       " 'Maine, United States',\n",
-       " 'Manitoba, Canada',\n",
-       " 'Mankato, MN, United States',\n",
-       " 'Marathon, NY, United States',\n",
-       " 'Maribo, Denmark',\n",
-       " 'Massachusetts, United States',\n",
-       " 'Menorca, Balearic Islands, Spain',\n",
-       " 'Midi-Pyrenees, France',\n",
-       " 'Midi-Pyrénées, France',\n",
-       " 'Milford, NJ, United States',\n",
-       " 'Minas Gerais, Brazil',\n",
-       " 'Minnesota, United States',\n",
-       " 'Missouri, United States',\n",
-       " 'Modena, Italy',\n",
-       " 'Moliterno, Italy',\n",
-       " 'Mols, Denmark',\n",
-       " 'Monterey, California, United States',\n",
-       " 'Mornington Peninsula, Melbourne, Australia',\n",
-       " 'Murazzano, Italy',\n",
-       " 'Murcia, Spain',\n",
-       " 'NY, United States',\n",
-       " 'Naples, Italy',\n",
-       " 'New Hampshire, United States',\n",
-       " 'New Jersey, United States',\n",
-       " 'New South Wales, Australia',\n",
-       " 'New York, France',\n",
-       " 'New York, United States',\n",
-       " 'Nicasio, United States',\n",
-       " 'Nord-Pas-de-Calais, France',\n",
-       " 'Normandy, Auvilliers, France',\n",
-       " 'Normandy, France',\n",
-       " 'North Carolina, United States',\n",
-       " 'North Cornwall, England',\n",
-       " 'North East Victoria, ',\n",
-       " 'North East Victoria, Australia',\n",
-       " 'North Wootton, England',\n",
-       " 'North Yorkshire, England',\n",
-       " 'Northeastern Brazil, Brazil',\n",
-       " 'Northern Holland, Netherlands',\n",
-       " 'Northern Wisconsin, United States',\n",
-       " 'Northwest, United States',\n",
-       " 'Nottinghamshire, England',\n",
-       " 'Odell, Bedfordshire, England',\n",
-       " 'Ontario, Canada',\n",
-       " 'Oregon Coast Range, United States',\n",
-       " 'Oregon, United States',\n",
-       " 'Oristano, Italy',\n",
-       " 'Orkney Islands, Scotland',\n",
-       " 'Orkney Isles, Scotland',\n",
-       " 'Oviken, Sweden',\n",
-       " 'Oxfordshire, Great Britain',\n",
-       " 'Passendale, Belgium',\n",
-       " 'Pays Basque, France',\n",
-       " 'Pays d’Auge, Normandy, France',\n",
-       " 'Peekskill, United States',\n",
-       " 'Pembrokeshire, United Kingdom',\n",
-       " 'Pembrokeshire, Wales',\n",
-       " 'Pennsylvania, United States',\n",
-       " 'Pesaro-Urbino, Italy',\n",
-       " 'Petaluma, California, United States',\n",
-       " 'Piave Valley, Italy, Italy',\n",
-       " 'Piedmont, Italy',\n",
-       " 'Piemonte, Italy',\n",
-       " 'Pienza, Italy',\n",
-       " 'Pinconning, Michigan, United States',\n",
-       " 'Piora Valley, Switzerland',\n",
-       " 'Po valley region, Italy',\n",
-       " 'Poitou-Charentes, France',\n",
-       " 'Pokolbin, Hunter Valley, Australia',\n",
-       " 'Port Townsend, United States',\n",
-       " 'Postel, Belgium',\n",
-       " 'Prince Edward County, Ontario, Canada',\n",
-       " 'Prince Edward Island, Canada',\n",
-       " 'Provencale, France',\n",
-       " 'Provence, France',\n",
-       " 'Puimichel in Provence Alpes, France',\n",
-       " 'Pullman, Washington, United States',\n",
-       " 'Pyrenees, France',\n",
-       " 'Pyrenees-Atlantiques, France',\n",
-       " 'Pyrénées, France',\n",
-       " 'Pyrénées-Atlantiques, France',\n",
-       " 'Póvoa de Lanhoso, Portugal',\n",
-       " 'Quebec, Canada',\n",
-       " 'Queenstown, New Zealand',\n",
-       " 'Québec, Canada',\n",
-       " 'Rhone Valley, France',\n",
-       " 'Rhone-Alps, France',\n",
-       " 'Rhône-Alpes, France',\n",
-       " 'Richfield, Wisconsin, United States',\n",
-       " 'Rio Grande do Sul, Brazil',\n",
-       " 'Romanian Carpathians, Romania',\n",
-       " 'Roncq, France',\n",
-       " 'Roxburghshire, Scotland',\n",
-       " 'Sardegna, Italy',\n",
-       " 'Sardinia & Campania, Italy',\n",
-       " 'Savoie, France',\n",
-       " 'Schoonrewoerd, Leerdam, Netherlands',\n",
-       " 'Seattle, Washington, United States',\n",
-       " 'Sebastopol, California, United States',\n",
-       " 'Serra da Canastra, Minas Gerais state, Brazil',\n",
-       " 'Serra da Estrela, Portugal',\n",
-       " 'Setubal, Palmela and Sesimbra, Portugal',\n",
-       " 'Severn Valley, England',\n",
-       " 'Shelburne Farms, United States',\n",
-       " 'Somerset, England',\n",
-       " 'Sonoma, California, United States',\n",
-       " 'South Australia, Australia',\n",
-       " 'South East England, United Kingdom',\n",
-       " 'South West England, England',\n",
-       " 'South West England, United Kingdom',\n",
-       " 'Southern California, United States',\n",
-       " 'Southwestern Wisconsin, United States',\n",
-       " 'St Antoine, France',\n",
-       " 'St. Gallen (canton), Tufertschwil, Switzerland',\n",
-       " 'St. Louis, Missouri, United States',\n",
-       " 'Staffordshire, England',\n",
-       " 'Stawley, near Wellington, Somerset, England',\n",
-       " 'Stewarton, Scotland',\n",
-       " 'Stonegate, East Sussex, England',\n",
-       " 'Stoneyford, Ireland',\n",
-       " 'Stranraer, Scotland',\n",
-       " 'Sulzberg, Austria',\n",
-       " 'Svaneti, Samegrelo, Georgia',\n",
-       " 'Swabia, Germany',\n",
-       " 'Swaledale, North Yorkshire, England',\n",
-       " 'Tain, Scotland',\n",
-       " 'Tasmania, Australia',\n",
-       " 'Taxco, Mexico',\n",
-       " 'Tieton, Washington, United States',\n",
-       " 'Timsbury, Somerset, England',\n",
-       " 'Timsbury, Somerset, Scotland',\n",
-       " 'Tipperary, Ireland',\n",
-       " 'Tomales, California, United States',\n",
-       " 'Treviso, Veneto, Italy',\n",
-       " 'Troyes , Aube, France',\n",
-       " 'Tuscany, Italy',\n",
-       " 'Umbria, Lazio, Italy',\n",
-       " 'Upper Corsica, France',\n",
-       " 'Utah, United States',\n",
-       " 'Valencia, Spain',\n",
-       " 'Valpadana, Italy',\n",
-       " 'Veneto, ',\n",
-       " 'Veneto, Italy',\n",
-       " 'Veneto, Trentino, Italy',\n",
-       " 'Vermont, United States',\n",
-       " 'Victoria, Australia',\n",
-       " 'Virginia, United States',\n",
-       " 'Vorarlberg, Austria',\n",
-       " 'Västra Götaland, Sweden',\n",
-       " 'Wales, Great Britain',\n",
-       " 'Wales, London, Wales',\n",
-       " 'Wallonia, Belgium',\n",
-       " 'Websterville, VT, United States',\n",
-       " 'West Bengal, India',\n",
-       " 'West Pawlet, VT, United States',\n",
-       " 'Wigtownshire, Scotland',\n",
-       " 'Wisconsin, United States',\n",
-       " 'Zasavica, Serbia',\n",
-       " 'island wide, Cyprus',\n",
-       " 'massif des Causses, France',\n",
-       " 'old Liburnia (Dalmatia), Croatia',\n",
-       " 'province of Brittany, France',\n",
-       " 'Äänekoski, Finland'}"
-      ]
-     },
-     "execution_count": 55,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
    "source": [
-    "locs=set(data[\"location\"])\n",
-    "locs"
+    "locs=set(data[\"location\"])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "f3bb9a47-56fa-49c4-8761-0db015944446",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "id": "debb780e-ec13-4502-ac44-6001335e507d",
    "metadata": {},
    "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "eed3ac7b-5283-4d8e-bc26-61e1d821ccaf",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 69,
-   "id": "0043fe0d-e2d2-48f0-8953-ffc3dee52ba6",
-   "metadata": {},
-   "outputs": [],
    "source": [
     "def str_to_gps(loc):\n",
     "    l=loc.split(\",\")\n",
@@ -3013,437 +2141,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
-   "id": "710341db-408f-4a4a-a849-65b963582ebc",
+   "execution_count": 15,
+   "id": "eed3ac7b-5283-4d8e-bc26-61e1d821ccaf",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "b78765c7ef7a4fad8cb4520512a198c8",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "  0%|          | 0/390 [00:00<?, ?it/s]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Valencia, Spain (39.4697065, -0.3763353)\n",
-      "Crotone, Italy (39.1873894, 16.87828188895307)\n",
-      "New Hampshire, United States (43.4849133, -71.6553992)\n",
-      "Setubal, Palmela and Sesimbra, Portugal (38.5241783, -8.8932341)\n",
-      ", Turkey (39.294076, 35.2316631)\n",
-      "Wisconsin, United States (44.4308975, -89.6884637)\n",
-      "Maine, United States (45.709097, -68.8590201)\n",
-      "Beara Peninsula, Co. Cork, Ireland (51.7280451, -9.767906428362338)\n",
-      "Castilla Leon, Spain (40.4598868, -3.4720773)\n",
-      ", Wales (52.2928116, -3.73893)\n",
-      "Romanian Carpathians, Romania (46.4046483, 22.9894841933513)\n",
-      "Pembrokeshire, Wales (51.8339209, -4.916667)\n",
-      "Lodi, Italy (45.2613104, 9.491678060021837)\n",
-      "Stoneyford, Ireland (52.5362671, -7.2278963)\n",
-      "Central and Western Macedonia, Thessaly, Greece (38.9953683, 21.9877132)\n",
-      ", Armenia (4.536307, -75.6723751)\n",
-      "Indiana, United States (40.3270127, -86.1746933)\n",
-      "Alba, Italy (44.7007236, 8.0357786)\n",
-      "East Sussex, United Kingdom (50.9404266, 0.3699977891068864)\n",
-      "Fornells de la Selva, Gironès, Spain (41.9319675, 2.8090343)\n",
-      ", Iraq (33.0955793, 44.1749775)\n",
-      "Treviso, Veneto, Italy (45.806691349999994, 12.206315763116372)\n",
-      ", Brazil (-10.3333333, -53.2)\n",
-      "North Wootton, England (52.7923213, 0.4278194)\n",
-      "Modena, Italy (44.5384728, 10.935960870530739)\n",
-      "Minas Gerais, Brazil (-18.5264844, -44.1588654)\n",
-      "Emilia-Romagna, Italy (44.525696, 11.039437)\n",
-      "Centre-Val de Loire, France (47.5490251, 1.7324062)\n",
-      "Dumfriesshire, Scotland (55.166667, -3.5)\n",
-      "Brisbane, Australia (-27.4689682, 153.0234991)\n",
-      "Carrigtwohill,  (51.9094617, -8.2611809)\n",
-      "Azores, Portugal (37.80855645, -25.473137391245295)\n",
-      ", Austria (47.59397, 14.12456)\n",
-      "Basque, Pyrenees Mountains, France (45.359277750000004, -1.1480053453043046)\n",
-      "North East Victoria,  (54.699881, -1.6031519)\n",
-      "Greensboro, VT, United States (36.0726355, -79.7919754)\n",
-      "Stawley, near Wellington, Somerset, England (50.9961449, -3.3382702)\n",
-      "Central and Western Macedonia, Thessalia, Greece (38.9953683, 21.9877132)\n",
-      "Po valley region, Italy (42.6384261, 12.674297)\n",
-      "Southwestern Wisconsin, United States (42.53116075, -90.43762550236468)\n",
-      "County Wexford, Ireland (52.46018745, -6.606515459159162)\n",
-      "Valpadana, Italy (39.60288591417616, 16.626802703803317)\n",
-      "Lapland, Finland (67.69291045, 26.728214183162986)\n",
-      ", United States (39.7837304, -100.445882)\n",
-      "Passendale, Belgium (50.9003015, 3.0203891)\n",
-      "Dorset, England (50.79683685, -2.34473226124306)\n",
-      "Chirac, France (45.9140138, 0.6548543)\n",
-      "North Carolina, United States (35.6729639, -79.0392919)\n",
-      "Umbria, Lazio, Italy (42.965916, 12.490236)\n",
-      "Iowa, United States (41.9216734, -93.3122705)\n",
-      "Inagh, Co Clare,  (52.9071704, -9.2345138)\n",
-      "Roxburghshire, Scotland (56.7861112, -4.1140518)\n",
-      "Sardegna, Italy (40.0912813, 9.0305773)\n",
-      "province of Brittany, France (46.603354, 1.8883335)\n",
-      "Troyes , Aube, France (48.2971626, 4.0746257)\n",
-      "Carneros, Sonoma, California, United States (33.223027, -111.70568456233669)\n",
-      "Svaneti, Samegrelo, Georgia (42.63545205, 42.24871384619953)\n",
-      "La Velle, Wisconsin, United States (45.1699553, -109.88428658948227)\n",
-      "Georgia, United States (32.3293809, -83.1137366)\n",
-      "Brickhill, Co. Clare, Ireland (52.70642975, -8.751786760846851)\n",
-      "Sulzberg, Austria (47.52121792021591, 9.91273065974192)\n",
-      "Nicasio, United States (38.0615885, -122.6985975)\n",
-      "Inagh, Co Clare, Ireland (52.9071704, -9.2345138)\n",
-      "Burgundy, France (47.27808725, 4.222486304306048)\n",
-      "Aveyron, Laguiole, France (44.315857449999996, 2.5065697302419823)\n",
-      "Centre , the department of Loiret, France (47.5490251, 1.7324062)\n",
-      "Rhone Valley, France (46.603354, 1.8883335)\n",
-      "Tasmania, Australia (-42.035067, 146.6366887)\n",
-      "South West England, United Kingdom (51.0339991, -2.949011916021195)\n",
-      ", Canada (61.0666922, -107.991707)\n",
-      "Loire Valley, France (47.44927715, -0.34954901296919916)\n",
-      "Extremadura, Spain (39.1748426, -6.1529891)\n",
-      "New Jersey, United States (40.0757384, -74.4041622)\n",
-      "Nord-Pas-de-Calais, France (50.5289634, 2.454515765955904)\n",
-      "Piave Valley, Italy, Italy (45.735099578237005, 7.320173335891282)\n",
-      "Friuli-Venezia Giulia and the Veneto, Italy (42.6384261, 12.674297)\n",
-      "Co. Cork, Ireland (51.917535900000004, -8.58597726870895)\n",
-      "North Yorkshire, England (54.13453275, -1.498628491239545)\n",
-      "Illinois, United States (40.0796606, -89.4337288)\n",
-      "Gâtinais, France (48.15497515, 2.811419156673292)\n",
-      "Campania, Paestum, Foggia, Italy (40.860672, 14.843984)\n",
-      "Port Townsend, United States (48.1179702, -122.769544)\n",
-      "Piemonte, Italy (45.060735, 7.923549)\n",
-      "Bregenzerwald, Kleinwalsertal, Großwalsertal, Laiblachtal (Pfänderstock) and Rheintal, Austria (47.387028799999996, 9.95606355528393)\n",
-      "Brooklyn NY, United States (40.6526006, -73.9497211)\n",
-      "Avesnes, France (50.5495906, 1.9721295)\n",
-      "Petaluma, California, United States (38.2325829, -122.636465)\n",
-      "Lanarkshire, Scotland (55.5752966, -3.833333)\n",
-      "Co Clare, Ireland (52.857257450000006, -8.937435925994537)\n",
-      "Mankato, MN, United States (44.1634663, -93.9993505)\n",
-      "Friuli Venezia Giulia and Veneto, Italy (42.6384261, 12.674297)\n",
-      "Québec, Canada (52.4760892, -71.8258668)\n",
-      "Airedale farming district, New Zealand (-41.5000831, 172.8344077)\n",
-      "Galicia, Spain (42.61946, -7.863112)\n",
-      "Campania, Italy (40.860672, 14.843984)\n",
-      "Asiago, Italy (45.8753771, 11.5106998)\n",
-      "Monterey, California, United States (36.2231079, -121.387742)\n",
-      "Pullman, Washington, United States (46.7304268, -117.173895)\n",
-      "Devon, England (50.724140500000004, -3.6607788161410735)\n",
-      "Pesaro-Urbino, Italy (43.694112700000005, 12.701443660480004)\n",
-      "Ballarat, Victoria, Australia (-37.5623013, 143.8605645)\n",
-      "Savoie, France (45.494895150000005, 6.384660381375652)\n",
-      "Hunter Valley, Australia (-32.5421803, 151.2185641)\n",
-      "Auvergne, Salers, France (45.2968119, 4.6604809)\n",
-      "Chelmarsh, Bridgnorth, Shropshire, England (52.4875359, -2.4124407)\n",
-      "Duhallow, Ireland (52.1837912, -9.00609563330653)\n",
-      ", Serbia (44.024322850000004, 21.07657433209902)\n",
-      "Stranraer, Scotland (54.9044332, -5.026204)\n",
-      "Cotswolds, England (51.74894260792542, -0.23033349985221635)\n",
-      "Manitoba, Canada (55.001251, -97.001038)\n",
-      "South West England, England (51.50076785, -2.5503106339491204)\n",
-      "Berry, France (44.5760186, 0.3095833)\n",
-      "Co Limerick, Ireland (52.518831649999996, -8.795834650292788)\n",
-      "Averyon, France (46.603354, 1.8883335)\n",
-      "Co. Mayo, Ireland (53.9087056, -9.298304863654256)\n",
-      "Corsica, France (42.188089649999995, 9.068413771427695)\n",
-      "Moliterno, Italy (40.2423024, 15.868903)\n",
-      "Castelo Branco, Fundão and Idanha-a-Nova, Portugal (39.97675825, -7.446059929966704)\n",
-      "Oristano, Italy (40.02656765, 8.679641647435716)\n",
-      "Postel, Belgium (51.2874865, 5.1897863)\n",
-      ", Iceland (64.9841821, -18.1059013)\n",
-      "Brittany, France (48.2640845, -2.9202408)\n",
-      "Rio Grande do Sul, Brazil (-29.8425284, -53.7680577)\n",
-      "Greenville, Indiana, United States (34.851354, -82.3984882)\n",
-      "Macedonia, Thrace, Thessalia, Peloponissos, Ionian Islands, Aegean islands, Crete Island and Epirus, Greece (40.6186482, 22.91795361795959)\n",
-      "Shelburne Farms, United States (34.89046225, -82.24340593189123)\n",
-      "Provencale, France (43.7899311033635, 7.524017533510311)\n",
-      "Oxfordshire, Great Britain (51.7412674, -1.2245951)\n",
-      "Swabia, Germany (48.15313125, 10.47129100603846)\n",
-      "Comox Valley, Vancouver Island, Canada (49.670981, -125.0353253)\n",
-      "Dalmatia, Croatia (43.538796500000004, 16.175235566874342)\n",
-      "Murcia, Spain (37.9923795, -1.1305431)\n",
-      "Puimichel in Provence Alpes, France (46.603354, 1.8883335)\n",
-      "Peekskill, United States (41.289811, -73.9204922)\n",
-      "Menorca, Balearic Islands, Spain (39.949257200000005, 4.0499641751186415)\n",
-      "New South Wales, Australia (-31.8759835, 147.2869493)\n",
-      "Colorado, United States (38.7251776, -105.607716)\n",
-      "Piora Valley, Switzerland (46.7985624, 8.2319736)\n",
-      "Loire, France (45.75385355, 4.045473682551104)\n",
-      "Tieton, Washington, United States (46.7020686, -120.75535)\n",
-      "Oviken, Sweden (62.9974877, 14.3928671)\n",
-      "Taxco, Mexico (18.5565446, -99.6052838)\n",
-      "Rhône-Alpes, France (45.3175313, 5.721294352585611)\n",
-      ", Mexico and Caribbean ERROR\n",
-      "Bursa, Turkey (39.9895878, 28.8944669)\n",
-      "Nottinghamshire, England (53.1459288, -1.0214971168122484)\n",
-      "Karlovy Vary, Czech Republic (50.2306216, 12.8701437)\n",
-      "County Cavan, Ireland (54.03497495, -7.2937022825583675)\n",
-      "Northwest, United States (34.3129464, -78.1611077)\n",
-      ", Germany (51.1638175, 10.4478313)\n",
-      ", Sweden (59.6749712, 14.5208584)\n",
-      ", Argentina (-34.9964963, -64.9672817)\n",
-      "Queenstown, New Zealand (-45.0321923, 168.661)\n",
-      "All Holland, Netherlands (52.4601118, 4.6056526)\n",
-      "Flanders, Belgium (51.096246199999996, 4.178629103169916)\n",
-      "West Pawlet, VT, United States (43.356893, -73.24966776033015)\n",
-      "Bjurholm, Sweden (63.966667, 19.0)\n",
-      "Allgaeu Alps, Germany (51.1638175, 10.4478313)\n",
-      "Somerset, England (51.161750850000004, -3.0753867062227487)\n",
-      "Herefordshire, West Midlands, United Kingdom (52.083333, -2.75)\n",
-      "Västra Götaland, Sweden (58.215850200000006, 12.651820794914073)\n",
-      ", Scotland (56.7861112, -4.1140518)\n",
-      "Provence, France (44.0580563, 6.0638506)\n",
-      "Mornington Peninsula, Melbourne, Australia (-38.3312575, 145.08106868543985)\n",
-      "Haute-Savoie / Upper Savoy, France (46.06904065, 6.344532137164)\n",
-      ", Middle East (39.3014159, -76.5888477)\n",
-      "Sonoma, California, United States (38.5110803, -122.8473388)\n",
-      "Veneto, Italy (45.6476663, 11.8665254)\n",
-      "Haute Vienne, France (45.91901925, 1.203176771876291)\n",
-      "Gloucestershire County, England (51.9425914, -2.100154122305389)\n",
-      "Massachusetts, United States (42.3788774, -72.032366)\n",
-      "Carmarthenshire, Wales (51.893669849999995, -4.217282721429928)\n",
-      "Orkney Isles, Scotland (56.7861112, -4.1140518)\n",
-      ", Belgium (50.6402809, 4.6667145)\n",
-      "Lombardy, Italy (45.5703694, 9.7732524)\n",
-      "Oregon, United States (43.9792797, -120.737257)\n",
-      "Cheshire, England (53.2141028, -2.471770086071205)\n",
-      "Blarney, Ireland (51.9325233, -8.5678665)\n",
-      "Timsbury, Somerset, England (51.3271927, -2.4755923)\n",
-      "Veneto, Trentino, Italy (45.6476663, 11.8665254)\n",
-      "Co. Offaly, Ireland (53.13617215, -7.810340751784169)\n",
-      "Barcelona, Spain (41.3828939, 2.1774322)\n",
-      "Sardinia & Campania, Italy (42.6384261, 12.674297)\n",
-      "West Bengal, India (22.9964948, 87.6855882)\n",
-      "Banon, France (44.0381752, 5.6296701)\n",
-      "Laruns, France (42.9882368, -0.4266324)\n",
-      "Gevrey-Chambertin, Burgundy, France (47.2261857, 4.9705666)\n",
-      "Pyrenees, France (48.8738565, 2.3852638)\n",
-      "Murazzano, Italy (44.4746494, 8.0213361)\n",
-      "Southern California, United States (34.169262950000004, -116.787448181486)\n",
-      "Normandy, France (49.0677708, 0.3138532)\n",
-      "Charentes, France (45.4039367, 0.3756199)\n",
-      "island wide, Cyprus (34.9174159, 32.889902651331866)\n",
-      "Larzac, France (44.74693, 1.0075)\n",
-      "Pays d’Auge, Normandy, France (49.0356178, 0.1573083324015645)\n",
-      "Pyrenees-Atlantiques, France (43.18718655, -0.728247400084667)\n",
-      "Auvergne, France (45.2968119, 4.6604809)\n",
-      "Burgund, France (47.27808725, 4.222486304306048)\n",
-      ", Portugal (39.6621648, -8.1353519)\n",
-      "Jura, Switzerland (47.3566699, 7.1598893)\n",
-      "Emilia Romagna, Italy (44.525696, 11.039437)\n",
-      "East Midlands, England (53.1188177, -1.2597068974971675)\n",
-      "Missouri, United States (38.7604815, -92.5617875)\n",
-      "Marathon, NY, United States (44.8914036, -89.7748098)\n",
-      ", Holland (52.2434979, 5.6343227)\n",
-      "Ann Arbor, MI, United States (42.2813722, -83.7484616)\n",
-      "Cevenes, France (44.3509309, 3.8584812791602983)\n",
-      "Bergues, France (50.9683886, 2.4325247)\n",
-      "Pokolbin, Hunter Valley, Australia (-32.7792106, 151.2978747)\n",
-      "Pyrénées, France (48.8738565, 2.3852638)\n",
-      ", Netherlands (52.2434979, 5.6343227)\n",
-      "Gippsland, Victoria, Australia (-37.87448275, 146.9111788341666)\n",
-      "Cumbrian, United Kingdom (54.478530449999994, -3.06553306667584)\n",
-      "Friuli-Venezia Giulia, Italy (46.151042, 13.055904)\n",
-      "Kilmallock County Limerick, Ireland (52.400645600000004, -8.571161660434711)\n",
-      "Gloucestershire, England (51.7643786, -2.1880661838719386)\n",
-      "Vermont, United States (44.5990718, -72.5002608)\n",
-      "Stewarton, Scotland (55.680265, -4.5153023)\n",
-      "Leiden, Netherlands (52.1594747, 4.4908843)\n",
-      "Lebanon, CT, United States (40.375713, -76.4626118)\n",
-      "Tomales, California, United States (38.2468075, -122.90630461024097)\n",
-      "Bermondsey, London, England (51.4970125, -0.063268)\n",
-      "Tipperary, Ireland (52.4734839, -8.1614446)\n",
-      "Fife, Scotland (56.3333331, -3.0000001)\n",
-      "Allgäu, Germany (47.5926009, 10.209156)\n",
-      ", France (46.603354, 1.8883335)\n",
-      "French Basque Country, Midi-Pyrénées, France (46.603354, 1.8883335)\n",
-      "Severn Valley, England (52.454530899999995, -2.3755702502240226)\n",
-      ", Denmark (55.670249, 10.3333283)\n",
-      "Tain, Scotland (57.8119372, -4.0550663)\n",
-      "New York, France (44.8712241, -0.5502475)\n",
-      "Pyrénées-Atlantiques, France (43.18718655, -0.728247400084667)\n",
-      "Buxton, Derbyshire, England (53.2593422, -1.9100768)\n",
-      "Galax, Virginia, United States (36.6612387, -80.9239671)\n",
-      "Wallonia, Belgium (50.154540049999994, 5.399359762971196)\n",
-      "Ile-de-France/Champagne, France (48.5499711, 7.7508704)\n",
-      "Lazio, Sardinia, Italy (41.9808038, 12.7662312)\n",
-      "Staffordshire, England (52.824694199999996, -2.0074546723348115)\n",
-      ", Switzerland (46.7985624, 8.2319736)\n",
-      "Serra da Estrela, Portugal (40.4358994, -7.516865473467464)\n",
-      "County Carlow, Ireland (52.69078865, -6.825145150844913)\n",
-      "St. Louis, Missouri, United States (38.6280278, -90.1910154)\n",
-      "Coquet, England (54.88091196980861, -1.5495607774216265)\n",
-      "Béarnaise in Pyrénées-Atlantique, France (46.603354, 1.8883335)\n",
-      "Websterville, VT, United States (44.162985, -72.47576806895253)\n",
-      ", Poland (52.215933, 19.134422)\n",
-      "Utah, United States (39.4225192, -111.714358)\n",
-      "Allagau, Bavarian Alps, Germany (51.1638175, 10.4478313)\n",
-      "Oregon Coast Range, United States (39.7837304, -100.445882)\n",
-      "Cotherstone, England (54.570244, -1.9804176)\n",
-      "Swaledale, North Yorkshire, England (54.38299324007608, -1.9841360652878535)\n",
-      "Bornholm, Denmark (55.143122399999996, 14.922629658767558)\n",
-      "Aquitaine, France (44.24620635, -0.18399787392367906)\n",
-      "old Liburnia (Dalmatia), Croatia (45.3658443, 15.6575209)\n",
-      "Fethard, Co Tipperary, Ireland (52.467222, -7.691111)\n",
-      "Northern Holland, Netherlands (52.2434979, 5.6343227)\n",
-      "Castile-Leon, Spain (41.55005, -5.1387401)\n",
-      "Naples, Italy (40.8358846, 14.2487679)\n",
-      "Gravina in Puglia, Murgia, Italy (40.819725, 16.422779)\n",
-      "Castille-Leon, Spain (41.55005, -5.1387401)\n",
-      ", Israel (30.8124247, 34.8594762)\n",
-      "Languedoc-Roussillon, France (43.65420305, 3.674669940206605)\n",
-      "Orkney Islands, Scotland (58.94182309999999, -3.129694439563327)\n",
-      ", Italy (42.6384261, 12.674297)\n",
-      ", United Kingdom (54.7023545, -3.2765753)\n",
-      "Wales, Great Britain (53.28236125, -3.8286207326666837)\n",
-      "Wales, London, Wales (52.41446365, -4.0685073132923)\n",
-      "California, United States (36.7014631, -118.755997)\n",
-      "Belvederis, Lithuania (55.0820118, 23.3897023)\n",
-      "Franche Comté, France (48.68347355, 2.1776625116070027)\n",
-      "Kent, United Kingdom (51.20707485, 0.7210361813401444)\n",
-      "Bloomdale, United States (33.2473378, -96.6794382)\n",
-      "Wigtownshire, Scotland (54.9042579, -5.0248893)\n",
-      ", Ireland (52.865196, -7.9794599)\n",
-      "County Tipperary, Clogheen, Ireland (52.68482145, -7.898147186112796)\n",
-      "Colby, Wisconsin, United States (44.5684775, -69.66002565150262)\n",
-      "Isere, France (45.28979315, 5.634382477386232)\n",
-      "Kinfauns, Perthshire, Scotland (56.3822607, -3.36565)\n",
-      ", Mexico (23.6585116, -102.0077097)\n",
-      "Dumfries, Scotland (55.0691397, -3.6107936)\n",
-      "Odell, Bedfordshire, England (52.21843025, -0.5921260787763352)\n",
-      "Avila, Spain (40.656478, -4.7002172)\n",
-      "Bethania, United Kingdom (52.2509586, -4.0888576)\n",
-      "Lincolnshire, England (53.1823034, -0.2031208542548153)\n",
-      "Hamilton, New Zealand (-37.7878809, 175.281788)\n",
-      ", Greece (38.9953683, 21.9877132)\n",
-      "New York, United States (40.7127281, -74.0060152)\n",
-      ", Cyprus (34.9174159, 32.889902651331866)\n",
-      "South Australia, Australia (-30.5343665, 135.6301212)\n",
-      "Low-laying regions, Sweden (59.6749712, 14.5208584)\n",
-      "Serra da Canastra, Minas Gerais state, Brazil (-20.1615, -46.76365461658604)\n",
-      "Cornwall,  (50.443348900000004, -4.62465658489158)\n",
-      "St Antoine, France (44.0361186, 0.8397552)\n",
-      "Amou, Gascony, France (43.59266, -0.7475291)\n",
-      "Charentes-Poitou, France (45.4039367, 0.3756199)\n",
-      "Co. Carlow, Ireland (52.69078865, -6.825145150844913)\n",
-      "Äänekoski, Finland (62.6032186, 25.7301361)\n",
-      ", Spain (39.3260685, -4.8379791)\n",
-      "Ile de France, France (48.6443057, 2.7537863)\n",
-      "Seattle, Washington, United States (47.6038321, -122.330062)\n",
-      "Minnesota, United States (45.9896587, -94.6113288)\n",
-      "Milford, NJ, United States (41.2222218, -73.0570603)\n",
-      "Charm, Ohio, United States (40.5067308, -81.7848553)\n",
-      "Anjou, France (45.3462, 4.88149)\n",
-      "Pinconning, Michigan, United States (43.853633, -83.964987)\n",
-      "Derbyshire, Leicestershire, Nottinghamshire, England (53.1666927, -1.5833223)\n",
-      "Gujarat, India (22.3850051, 71.745261)\n",
-      ", Mongolia (46.8250388, 103.8499736)\n",
-      "Central Balkan Mountains, Bulgaria (42.6073975, 25.4856617)\n",
-      "Schoonrewoerd, Leerdam, Netherlands (51.920458, 5.1156505)\n",
-      "North East Victoria, Australia (-37.8633951, 145.0100994)\n",
-      "Bavaria, Germany (48.9467562, 11.4038717)\n",
-      "Kimball, United States (41.1881305, -103.6997645)\n",
-      "Illoud (Haute-Marne), France (48.2089823, 5.5615126)\n",
-      "Ann Arbor, Michigan, United States (42.2813722, -83.7484616)\n",
-      "Rhone-Alps, France (45.2968119, 4.6604809)\n",
-      "Mols, Denmark (56.187042, 10.460782482125193)\n",
-      "Island of Pag, Croatia (45.3658443, 15.6575209)\n",
-      ", Hungary (47.1817585, 19.5060937)\n",
-      "Lower Normandy, France (48.953684499999994, -0.573365358805311)\n",
-      "Midi-Pyrenees, France (43.8099068, 1.4344926056549236)\n",
-      "Huizen, Netherlands (52.2958122, 5.2567209)\n",
-      "Upper Corsica, France (46.603354, 1.8883335)\n",
-      "Basilicata, Italy (40.500571, 16.081953)\n",
-      "Landford, England (50.9700788, -1.6363792)\n",
-      "Maribo, Denmark (54.7758018, 11.5054333)\n",
-      "Virginia, United States (37.1232245, -78.4927721)\n",
-      "Adamstown, Co Wexford, Ireland (53.3360017, -6.4692321)\n",
-      "Het Groene Hart, Netherlands (51.5246, 4.280818038775446)\n",
-      "Sebastopol, California, United States (38.4021038, -122.824222)\n",
-      "Carrigtwohill, Ireland (51.9094617, -8.2611809)\n",
-      "County Antrim, Ireland (54.864725500000006, -6.143637910742768)\n",
-      "Aberdeenshire, Scotland (57.166667, -2.666667)\n",
-      "massif des Causses, France (46.603354, 1.8883335)\n",
-      "Asturias, Spain (43.3133868, -5.94192)\n",
-      "Allgau, Germany (47.8241593, 11.6822424)\n",
-      "Croisy-sur-Eure, France (49.0291802, 1.346505)\n",
-      "Northern Wisconsin, United States (44.94725995, -91.39373410986752)\n",
-      "Carnia, Italy (46.3738716, 13.1339829)\n",
-      "Vorarlberg, Austria (47.25, 9.9166667)\n",
-      "Quebec, Canada (52.4760892, -71.8258668)\n",
-      "Canary Islands, Spain (28.286398900000002, -16.796011808910734)\n",
-      "Banks Peninsular in Canterbury, New Zealand (-41.5000831, 172.8344077)\n",
-      "Beira Baixa Province, Portugal (39.6621648, -8.1353519)\n",
-      "Fairview, United States (40.6333724, -90.1637318)\n",
-      "Aconcagua, Chile (-33.04383715040669, -71.56622455102398)\n",
-      "Midi-Pyrénées, France (43.8099068, 1.4344926056549236)\n",
-      "Landshut, Germany (48.536217, 12.1516551)\n",
-      ", New Zealand (-41.5000831, 172.8344077)\n",
-      ", England (52.5310214, -1.2649062)\n",
-      "Languedoc, France (43.65420305, 3.674669940206605)\n",
-      ", Afghanistan (33.7680065, 66.2385139)\n",
-      "NY, United States (43.1561681, -75.8449946)\n",
-      "Northeastern Brazil, Brazil (-10.3333333, -53.2)\n",
-      "Piedmont, Italy (45.060735, 7.923549)\n",
-      "St. Gallen (canton), Tufertschwil, Switzerland (47.1561047, 9.338323)\n",
-      "Pembrokeshire, United Kingdom (51.8339209, -4.916667)\n",
-      "Canton of Glarus, Switzerland (46.7985624, 8.2319736)\n",
-      "South East England, United Kingdom (51.45115235, -0.9935673736185868)\n",
-      "Ceredigion, United Kingdom (52.2945764, -3.9527809990291427)\n",
-      "Stonegate, East Sussex, England (53.960910892985034, -1.0833748506182423)\n",
-      "Tuscany, Italy (43.4586541, 11.1389204)\n",
-      "Timsbury, Somerset, Scotland (56.7861112, -4.1140518)\n",
-      "Lucerne, Schwyz, Unterwald, and Zoug, and the following additional places: Muri district in d'Argovi, Switzerland (47.0505452, 8.3054682)\n",
-      "Prince Edward Island, Canada (46.3355508, -63.1466676)\n",
-      "Prince Edward County, Ontario, Canada (44.031827, -77.246933)\n",
-      "Aveyron, France (44.315857449999996, 2.5065697302419823)\n",
-      "Calabria, Italy (39.0565974, 16.5249864)\n",
-      "British Columbia, Canada (55.001251, -125.002441)\n",
-      "Ontario, Canada (50.000678, -86.000977)\n",
-      "North Cornwall, England (51.7561518, 0.4645198)\n",
-      "Pennsylvania, United States (40.9699889, -77.7278831)\n",
-      "Coast of Oregon, United States (39.7837304, -100.445882)\n",
-      "Veneto,  (45.6476663, 11.8665254)\n",
-      ", Australia (-24.7761086, 134.755)\n",
-      "Victoria, Australia (-36.5986096, 144.6780052)\n",
-      "Pays Basque, France (47.6867895, 7.3927627)\n",
-      ", Mauritania (20.2540382, -9.2399263)\n",
-      "Richfield, Wisconsin, United States (44.8766431, -93.2877877)\n",
-      "Poitou-Charentes, France (46.13244785, -0.15455354898441043)\n",
-      "Pienza, Italy (43.0765485, 11.6789076)\n",
-      "Herault, France (43.591422, 3.3553309364095925)\n",
-      "Normandy, Auvilliers, France (49.0677708, 0.3138532)\n",
-      "Bourgogne, France (47.27808725, 4.222486304306048)\n",
-      "Póvoa de Lanhoso, Portugal (41.5759516, -8.2699521)\n",
-      "Cornwall, England (50.416667, -4.75)\n",
-      "Roncq, France (50.7531232, 3.1209016)\n",
-      "Laqueuille, France (45.6507627, 2.7320917)\n",
-      "Bas-Languedoc, Comtat Venaissin, France (43.687621, 4.2691037)\n",
-      "Zasavica, Serbia (44.9454307, 19.4987239)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "locations_to_gps={}\n",
-    "errors=set()\n",
-    "for loc in tqdm.tqdm(locs):\n",
-    "    time.sleep(1)\n",
-    "    try:\n",
-    "        locations_to_gps[loc]=str_to_gps(loc)\n",
-    "        print(loc, locations_to_gps[loc])\n",
-    "    except AttributeError:\n",
-    "        print(loc, \"ERROR\")\n",
-    "        errors.add(loc)"
+    "if not os.path.isfile(\"locations_to_gps.json\"):\n",
+    "    locations_to_gps={}\n",
+    "    errors=set()\n",
+    "    for loc in tqdm.tqdm(locs):\n",
+    "        time.sleep(1)\n",
+    "        try:\n",
+    "            locations_to_gps[loc]=str_to_gps(loc)\n",
+    "            print(loc, locations_to_gps[loc])\n",
+    "        except AttributeError:\n",
+    "            print(loc, \"ERROR\")\n",
+    "            errors.add(loc)\n",
+    "    with open(\"locations_to_gps.json\", \"w\") as f:\n",
+    "        json.dump(locations_to_gps, f)\n",
+    "else: \n",
+    "    with open(\"locations_to_gps.json\") as f:\n",
+    "        locations_to_gps=json.load(f)\n",
+    "    errors=set()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": 16,
    "id": "a6966ac7-7a69-4829-8588-d10f85ea98a4",
    "metadata": {},
    "outputs": [
@@ -3451,7 +2175,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{'Valencia, Spain': (39.4697065, -0.3763353), 'Crotone, Italy': (39.1873894, 16.87828188895307), 'New Hampshire, United States': (43.4849133, -71.6553992), 'Setubal, Palmela and Sesimbra, Portugal': (38.5241783, -8.8932341), ', Turkey': (39.294076, 35.2316631), 'Wisconsin, United States': (44.4308975, -89.6884637), 'Maine, United States': (45.709097, -68.8590201), 'Beara Peninsula, Co. Cork, Ireland': (51.7280451, -9.767906428362338), 'Castilla Leon, Spain': (40.4598868, -3.4720773), ', Wales': (52.2928116, -3.73893), 'Romanian Carpathians, Romania': (46.4046483, 22.9894841933513), 'Pembrokeshire, Wales': (51.8339209, -4.916667), 'Lodi, Italy': (45.2613104, 9.491678060021837), 'Stoneyford, Ireland': (52.5362671, -7.2278963), 'Central and Western Macedonia, Thessaly, Greece': (38.9953683, 21.9877132), ', Armenia': (4.536307, -75.6723751), 'Indiana, United States': (40.3270127, -86.1746933), 'Alba, Italy': (44.7007236, 8.0357786), 'East Sussex, United Kingdom': (50.9404266, 0.3699977891068864), 'Fornells de la Selva, Gironès, Spain': (41.9319675, 2.8090343), ', Iraq': (33.0955793, 44.1749775), 'Treviso, Veneto, Italy': (45.806691349999994, 12.206315763116372), ', Brazil': (-10.3333333, -53.2), 'North Wootton, England': (52.7923213, 0.4278194), 'Modena, Italy': (44.5384728, 10.935960870530739), 'Minas Gerais, Brazil': (-18.5264844, -44.1588654), 'Emilia-Romagna, Italy': (44.525696, 11.039437), 'Centre-Val de Loire, France': (47.5490251, 1.7324062), 'Dumfriesshire, Scotland': (55.166667, -3.5), 'Brisbane, Australia': (-27.4689682, 153.0234991), 'Carrigtwohill, ': (51.9094617, -8.2611809), 'Azores, Portugal': (37.80855645, -25.473137391245295), ', Austria': (47.59397, 14.12456), 'Basque, Pyrenees Mountains, France': (45.359277750000004, -1.1480053453043046), 'North East Victoria, ': (54.699881, -1.6031519), 'Greensboro, VT, United States': (36.0726355, -79.7919754), 'Stawley, near Wellington, Somerset, England': (50.9961449, -3.3382702), 'Central and Western Macedonia, Thessalia, Greece': (38.9953683, 21.9877132), 'Po valley region, Italy': (42.6384261, 12.674297), 'Southwestern Wisconsin, United States': (42.53116075, -90.43762550236468), 'County Wexford, Ireland': (52.46018745, -6.606515459159162), 'Valpadana, Italy': (39.60288591417616, 16.626802703803317), 'Lapland, Finland': (67.69291045, 26.728214183162986), ', United States': (39.7837304, -100.445882), 'Passendale, Belgium': (50.9003015, 3.0203891), 'Dorset, England': (50.79683685, -2.34473226124306), 'Chirac, France': (45.9140138, 0.6548543), 'North Carolina, United States': (35.6729639, -79.0392919), 'Umbria, Lazio, Italy': (42.965916, 12.490236), 'Iowa, United States': (41.9216734, -93.3122705), 'Inagh, Co Clare, ': (52.9071704, -9.2345138), 'Roxburghshire, Scotland': (56.7861112, -4.1140518), 'Sardegna, Italy': (40.0912813, 9.0305773), 'province of Brittany, France': (46.603354, 1.8883335), 'Troyes , Aube, France': (48.2971626, 4.0746257), 'Carneros, Sonoma, California, United States': (33.223027, -111.70568456233669), 'Svaneti, Samegrelo, Georgia': (42.63545205, 42.24871384619953), 'La Velle, Wisconsin, United States': (45.1699553, -109.88428658948227), 'Georgia, United States': (32.3293809, -83.1137366), 'Brickhill, Co. Clare, Ireland': (52.70642975, -8.751786760846851), 'Sulzberg, Austria': (47.52121792021591, 9.91273065974192), 'Nicasio, United States': (38.0615885, -122.6985975), 'Inagh, Co Clare, Ireland': (52.9071704, -9.2345138), 'Burgundy, France': (47.27808725, 4.222486304306048), 'Aveyron, Laguiole, France': (44.315857449999996, 2.5065697302419823), 'Centre , the department of Loiret, France': (47.5490251, 1.7324062), 'Rhone Valley, France': (46.603354, 1.8883335), 'Tasmania, Australia': (-42.035067, 146.6366887), 'South West England, United Kingdom': (51.0339991, -2.949011916021195), ', Canada': (61.0666922, -107.991707), 'Loire Valley, France': (47.44927715, -0.34954901296919916), 'Extremadura, Spain': (39.1748426, -6.1529891), 'New Jersey, United States': (40.0757384, -74.4041622), 'Nord-Pas-de-Calais, France': (50.5289634, 2.454515765955904), 'Piave Valley, Italy, Italy': (45.735099578237005, 7.320173335891282), 'Friuli-Venezia Giulia and the Veneto, Italy': (42.6384261, 12.674297), 'Co. Cork, Ireland': (51.917535900000004, -8.58597726870895), 'North Yorkshire, England': (54.13453275, -1.498628491239545), 'Illinois, United States': (40.0796606, -89.4337288), 'Gâtinais, France': (48.15497515, 2.811419156673292), 'Campania, Paestum, Foggia, Italy': (40.860672, 14.843984), 'Port Townsend, United States': (48.1179702, -122.769544), 'Piemonte, Italy': (45.060735, 7.923549), 'Bregenzerwald, Kleinwalsertal, Großwalsertal, Laiblachtal (Pfänderstock) and Rheintal, Austria': (47.387028799999996, 9.95606355528393), 'Brooklyn NY, United States': (40.6526006, -73.9497211), 'Avesnes, France': (50.5495906, 1.9721295), 'Petaluma, California, United States': (38.2325829, -122.636465), 'Lanarkshire, Scotland': (55.5752966, -3.833333), 'Co Clare, Ireland': (52.857257450000006, -8.937435925994537), 'Mankato, MN, United States': (44.1634663, -93.9993505), 'Friuli Venezia Giulia and Veneto, Italy': (42.6384261, 12.674297), 'Québec, Canada': (52.4760892, -71.8258668), 'Airedale farming district, New Zealand': (-41.5000831, 172.8344077), 'Galicia, Spain': (42.61946, -7.863112), 'Campania, Italy': (40.860672, 14.843984), 'Asiago, Italy': (45.8753771, 11.5106998), 'Monterey, California, United States': (36.2231079, -121.387742), 'Pullman, Washington, United States': (46.7304268, -117.173895), 'Devon, England': (50.724140500000004, -3.6607788161410735), 'Pesaro-Urbino, Italy': (43.694112700000005, 12.701443660480004), 'Ballarat, Victoria, Australia': (-37.5623013, 143.8605645), 'Savoie, France': (45.494895150000005, 6.384660381375652), 'Hunter Valley, Australia': (-32.5421803, 151.2185641), 'Auvergne, Salers, France': (45.2968119, 4.6604809), 'Chelmarsh, Bridgnorth, Shropshire, England': (52.4875359, -2.4124407), 'Duhallow, Ireland': (52.1837912, -9.00609563330653), ', Serbia': (44.024322850000004, 21.07657433209902), 'Stranraer, Scotland': (54.9044332, -5.026204), 'Cotswolds, England': (51.74894260792542, -0.23033349985221635), 'Manitoba, Canada': (55.001251, -97.001038), 'South West England, England': (51.50076785, -2.5503106339491204), 'Berry, France': (44.5760186, 0.3095833), 'Co Limerick, Ireland': (52.518831649999996, -8.795834650292788), 'Averyon, France': (46.603354, 1.8883335), 'Co. Mayo, Ireland': (53.9087056, -9.298304863654256), 'Corsica, France': (42.188089649999995, 9.068413771427695), 'Moliterno, Italy': (40.2423024, 15.868903), 'Castelo Branco, Fundão and Idanha-a-Nova, Portugal': (39.97675825, -7.446059929966704), 'Oristano, Italy': (40.02656765, 8.679641647435716), 'Postel, Belgium': (51.2874865, 5.1897863), ', Iceland': (64.9841821, -18.1059013), 'Brittany, France': (48.2640845, -2.9202408), 'Rio Grande do Sul, Brazil': (-29.8425284, -53.7680577), 'Greenville, Indiana, United States': (34.851354, -82.3984882), 'Macedonia, Thrace, Thessalia, Peloponissos, Ionian Islands, Aegean islands, Crete Island and Epirus, Greece': (40.6186482, 22.91795361795959), 'Shelburne Farms, United States': (34.89046225, -82.24340593189123), 'Provencale, France': (43.7899311033635, 7.524017533510311), 'Oxfordshire, Great Britain': (51.7412674, -1.2245951), 'Swabia, Germany': (48.15313125, 10.47129100603846), 'Comox Valley, Vancouver Island, Canada': (49.670981, -125.0353253), 'Dalmatia, Croatia': (43.538796500000004, 16.175235566874342), 'Murcia, Spain': (37.9923795, -1.1305431), 'Puimichel in Provence Alpes, France': (46.603354, 1.8883335), 'Peekskill, United States': (41.289811, -73.9204922), 'Menorca, Balearic Islands, Spain': (39.949257200000005, 4.0499641751186415), 'New South Wales, Australia': (-31.8759835, 147.2869493), 'Colorado, United States': (38.7251776, -105.607716), 'Piora Valley, Switzerland': (46.7985624, 8.2319736), 'Loire, France': (45.75385355, 4.045473682551104), 'Tieton, Washington, United States': (46.7020686, -120.75535), 'Oviken, Sweden': (62.9974877, 14.3928671), 'Taxco, Mexico': (18.5565446, -99.6052838), 'Rhône-Alpes, France': (45.3175313, 5.721294352585611), 'Bursa, Turkey': (39.9895878, 28.8944669), 'Nottinghamshire, England': (53.1459288, -1.0214971168122484), 'Karlovy Vary, Czech Republic': (50.2306216, 12.8701437), 'County Cavan, Ireland': (54.03497495, -7.2937022825583675), 'Northwest, United States': (34.3129464, -78.1611077), ', Germany': (51.1638175, 10.4478313), ', Sweden': (59.6749712, 14.5208584), ', Argentina': (-34.9964963, -64.9672817), 'Queenstown, New Zealand': (-45.0321923, 168.661), 'All Holland, Netherlands': (52.4601118, 4.6056526), 'Flanders, Belgium': (51.096246199999996, 4.178629103169916), 'West Pawlet, VT, United States': (43.356893, -73.24966776033015), 'Bjurholm, Sweden': (63.966667, 19.0), 'Allgaeu Alps, Germany': (51.1638175, 10.4478313), 'Somerset, England': (51.161750850000004, -3.0753867062227487), 'Herefordshire, West Midlands, United Kingdom': (52.083333, -2.75), 'Västra Götaland, Sweden': (58.215850200000006, 12.651820794914073), ', Scotland': (56.7861112, -4.1140518), 'Provence, France': (44.0580563, 6.0638506), 'Mornington Peninsula, Melbourne, Australia': (-38.3312575, 145.08106868543985), 'Haute-Savoie / Upper Savoy, France': (46.06904065, 6.344532137164), ', Middle East': (39.3014159, -76.5888477), 'Sonoma, California, United States': (38.5110803, -122.8473388), 'Veneto, Italy': (45.6476663, 11.8665254), 'Haute Vienne, France': (45.91901925, 1.203176771876291), 'Gloucestershire County, England': (51.9425914, -2.100154122305389), 'Massachusetts, United States': (42.3788774, -72.032366), 'Carmarthenshire, Wales': (51.893669849999995, -4.217282721429928), 'Orkney Isles, Scotland': (56.7861112, -4.1140518), ', Belgium': (50.6402809, 4.6667145), 'Lombardy, Italy': (45.5703694, 9.7732524), 'Oregon, United States': (43.9792797, -120.737257), 'Cheshire, England': (53.2141028, -2.471770086071205), 'Blarney, Ireland': (51.9325233, -8.5678665), 'Timsbury, Somerset, England': (51.3271927, -2.4755923), 'Veneto, Trentino, Italy': (45.6476663, 11.8665254), 'Co. Offaly, Ireland': (53.13617215, -7.810340751784169), 'Barcelona, Spain': (41.3828939, 2.1774322), 'Sardinia & Campania, Italy': (42.6384261, 12.674297), 'West Bengal, India': (22.9964948, 87.6855882), 'Banon, France': (44.0381752, 5.6296701), 'Laruns, France': (42.9882368, -0.4266324), 'Gevrey-Chambertin, Burgundy, France': (47.2261857, 4.9705666), 'Pyrenees, France': (48.8738565, 2.3852638), 'Murazzano, Italy': (44.4746494, 8.0213361), 'Southern California, United States': (34.169262950000004, -116.787448181486), 'Normandy, France': (49.0677708, 0.3138532), 'Charentes, France': (45.4039367, 0.3756199), 'island wide, Cyprus': (34.9174159, 32.889902651331866), 'Larzac, France': (44.74693, 1.0075), 'Pays d’Auge, Normandy, France': (49.0356178, 0.1573083324015645), 'Pyrenees-Atlantiques, France': (43.18718655, -0.728247400084667), 'Auvergne, France': (45.2968119, 4.6604809), 'Burgund, France': (47.27808725, 4.222486304306048), ', Portugal': (39.6621648, -8.1353519), 'Jura, Switzerland': (47.3566699, 7.1598893), 'Emilia Romagna, Italy': (44.525696, 11.039437), 'East Midlands, England': (53.1188177, -1.2597068974971675), 'Missouri, United States': (38.7604815, -92.5617875), 'Marathon, NY, United States': (44.8914036, -89.7748098), ', Holland': (52.2434979, 5.6343227), 'Ann Arbor, MI, United States': (42.2813722, -83.7484616), 'Cevenes, France': (44.3509309, 3.8584812791602983), 'Bergues, France': (50.9683886, 2.4325247), 'Pokolbin, Hunter Valley, Australia': (-32.7792106, 151.2978747), 'Pyrénées, France': (48.8738565, 2.3852638), ', Netherlands': (52.2434979, 5.6343227), 'Gippsland, Victoria, Australia': (-37.87448275, 146.9111788341666), 'Cumbrian, United Kingdom': (54.478530449999994, -3.06553306667584), 'Friuli-Venezia Giulia, Italy': (46.151042, 13.055904), 'Kilmallock County Limerick, Ireland': (52.400645600000004, -8.571161660434711), 'Gloucestershire, England': (51.7643786, -2.1880661838719386), 'Vermont, United States': (44.5990718, -72.5002608), 'Stewarton, Scotland': (55.680265, -4.5153023), 'Leiden, Netherlands': (52.1594747, 4.4908843), 'Lebanon, CT, United States': (40.375713, -76.4626118), 'Tomales, California, United States': (38.2468075, -122.90630461024097), 'Bermondsey, London, England': (51.4970125, -0.063268), 'Tipperary, Ireland': (52.4734839, -8.1614446), 'Fife, Scotland': (56.3333331, -3.0000001), 'Allgäu, Germany': (47.5926009, 10.209156), ', France': (46.603354, 1.8883335), 'French Basque Country, Midi-Pyrénées, France': (46.603354, 1.8883335), 'Severn Valley, England': (52.454530899999995, -2.3755702502240226), ', Denmark': (55.670249, 10.3333283), 'Tain, Scotland': (57.8119372, -4.0550663), 'New York, France': (44.8712241, -0.5502475), 'Pyrénées-Atlantiques, France': (43.18718655, -0.728247400084667), 'Buxton, Derbyshire, England': (53.2593422, -1.9100768), 'Galax, Virginia, United States': (36.6612387, -80.9239671), 'Wallonia, Belgium': (50.154540049999994, 5.399359762971196), 'Ile-de-France/Champagne, France': (48.5499711, 7.7508704), 'Lazio, Sardinia, Italy': (41.9808038, 12.7662312), 'Staffordshire, England': (52.824694199999996, -2.0074546723348115), ', Switzerland': (46.7985624, 8.2319736), 'Serra da Estrela, Portugal': (40.4358994, -7.516865473467464), 'County Carlow, Ireland': (52.69078865, -6.825145150844913), 'St. Louis, Missouri, United States': (38.6280278, -90.1910154), 'Coquet, England': (54.88091196980861, -1.5495607774216265), 'Béarnaise in Pyrénées-Atlantique, France': (46.603354, 1.8883335), 'Websterville, VT, United States': (44.162985, -72.47576806895253), ', Poland': (52.215933, 19.134422), 'Utah, United States': (39.4225192, -111.714358), 'Allagau, Bavarian Alps, Germany': (51.1638175, 10.4478313), 'Oregon Coast Range, United States': (39.7837304, -100.445882), 'Cotherstone, England': (54.570244, -1.9804176), 'Swaledale, North Yorkshire, England': (54.38299324007608, -1.9841360652878535), 'Bornholm, Denmark': (55.143122399999996, 14.922629658767558), 'Aquitaine, France': (44.24620635, -0.18399787392367906), 'old Liburnia (Dalmatia), Croatia': (45.3658443, 15.6575209), 'Fethard, Co Tipperary, Ireland': (52.467222, -7.691111), 'Northern Holland, Netherlands': (52.2434979, 5.6343227), 'Castile-Leon, Spain': (41.55005, -5.1387401), 'Naples, Italy': (40.8358846, 14.2487679), 'Gravina in Puglia, Murgia, Italy': (40.819725, 16.422779), 'Castille-Leon, Spain': (41.55005, -5.1387401), ', Israel': (30.8124247, 34.8594762), 'Languedoc-Roussillon, France': (43.65420305, 3.674669940206605), 'Orkney Islands, Scotland': (58.94182309999999, -3.129694439563327), ', Italy': (42.6384261, 12.674297), ', United Kingdom': (54.7023545, -3.2765753), 'Wales, Great Britain': (53.28236125, -3.8286207326666837), 'Wales, London, Wales': (52.41446365, -4.0685073132923), 'California, United States': (36.7014631, -118.755997), 'Belvederis, Lithuania': (55.0820118, 23.3897023), 'Franche Comté, France': (48.68347355, 2.1776625116070027), 'Kent, United Kingdom': (51.20707485, 0.7210361813401444), 'Bloomdale, United States': (33.2473378, -96.6794382), 'Wigtownshire, Scotland': (54.9042579, -5.0248893), ', Ireland': (52.865196, -7.9794599), 'County Tipperary, Clogheen, Ireland': (52.68482145, -7.898147186112796), 'Colby, Wisconsin, United States': (44.5684775, -69.66002565150262), 'Isere, France': (45.28979315, 5.634382477386232), 'Kinfauns, Perthshire, Scotland': (56.3822607, -3.36565), ', Mexico': (23.6585116, -102.0077097), 'Dumfries, Scotland': (55.0691397, -3.6107936), 'Odell, Bedfordshire, England': (52.21843025, -0.5921260787763352), 'Avila, Spain': (40.656478, -4.7002172), 'Bethania, United Kingdom': (52.2509586, -4.0888576), 'Lincolnshire, England': (53.1823034, -0.2031208542548153), 'Hamilton, New Zealand': (-37.7878809, 175.281788), ', Greece': (38.9953683, 21.9877132), 'New York, United States': (40.7127281, -74.0060152), ', Cyprus': (34.9174159, 32.889902651331866), 'South Australia, Australia': (-30.5343665, 135.6301212), 'Low-laying regions, Sweden': (59.6749712, 14.5208584), 'Serra da Canastra, Minas Gerais state, Brazil': (-20.1615, -46.76365461658604), 'Cornwall, ': (50.443348900000004, -4.62465658489158), 'St Antoine, France': (44.0361186, 0.8397552), 'Amou, Gascony, France': (43.59266, -0.7475291), 'Charentes-Poitou, France': (45.4039367, 0.3756199), 'Co. Carlow, Ireland': (52.69078865, -6.825145150844913), 'Äänekoski, Finland': (62.6032186, 25.7301361), ', Spain': (39.3260685, -4.8379791), 'Ile de France, France': (48.6443057, 2.7537863), 'Seattle, Washington, United States': (47.6038321, -122.330062), 'Minnesota, United States': (45.9896587, -94.6113288), 'Milford, NJ, United States': (41.2222218, -73.0570603), 'Charm, Ohio, United States': (40.5067308, -81.7848553), 'Anjou, France': (45.3462, 4.88149), 'Pinconning, Michigan, United States': (43.853633, -83.964987), 'Derbyshire, Leicestershire, Nottinghamshire, England': (53.1666927, -1.5833223), 'Gujarat, India': (22.3850051, 71.745261), ', Mongolia': (46.8250388, 103.8499736), 'Central Balkan Mountains, Bulgaria': (42.6073975, 25.4856617), 'Schoonrewoerd, Leerdam, Netherlands': (51.920458, 5.1156505), 'North East Victoria, Australia': (-37.8633951, 145.0100994), 'Bavaria, Germany': (48.9467562, 11.4038717), 'Kimball, United States': (41.1881305, -103.6997645), 'Illoud (Haute-Marne), France': (48.2089823, 5.5615126), 'Ann Arbor, Michigan, United States': (42.2813722, -83.7484616), 'Rhone-Alps, France': (45.2968119, 4.6604809), 'Mols, Denmark': (56.187042, 10.460782482125193), 'Island of Pag, Croatia': (45.3658443, 15.6575209), ', Hungary': (47.1817585, 19.5060937), 'Lower Normandy, France': (48.953684499999994, -0.573365358805311), 'Midi-Pyrenees, France': (43.8099068, 1.4344926056549236), 'Huizen, Netherlands': (52.2958122, 5.2567209), 'Upper Corsica, France': (46.603354, 1.8883335), 'Basilicata, Italy': (40.500571, 16.081953), 'Landford, England': (50.9700788, -1.6363792), 'Maribo, Denmark': (54.7758018, 11.5054333), 'Virginia, United States': (37.1232245, -78.4927721), 'Adamstown, Co Wexford, Ireland': (53.3360017, -6.4692321), 'Het Groene Hart, Netherlands': (51.5246, 4.280818038775446), 'Sebastopol, California, United States': (38.4021038, -122.824222), 'Carrigtwohill, Ireland': (51.9094617, -8.2611809), 'County Antrim, Ireland': (54.864725500000006, -6.143637910742768), 'Aberdeenshire, Scotland': (57.166667, -2.666667), 'massif des Causses, France': (46.603354, 1.8883335), 'Asturias, Spain': (43.3133868, -5.94192), 'Allgau, Germany': (47.8241593, 11.6822424), 'Croisy-sur-Eure, France': (49.0291802, 1.346505), 'Northern Wisconsin, United States': (44.94725995, -91.39373410986752), 'Carnia, Italy': (46.3738716, 13.1339829), 'Vorarlberg, Austria': (47.25, 9.9166667), 'Quebec, Canada': (52.4760892, -71.8258668), 'Canary Islands, Spain': (28.286398900000002, -16.796011808910734), 'Banks Peninsular in Canterbury, New Zealand': (-41.5000831, 172.8344077), 'Beira Baixa Province, Portugal': (39.6621648, -8.1353519), 'Fairview, United States': (40.6333724, -90.1637318), 'Aconcagua, Chile': (-33.04383715040669, -71.56622455102398), 'Midi-Pyrénées, France': (43.8099068, 1.4344926056549236), 'Landshut, Germany': (48.536217, 12.1516551), ', New Zealand': (-41.5000831, 172.8344077), ', England': (52.5310214, -1.2649062), 'Languedoc, France': (43.65420305, 3.674669940206605), ', Afghanistan': (33.7680065, 66.2385139), 'NY, United States': (43.1561681, -75.8449946), 'Northeastern Brazil, Brazil': (-10.3333333, -53.2), 'Piedmont, Italy': (45.060735, 7.923549), 'St. Gallen (canton), Tufertschwil, Switzerland': (47.1561047, 9.338323), 'Pembrokeshire, United Kingdom': (51.8339209, -4.916667), 'Canton of Glarus, Switzerland': (46.7985624, 8.2319736), 'South East England, United Kingdom': (51.45115235, -0.9935673736185868), 'Ceredigion, United Kingdom': (52.2945764, -3.9527809990291427), 'Stonegate, East Sussex, England': (53.960910892985034, -1.0833748506182423), 'Tuscany, Italy': (43.4586541, 11.1389204), 'Timsbury, Somerset, Scotland': (56.7861112, -4.1140518), \"Lucerne, Schwyz, Unterwald, and Zoug, and the following additional places: Muri district in d'Argovi, Switzerland\": (47.0505452, 8.3054682), 'Prince Edward Island, Canada': (46.3355508, -63.1466676), 'Prince Edward County, Ontario, Canada': (44.031827, -77.246933), 'Aveyron, France': (44.315857449999996, 2.5065697302419823), 'Calabria, Italy': (39.0565974, 16.5249864), 'British Columbia, Canada': (55.001251, -125.002441), 'Ontario, Canada': (50.000678, -86.000977), 'North Cornwall, England': (51.7561518, 0.4645198), 'Pennsylvania, United States': (40.9699889, -77.7278831), 'Coast of Oregon, United States': (39.7837304, -100.445882), 'Veneto, ': (45.6476663, 11.8665254), ', Australia': (-24.7761086, 134.755), 'Victoria, Australia': (-36.5986096, 144.6780052), 'Pays Basque, France': (47.6867895, 7.3927627), ', Mauritania': (20.2540382, -9.2399263), 'Richfield, Wisconsin, United States': (44.8766431, -93.2877877), 'Poitou-Charentes, France': (46.13244785, -0.15455354898441043), 'Pienza, Italy': (43.0765485, 11.6789076), 'Herault, France': (43.591422, 3.3553309364095925), 'Normandy, Auvilliers, France': (49.0677708, 0.3138532), 'Bourgogne, France': (47.27808725, 4.222486304306048), 'Póvoa de Lanhoso, Portugal': (41.5759516, -8.2699521), 'Cornwall, England': (50.416667, -4.75), 'Roncq, France': (50.7531232, 3.1209016), 'Laqueuille, France': (45.6507627, 2.7320917), 'Bas-Languedoc, Comtat Venaissin, France': (43.687621, 4.2691037), 'Zasavica, Serbia': (44.9454307, 19.4987239)}\n"
+      "{'Galax, Virginia, United States': [36.6612387, -80.9239671], 'Northeastern Brazil, Brazil': [-10.3333333, -53.2], 'Tieton, Washington, United States': [46.7020686, -120.75535], 'Central Balkan Mountains, Bulgaria': [42.6073975, 25.4856617], 'Postel, Belgium': [51.2874865, 5.1897863], ', Netherlands': [52.2434979, 5.6343227], 'Äänekoski, Finland': [62.6032186, 25.7301361], 'New Hampshire, United States': [43.4849133, -71.6553992], 'Friuli Venezia Giulia and Veneto, Italy': [42.6384261, 12.674297], 'County Cavan, Ireland': [54.03497495, -7.2937022825583675], 'Charentes-Poitou, France': [45.4039367, 0.3756199], 'Veneto, ': [45.6476663, 11.8665254], 'Lazio, Sardinia, Italy': [41.9808038, 12.7662312], 'Fairview, United States': [40.6333724, -90.1637318], 'County Wexford, Ireland': [52.46018745, -6.606515459159162], 'Southwestern Wisconsin, United States': [42.53116075, -90.43762550236468], 'Co. Carlow, Ireland': [52.69078865, -6.825145150844913], 'West Pawlet, VT, United States': [43.356893, -73.24966776033015], 'Passendale, Belgium': [50.9003015, 3.0203891], 'Serra da Estrela, Portugal': [40.4358994, -7.516865473467464], 'Centre-Val de Loire, France': [47.5490251, 1.7324062], \"Lucerne, Schwyz, Unterwald, and Zoug, and the following additional places: Muri district in d'Argovi, Switzerland\": [47.0505452, 8.3054682], 'Bjurholm, Sweden': [63.966667, 19.0], 'Po valley region, Italy': [42.6384261, 12.674297], 'Wales, Great Britain': [53.28236125, -3.8286207326666837], ', Denmark': [55.670249, 10.3333283], 'Asiago, Italy': [45.8753771, 11.5106998], 'Flanders, Belgium': [51.096246199999996, 4.178629103169916], 'Languedoc, France': [43.65420305, 3.674669940206605], 'Brickhill, Co. Clare, Ireland': [52.70642975, -8.751786760846851], 'Ontario, Canada': [50.000678, -86.000977], ', Armenia': [4.491976149999999, -75.74135085294314], 'Mornington Peninsula, Melbourne, Australia': [-38.3312575, 145.08106868543985], 'Bergues, France': [50.9683886, 2.4325247], 'Pesaro-Urbino, Italy': [43.694112700000005, 12.701443660480004], 'Cheshire, England': [53.2141028, -2.471770086071205], 'Indiana, United States': [40.3270127, -86.1746933], 'Rhone-Alps, France': [45.2968119, 4.6604809], 'Stranraer, Scotland': [54.9044332, -5.026204], 'Seattle, Washington, United States': [47.6038321, -122.330062], 'St. Gallen (canton), Tufertschwil, Switzerland': [47.1561047, 9.338323], 'South East England, United Kingdom': [51.45115235, -0.9935673736185868], 'Lombardy, Italy': [45.5703694, 9.7732524], 'Utah, United States': [39.4225192, -111.714358], 'Illinois, United States': [40.0796606, -89.4337288], ', Wales': [52.2928116, -3.73893], 'Low-laying regions, Sweden': [59.6749712, 14.5208584], 'Avesnes, France': [50.5495906, 1.9721295], ', Middle East': [39.3014159, -76.5888477], 'Midi-Pyrenees, France': [43.8099068, 1.4344926056549236], 'Southern California, United States': [34.169262950000004, -116.787448181486], 'Piedmont, Italy': [45.060735, 7.923549], 'California, United States': [36.7014631, -118.755997], 'Gloucestershire, England': [51.7643786, -2.1880661838719386], 'North Wootton, England': [52.7923213, 0.4278194], 'Severn Valley, England': [52.454530899999995, -2.3755702502240226], 'Extremadura, Spain': [39.1748426, -6.1529891], 'Cumbrian, United Kingdom': [54.478530449999994, -3.06553306667584], 'Lebanon, CT, United States': [40.375713, -76.4626118], 'Lodi, Italy': [45.2613104, 9.491678060021837], 'Websterville, VT, United States': [44.162985, -72.47576806895253], 'Swabia, Germany': [48.15313125, 10.47129100603846], 'Stewarton, Scotland': [55.680265, -4.5153023], 'Oxfordshire, Great Britain': [51.7412674, -1.2245951], 'Ballarat, Victoria, Australia': [-37.5623013, 143.8605645], 'old Liburnia (Dalmatia), Croatia': [45.3658443, 15.6575209], 'Orkney Isles, Scotland': [56.7861112, -4.1140518], 'Puimichel in Provence Alpes, France': [46.603354, 1.8883335], ', Israel': [30.8124247, 34.8594762], 'Port Townsend, United States': [48.1179702, -122.769544], ', Iraq': [33.0955793, 44.1749775], ', Greece': [38.9953683, 21.9877132], 'Greensboro, VT, United States': [36.0726355, -79.7919754], 'Cornwall, England': [50.443348900000004, -4.62465658489158], 'South West England, England': [51.50076785, -2.5503106339491204], 'Pembrokeshire, United Kingdom': [51.8339209, -4.916667], 'Northern Holland, Netherlands': [52.2434979, 5.6343227], 'Prince Edward Island, Canada': [46.3355508, -63.1466676], 'Central and Western Macedonia, Thessalia, Greece': [38.9953683, 21.9877132], 'Richfield, Wisconsin, United States': [44.8766431, -93.2877877], 'Burgundy, France': [47.27808725, 4.222486304306048], 'Pokolbin, Hunter Valley, Australia': [-32.7792106, 151.2978747], 'Cotswolds, England': [51.7489422, -0.2303579], 'Beara Peninsula, Co. Cork, Ireland': [51.7280451, -9.767906428362338], 'County Tipperary, Clogheen, Ireland': [52.68482145, -7.898147186112796], 'Ceredigion, United Kingdom': [52.2945764, -3.9527809990291427], 'Dorset, England': [50.79683685, -2.34473226124306], 'Maine, United States': [45.709097, -68.8590201], ', Switzerland': [46.7985624, 8.2319736], 'Bethania, United Kingdom': [52.2509586, -4.0888576], 'Laruns, France': [42.9882368, -0.4266324], ', Sweden': [59.6749712, 14.5208584], 'St. Louis, Missouri, United States': [38.6280278, -90.1910154], 'Moliterno, Italy': [40.2423024, 15.868903], 'Minas Gerais, Brazil': [-18.5264844, -44.1588654], 'Troyes , Aube, France': [48.2971626, 4.0746257], 'Veneto, Trentino, Italy': [45.6476663, 11.8665254], 'Lincolnshire, England': [53.1823034, -0.2031208542548153], 'Co. Offaly, Ireland': [53.13617215, -7.810340751784169], 'Quebec, Canada': [52.4760892, -71.8258668], 'Allgau, Germany': [47.8241593, 11.6822424], ', Hungary': [47.1817585, 19.5060937], 'Marathon, NY, United States': [44.8914036, -89.7748098], 'Timsbury, Somerset, Scotland': [56.7861112, -4.1140518], 'Petaluma, California, United States': [38.2325829, -122.636465], 'Landford, England': [50.9700788, -1.6363792], 'Piora Valley, Switzerland': [46.7985624, 8.2319736], 'Burgund, France': [47.27808725, 4.222486304306048], 'Wigtownshire, Scotland': [54.9042579, -5.0248893], 'Macedonia, Thrace, Thessalia, Peloponissos, Ionian Islands, Aegean islands, Crete Island and Epirus, Greece': [40.6186482, 22.91795361795959], ', Australia': [-24.7761086, 134.755], 'Staffordshire, England': [52.824694199999996, -2.0074546723348115], 'Haute Vienne, France': [45.91901925, 1.203176771876291], 'Alba, Italy': [44.7007236, 8.0357786], 'Campania, Italy': [40.860672, 14.843984], 'Taxco, Mexico': [18.5565446, -99.6052838], 'New York, United States': [40.7127281, -74.0060152], 'Svaneti, Samegrelo, Georgia': [42.63545205, 42.24871384619953], 'East Midlands, England': [53.1188177, -1.2597068974971675], 'Fornells de la Selva, Gironès, Spain': [41.9319675, 2.8090343], 'North Cornwall, England': [51.7561518, 0.4645198], 'Colorado, United States': [38.7251776, -105.607716], 'Nicasio, United States': [38.0615885, -122.6985975], ', Brazil': [-10.3333333, -53.2], 'Pyrenees, France': [48.8738565, 2.3852638], 'Derbyshire, Leicestershire, Nottinghamshire, England': [53.1185033, -1.5566179305872214], 'Québec, Canada': [52.4760892, -71.8258668], 'Manitoba, Canada': [55.001251, -97.001038], 'Auvergne, Salers, France': [45.2968119, 4.6604809], 'Upper Corsica, France': [46.603354, 1.8883335], 'Setubal, Palmela and Sesimbra, Portugal': [38.5241783, -8.8932341], 'Roncq, France': [50.7531232, 3.1209016], 'Oregon Coast Range, United States': [39.7837304, -100.445882], ', Mexico': [23.6585116, -102.0077097], 'Roxburghshire, Scotland': [56.7861112, -4.1140518], 'Tipperary, Ireland': [52.4734839, -8.1614446], 'Wisconsin, United States': [44.4308975, -89.6884637], 'Mankato, MN, United States': [44.1634663, -93.9993505], 'Devon, England': [50.724140500000004, -3.6607788161410735], 'Kimball, United States': [41.1881305, -103.6997645], 'Brooklyn NY, United States': [40.6526006, -73.9497211], 'Northern Wisconsin, United States': [44.94725995, -91.39373410986752], 'All Holland, Netherlands': [52.4601118, 4.6056526], 'Tuscany, Italy': [43.4586541, 11.1389204], 'Avila, Spain': [40.656478, -4.7002172], 'Belvederis, Lithuania': [55.0820118, 23.3897023], 'Naples, Italy': [40.8358846, 14.2487679], 'Galicia, Spain': [42.61946, -7.863112], 'Castelo Branco, Fundão and Idanha-a-Nova, Portugal': [39.97675825, -7.446059929966704], 'Pullman, Washington, United States': [46.7304268, -117.173895], 'Aveyron, France': [44.315857449999996, 2.5065697302419823], 'Ann Arbor, Michigan, United States': [42.2813722, -83.7484616], 'Oregon, United States': [43.9792797, -120.737257], ', Austria': [47.59397, 14.12456], 'Bregenzerwald, Kleinwalsertal, Großwalsertal, Laiblachtal (Pfänderstock) and Rheintal, Austria': [47.387028799999996, 9.95606355528393], 'Airedale farming district, New Zealand': [-41.5000831, 172.8344077], 'Cevenes, France': [44.3509309, 3.8584812791602983], 'massif des Causses, France': [46.603354, 1.8883335], 'Stawley, near Wellington, Somerset, England': [50.9961449, -3.3382702], 'Canary Islands, Spain': [28.286398900000002, -16.796011808910734], 'Timsbury, Somerset, England': [51.3271927, -2.4755923], 'Anjou, France': [45.3462, 4.88149], 'Co Limerick, Ireland': [52.518831649999996, -8.795834650292788], 'Coquet, England': [54.88091196980861, -1.5495607774216265], 'Modena, Italy': [44.5384728, 10.935960870530739], 'Herefordshire, West Midlands, United Kingdom': [52.083333, -2.75], 'Dalmatia, Croatia': [43.538796500000004, 16.175235566874342], 'Gloucestershire County, England': [51.9425914, -2.100154122305389], 'Prince Edward County, Ontario, Canada': [44.031827, -77.246933], 'Karlovy Vary, Czech Republic': [50.2306216, 12.8701437], ', Canada': [61.0666922, -107.991707], ', Afghanistan': [33.7680065, 66.2385139], ', Portugal': [39.6621648, -8.1353519], 'Chirac, France': [45.9140138, 0.6548543], 'Allgäu, Germany': [47.5926009, 10.209156], 'Ile de France, France': [48.6443057, 2.7537863], 'French Basque Country, Midi-Pyrénées, France': [46.603354, 1.8883335], 'St Antoine, France': [44.0361186, 0.8397552], ', Spain': [39.3260685, -4.8379791], 'Charentes, France': [45.4039367, 0.3756199], 'Béarnaise in Pyrénées-Atlantique, France': [46.603354, 1.8883335], 'Emilia-Romagna, Italy': [44.525696, 11.039437], 'Kinfauns, Perthshire, Scotland': [56.3822607, -3.36565], 'Bas-Languedoc, Comtat Venaissin, France': [43.687621, 4.2691037], 'Piave Valley, Italy, Italy': [45.735099578237005, 7.320173335891282], 'North East Victoria, Australia': [-37.8633951, 145.0100994], 'Brittany, France': [48.2640845, -2.9202408], 'Fethard, Co Tipperary, Ireland': [52.467222, -7.691111], 'Castilla Leon, Spain': [40.4598868, -3.4720773], 'Carneros, Sonoma, California, United States': [33.223027, -111.70568456233669], 'Loire Valley, France': [47.44927715, -0.34954901296919916], 'Bermondsey, London, England': [51.4970125, -0.063268], 'Bursa, Turkey': [39.9895878, 28.8944669], 'Centre , the department of Loiret, France': [47.5490251, 1.7324062], ', Argentina': [-34.9964963, -64.9672817], 'Pays Basque, France': [47.6867895, 7.3927627], 'Vermont, United States': [44.5990718, -72.5002608], 'Carmarthenshire, Wales': [51.893669849999995, -4.217282721429928], 'Island of Pag, Croatia': [45.3658443, 15.6575209], 'Sebastopol, California, United States': [38.4021038, -122.824222], 'Friuli-Venezia Giulia, Italy': [46.151042, 13.055904], ', Turkey': [39.294076, 35.2316631], 'Schoonrewoerd, Leerdam, Netherlands': [51.920458, 5.1156505], 'Asturias, Spain': [43.3133868, -5.94192], 'Ile-de-France/Champagne, France': [48.5499833, 7.7510775], 'island wide, Cyprus': [34.9174159, 32.889902651331866], 'Rhône-Alpes, France': [45.3175313, 5.721294352585611], 'Aberdeenshire, Scotland': [57.166667, -2.666667], 'Co. Cork, Ireland': [51.917535900000004, -8.58597726870895], 'Oristano, Italy': [40.02656765, 8.679641647435716], 'Zasavica, Serbia': [44.9454307, 19.4987239], 'North Yorkshire, England': [54.13453275, -1.498628491239545], ', Italy': [42.6384261, 12.674297], 'Orkney Islands, Scotland': [58.94182309999999, -3.129694439563327], 'Croisy-sur-Eure, France': [49.0291802, 1.346505], 'Swaledale, North Yorkshire, England': [54.38299324007608, -1.9841360652878535], 'Canton of Glarus, Switzerland': [46.7985624, 8.2319736], 'Pyrenees-Atlantiques, France': [43.18718655, -0.728247400084667], 'Pyrénées, France': [48.8738565, 2.3852638], 'Valencia, Spain': [39.4697065, -0.3763353], 'East Sussex, United Kingdom': [50.9404266, 0.3699977891068864], ', Serbia': [44.024322850000004, 21.07657433209902], 'Oviken, Sweden': [62.9974877, 14.3928671], 'Aquitaine, France': [44.24620635, -0.18399787392367906], 'Dumfriesshire, Scotland': [55.166667, -3.5], 'Huizen, Netherlands': [52.2958122, 5.2567209], 'Leiden, Netherlands': [52.1594747, 4.4908843], 'Gevrey-Chambertin, Burgundy, France': [47.2261857, 4.9705666], 'Azores, Portugal': [37.80855645, -25.473137391245295], 'Dumfries, Scotland': [55.0691397, -3.6107936], 'Rhone Valley, France': [46.603354, 1.8883335], 'Blarney, Ireland': [51.9325233, -8.5678665], 'British Columbia, Canada': [55.001251, -125.002441], 'Castile-Leon, Spain': [41.55005, -5.1387401], 'Illoud (Haute-Marne), France': [48.2089823, 5.5615126], 'Pienza, Italy': [43.0765485, 11.6789076], 'Averyon, France': [46.603354, 1.8883335], 'Banks Peninsular in Canterbury, New Zealand': [-41.5000831, 172.8344077], 'Pyrénées-Atlantiques, France': [43.18718655, -0.728247400084667], 'Hamilton, New Zealand': [-37.7878809, 175.281788], 'New South Wales, Australia': [-31.8759835, 147.2869493], 'Savoie, France': [45.494895150000005, 6.384660381375652], 'Tomales, California, United States': [38.2468075, -122.90630461024097], 'Wallonia, Belgium': [50.154540049999994, 5.399359762971196], 'Aveyron, Laguiole, France': [44.315857449999996, 2.5065697302419823], ', United States': [39.7837304, -100.445882], 'Banon, France': [44.0381752, 5.6296701], 'Emilia Romagna, Italy': [44.525696, 11.039437], 'Wales, London, Wales': [52.41446365, -4.0685073132923], 'New York, France': [44.8705067, -0.5504343], 'Veneto, Italy': [45.6476663, 11.8665254], 'Pays d’Auge, Normandy, France': [49.0356178, 0.1573083324015645], 'Gâtinais, France': [48.15497515, 2.811419156673292], 'Co Clare, Ireland': [52.857257450000006, -8.937435925994537], 'Gravina in Puglia, Murgia, Italy': [40.819725, 16.422779], 'Gippsland, Victoria, Australia': [-37.87448275, 146.9111788341666], 'Monterey, California, United States': [36.2231079, -121.387742], ', Germany': [51.1638175, 10.4478313], ', Mongolia': [46.8250388, 103.8499736], 'Serra da Canastra, Minas Gerais state, Brazil': [-20.1615, -46.76365461658604], 'Pinconning, Michigan, United States': [43.853633, -83.964987], 'Co. Mayo, Ireland': [53.9087056, -9.298304863654256], 'Västra Götaland, Sweden': [58.215850200000006, 12.651820794914073], 'Somerset, England': [51.161750850000004, -3.0753867062227487], 'Carrigtwohill, ': [51.9094617, -8.2611809], 'Calabria, Italy': [39.0565974, 16.5249864], 'Bavaria, Germany': [48.9467562, 11.4038717], ', United Kingdom': [54.7023545, -3.2765753], ', Poland': [52.215933, 19.134422], 'Sulzberg, Austria': [47.52121792021591, 9.91273065974192], ', Mauritania': [20.2540382, -9.2399263], 'Piemonte, Italy': [45.060735, 7.923549], 'Franche Comté, France': [48.68347355, 2.1776625116070027], 'Beira Baixa Province, Portugal': [39.6621648, -8.1353519], 'Valpadana, Italy': [39.60288591417616, 16.626802703803317], 'Carrigtwohill, Ireland': [51.9094617, -8.2611809], 'Maribo, Denmark': [54.7758018, 11.5054333], 'South West England, United Kingdom': [51.0339991, -2.949011916021195], 'Basque, Pyrenees Mountains, France': [45.359277750000004, -1.1480053453043046], 'Crotone, Italy': [39.1873894, 16.87828188895307], 'Provence, France': [44.0580563, 6.0638506], 'province of Brittany, France': [46.603354, 1.8883335], 'Campania, Paestum, Foggia, Italy': [40.860672, 14.843984], 'Shelburne Farms, United States': [34.89046225, -82.24340593189123], 'Treviso, Veneto, Italy': [45.806691349999994, 12.206315763116372], 'Missouri, United States': [38.7604815, -92.5617875], 'Georgia, United States': [32.3293809, -83.1137366], 'North East Victoria, ': [54.699881, -1.6031519], 'Tasmania, Australia': [-42.035067, 146.6366887], 'Amou, Gascony, France': [43.59266, -0.7475291], 'Normandy, France': [49.0677708, 0.3138532], 'County Carlow, Ireland': [52.69078865, -6.825145150844913], 'Berry, France': [44.5760186, 0.3095833], 'Inagh, Co Clare, Ireland': [52.9071704, -9.2345138], 'Mols, Denmark': [56.187042, 10.460782482125193], 'Odell, Bedfordshire, England': [52.21843025, -0.5921260787763352], 'Pembrokeshire, Wales': [51.8339209, -4.916667], 'Comox Valley, Vancouver Island, Canada': [49.670981, -125.0353253], 'Provencale, France': [43.7899311033635, 7.524017533510311], 'Milford, NJ, United States': [41.2222218, -73.0570603], 'Carnia, Italy': [46.3738716, 13.1339829], 'Northwest, United States': [34.3129464, -78.1611077], 'Auvergne, France': [45.2968119, 4.6604809], 'Friuli-Venezia Giulia and the Veneto, Italy': [42.6384261, 12.674297], ', New Zealand': [-41.5000831, 172.8344077], 'Adamstown, Co Wexford, Ireland': [53.3360017, -6.4692321], 'Castille-Leon, Spain': [41.55005, -5.1387401], 'Murazzano, Italy': [44.4746494, 8.0213361], 'Massachusetts, United States': [42.3788774, -72.032366], 'Haute-Savoie / Upper Savoy, France': [46.06904065, 6.344532137164], ', Belgium': [50.6402809, 4.6667145], 'Kent, United Kingdom': [51.20707485, 0.7210361813401444], 'Landshut, Germany': [48.536217, 12.1516551], 'Brisbane, Australia': [-27.4689682, 153.0234991], 'Allgaeu Alps, Germany': [51.1638175, 10.4478313], 'Aconcagua, Chile': [-33.030515957094444, -71.5177984276482], 'Rio Grande do Sul, Brazil': [-29.8425284, -53.7680577], 'Menorca, Balearic Islands, Spain': [39.949257200000005, 4.0499641751186415], 'Isere, France': [45.28979315, 5.634382477386232], 'Stoneyford, Ireland': [52.5362671, -7.2278963], 'Loire, France': [45.75385355, 4.045473682551104], 'Cotherstone, England': [54.570244, -1.9804176], ', England': [52.5310214, -1.2649062], 'Jura, Switzerland': [47.3566699, 7.1598893], 'Charm, Ohio, United States': [40.5067308, -81.7848553], 'Chelmarsh, Bridgnorth, Shropshire, England': [52.4875359, -2.4124407], 'West Bengal, India': [22.9964948, 87.6855882], 'County Antrim, Ireland': [54.864725500000006, -6.143637910742768], ', France': [46.603354, 1.8883335], 'Pennsylvania, United States': [40.9699889, -77.7278831], 'Stonegate, East Sussex, England': [53.960910892985034, -1.0833748506182423], 'Gujarat, India': [22.3850051, 71.745261], ', Cyprus': [34.9174159, 32.889902651331866], 'Vorarlberg, Austria': [47.25, 9.9166667], 'Poitou-Charentes, France': [46.13244785, -0.15455354898441043], 'Larzac, France': [44.74693, 1.0075], 'Sonoma, California, United States': [38.5110803, -122.8473388], 'Midi-Pyrénées, France': [43.8099068, 1.4344926056549236], 'Corsica, France': [42.188089649999995, 9.068413771427695], 'Coast of Oregon, United States': [39.7837304, -100.445882], 'Kilmallock County Limerick, Ireland': [52.400645600000004, -8.571161660434711], 'Greenville, Indiana, United States': [34.851354, -82.3984882], 'Romanian Carpathians, Romania': [46.4046483, 22.9894841933513], 'Basilicata, Italy': [40.500571, 16.081953], 'Lower Normandy, France': [48.953684499999994, -0.573365358805311], 'Lapland, Finland': [67.69291045, 26.728214183162986], 'Normandy, Auvilliers, France': [49.0677708, 0.3138532], 'Languedoc-Roussillon, France': [43.65420305, 3.674669940206605], 'Allagau, Bavarian Alps, Germany': [51.1638175, 10.4478313], 'Buxton, Derbyshire, England': [53.2593422, -1.9100768], 'Bornholm, Denmark': [55.143122399999996, 14.922629658767558], 'Bloomdale, United States': [33.2473378, -96.6794382], 'Cornwall, ': [50.416667, -4.75], 'Barcelona, Spain': [41.3828939, 2.1774322], 'Hunter Valley, Australia': [-32.5421803, 151.2185641], 'North Carolina, United States': [35.6729639, -79.0392919], 'Laqueuille, France': [45.6507627, 2.7320917], 'Minnesota, United States': [45.9896587, -94.6113288], 'Sardinia & Campania, Italy': [42.6384261, 12.674297], 'South Australia, Australia': [-30.5343665, 135.6301212], 'Central and Western Macedonia, Thessaly, Greece': [38.9953683, 21.9877132], ', Ireland': [52.865196, -7.9794599], 'NY, United States': [43.1561681, -75.8449946], 'Bourgogne, France': [47.27808725, 4.222486304306048], 'Virginia, United States': [37.1232245, -78.4927721], 'Póvoa de Lanhoso, Portugal': [41.5759516, -8.2699521], 'Colby, Wisconsin, United States': [44.5684775, -69.66002565150262], 'Lanarkshire, Scotland': [55.5752966, -3.833333], 'Herault, France': [43.591422, 3.3553309364095925], ', Scotland': [56.7861112, -4.1140518], 'Murcia, Spain': [37.9923795, -1.1305431], 'La Velle, Wisconsin, United States': [45.1699553, -109.88428658948227], 'Ann Arbor, MI, United States': [42.2813722, -83.7484616], 'New Jersey, United States': [40.0757384, -74.4041622], 'Duhallow, Ireland': [52.1837912, -9.00609563330653], ', Iceland': [64.9841821, -18.1059013], 'Iowa, United States': [41.9216734, -93.3122705], 'Queenstown, New Zealand': [-45.0321923, 168.661], 'Tain, Scotland': [57.8119372, -4.0550663], 'Sardegna, Italy': [40.0912813, 9.0305773], 'Nottinghamshire, England': [53.1459288, -1.0214971168122484], 'Peekskill, United States': [41.289811, -73.9204922], 'Fife, Scotland': [56.3333331, -3.0000001], 'Umbria, Lazio, Italy': [42.965916, 12.490236], 'Nord-Pas-de-Calais, France': [50.5289634, 2.454515765955904], 'Victoria, Australia': [-36.5986096, 144.6780052], 'Het Groene Hart, Netherlands': [51.5246, 4.280818038775446], 'Inagh, Co Clare, ': [52.9071704, -9.2345138], ', Holland': [52.2434979, 5.6343227]}\n"
      ]
     }
    ],
@@ -3461,152 +2185,383 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
-   "id": "c82851db-2726-4f3a-977c-fef529d9fd8c",
+   "execution_count": 17,
+   "id": "204d1446-e58f-4585-8ac0-7466930e4291",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{', Mexico and Caribbean'}\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "print(errors)"
+    "latitudes, longitudes=[],[]\n",
+    "for i,value in enumerate(data.location):\n",
+    "    latitudes.append(locations_to_gps[value][0])\n",
+    "    longitudes.append(locations_to_gps[value][1])\n",
+    "data[\"latitude\"]=latitudes\n",
+    "data[\"longitude\"]=longitudes"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 76,
-   "id": "f86ec162-6391-49f5-964a-f70f17163a4a",
+   "execution_count": 18,
+   "id": "0e10c205-7492-489d-8404-da10c8a6a487",
    "metadata": {},
    "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>cheese</th>\n",
+       "      <th>milk</th>\n",
+       "      <th>country</th>\n",
+       "      <th>region</th>\n",
+       "      <th>family</th>\n",
+       "      <th>type</th>\n",
+       "      <th>texture</th>\n",
+       "      <th>rind</th>\n",
+       "      <th>color</th>\n",
+       "      <th>flavor</th>\n",
+       "      <th>aroma</th>\n",
+       "      <th>vegetarian</th>\n",
+       "      <th>vegan</th>\n",
+       "      <th>location</th>\n",
+       "      <th>latitude</th>\n",
+       "      <th>longitude</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Aarewasser</td>\n",
+       "      <td>cow</td>\n",
+       "      <td>Switzerland</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>semi-soft</td>\n",
+       "      <td>buttery</td>\n",
+       "      <td>washed</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>sweet</td>\n",
+       "      <td>buttery</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>, Switzerland</td>\n",
+       "      <td>46.798562</td>\n",
+       "      <td>8.231974</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Abbaye de Belloc</td>\n",
+       "      <td>sheep</td>\n",
+       "      <td>France</td>\n",
+       "      <td>Pays Basque</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>semi-hard, artisan</td>\n",
+       "      <td>creamy, dense, firm</td>\n",
+       "      <td>natural</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>burnt caramel</td>\n",
+       "      <td>lanoline</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Pays Basque, France</td>\n",
+       "      <td>47.686790</td>\n",
+       "      <td>7.392763</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Abbaye de Belval</td>\n",
+       "      <td>cow</td>\n",
+       "      <td>France</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>semi-hard</td>\n",
+       "      <td>elastic</td>\n",
+       "      <td>washed</td>\n",
+       "      <td>ivory</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>aromatic</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>, France</td>\n",
+       "      <td>46.603354</td>\n",
+       "      <td>1.888334</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Abbaye de Citeaux</td>\n",
+       "      <td>cow</td>\n",
+       "      <td>France</td>\n",
+       "      <td>Burgundy</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>semi-soft, artisan, brined</td>\n",
+       "      <td>creamy, dense, smooth</td>\n",
+       "      <td>washed</td>\n",
+       "      <td>white</td>\n",
+       "      <td>acidic, milky, smooth</td>\n",
+       "      <td>barnyardy, earthy</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Burgundy, France</td>\n",
+       "      <td>47.278087</td>\n",
+       "      <td>4.222486</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Abbaye de Tamié</td>\n",
+       "      <td>cow</td>\n",
+       "      <td>France</td>\n",
+       "      <td>Savoie</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>soft, artisan</td>\n",
+       "      <td>creamy, open, smooth</td>\n",
+       "      <td>washed</td>\n",
+       "      <td>white</td>\n",
+       "      <td>fruity, nutty</td>\n",
+       "      <td>perfumed, pungent</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Savoie, France</td>\n",
+       "      <td>45.494895</td>\n",
+       "      <td>6.384660</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1182</th>\n",
+       "      <td>Sveciaost</td>\n",
+       "      <td>cow</td>\n",
+       "      <td>Sweden</td>\n",
+       "      <td>Low-laying regions</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>semi-hard, brined</td>\n",
+       "      <td>creamy, supple</td>\n",
+       "      <td>rindless</td>\n",
+       "      <td>pale yellow</td>\n",
+       "      <td>acidic</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Low-laying regions, Sweden</td>\n",
+       "      <td>59.674971</td>\n",
+       "      <td>14.520858</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1183</th>\n",
+       "      <td>Swag</td>\n",
+       "      <td>goat</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>South Australia</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>fresh firm, artisan</td>\n",
+       "      <td>creamy, crumbly</td>\n",
+       "      <td>ash coated</td>\n",
+       "      <td>white</td>\n",
+       "      <td>acidic, creamy</td>\n",
+       "      <td>fresh</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>South Australia, Australia</td>\n",
+       "      <td>-30.534367</td>\n",
+       "      <td>135.630121</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1184</th>\n",
+       "      <td>Swaledale</td>\n",
+       "      <td>sheep</td>\n",
+       "      <td>England</td>\n",
+       "      <td>Swaledale, North Yorkshire</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>hard</td>\n",
+       "      <td>semi firm</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>smooth, sweet</td>\n",
+       "      <td>floral</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Swaledale, North Yorkshire, England</td>\n",
+       "      <td>54.382993</td>\n",
+       "      <td>-1.984136</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1185</th>\n",
+       "      <td>Sweet Style Swiss</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Switzerland</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>semi-hard, artisan</td>\n",
+       "      <td>firm, supple</td>\n",
+       "      <td>waxed</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>nutty</td>\n",
+       "      <td>nutty, sweet</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>, Switzerland</td>\n",
+       "      <td>46.798562</td>\n",
+       "      <td>8.231974</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1186</th>\n",
+       "      <td>Swiss cheese</td>\n",
+       "      <td>cow</td>\n",
+       "      <td>United States</td>\n",
+       "      <td></td>\n",
+       "      <td>Swiss Cheese</td>\n",
+       "      <td>hard, artisan, processed</td>\n",
+       "      <td>firm</td>\n",
+       "      <td>rindless</td>\n",
+       "      <td>pale yellow</td>\n",
+       "      <td>nutty, sweet</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>, United States</td>\n",
+       "      <td>39.783730</td>\n",
+       "      <td>-100.445882</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1140 rows × 16 columns</p>\n",
+       "</div>"
+      ],
       "text/plain": [
-       "1"
+       "                 cheese   milk        country                      region  \\\n",
+       "0            Aarewasser    cow    Switzerland                               \n",
+       "1      Abbaye de Belloc  sheep         France                 Pays Basque   \n",
+       "2      Abbaye de Belval    cow         France                               \n",
+       "3     Abbaye de Citeaux    cow         France                    Burgundy   \n",
+       "4       Abbaye de Tamié    cow         France                      Savoie   \n",
+       "...                 ...    ...            ...                         ...   \n",
+       "1182          Sveciaost    cow         Sweden          Low-laying regions   \n",
+       "1183               Swag   goat      Australia             South Australia   \n",
+       "1184          Swaledale  sheep        England  Swaledale, North Yorkshire   \n",
+       "1185  Sweet Style Swiss    NaN    Switzerland                               \n",
+       "1186       Swiss cheese    cow  United States                               \n",
+       "\n",
+       "            family                        type                texture  \\\n",
+       "0              NaN                   semi-soft                buttery   \n",
+       "1              NaN          semi-hard, artisan    creamy, dense, firm   \n",
+       "2              NaN                   semi-hard                elastic   \n",
+       "3              NaN  semi-soft, artisan, brined  creamy, dense, smooth   \n",
+       "4              NaN               soft, artisan   creamy, open, smooth   \n",
+       "...            ...                         ...                    ...   \n",
+       "1182           NaN           semi-hard, brined         creamy, supple   \n",
+       "1183           NaN         fresh firm, artisan        creamy, crumbly   \n",
+       "1184           NaN                        hard              semi firm   \n",
+       "1185           NaN          semi-hard, artisan           firm, supple   \n",
+       "1186  Swiss Cheese    hard, artisan, processed                   firm   \n",
+       "\n",
+       "            rind        color                 flavor              aroma  \\\n",
+       "0         washed       yellow                  sweet            buttery   \n",
+       "1        natural       yellow          burnt caramel           lanoline   \n",
+       "2         washed        ivory                    NaN           aromatic   \n",
+       "3         washed        white  acidic, milky, smooth  barnyardy, earthy   \n",
+       "4         washed        white          fruity, nutty  perfumed, pungent   \n",
+       "...          ...          ...                    ...                ...   \n",
+       "1182    rindless  pale yellow                 acidic                NaN   \n",
+       "1183  ash coated        white         acidic, creamy              fresh   \n",
+       "1184         NaN       yellow          smooth, sweet             floral   \n",
+       "1185       waxed          NaN                  nutty       nutty, sweet   \n",
+       "1186    rindless  pale yellow           nutty, sweet                NaN   \n",
+       "\n",
+       "     vegetarian  vegan                             location   latitude  \\\n",
+       "0         False  False                        , Switzerland  46.798562   \n",
+       "1          True  False                  Pays Basque, France  47.686790   \n",
+       "2         False  False                             , France  46.603354   \n",
+       "3         False  False                     Burgundy, France  47.278087   \n",
+       "4         False  False                       Savoie, France  45.494895   \n",
+       "...         ...    ...                                  ...        ...   \n",
+       "1182      False  False           Low-laying regions, Sweden  59.674971   \n",
+       "1183       True  False           South Australia, Australia -30.534367   \n",
+       "1184       True  False  Swaledale, North Yorkshire, England  54.382993   \n",
+       "1185      False  False                        , Switzerland  46.798562   \n",
+       "1186       True  False                      , United States  39.783730   \n",
+       "\n",
+       "       longitude  \n",
+       "0       8.231974  \n",
+       "1       7.392763  \n",
+       "2       1.888334  \n",
+       "3       4.222486  \n",
+       "4       6.384660  \n",
+       "...          ...  \n",
+       "1182   14.520858  \n",
+       "1183  135.630121  \n",
+       "1184   -1.984136  \n",
+       "1185    8.231974  \n",
+       "1186 -100.445882  \n",
+       "\n",
+       "[1140 rows x 16 columns]"
       ]
      },
-     "execution_count": 76,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "len(errors)"
+    "data"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 77,
-   "id": "2fc155c5-04d6-4e4e-a3be-e4b85a96cf40",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "466d8424-dcf5-430b-b38d-5789886b0a0a",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "0ac0c719-1318-4110-94e1-d040b76a7614",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "6a409cbe-e43e-45a1-a288-ad86cec8d049",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "a11adbb8-0ed1-4184-99e9-a0d17af246b5",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "f3572930-ea91-4d5c-ae95-b0fa9a82f00b",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "279a0428-b8cd-4877-8fd7-bed5a7a6d654",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "5a24e704-89c0-41d0-ac53-59a17037a6b9",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "0120c67b-9558-40f5-a237-79f758e6854e",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "f1ea4400-abc8-4c46-8f6e-240e7fde3c93",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "204d1446-e58f-4585-8ac0-7466930e4291",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "id": "d41b1dc8-90df-44b8-9d83-d218f82a3637",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "len(locations)\n",
-    "locations\n",
-    "x=[]\n",
-    "y=[]\n",
-    "for l in locations:\n",
-    "    if l is not None:\n",
-    "        x.append(l[0])\n",
-    "        y.append(l[1])\n",
-    "plt.plot(x,y,\".\")"
+    "x=data[\"longitude\"]\n",
+    "y=data[\"latitude\"]\n",
+    "plt.plot(x,y,\".\");"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "id": "66ce4e4a-7006-411f-abd0-ee94d7cf99b3",
    "metadata": {},
    "outputs": [],
@@ -3624,16 +2579,14 @@
     "                continue\n",
     "            values = values.union([x.strip() for x in set(val.split(\",\"))])\n",
     "        attributes = attributes.union(values)\n",
-    "    \n",
-    "    \n",
-    "    row_attrs = [set() for _ in range(len(df))] # get the attributes specific to each row\n",
+    "    row_attrs = [set() for _ in range(len(df))]  # get the attributes specific to each row\n",
     "    for col in cols:\n",
     "        for i, row in enumerate(df[col]):\n",
     "            if type(row) != float:\n",
     "                row_attrs[i] = row_attrs[i].union([x.strip() for x in row.split(\",\")])\n",
-    "\n",
     "    for attr in attributes: # Add attributes rows\n",
     "        df[attr] = list(attr in row_attrs[i] for i in range(len(df[col])))\n",
+    "        df=df.copy()\n",
     "    for col in cols:\n",
     "        del df[col]\n",
     "\n",
@@ -3642,7 +2595,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
    "id": "fda6aaad-7b1e-4daa-8d28-cd049df9cec2",
    "metadata": {},
    "outputs": [],
@@ -3650,6 +2603,391 @@
     "data_features=filter_df(data)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "99d028a8-326d-4fbd-ba01-19a8ab4b4557",
+   "metadata": {},
+   "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>cheese</th>\n",
+       "      <th>region</th>\n",
+       "      <th>color</th>\n",
+       "      <th>vegetarian</th>\n",
+       "      <th>vegan</th>\n",
+       "      <th>location</th>\n",
+       "      <th>latitude</th>\n",
+       "      <th>longitude</th>\n",
+       "      <th></th>\n",
+       "      <th>Lithuania</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Italian Cheese</th>\n",
+       "      <th>Scotland</th>\n",
+       "      <th>Mexico</th>\n",
+       "      <th>burnt caramel</th>\n",
+       "      <th>lactic</th>\n",
+       "      <th>Raclette</th>\n",
+       "      <th>rindless</th>\n",
+       "      <th>water buffalo</th>\n",
+       "      <th>Mauritania</th>\n",
+       "      <th>Belgium</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Aarewasser</td>\n",
+       "      <td></td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>, Switzerland</td>\n",
+       "      <td>46.798562</td>\n",
+       "      <td>8.231974</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Abbaye de Belloc</td>\n",
+       "      <td>Pays Basque</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Pays Basque, France</td>\n",
+       "      <td>47.686790</td>\n",
+       "      <td>7.392763</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Abbaye de Belval</td>\n",
+       "      <td></td>\n",
+       "      <td>ivory</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>, France</td>\n",
+       "      <td>46.603354</td>\n",
+       "      <td>1.888334</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Abbaye de Citeaux</td>\n",
+       "      <td>Burgundy</td>\n",
+       "      <td>white</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Burgundy, France</td>\n",
+       "      <td>47.278087</td>\n",
+       "      <td>4.222486</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Abbaye de Tamié</td>\n",
+       "      <td>Savoie</td>\n",
+       "      <td>white</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Savoie, France</td>\n",
+       "      <td>45.494895</td>\n",
+       "      <td>6.384660</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1182</th>\n",
+       "      <td>Sveciaost</td>\n",
+       "      <td>Low-laying regions</td>\n",
+       "      <td>pale yellow</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Low-laying regions, Sweden</td>\n",
+       "      <td>59.674971</td>\n",
+       "      <td>14.520858</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1183</th>\n",
+       "      <td>Swag</td>\n",
+       "      <td>South Australia</td>\n",
+       "      <td>white</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>South Australia, Australia</td>\n",
+       "      <td>-30.534367</td>\n",
+       "      <td>135.630121</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1184</th>\n",
+       "      <td>Swaledale</td>\n",
+       "      <td>Swaledale, North Yorkshire</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Swaledale, North Yorkshire, England</td>\n",
+       "      <td>54.382993</td>\n",
+       "      <td>-1.984136</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1185</th>\n",
+       "      <td>Sweet Style Swiss</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>, Switzerland</td>\n",
+       "      <td>46.798562</td>\n",
+       "      <td>8.231974</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1186</th>\n",
+       "      <td>Swiss cheese</td>\n",
+       "      <td></td>\n",
+       "      <td>pale yellow</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>, United States</td>\n",
+       "      <td>39.783730</td>\n",
+       "      <td>-100.445882</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1140 rows × 204 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 cheese                      region        color vegetarian  \\\n",
+       "0            Aarewasser                                   yellow      False   \n",
+       "1      Abbaye de Belloc                 Pays Basque       yellow       True   \n",
+       "2      Abbaye de Belval                                    ivory      False   \n",
+       "3     Abbaye de Citeaux                    Burgundy        white      False   \n",
+       "4       Abbaye de Tamié                      Savoie        white      False   \n",
+       "...                 ...                         ...          ...        ...   \n",
+       "1182          Sveciaost          Low-laying regions  pale yellow      False   \n",
+       "1183               Swag             South Australia        white       True   \n",
+       "1184          Swaledale  Swaledale, North Yorkshire       yellow       True   \n",
+       "1185  Sweet Style Swiss                                      NaN      False   \n",
+       "1186       Swiss cheese                              pale yellow       True   \n",
+       "\n",
+       "      vegan                             location   latitude   longitude  \\\n",
+       "0     False                        , Switzerland  46.798562    8.231974   \n",
+       "1     False                  Pays Basque, France  47.686790    7.392763   \n",
+       "2     False                             , France  46.603354    1.888334   \n",
+       "3     False                     Burgundy, France  47.278087    4.222486   \n",
+       "4     False                       Savoie, France  45.494895    6.384660   \n",
+       "...     ...                                  ...        ...         ...   \n",
+       "1182  False           Low-laying regions, Sweden  59.674971   14.520858   \n",
+       "1183  False           South Australia, Australia -30.534367  135.630121   \n",
+       "1184  False  Swaledale, North Yorkshire, England  54.382993   -1.984136   \n",
+       "1185  False                        , Switzerland  46.798562    8.231974   \n",
+       "1186  False                      , United States  39.783730 -100.445882   \n",
+       "\n",
+       "             Lithuania  ...  Italian Cheese  Scotland  Mexico  burnt caramel  \\\n",
+       "0     False      False  ...           False     False   False          False   \n",
+       "1     False      False  ...           False     False   False           True   \n",
+       "2     False      False  ...           False     False   False          False   \n",
+       "3     False      False  ...           False     False   False          False   \n",
+       "4     False      False  ...           False     False   False          False   \n",
+       "...     ...        ...  ...             ...       ...     ...            ...   \n",
+       "1182  False      False  ...           False     False   False          False   \n",
+       "1183  False      False  ...           False     False   False          False   \n",
+       "1184  False      False  ...           False     False   False          False   \n",
+       "1185  False      False  ...           False     False   False          False   \n",
+       "1186  False      False  ...           False     False   False          False   \n",
+       "\n",
+       "      lactic  Raclette  rindless  water buffalo  Mauritania  Belgium  \n",
+       "0      False     False     False          False       False    False  \n",
+       "1      False     False     False          False       False    False  \n",
+       "2      False     False     False          False       False    False  \n",
+       "3      False     False     False          False       False    False  \n",
+       "4      False     False     False          False       False    False  \n",
+       "...      ...       ...       ...            ...         ...      ...  \n",
+       "1182   False     False      True          False       False    False  \n",
+       "1183   False     False     False          False       False    False  \n",
+       "1184   False     False     False          False       False    False  \n",
+       "1185   False     False     False          False       False    False  \n",
+       "1186   False     False      True          False       False    False  \n",
+       "\n",
+       "[1140 rows x 204 columns]"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_features"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "a1b022a3-a2f9-4e39-9e79-48ae9f6adca5",
@@ -3660,7 +2998,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "id": "94bcde38-784b-41d9-89b0-3e2e17aa2979",
    "metadata": {},
    "outputs": [],
@@ -3670,7 +3008,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 24,
    "id": "7b2b9d3e-d7da-4f43-9e1c-4e62e837ed0b",
    "metadata": {},
    "outputs": [],
@@ -3678,26 +3016,6 @@
     "c=tree.DecisionTreeClassifier()"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "0b52b082-0554-45f2-9eff-e6a3ba6a8d08",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "c.fit("
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "6d0b0d25-3476-4fbb-84c7-008437e87903",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "data[[\"country\",\"region\"]]"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "100a7c2e-2d24-4814-bd68-4b9f6433ce4d",
@@ -3711,10 +3029,385 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 27,
    "id": "24e7ff6e-c308-4cc8-aeac-eeb372f4c479",
    "metadata": {},
-   "outputs": [],
+   "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>cheese</th>\n",
+       "      <th>region</th>\n",
+       "      <th>color</th>\n",
+       "      <th>vegetarian</th>\n",
+       "      <th>vegan</th>\n",
+       "      <th>location</th>\n",
+       "      <th>latitude</th>\n",
+       "      <th>longitude</th>\n",
+       "      <th></th>\n",
+       "      <th>Lithuania</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Italian Cheese</th>\n",
+       "      <th>Scotland</th>\n",
+       "      <th>Mexico</th>\n",
+       "      <th>burnt caramel</th>\n",
+       "      <th>lactic</th>\n",
+       "      <th>Raclette</th>\n",
+       "      <th>rindless</th>\n",
+       "      <th>water buffalo</th>\n",
+       "      <th>Mauritania</th>\n",
+       "      <th>Belgium</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Aarewasser</td>\n",
+       "      <td></td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>, Switzerland</td>\n",
+       "      <td>46.798562</td>\n",
+       "      <td>8.231974</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Abbaye de Belloc</td>\n",
+       "      <td>Pays Basque</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Pays Basque, France</td>\n",
+       "      <td>47.686790</td>\n",
+       "      <td>7.392763</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Abbaye de Belval</td>\n",
+       "      <td></td>\n",
+       "      <td>ivory</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>, France</td>\n",
+       "      <td>46.603354</td>\n",
+       "      <td>1.888334</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Abbaye de Citeaux</td>\n",
+       "      <td>Burgundy</td>\n",
+       "      <td>white</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Burgundy, France</td>\n",
+       "      <td>47.278087</td>\n",
+       "      <td>4.222486</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Abbaye de Tamié</td>\n",
+       "      <td>Savoie</td>\n",
+       "      <td>white</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Savoie, France</td>\n",
+       "      <td>45.494895</td>\n",
+       "      <td>6.384660</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1182</th>\n",
+       "      <td>Sveciaost</td>\n",
+       "      <td>Low-laying regions</td>\n",
+       "      <td>pale yellow</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Low-laying regions, Sweden</td>\n",
+       "      <td>59.674971</td>\n",
+       "      <td>14.520858</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1183</th>\n",
+       "      <td>Swag</td>\n",
+       "      <td>South Australia</td>\n",
+       "      <td>white</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>South Australia, Australia</td>\n",
+       "      <td>-30.534367</td>\n",
+       "      <td>135.630121</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1184</th>\n",
+       "      <td>Swaledale</td>\n",
+       "      <td>Swaledale, North Yorkshire</td>\n",
+       "      <td>yellow</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Swaledale, North Yorkshire, England</td>\n",
+       "      <td>54.382993</td>\n",
+       "      <td>-1.984136</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1185</th>\n",
+       "      <td>Sweet Style Swiss</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>, Switzerland</td>\n",
+       "      <td>46.798562</td>\n",
+       "      <td>8.231974</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1186</th>\n",
+       "      <td>Swiss cheese</td>\n",
+       "      <td></td>\n",
+       "      <td>pale yellow</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>, United States</td>\n",
+       "      <td>39.783730</td>\n",
+       "      <td>-100.445882</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1140 rows × 204 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 cheese                      region        color vegetarian  \\\n",
+       "0            Aarewasser                                   yellow      False   \n",
+       "1      Abbaye de Belloc                 Pays Basque       yellow       True   \n",
+       "2      Abbaye de Belval                                    ivory      False   \n",
+       "3     Abbaye de Citeaux                    Burgundy        white      False   \n",
+       "4       Abbaye de Tamié                      Savoie        white      False   \n",
+       "...                 ...                         ...          ...        ...   \n",
+       "1182          Sveciaost          Low-laying regions  pale yellow      False   \n",
+       "1183               Swag             South Australia        white       True   \n",
+       "1184          Swaledale  Swaledale, North Yorkshire       yellow       True   \n",
+       "1185  Sweet Style Swiss                                      NaN      False   \n",
+       "1186       Swiss cheese                              pale yellow       True   \n",
+       "\n",
+       "      vegan                             location   latitude   longitude  \\\n",
+       "0     False                        , Switzerland  46.798562    8.231974   \n",
+       "1     False                  Pays Basque, France  47.686790    7.392763   \n",
+       "2     False                             , France  46.603354    1.888334   \n",
+       "3     False                     Burgundy, France  47.278087    4.222486   \n",
+       "4     False                       Savoie, France  45.494895    6.384660   \n",
+       "...     ...                                  ...        ...         ...   \n",
+       "1182  False           Low-laying regions, Sweden  59.674971   14.520858   \n",
+       "1183  False           South Australia, Australia -30.534367  135.630121   \n",
+       "1184  False  Swaledale, North Yorkshire, England  54.382993   -1.984136   \n",
+       "1185  False                        , Switzerland  46.798562    8.231974   \n",
+       "1186  False                      , United States  39.783730 -100.445882   \n",
+       "\n",
+       "             Lithuania  ...  Italian Cheese  Scotland  Mexico  burnt caramel  \\\n",
+       "0     False      False  ...           False     False   False          False   \n",
+       "1     False      False  ...           False     False   False           True   \n",
+       "2     False      False  ...           False     False   False          False   \n",
+       "3     False      False  ...           False     False   False          False   \n",
+       "4     False      False  ...           False     False   False          False   \n",
+       "...     ...        ...  ...             ...       ...     ...            ...   \n",
+       "1182  False      False  ...           False     False   False          False   \n",
+       "1183  False      False  ...           False     False   False          False   \n",
+       "1184  False      False  ...           False     False   False          False   \n",
+       "1185  False      False  ...           False     False   False          False   \n",
+       "1186  False      False  ...           False     False   False          False   \n",
+       "\n",
+       "      lactic  Raclette  rindless  water buffalo  Mauritania  Belgium  \n",
+       "0      False     False     False          False       False    False  \n",
+       "1      False     False     False          False       False    False  \n",
+       "2      False     False     False          False       False    False  \n",
+       "3      False     False     False          False       False    False  \n",
+       "4      False     False     False          False       False    False  \n",
+       "...      ...       ...       ...            ...         ...      ...  \n",
+       "1182   False     False      True          False       False    False  \n",
+       "1183   False     False     False          False       False    False  \n",
+       "1184   False     False     False          False       False    False  \n",
+       "1185   False     False     False          False       False    False  \n",
+       "1186   False     False      True          False       False    False  \n",
+       "\n",
+       "[1140 rows x 204 columns]"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "data_features"
    ]
@@ -3745,10 +3438,65 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
    "id": "42a1e4ed-9a1e-41f8-a322-b5d2de68d24a",
    "metadata": {},
-   "outputs": [],
+   "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>cheese</th>\n",
+       "      <th>milk</th>\n",
+       "      <th>country</th>\n",
+       "      <th>region</th>\n",
+       "      <th>family</th>\n",
+       "      <th>type</th>\n",
+       "      <th>texture</th>\n",
+       "      <th>rind</th>\n",
+       "      <th>color</th>\n",
+       "      <th>flavor</th>\n",
+       "      <th>aroma</th>\n",
+       "      <th>vegetarian</th>\n",
+       "      <th>vegan</th>\n",
+       "      <th>location</th>\n",
+       "      <th>latitude</th>\n",
+       "      <th>longitude</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Empty DataFrame\n",
+       "Columns: [cheese, milk, country, region, family, type, texture, rind, color, flavor, aroma, vegetarian, vegan, location, latitude, longitude]\n",
+       "Index: []"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "data[pd.isnull(data[\"country\"])&pd.isnull(data[\"region\"])]\n"
    ]
@@ -3763,31 +3511,3117 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 29,
    "id": "2e6b0dc1-030c-4239-803f-52736a41bcb5",
    "metadata": {},
    "outputs": [],
    "source": [
-    "data"
+    "data_features_only=data_features.drop(columns=[\"vegetarian\",\"vegan\",\"cheese\",\"region\",\"color\",\"location\",\"latitude\",\"longitude\"])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 30,
    "id": "23b75579-95bb-4889-928f-9c3c1309a18a",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "196"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "apriori(data)"
+    "data_features_only.shape[1]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b76e8b2f-2efc-43f7-9aa7-fffb960313ad",
+   "metadata": {},
+   "source": [
+    "We have $196$ features in our data, that is very big compared to the number of rows of our data. So, we choose a min_support of $0.1$ during the apriori algorithm for pattern mining. "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 42,
+   "id": "e7113235-7546-4c71-9b34-181472466d20",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>support</th>\n",
+       "      <th>itemsets</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.188596</td>\n",
+       "      <td>(hard)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.328947</td>\n",
+       "      <td>(soft)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.108772</td>\n",
+       "      <td>(washed)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.298246</td>\n",
+       "      <td>(smooth)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.221053</td>\n",
+       "      <td>(firm)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0.135088</td>\n",
+       "      <td>(spicy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>0.075439</td>\n",
+       "      <td>(Cheddar)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0.097368</td>\n",
+       "      <td>(salty)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>0.079825</td>\n",
+       "      <td>(bloomy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>0.108772</td>\n",
+       "      <td>(soft-ripened)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>0.195614</td>\n",
+       "      <td>(semi-hard)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>(cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>0.560526</td>\n",
+       "      <td>(creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>0.088596</td>\n",
+       "      <td>(earthy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>0.148246</td>\n",
+       "      <td>(France)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>0.060526</td>\n",
+       "      <td>(savory)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>0.055263</td>\n",
+       "      <td>(herbaceous)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>0.224561</td>\n",
+       "      <td>(goat)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>0.078070</td>\n",
+       "      <td>(Blue)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>0.098246</td>\n",
+       "      <td>(aromatic)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>0.079825</td>\n",
+       "      <td>(dense)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>0.072807</td>\n",
+       "      <td>(England)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>0.070175</td>\n",
+       "      <td>(blue-veined)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>0.057018</td>\n",
+       "      <td>(Canada)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>0.254386</td>\n",
+       "      <td>(sweet)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>0.054386</td>\n",
+       "      <td>(supple)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>0.371053</td>\n",
+       "      <td>(natural)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>0.136842</td>\n",
+       "      <td>(strong)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>0.135088</td>\n",
+       "      <td>(rich)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>0.087719</td>\n",
+       "      <td>(fruity)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>0.135965</td>\n",
+       "      <td>(tangy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>0.055263</td>\n",
+       "      <td>(Brie)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>0.198246</td>\n",
+       "      <td>(mild)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>0.078070</td>\n",
+       "      <td>(sharp)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>0.267544</td>\n",
+       "      <td>(United States)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>0.066667</td>\n",
+       "      <td>(full-flavored)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>0.188596</td>\n",
+       "      <td>(crumbly)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>0.203509</td>\n",
+       "      <td>(nutty)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>0.058772</td>\n",
+       "      <td>(fresh soft)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>0.067544</td>\n",
+       "      <td>(grassy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>0.069298</td>\n",
+       "      <td>(open)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>0.123684</td>\n",
+       "      <td>(Italy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>0.160526</td>\n",
+       "      <td>(sheep)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>0.052632</td>\n",
+       "      <td>(compact)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>0.100877</td>\n",
+       "      <td>(milky)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>0.228947</td>\n",
+       "      <td>(semi-soft)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>0.203509</td>\n",
+       "      <td>(buttery)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>0.064912</td>\n",
+       "      <td>(acidic)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48</th>\n",
+       "      <td>0.541228</td>\n",
+       "      <td>(artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>0.126316</td>\n",
+       "      <td>(fresh)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>0.089474</td>\n",
+       "      <td>(rindless)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>51</th>\n",
+       "      <td>0.064035</td>\n",
+       "      <td>(hard, firm)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>52</th>\n",
+       "      <td>0.142982</td>\n",
+       "      <td>(hard, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>53</th>\n",
+       "      <td>0.060526</td>\n",
+       "      <td>(hard, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>54</th>\n",
+       "      <td>0.050877</td>\n",
+       "      <td>(sweet, hard)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55</th>\n",
+       "      <td>0.103509</td>\n",
+       "      <td>(hard, natural)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>56</th>\n",
+       "      <td>0.084211</td>\n",
+       "      <td>(hard, crumbly)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>57</th>\n",
+       "      <td>0.072807</td>\n",
+       "      <td>(hard, nutty)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58</th>\n",
+       "      <td>0.110526</td>\n",
+       "      <td>(hard, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>59</th>\n",
+       "      <td>0.124561</td>\n",
+       "      <td>(soft, smooth)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>60</th>\n",
+       "      <td>0.067544</td>\n",
+       "      <td>(bloomy, soft)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>61</th>\n",
+       "      <td>0.088596</td>\n",
+       "      <td>(soft, soft-ripened)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>62</th>\n",
+       "      <td>0.200000</td>\n",
+       "      <td>(soft, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>63</th>\n",
+       "      <td>0.228070</td>\n",
+       "      <td>(soft, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>64</th>\n",
+       "      <td>0.092982</td>\n",
+       "      <td>(soft, France)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>65</th>\n",
+       "      <td>0.100877</td>\n",
+       "      <td>(goat, soft)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>66</th>\n",
+       "      <td>0.068421</td>\n",
+       "      <td>(sweet, soft)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>67</th>\n",
+       "      <td>0.073684</td>\n",
+       "      <td>(natural, soft)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>68</th>\n",
+       "      <td>0.071053</td>\n",
+       "      <td>(mild, soft)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>69</th>\n",
+       "      <td>0.068421</td>\n",
+       "      <td>(United States, soft)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>70</th>\n",
+       "      <td>0.085088</td>\n",
+       "      <td>(buttery, soft)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>71</th>\n",
+       "      <td>0.153509</td>\n",
+       "      <td>(soft, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>72</th>\n",
+       "      <td>0.058772</td>\n",
+       "      <td>(fresh, soft)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>73</th>\n",
+       "      <td>0.084211</td>\n",
+       "      <td>(washed, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>74</th>\n",
+       "      <td>0.060526</td>\n",
+       "      <td>(washed, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75</th>\n",
+       "      <td>0.051754</td>\n",
+       "      <td>(washed, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>76</th>\n",
+       "      <td>0.187719</td>\n",
+       "      <td>(smooth, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>0.193860</td>\n",
+       "      <td>(smooth, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>78</th>\n",
+       "      <td>0.064912</td>\n",
+       "      <td>(smooth, France)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79</th>\n",
+       "      <td>0.071930</td>\n",
+       "      <td>(goat, smooth)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>80</th>\n",
+       "      <td>0.086842</td>\n",
+       "      <td>(sweet, smooth)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>81</th>\n",
+       "      <td>0.103509</td>\n",
+       "      <td>(natural, smooth)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>82</th>\n",
+       "      <td>0.069298</td>\n",
+       "      <td>(mild, smooth)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>83</th>\n",
+       "      <td>0.067544</td>\n",
+       "      <td>(United States, smooth)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>84</th>\n",
+       "      <td>0.067544</td>\n",
+       "      <td>(smooth, nutty)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85</th>\n",
+       "      <td>0.080702</td>\n",
+       "      <td>(smooth, semi-soft)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86</th>\n",
+       "      <td>0.064912</td>\n",
+       "      <td>(buttery, smooth)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>87</th>\n",
+       "      <td>0.169298</td>\n",
+       "      <td>(smooth, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>88</th>\n",
+       "      <td>0.069298</td>\n",
+       "      <td>(semi-hard, firm)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>89</th>\n",
+       "      <td>0.143860</td>\n",
+       "      <td>(firm, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>90</th>\n",
+       "      <td>0.074561</td>\n",
+       "      <td>(firm, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>91</th>\n",
+       "      <td>0.071053</td>\n",
+       "      <td>(sweet, firm)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92</th>\n",
+       "      <td>0.094737</td>\n",
+       "      <td>(natural, firm)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>93</th>\n",
+       "      <td>0.073684</td>\n",
+       "      <td>(United States, firm)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>94</th>\n",
+       "      <td>0.061404</td>\n",
+       "      <td>(firm, nutty)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>0.135965</td>\n",
+       "      <td>(firm, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96</th>\n",
+       "      <td>0.103509</td>\n",
+       "      <td>(cow, spicy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>0.069298</td>\n",
+       "      <td>(creamy, spicy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>0.072807</td>\n",
+       "      <td>(natural, spicy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>99</th>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>(spicy, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>100</th>\n",
+       "      <td>0.071053</td>\n",
+       "      <td>(cow, Cheddar)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>101</th>\n",
+       "      <td>0.050877</td>\n",
+       "      <td>(Cheddar, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>102</th>\n",
+       "      <td>0.066667</td>\n",
+       "      <td>(salty, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>103</th>\n",
+       "      <td>0.052632</td>\n",
+       "      <td>(salty, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>104</th>\n",
+       "      <td>0.057895</td>\n",
+       "      <td>(bloomy, soft-ripened)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>105</th>\n",
+       "      <td>0.057895</td>\n",
+       "      <td>(bloomy, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>106</th>\n",
+       "      <td>0.066667</td>\n",
+       "      <td>(bloomy, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>107</th>\n",
+       "      <td>0.075439</td>\n",
+       "      <td>(soft-ripened, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>108</th>\n",
+       "      <td>0.084211</td>\n",
+       "      <td>(creamy, soft-ripened)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>109</th>\n",
+       "      <td>0.143860</td>\n",
+       "      <td>(semi-hard, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>110</th>\n",
+       "      <td>0.092982</td>\n",
+       "      <td>(semi-hard, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>111</th>\n",
+       "      <td>0.057018</td>\n",
+       "      <td>(semi-hard, sweet)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>112</th>\n",
+       "      <td>0.110526</td>\n",
+       "      <td>(semi-hard, natural)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>113</th>\n",
+       "      <td>0.066667</td>\n",
+       "      <td>(semi-hard, United States)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>114</th>\n",
+       "      <td>0.053509</td>\n",
+       "      <td>(semi-hard, nutty)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>115</th>\n",
+       "      <td>0.122807</td>\n",
+       "      <td>(semi-hard, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>116</th>\n",
+       "      <td>0.378070</td>\n",
+       "      <td>(creamy, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>117</th>\n",
+       "      <td>0.059649</td>\n",
+       "      <td>(cow, earthy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>118</th>\n",
+       "      <td>0.086842</td>\n",
+       "      <td>(France, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>119</th>\n",
+       "      <td>0.063158</td>\n",
+       "      <td>(Blue, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>120</th>\n",
+       "      <td>0.063158</td>\n",
+       "      <td>(aromatic, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>121</th>\n",
+       "      <td>0.051754</td>\n",
+       "      <td>(cow, dense)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>122</th>\n",
+       "      <td>0.057018</td>\n",
+       "      <td>(England, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>123</th>\n",
+       "      <td>0.057895</td>\n",
+       "      <td>(blue-veined, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>124</th>\n",
+       "      <td>0.160526</td>\n",
+       "      <td>(sweet, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>125</th>\n",
+       "      <td>0.250000</td>\n",
+       "      <td>(natural, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>126</th>\n",
+       "      <td>0.093860</td>\n",
+       "      <td>(strong, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>127</th>\n",
+       "      <td>0.109649</td>\n",
+       "      <td>(rich, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>128</th>\n",
+       "      <td>0.070175</td>\n",
+       "      <td>(fruity, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>129</th>\n",
+       "      <td>0.080702</td>\n",
+       "      <td>(cow, tangy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>130</th>\n",
+       "      <td>0.126316</td>\n",
+       "      <td>(mild, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>131</th>\n",
+       "      <td>0.057895</td>\n",
+       "      <td>(sharp, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>132</th>\n",
+       "      <td>0.176316</td>\n",
+       "      <td>(United States, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>133</th>\n",
+       "      <td>0.124561</td>\n",
+       "      <td>(crumbly, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>134</th>\n",
+       "      <td>0.142105</td>\n",
+       "      <td>(cow, nutty)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>135</th>\n",
+       "      <td>0.052632</td>\n",
+       "      <td>(open, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>136</th>\n",
+       "      <td>0.063158</td>\n",
+       "      <td>(Italy, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>137</th>\n",
+       "      <td>0.064035</td>\n",
+       "      <td>(milky, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>138</th>\n",
+       "      <td>0.153509</td>\n",
+       "      <td>(cow, semi-soft)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>139</th>\n",
+       "      <td>0.163158</td>\n",
+       "      <td>(buttery, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>140</th>\n",
+       "      <td>0.331579</td>\n",
+       "      <td>(cow, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>141</th>\n",
+       "      <td>0.063158</td>\n",
+       "      <td>(fresh, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>142</th>\n",
+       "      <td>0.057018</td>\n",
+       "      <td>(rindless, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>143</th>\n",
+       "      <td>0.052632</td>\n",
+       "      <td>(creamy, earthy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>144</th>\n",
+       "      <td>0.085088</td>\n",
+       "      <td>(creamy, France)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>145</th>\n",
+       "      <td>0.133333</td>\n",
+       "      <td>(goat, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>146</th>\n",
+       "      <td>0.060526</td>\n",
+       "      <td>(Blue, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>147</th>\n",
+       "      <td>0.057018</td>\n",
+       "      <td>(aromatic, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>148</th>\n",
+       "      <td>0.050877</td>\n",
+       "      <td>(England, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>149</th>\n",
+       "      <td>0.056140</td>\n",
+       "      <td>(blue-veined, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>150</th>\n",
+       "      <td>0.140351</td>\n",
+       "      <td>(sweet, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>151</th>\n",
+       "      <td>0.184211</td>\n",
+       "      <td>(natural, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>152</th>\n",
+       "      <td>0.067544</td>\n",
+       "      <td>(strong, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>153</th>\n",
+       "      <td>0.089474</td>\n",
+       "      <td>(creamy, rich)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>154</th>\n",
+       "      <td>0.065789</td>\n",
+       "      <td>(creamy, tangy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>155</th>\n",
+       "      <td>0.130702</td>\n",
+       "      <td>(mild, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>156</th>\n",
+       "      <td>0.169298</td>\n",
+       "      <td>(United States, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>157</th>\n",
+       "      <td>0.075439</td>\n",
+       "      <td>(creamy, crumbly)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>158</th>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>(creamy, nutty)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>159</th>\n",
+       "      <td>0.067544</td>\n",
+       "      <td>(sheep, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>160</th>\n",
+       "      <td>0.065789</td>\n",
+       "      <td>(milky, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>161</th>\n",
+       "      <td>0.151754</td>\n",
+       "      <td>(creamy, semi-soft)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>162</th>\n",
+       "      <td>0.131579</td>\n",
+       "      <td>(buttery, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>163</th>\n",
+       "      <td>0.306140</td>\n",
+       "      <td>(creamy, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>164</th>\n",
+       "      <td>0.091228</td>\n",
+       "      <td>(fresh, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>165</th>\n",
+       "      <td>0.056140</td>\n",
+       "      <td>(rindless, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>166</th>\n",
+       "      <td>0.052632</td>\n",
+       "      <td>(goat, France)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>167</th>\n",
+       "      <td>0.069298</td>\n",
+       "      <td>(France, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>168</th>\n",
+       "      <td>0.050877</td>\n",
+       "      <td>(goat, sweet)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>169</th>\n",
+       "      <td>0.065789</td>\n",
+       "      <td>(goat, natural)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>170</th>\n",
+       "      <td>0.051754</td>\n",
+       "      <td>(goat, mild)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>171</th>\n",
+       "      <td>0.078070</td>\n",
+       "      <td>(United States, goat)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>172</th>\n",
+       "      <td>0.050000</td>\n",
+       "      <td>(goat, semi-soft)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>173</th>\n",
+       "      <td>0.128070</td>\n",
+       "      <td>(goat, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>174</th>\n",
+       "      <td>0.060526</td>\n",
+       "      <td>(Blue, blue-veined)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>175</th>\n",
+       "      <td>0.057895</td>\n",
+       "      <td>(aromatic, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>176</th>\n",
+       "      <td>0.050877</td>\n",
+       "      <td>(dense, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>177</th>\n",
+       "      <td>0.100877</td>\n",
+       "      <td>(sweet, natural)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>178</th>\n",
+       "      <td>0.057018</td>\n",
+       "      <td>(mild, sweet)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>179</th>\n",
+       "      <td>0.089474</td>\n",
+       "      <td>(United States, sweet)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>180</th>\n",
+       "      <td>0.076316</td>\n",
+       "      <td>(sweet, nutty)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>181</th>\n",
+       "      <td>0.061404</td>\n",
+       "      <td>(sweet, semi-soft)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>182</th>\n",
+       "      <td>0.060526</td>\n",
+       "      <td>(sweet, buttery)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>183</th>\n",
+       "      <td>0.151754</td>\n",
+       "      <td>(sweet, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>184</th>\n",
+       "      <td>0.056140</td>\n",
+       "      <td>(natural, strong)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>185</th>\n",
+       "      <td>0.059649</td>\n",
+       "      <td>(natural, tangy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>186</th>\n",
+       "      <td>0.077193</td>\n",
+       "      <td>(mild, natural)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>187</th>\n",
+       "      <td>0.108772</td>\n",
+       "      <td>(United States, natural)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>188</th>\n",
+       "      <td>0.101754</td>\n",
+       "      <td>(natural, crumbly)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>189</th>\n",
+       "      <td>0.091228</td>\n",
+       "      <td>(natural, nutty)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>190</th>\n",
+       "      <td>0.072807</td>\n",
+       "      <td>(natural, Italy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>191</th>\n",
+       "      <td>0.074561</td>\n",
+       "      <td>(sheep, natural)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>192</th>\n",
+       "      <td>0.072807</td>\n",
+       "      <td>(natural, semi-soft)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>193</th>\n",
+       "      <td>0.063158</td>\n",
+       "      <td>(buttery, natural)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>194</th>\n",
+       "      <td>0.238596</td>\n",
+       "      <td>(natural, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>195</th>\n",
+       "      <td>0.078947</td>\n",
+       "      <td>(strong, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>196</th>\n",
+       "      <td>0.059649</td>\n",
+       "      <td>(United States, rich)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>197</th>\n",
+       "      <td>0.079825</td>\n",
+       "      <td>(rich, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>198</th>\n",
+       "      <td>0.053509</td>\n",
+       "      <td>(fruity, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>199</th>\n",
+       "      <td>0.065789</td>\n",
+       "      <td>(United States, tangy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>200</th>\n",
+       "      <td>0.085965</td>\n",
+       "      <td>(artisan, tangy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>201</th>\n",
+       "      <td>0.059649</td>\n",
+       "      <td>(United States, mild)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>202</th>\n",
+       "      <td>0.106140</td>\n",
+       "      <td>(mild, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>203</th>\n",
+       "      <td>0.061404</td>\n",
+       "      <td>(United States, crumbly)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>204</th>\n",
+       "      <td>0.071930</td>\n",
+       "      <td>(United States, nutty)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>205</th>\n",
+       "      <td>0.065789</td>\n",
+       "      <td>(United States, semi-soft)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>206</th>\n",
+       "      <td>0.065789</td>\n",
+       "      <td>(United States, buttery)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>207</th>\n",
+       "      <td>0.184211</td>\n",
+       "      <td>(United States, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>208</th>\n",
+       "      <td>0.051754</td>\n",
+       "      <td>(crumbly, nutty)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>209</th>\n",
+       "      <td>0.122807</td>\n",
+       "      <td>(crumbly, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>210</th>\n",
+       "      <td>0.056140</td>\n",
+       "      <td>(buttery, nutty)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>211</th>\n",
+       "      <td>0.121053</td>\n",
+       "      <td>(nutty, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>212</th>\n",
+       "      <td>0.051754</td>\n",
+       "      <td>(sheep, Italy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>213</th>\n",
+       "      <td>0.081579</td>\n",
+       "      <td>(Italy, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>214</th>\n",
+       "      <td>0.104386</td>\n",
+       "      <td>(sheep, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>215</th>\n",
+       "      <td>0.054386</td>\n",
+       "      <td>(milky, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>216</th>\n",
+       "      <td>0.051754</td>\n",
+       "      <td>(buttery, semi-soft)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>217</th>\n",
+       "      <td>0.126316</td>\n",
+       "      <td>(semi-soft, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>218</th>\n",
+       "      <td>0.103509</td>\n",
+       "      <td>(buttery, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>219</th>\n",
+       "      <td>0.071930</td>\n",
+       "      <td>(fresh, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>220</th>\n",
+       "      <td>0.052632</td>\n",
+       "      <td>(hard, creamy, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>221</th>\n",
+       "      <td>0.078947</td>\n",
+       "      <td>(hard, natural, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>222</th>\n",
+       "      <td>0.065789</td>\n",
+       "      <td>(hard, crumbly, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>223</th>\n",
+       "      <td>0.055263</td>\n",
+       "      <td>(hard, cow, nutty)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>224</th>\n",
+       "      <td>0.082456</td>\n",
+       "      <td>(hard, cow, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>225</th>\n",
+       "      <td>0.051754</td>\n",
+       "      <td>(hard, natural, crumbly)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>226</th>\n",
+       "      <td>0.069298</td>\n",
+       "      <td>(hard, natural, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>227</th>\n",
+       "      <td>0.076316</td>\n",
+       "      <td>(soft, smooth, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>228</th>\n",
+       "      <td>0.086842</td>\n",
+       "      <td>(soft, smooth, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>229</th>\n",
+       "      <td>0.069298</td>\n",
+       "      <td>(soft, smooth, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>230</th>\n",
+       "      <td>0.054386</td>\n",
+       "      <td>(bloomy, soft, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>231</th>\n",
+       "      <td>0.057018</td>\n",
+       "      <td>(bloomy, soft, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>232</th>\n",
+       "      <td>0.066667</td>\n",
+       "      <td>(soft-ripened, soft, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>233</th>\n",
+       "      <td>0.070175</td>\n",
+       "      <td>(soft, creamy, soft-ripened)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>234</th>\n",
+       "      <td>0.145614</td>\n",
+       "      <td>(soft, creamy, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>235</th>\n",
+       "      <td>0.068421</td>\n",
+       "      <td>(buttery, soft, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>236</th>\n",
+       "      <td>0.085088</td>\n",
+       "      <td>(soft, cow, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>237</th>\n",
+       "      <td>0.055263</td>\n",
+       "      <td>(soft, creamy, France)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>238</th>\n",
+       "      <td>0.064912</td>\n",
+       "      <td>(goat, soft, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>239</th>\n",
+       "      <td>0.051754</td>\n",
+       "      <td>(mild, soft, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>240</th>\n",
+       "      <td>0.050000</td>\n",
+       "      <td>(United States, soft, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>241</th>\n",
+       "      <td>0.068421</td>\n",
+       "      <td>(buttery, soft, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>242</th>\n",
+       "      <td>0.106140</td>\n",
+       "      <td>(soft, creamy, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>243</th>\n",
+       "      <td>0.053509</td>\n",
+       "      <td>(goat, soft, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>244</th>\n",
+       "      <td>0.130702</td>\n",
+       "      <td>(creamy, smooth, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>245</th>\n",
+       "      <td>0.051754</td>\n",
+       "      <td>(sweet, smooth, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>246</th>\n",
+       "      <td>0.064035</td>\n",
+       "      <td>(natural, smooth, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>247</th>\n",
+       "      <td>0.055263</td>\n",
+       "      <td>(smooth, cow, semi-soft)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>248</th>\n",
+       "      <td>0.052632</td>\n",
+       "      <td>(buttery, smooth, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>249</th>\n",
+       "      <td>0.099123</td>\n",
+       "      <td>(smooth, cow, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>250</th>\n",
+       "      <td>0.057895</td>\n",
+       "      <td>(sweet, smooth, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>251</th>\n",
+       "      <td>0.059649</td>\n",
+       "      <td>(natural, smooth, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>252</th>\n",
+       "      <td>0.050877</td>\n",
+       "      <td>(mild, smooth, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>253</th>\n",
+       "      <td>0.051754</td>\n",
+       "      <td>(United States, smooth, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>254</th>\n",
+       "      <td>0.057018</td>\n",
+       "      <td>(smooth, creamy, semi-soft)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>255</th>\n",
+       "      <td>0.108772</td>\n",
+       "      <td>(smooth, creamy, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>256</th>\n",
+       "      <td>0.054386</td>\n",
+       "      <td>(sweet, smooth, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>257</th>\n",
+       "      <td>0.073684</td>\n",
+       "      <td>(natural, smooth, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>258</th>\n",
+       "      <td>0.052632</td>\n",
+       "      <td>(semi-hard, firm, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>259</th>\n",
+       "      <td>0.067544</td>\n",
+       "      <td>(natural, firm, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>260</th>\n",
+       "      <td>0.077193</td>\n",
+       "      <td>(firm, cow, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>261</th>\n",
+       "      <td>0.052632</td>\n",
+       "      <td>(firm, creamy, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>262</th>\n",
+       "      <td>0.058772</td>\n",
+       "      <td>(natural, firm, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>263</th>\n",
+       "      <td>0.055263</td>\n",
+       "      <td>(United States, firm, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>264</th>\n",
+       "      <td>0.052632</td>\n",
+       "      <td>(cow, creamy, spicy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>265</th>\n",
+       "      <td>0.057018</td>\n",
+       "      <td>(cow, natural, spicy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>266</th>\n",
+       "      <td>0.059649</td>\n",
+       "      <td>(cow, spicy, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>267</th>\n",
+       "      <td>0.050000</td>\n",
+       "      <td>(natural, spicy, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>268</th>\n",
+       "      <td>0.050877</td>\n",
+       "      <td>(bloomy, creamy, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>269</th>\n",
+       "      <td>0.062281</td>\n",
+       "      <td>(soft-ripened, creamy, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>270</th>\n",
+       "      <td>0.073684</td>\n",
+       "      <td>(semi-hard, creamy, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>271</th>\n",
+       "      <td>0.079825</td>\n",
+       "      <td>(semi-hard, natural, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>272</th>\n",
+       "      <td>0.050000</td>\n",
+       "      <td>(semi-hard, United States, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>273</th>\n",
+       "      <td>0.085088</td>\n",
+       "      <td>(semi-hard, cow, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>274</th>\n",
+       "      <td>0.061404</td>\n",
+       "      <td>(semi-hard, natural, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>275</th>\n",
+       "      <td>0.064035</td>\n",
+       "      <td>(semi-hard, creamy, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>276</th>\n",
+       "      <td>0.077193</td>\n",
+       "      <td>(semi-hard, natural, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>277</th>\n",
+       "      <td>0.052632</td>\n",
+       "      <td>(France, creamy, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>278</th>\n",
+       "      <td>0.050877</td>\n",
+       "      <td>(Blue, creamy, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>279</th>\n",
+       "      <td>0.091228</td>\n",
+       "      <td>(sweet, creamy, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>280</th>\n",
+       "      <td>0.135088</td>\n",
+       "      <td>(natural, creamy, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>281</th>\n",
+       "      <td>0.054386</td>\n",
+       "      <td>(creamy, strong, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>282</th>\n",
+       "      <td>0.069298</td>\n",
+       "      <td>(rich, creamy, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>283</th>\n",
+       "      <td>0.081579</td>\n",
+       "      <td>(mild, creamy, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>284</th>\n",
+       "      <td>0.107018</td>\n",
+       "      <td>(United States, creamy, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>285</th>\n",
+       "      <td>0.074561</td>\n",
+       "      <td>(cow, creamy, nutty)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>286</th>\n",
+       "      <td>0.104386</td>\n",
+       "      <td>(creamy, cow, semi-soft)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>287</th>\n",
+       "      <td>0.107895</td>\n",
+       "      <td>(buttery, creamy, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>288</th>\n",
+       "      <td>0.192982</td>\n",
+       "      <td>(creamy, cow, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>289</th>\n",
+       "      <td>0.050000</td>\n",
+       "      <td>(Blue, blue-veined, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>290</th>\n",
+       "      <td>0.065789</td>\n",
+       "      <td>(sweet, natural, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>291</th>\n",
+       "      <td>0.064912</td>\n",
+       "      <td>(United States, sweet, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>292</th>\n",
+       "      <td>0.054386</td>\n",
+       "      <td>(sweet, cow, nutty)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>293</th>\n",
+       "      <td>0.086842</td>\n",
+       "      <td>(sweet, cow, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>294</th>\n",
+       "      <td>0.085965</td>\n",
+       "      <td>(United States, natural, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>295</th>\n",
+       "      <td>0.069298</td>\n",
+       "      <td>(natural, crumbly, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>296</th>\n",
+       "      <td>0.068421</td>\n",
+       "      <td>(cow, natural, nutty)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>297</th>\n",
+       "      <td>0.050000</td>\n",
+       "      <td>(natural, cow, semi-soft)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>298</th>\n",
+       "      <td>0.050000</td>\n",
+       "      <td>(buttery, natural, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>299</th>\n",
+       "      <td>0.151754</td>\n",
+       "      <td>(natural, cow, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>300</th>\n",
+       "      <td>0.050877</td>\n",
+       "      <td>(strong, cow, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>301</th>\n",
+       "      <td>0.059649</td>\n",
+       "      <td>(rich, cow, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>302</th>\n",
+       "      <td>0.055263</td>\n",
+       "      <td>(mild, cow, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>303</th>\n",
+       "      <td>0.054386</td>\n",
+       "      <td>(United States, cow, nutty)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>304</th>\n",
+       "      <td>0.053509</td>\n",
+       "      <td>(United States, buttery, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>305</th>\n",
+       "      <td>0.120175</td>\n",
+       "      <td>(United States, cow, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>306</th>\n",
+       "      <td>0.080702</td>\n",
+       "      <td>(crumbly, cow, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>307</th>\n",
+       "      <td>0.081579</td>\n",
+       "      <td>(cow, nutty, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>308</th>\n",
+       "      <td>0.072807</td>\n",
+       "      <td>(semi-soft, cow, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>309</th>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>(buttery, cow, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>310</th>\n",
+       "      <td>0.055263</td>\n",
+       "      <td>(United States, creamy, goat)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>311</th>\n",
+       "      <td>0.079825</td>\n",
+       "      <td>(goat, creamy, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>312</th>\n",
+       "      <td>0.052632</td>\n",
+       "      <td>(United States, sweet, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>313</th>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>(sweet, creamy, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>314</th>\n",
+       "      <td>0.060526</td>\n",
+       "      <td>(United States, natural, creamy)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>315</th>\n",
+       "      <td>0.050877</td>\n",
+       "      <td>(natural, creamy, semi-soft)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>316</th>\n",
+       "      <td>0.121053</td>\n",
+       "      <td>(natural, creamy, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>317</th>\n",
+       "      <td>0.053509</td>\n",
+       "      <td>(creamy, rich, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>318</th>\n",
+       "      <td>0.064912</td>\n",
+       "      <td>(mild, creamy, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>319</th>\n",
+       "      <td>0.050000</td>\n",
+       "      <td>(United States, creamy, semi-soft)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>320</th>\n",
+       "      <td>0.113158</td>\n",
+       "      <td>(United States, creamy, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>321</th>\n",
+       "      <td>0.060526</td>\n",
+       "      <td>(creamy, nutty, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>322</th>\n",
+       "      <td>0.086842</td>\n",
+       "      <td>(semi-soft, creamy, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>323</th>\n",
+       "      <td>0.066667</td>\n",
+       "      <td>(buttery, creamy, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>324</th>\n",
+       "      <td>0.071930</td>\n",
+       "      <td>(sweet, natural, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>325</th>\n",
+       "      <td>0.059649</td>\n",
+       "      <td>(United States, sweet, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>326</th>\n",
+       "      <td>0.050000</td>\n",
+       "      <td>(sweet, nutty, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>327</th>\n",
+       "      <td>0.050877</td>\n",
+       "      <td>(mild, natural, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>328</th>\n",
+       "      <td>0.081579</td>\n",
+       "      <td>(United States, natural, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>329</th>\n",
+       "      <td>0.069298</td>\n",
+       "      <td>(natural, crumbly, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>330</th>\n",
+       "      <td>0.064912</td>\n",
+       "      <td>(natural, nutty, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>331</th>\n",
+       "      <td>0.054386</td>\n",
+       "      <td>(natural, Italy, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>332</th>\n",
+       "      <td>0.059649</td>\n",
+       "      <td>(sheep, natural, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>333</th>\n",
+       "      <td>0.050000</td>\n",
+       "      <td>(United States, crumbly, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>334</th>\n",
+       "      <td>0.054386</td>\n",
+       "      <td>(United States, nutty, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>335</th>\n",
+       "      <td>0.054386</td>\n",
+       "      <td>(hard, natural, cow, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>336</th>\n",
+       "      <td>0.057895</td>\n",
+       "      <td>(creamy, soft, smooth, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>337</th>\n",
+       "      <td>0.057018</td>\n",
+       "      <td>(soft, creamy, cow, soft-ripened)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>338</th>\n",
+       "      <td>0.056140</td>\n",
+       "      <td>(buttery, soft, creamy, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>339</th>\n",
+       "      <td>0.059649</td>\n",
+       "      <td>(soft, creamy, cow, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>340</th>\n",
+       "      <td>0.070175</td>\n",
+       "      <td>(creamy, smooth, cow, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>341</th>\n",
+       "      <td>0.050000</td>\n",
+       "      <td>(semi-hard, natural, creamy, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>342</th>\n",
+       "      <td>0.050877</td>\n",
+       "      <td>(semi-hard, natural, cow, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>343</th>\n",
+       "      <td>0.050000</td>\n",
+       "      <td>(sweet, creamy, cow, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>344</th>\n",
+       "      <td>0.051754</td>\n",
+       "      <td>(United States, natural, creamy, cow)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>345</th>\n",
+       "      <td>0.085088</td>\n",
+       "      <td>(natural, creamy, cow, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>346</th>\n",
+       "      <td>0.069298</td>\n",
+       "      <td>(United States, creamy, cow, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>347</th>\n",
+       "      <td>0.054386</td>\n",
+       "      <td>(semi-soft, creamy, cow, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>348</th>\n",
+       "      <td>0.055263</td>\n",
+       "      <td>(buttery, creamy, cow, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>349</th>\n",
+       "      <td>0.064035</td>\n",
+       "      <td>(United States, natural, cow, artisan)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>350</th>\n",
+       "      <td>0.050000</td>\n",
+       "      <td>(cow, natural, nutty, artisan)</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "frequent_itemsets=apriori(data_features_only,min_support=.05, use_colnames=True)\n",
+    "display(HTML(frequent_itemsets.to_html()))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
    "id": "61959c04-61bf-464a-89ca-72ec4782f927",
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>antecedents</th>\n",
+       "      <th>consequents</th>\n",
+       "      <th>antecedent support</th>\n",
+       "      <th>consequent support</th>\n",
+       "      <th>support</th>\n",
+       "      <th>confidence</th>\n",
+       "      <th>lift</th>\n",
+       "      <th>representativity</th>\n",
+       "      <th>leverage</th>\n",
+       "      <th>conviction</th>\n",
+       "      <th>zhangs_metric</th>\n",
+       "      <th>jaccard</th>\n",
+       "      <th>certainty</th>\n",
+       "      <th>kulczynski</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>(hard)</td>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>0.188596</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.142982</td>\n",
+       "      <td>0.758140</td>\n",
+       "      <td>1.157000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019402</td>\n",
+       "      <td>1.425354</td>\n",
+       "      <td>0.167236</td>\n",
+       "      <td>0.204005</td>\n",
+       "      <td>0.298420</td>\n",
+       "      <td>0.488173</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>(hard)</td>\n",
+       "      <td>(natural)</td>\n",
+       "      <td>0.188596</td>\n",
+       "      <td>0.371053</td>\n",
+       "      <td>0.103509</td>\n",
+       "      <td>0.548837</td>\n",
+       "      <td>1.479136</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.033530</td>\n",
+       "      <td>1.394059</td>\n",
+       "      <td>0.399221</td>\n",
+       "      <td>0.226923</td>\n",
+       "      <td>0.282670</td>\n",
+       "      <td>0.413899</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>(hard)</td>\n",
+       "      <td>(artisan)</td>\n",
+       "      <td>0.188596</td>\n",
+       "      <td>0.541228</td>\n",
+       "      <td>0.110526</td>\n",
+       "      <td>0.586047</td>\n",
+       "      <td>1.082809</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.008453</td>\n",
+       "      <td>1.108269</td>\n",
+       "      <td>0.094251</td>\n",
+       "      <td>0.178470</td>\n",
+       "      <td>0.097692</td>\n",
+       "      <td>0.395130</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>(soft)</td>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>0.328947</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.200000</td>\n",
+       "      <td>0.608000</td>\n",
+       "      <td>0.927871</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-0.015547</td>\n",
+       "      <td>0.879431</td>\n",
+       "      <td>-0.103815</td>\n",
+       "      <td>0.255034</td>\n",
+       "      <td>-0.137099</td>\n",
+       "      <td>0.456610</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>(soft)</td>\n",
+       "      <td>(creamy)</td>\n",
+       "      <td>0.328947</td>\n",
+       "      <td>0.560526</td>\n",
+       "      <td>0.228070</td>\n",
+       "      <td>0.693333</td>\n",
+       "      <td>1.236933</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.043687</td>\n",
+       "      <td>1.433066</td>\n",
+       "      <td>0.285445</td>\n",
+       "      <td>0.344828</td>\n",
+       "      <td>0.302196</td>\n",
+       "      <td>0.550110</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>(smooth)</td>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>0.298246</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.187719</td>\n",
+       "      <td>0.629412</td>\n",
+       "      <td>0.960548</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-0.007710</td>\n",
+       "      <td>0.930242</td>\n",
+       "      <td>-0.055292</td>\n",
+       "      <td>0.245132</td>\n",
+       "      <td>-0.074989</td>\n",
+       "      <td>0.457946</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>(smooth)</td>\n",
+       "      <td>(creamy)</td>\n",
+       "      <td>0.298246</td>\n",
+       "      <td>0.560526</td>\n",
+       "      <td>0.193860</td>\n",
+       "      <td>0.650000</td>\n",
+       "      <td>1.159624</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.026685</td>\n",
+       "      <td>1.255639</td>\n",
+       "      <td>0.196154</td>\n",
+       "      <td>0.291557</td>\n",
+       "      <td>0.203593</td>\n",
+       "      <td>0.497926</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>(smooth)</td>\n",
+       "      <td>(artisan)</td>\n",
+       "      <td>0.298246</td>\n",
+       "      <td>0.541228</td>\n",
+       "      <td>0.169298</td>\n",
+       "      <td>0.567647</td>\n",
+       "      <td>1.048813</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.007879</td>\n",
+       "      <td>1.061105</td>\n",
+       "      <td>0.066321</td>\n",
+       "      <td>0.252618</td>\n",
+       "      <td>0.057586</td>\n",
+       "      <td>0.440225</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>(firm)</td>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>0.221053</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.143860</td>\n",
+       "      <td>0.650794</td>\n",
+       "      <td>0.993179</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-0.000988</td>\n",
+       "      <td>0.987201</td>\n",
+       "      <td>-0.008740</td>\n",
+       "      <td>0.196407</td>\n",
+       "      <td>-0.012965</td>\n",
+       "      <td>0.435169</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>(firm)</td>\n",
+       "      <td>(artisan)</td>\n",
+       "      <td>0.221053</td>\n",
+       "      <td>0.541228</td>\n",
+       "      <td>0.135965</td>\n",
+       "      <td>0.615079</td>\n",
+       "      <td>1.136451</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.016325</td>\n",
+       "      <td>1.191861</td>\n",
+       "      <td>0.154141</td>\n",
+       "      <td>0.217087</td>\n",
+       "      <td>0.160976</td>\n",
+       "      <td>0.433147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>(spicy)</td>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>0.135088</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.103509</td>\n",
+       "      <td>0.766234</td>\n",
+       "      <td>1.169353</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.014991</td>\n",
+       "      <td>1.474708</td>\n",
+       "      <td>0.167446</td>\n",
+       "      <td>0.150702</td>\n",
+       "      <td>0.321899</td>\n",
+       "      <td>0.462099</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>(semi-hard)</td>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>0.195614</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.143860</td>\n",
+       "      <td>0.735426</td>\n",
+       "      <td>1.122337</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.015681</td>\n",
+       "      <td>1.302988</td>\n",
+       "      <td>0.135509</td>\n",
+       "      <td>0.203474</td>\n",
+       "      <td>0.232533</td>\n",
+       "      <td>0.477485</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>(semi-hard)</td>\n",
+       "      <td>(natural)</td>\n",
+       "      <td>0.195614</td>\n",
+       "      <td>0.371053</td>\n",
+       "      <td>0.110526</td>\n",
+       "      <td>0.565022</td>\n",
+       "      <td>1.522755</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.037943</td>\n",
+       "      <td>1.445931</td>\n",
+       "      <td>0.426780</td>\n",
+       "      <td>0.242308</td>\n",
+       "      <td>0.308404</td>\n",
+       "      <td>0.431447</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>(semi-hard)</td>\n",
+       "      <td>(artisan)</td>\n",
+       "      <td>0.195614</td>\n",
+       "      <td>0.541228</td>\n",
+       "      <td>0.122807</td>\n",
+       "      <td>0.627803</td>\n",
+       "      <td>1.159960</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.016935</td>\n",
+       "      <td>1.232604</td>\n",
+       "      <td>0.171436</td>\n",
+       "      <td>0.200000</td>\n",
+       "      <td>0.188709</td>\n",
+       "      <td>0.427354</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>(creamy)</td>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>0.560526</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.378070</td>\n",
+       "      <td>0.674491</td>\n",
+       "      <td>1.029344</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.010778</td>\n",
+       "      <td>1.059071</td>\n",
+       "      <td>0.064868</td>\n",
+       "      <td>0.451309</td>\n",
+       "      <td>0.055777</td>\n",
+       "      <td>0.625733</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>(creamy)</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.560526</td>\n",
+       "      <td>0.378070</td>\n",
+       "      <td>0.576975</td>\n",
+       "      <td>1.029344</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.010778</td>\n",
+       "      <td>1.038882</td>\n",
+       "      <td>0.082694</td>\n",
+       "      <td>0.451309</td>\n",
+       "      <td>0.037427</td>\n",
+       "      <td>0.625733</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>(sweet)</td>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>0.254386</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.160526</td>\n",
+       "      <td>0.631034</td>\n",
+       "      <td>0.963025</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-0.006163</td>\n",
+       "      <td>0.934333</td>\n",
+       "      <td>-0.048973</td>\n",
+       "      <td>0.214286</td>\n",
+       "      <td>-0.070282</td>\n",
+       "      <td>0.438007</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>(natural)</td>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>0.371053</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.250000</td>\n",
+       "      <td>0.673759</td>\n",
+       "      <td>1.028226</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.006863</td>\n",
+       "      <td>1.056693</td>\n",
+       "      <td>0.043647</td>\n",
+       "      <td>0.322034</td>\n",
+       "      <td>0.053652</td>\n",
+       "      <td>0.527642</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>(rich)</td>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>0.135088</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.109649</td>\n",
+       "      <td>0.811688</td>\n",
+       "      <td>1.238721</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.021131</td>\n",
+       "      <td>1.830672</td>\n",
+       "      <td>0.222815</td>\n",
+       "      <td>0.161082</td>\n",
+       "      <td>0.453752</td>\n",
+       "      <td>0.489512</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>(mild)</td>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>0.198246</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.126316</td>\n",
+       "      <td>0.637168</td>\n",
+       "      <td>0.972385</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-0.003587</td>\n",
+       "      <td>0.950128</td>\n",
+       "      <td>-0.034209</td>\n",
+       "      <td>0.173703</td>\n",
+       "      <td>-0.052489</td>\n",
+       "      <td>0.414970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>(United States)</td>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>0.267544</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.176316</td>\n",
+       "      <td>0.659016</td>\n",
+       "      <td>1.005728</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.001004</td>\n",
+       "      <td>1.011007</td>\n",
+       "      <td>0.007775</td>\n",
+       "      <td>0.236193</td>\n",
+       "      <td>0.010887</td>\n",
+       "      <td>0.464046</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>(crumbly)</td>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>0.188596</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.124561</td>\n",
+       "      <td>0.660465</td>\n",
+       "      <td>1.007939</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.000981</td>\n",
+       "      <td>1.015321</td>\n",
+       "      <td>0.009707</td>\n",
+       "      <td>0.173171</td>\n",
+       "      <td>0.015090</td>\n",
+       "      <td>0.425279</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>(nutty)</td>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>0.203509</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.142105</td>\n",
+       "      <td>0.698276</td>\n",
+       "      <td>1.065642</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.008753</td>\n",
+       "      <td>1.142556</td>\n",
+       "      <td>0.077337</td>\n",
+       "      <td>0.198286</td>\n",
+       "      <td>0.124770</td>\n",
+       "      <td>0.457572</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>(semi-soft)</td>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>0.228947</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.153509</td>\n",
+       "      <td>0.670498</td>\n",
+       "      <td>1.023250</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.003488</td>\n",
+       "      <td>1.046236</td>\n",
+       "      <td>0.029469</td>\n",
+       "      <td>0.210084</td>\n",
+       "      <td>0.044193</td>\n",
+       "      <td>0.452384</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>(buttery)</td>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>0.203509</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.163158</td>\n",
+       "      <td>0.801724</td>\n",
+       "      <td>1.223515</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.029806</td>\n",
+       "      <td>1.738673</td>\n",
+       "      <td>0.229359</td>\n",
+       "      <td>0.234552</td>\n",
+       "      <td>0.424849</td>\n",
+       "      <td>0.525360</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>(artisan)</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.541228</td>\n",
+       "      <td>0.331579</td>\n",
+       "      <td>0.506024</td>\n",
+       "      <td>0.934955</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-0.023068</td>\n",
+       "      <td>0.928733</td>\n",
+       "      <td>-0.167919</td>\n",
+       "      <td>0.383367</td>\n",
+       "      <td>-0.076735</td>\n",
+       "      <td>0.559333</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>(artisan)</td>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>0.541228</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.331579</td>\n",
+       "      <td>0.612642</td>\n",
+       "      <td>0.934955</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-0.023068</td>\n",
+       "      <td>0.889969</td>\n",
+       "      <td>-0.131676</td>\n",
+       "      <td>0.383367</td>\n",
+       "      <td>-0.123634</td>\n",
+       "      <td>0.559333</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>(goat)</td>\n",
+       "      <td>(creamy)</td>\n",
+       "      <td>0.224561</td>\n",
+       "      <td>0.560526</td>\n",
+       "      <td>0.133333</td>\n",
+       "      <td>0.593750</td>\n",
+       "      <td>1.059272</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.007461</td>\n",
+       "      <td>1.081781</td>\n",
+       "      <td>0.072160</td>\n",
+       "      <td>0.204576</td>\n",
+       "      <td>0.075599</td>\n",
+       "      <td>0.415811</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>(sweet)</td>\n",
+       "      <td>(creamy)</td>\n",
+       "      <td>0.254386</td>\n",
+       "      <td>0.560526</td>\n",
+       "      <td>0.140351</td>\n",
+       "      <td>0.551724</td>\n",
+       "      <td>0.984297</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-0.002239</td>\n",
+       "      <td>0.980364</td>\n",
+       "      <td>-0.020949</td>\n",
+       "      <td>0.208062</td>\n",
+       "      <td>-0.020029</td>\n",
+       "      <td>0.401058</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>(mild)</td>\n",
+       "      <td>(creamy)</td>\n",
+       "      <td>0.198246</td>\n",
+       "      <td>0.560526</td>\n",
+       "      <td>0.130702</td>\n",
+       "      <td>0.659292</td>\n",
+       "      <td>1.176202</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019580</td>\n",
+       "      <td>1.289884</td>\n",
+       "      <td>0.186847</td>\n",
+       "      <td>0.208101</td>\n",
+       "      <td>0.224736</td>\n",
+       "      <td>0.446234</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>(United States)</td>\n",
+       "      <td>(creamy)</td>\n",
+       "      <td>0.267544</td>\n",
+       "      <td>0.560526</td>\n",
+       "      <td>0.169298</td>\n",
+       "      <td>0.632787</td>\n",
+       "      <td>1.128916</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019333</td>\n",
+       "      <td>1.196781</td>\n",
+       "      <td>0.155906</td>\n",
+       "      <td>0.256991</td>\n",
+       "      <td>0.164425</td>\n",
+       "      <td>0.467411</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>(semi-soft)</td>\n",
+       "      <td>(creamy)</td>\n",
+       "      <td>0.228947</td>\n",
+       "      <td>0.560526</td>\n",
+       "      <td>0.151754</td>\n",
+       "      <td>0.662835</td>\n",
+       "      <td>1.182523</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023423</td>\n",
+       "      <td>1.303439</td>\n",
+       "      <td>0.200181</td>\n",
+       "      <td>0.237964</td>\n",
+       "      <td>0.232799</td>\n",
+       "      <td>0.466785</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>(buttery)</td>\n",
+       "      <td>(creamy)</td>\n",
+       "      <td>0.203509</td>\n",
+       "      <td>0.560526</td>\n",
+       "      <td>0.131579</td>\n",
+       "      <td>0.646552</td>\n",
+       "      <td>1.153473</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.017507</td>\n",
+       "      <td>1.243389</td>\n",
+       "      <td>0.167048</td>\n",
+       "      <td>0.208044</td>\n",
+       "      <td>0.195746</td>\n",
+       "      <td>0.440647</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>(creamy)</td>\n",
+       "      <td>(artisan)</td>\n",
+       "      <td>0.560526</td>\n",
+       "      <td>0.541228</td>\n",
+       "      <td>0.306140</td>\n",
+       "      <td>0.546166</td>\n",
+       "      <td>1.009123</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.002768</td>\n",
+       "      <td>1.010880</td>\n",
+       "      <td>0.020572</td>\n",
+       "      <td>0.384785</td>\n",
+       "      <td>0.010763</td>\n",
+       "      <td>0.555903</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>(artisan)</td>\n",
+       "      <td>(creamy)</td>\n",
+       "      <td>0.541228</td>\n",
+       "      <td>0.560526</td>\n",
+       "      <td>0.306140</td>\n",
+       "      <td>0.565640</td>\n",
+       "      <td>1.009123</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.002768</td>\n",
+       "      <td>1.011773</td>\n",
+       "      <td>0.019707</td>\n",
+       "      <td>0.384785</td>\n",
+       "      <td>0.011636</td>\n",
+       "      <td>0.555903</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>(goat)</td>\n",
+       "      <td>(artisan)</td>\n",
+       "      <td>0.224561</td>\n",
+       "      <td>0.541228</td>\n",
+       "      <td>0.128070</td>\n",
+       "      <td>0.570312</td>\n",
+       "      <td>1.053738</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.006531</td>\n",
+       "      <td>1.067687</td>\n",
+       "      <td>0.065766</td>\n",
+       "      <td>0.200825</td>\n",
+       "      <td>0.063396</td>\n",
+       "      <td>0.403471</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>(sweet)</td>\n",
+       "      <td>(artisan)</td>\n",
+       "      <td>0.254386</td>\n",
+       "      <td>0.541228</td>\n",
+       "      <td>0.151754</td>\n",
+       "      <td>0.596552</td>\n",
+       "      <td>1.102219</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.014074</td>\n",
+       "      <td>1.137127</td>\n",
+       "      <td>0.124379</td>\n",
+       "      <td>0.235695</td>\n",
+       "      <td>0.120591</td>\n",
+       "      <td>0.438470</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>(crumbly)</td>\n",
+       "      <td>(natural)</td>\n",
+       "      <td>0.188596</td>\n",
+       "      <td>0.371053</td>\n",
+       "      <td>0.101754</td>\n",
+       "      <td>0.539535</td>\n",
+       "      <td>1.454066</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.031775</td>\n",
+       "      <td>1.365896</td>\n",
+       "      <td>0.384856</td>\n",
+       "      <td>0.222222</td>\n",
+       "      <td>0.267880</td>\n",
+       "      <td>0.406883</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>(natural)</td>\n",
+       "      <td>(artisan)</td>\n",
+       "      <td>0.371053</td>\n",
+       "      <td>0.541228</td>\n",
+       "      <td>0.238596</td>\n",
+       "      <td>0.643026</td>\n",
+       "      <td>1.188087</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.037772</td>\n",
+       "      <td>1.285169</td>\n",
+       "      <td>0.251707</td>\n",
+       "      <td>0.354167</td>\n",
+       "      <td>0.221892</td>\n",
+       "      <td>0.541934</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>(mild)</td>\n",
+       "      <td>(artisan)</td>\n",
+       "      <td>0.198246</td>\n",
+       "      <td>0.541228</td>\n",
+       "      <td>0.106140</td>\n",
+       "      <td>0.535398</td>\n",
+       "      <td>0.989228</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-0.001156</td>\n",
+       "      <td>0.987452</td>\n",
+       "      <td>-0.013399</td>\n",
+       "      <td>0.167590</td>\n",
+       "      <td>-0.012707</td>\n",
+       "      <td>0.365754</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>(United States)</td>\n",
+       "      <td>(artisan)</td>\n",
+       "      <td>0.267544</td>\n",
+       "      <td>0.541228</td>\n",
+       "      <td>0.184211</td>\n",
+       "      <td>0.688525</td>\n",
+       "      <td>1.272152</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.039408</td>\n",
+       "      <td>1.472899</td>\n",
+       "      <td>0.292073</td>\n",
+       "      <td>0.294944</td>\n",
+       "      <td>0.321067</td>\n",
+       "      <td>0.514441</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>(crumbly)</td>\n",
+       "      <td>(artisan)</td>\n",
+       "      <td>0.188596</td>\n",
+       "      <td>0.541228</td>\n",
+       "      <td>0.122807</td>\n",
+       "      <td>0.651163</td>\n",
+       "      <td>1.203121</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.020733</td>\n",
+       "      <td>1.315146</td>\n",
+       "      <td>0.208069</td>\n",
+       "      <td>0.202312</td>\n",
+       "      <td>0.239628</td>\n",
+       "      <td>0.439034</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>(nutty)</td>\n",
+       "      <td>(artisan)</td>\n",
+       "      <td>0.203509</td>\n",
+       "      <td>0.541228</td>\n",
+       "      <td>0.121053</td>\n",
+       "      <td>0.594828</td>\n",
+       "      <td>1.099033</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.010908</td>\n",
+       "      <td>1.132288</td>\n",
+       "      <td>0.113133</td>\n",
+       "      <td>0.194093</td>\n",
+       "      <td>0.116833</td>\n",
+       "      <td>0.409245</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>(sheep)</td>\n",
+       "      <td>(artisan)</td>\n",
+       "      <td>0.160526</td>\n",
+       "      <td>0.541228</td>\n",
+       "      <td>0.104386</td>\n",
+       "      <td>0.650273</td>\n",
+       "      <td>1.201477</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.017505</td>\n",
+       "      <td>1.311801</td>\n",
+       "      <td>0.199758</td>\n",
+       "      <td>0.174743</td>\n",
+       "      <td>0.237689</td>\n",
+       "      <td>0.421571</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>(semi-soft)</td>\n",
+       "      <td>(artisan)</td>\n",
+       "      <td>0.228947</td>\n",
+       "      <td>0.541228</td>\n",
+       "      <td>0.126316</td>\n",
+       "      <td>0.551724</td>\n",
+       "      <td>1.019393</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.002403</td>\n",
+       "      <td>1.023414</td>\n",
+       "      <td>0.024673</td>\n",
+       "      <td>0.196185</td>\n",
+       "      <td>0.022879</td>\n",
+       "      <td>0.392556</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>(buttery)</td>\n",
+       "      <td>(artisan)</td>\n",
+       "      <td>0.203509</td>\n",
+       "      <td>0.541228</td>\n",
+       "      <td>0.103509</td>\n",
+       "      <td>0.508621</td>\n",
+       "      <td>0.939753</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-0.006636</td>\n",
+       "      <td>0.933641</td>\n",
+       "      <td>-0.074494</td>\n",
+       "      <td>0.161423</td>\n",
+       "      <td>-0.071075</td>\n",
+       "      <td>0.349934</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>(soft, creamy)</td>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>0.228070</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.145614</td>\n",
+       "      <td>0.638462</td>\n",
+       "      <td>0.974359</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-0.003832</td>\n",
+       "      <td>0.953527</td>\n",
+       "      <td>-0.032967</td>\n",
+       "      <td>0.197384</td>\n",
+       "      <td>-0.048738</td>\n",
+       "      <td>0.430342</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>(soft, cow)</td>\n",
+       "      <td>(creamy)</td>\n",
+       "      <td>0.200000</td>\n",
+       "      <td>0.560526</td>\n",
+       "      <td>0.145614</td>\n",
+       "      <td>0.728070</td>\n",
+       "      <td>1.298905</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.033509</td>\n",
+       "      <td>1.616129</td>\n",
+       "      <td>0.287651</td>\n",
+       "      <td>0.236805</td>\n",
+       "      <td>0.381238</td>\n",
+       "      <td>0.493926</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48</th>\n",
+       "      <td>(soft, artisan)</td>\n",
+       "      <td>(creamy)</td>\n",
+       "      <td>0.153509</td>\n",
+       "      <td>0.560526</td>\n",
+       "      <td>0.106140</td>\n",
+       "      <td>0.691429</td>\n",
+       "      <td>1.233535</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.020095</td>\n",
+       "      <td>1.424220</td>\n",
+       "      <td>0.223654</td>\n",
+       "      <td>0.174603</td>\n",
+       "      <td>0.297861</td>\n",
+       "      <td>0.440393</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>(smooth, creamy)</td>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>0.193860</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.130702</td>\n",
+       "      <td>0.674208</td>\n",
+       "      <td>1.028912</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.003673</td>\n",
+       "      <td>1.058151</td>\n",
+       "      <td>0.034857</td>\n",
+       "      <td>0.181929</td>\n",
+       "      <td>0.054955</td>\n",
+       "      <td>0.436836</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>(smooth, cow)</td>\n",
+       "      <td>(creamy)</td>\n",
+       "      <td>0.187719</td>\n",
+       "      <td>0.560526</td>\n",
+       "      <td>0.130702</td>\n",
+       "      <td>0.696262</td>\n",
+       "      <td>1.242157</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.025480</td>\n",
+       "      <td>1.446883</td>\n",
+       "      <td>0.240002</td>\n",
+       "      <td>0.211648</td>\n",
+       "      <td>0.308859</td>\n",
+       "      <td>0.464719</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>51</th>\n",
+       "      <td>(smooth, creamy)</td>\n",
+       "      <td>(artisan)</td>\n",
+       "      <td>0.193860</td>\n",
+       "      <td>0.541228</td>\n",
+       "      <td>0.108772</td>\n",
+       "      <td>0.561086</td>\n",
+       "      <td>1.036690</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.003850</td>\n",
+       "      <td>1.045243</td>\n",
+       "      <td>0.043903</td>\n",
+       "      <td>0.173669</td>\n",
+       "      <td>0.043285</td>\n",
+       "      <td>0.381029</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>52</th>\n",
+       "      <td>(smooth, artisan)</td>\n",
+       "      <td>(creamy)</td>\n",
+       "      <td>0.169298</td>\n",
+       "      <td>0.560526</td>\n",
+       "      <td>0.108772</td>\n",
+       "      <td>0.642487</td>\n",
+       "      <td>1.146221</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.013876</td>\n",
+       "      <td>1.229252</td>\n",
+       "      <td>0.153566</td>\n",
+       "      <td>0.175141</td>\n",
+       "      <td>0.186497</td>\n",
+       "      <td>0.418270</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>53</th>\n",
+       "      <td>(natural, creamy)</td>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>0.184211</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.135088</td>\n",
+       "      <td>0.733333</td>\n",
+       "      <td>1.119143</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.014381</td>\n",
+       "      <td>1.292763</td>\n",
+       "      <td>0.130499</td>\n",
+       "      <td>0.191781</td>\n",
+       "      <td>0.226463</td>\n",
+       "      <td>0.469746</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>54</th>\n",
+       "      <td>(natural, cow)</td>\n",
+       "      <td>(creamy)</td>\n",
+       "      <td>0.250000</td>\n",
+       "      <td>0.560526</td>\n",
+       "      <td>0.135088</td>\n",
+       "      <td>0.540351</td>\n",
+       "      <td>0.964006</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-0.005044</td>\n",
+       "      <td>0.956107</td>\n",
+       "      <td>-0.047423</td>\n",
+       "      <td>0.200000</td>\n",
+       "      <td>-0.045908</td>\n",
+       "      <td>0.390676</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55</th>\n",
+       "      <td>(United States, creamy)</td>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>0.169298</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.107018</td>\n",
+       "      <td>0.632124</td>\n",
+       "      <td>0.964688</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-0.003917</td>\n",
+       "      <td>0.937102</td>\n",
+       "      <td>-0.042205</td>\n",
+       "      <td>0.149144</td>\n",
+       "      <td>-0.067120</td>\n",
+       "      <td>0.397722</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>56</th>\n",
+       "      <td>(United States, cow)</td>\n",
+       "      <td>(creamy)</td>\n",
+       "      <td>0.176316</td>\n",
+       "      <td>0.560526</td>\n",
+       "      <td>0.107018</td>\n",
+       "      <td>0.606965</td>\n",
+       "      <td>1.082849</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.008188</td>\n",
+       "      <td>1.118155</td>\n",
+       "      <td>0.092887</td>\n",
+       "      <td>0.169916</td>\n",
+       "      <td>0.105669</td>\n",
+       "      <td>0.398944</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>57</th>\n",
+       "      <td>(creamy, semi-soft)</td>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>0.151754</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.104386</td>\n",
+       "      <td>0.687861</td>\n",
+       "      <td>1.049748</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004947</td>\n",
+       "      <td>1.104435</td>\n",
+       "      <td>0.055869</td>\n",
+       "      <td>0.148564</td>\n",
+       "      <td>0.094559</td>\n",
+       "      <td>0.423583</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58</th>\n",
+       "      <td>(cow, semi-soft)</td>\n",
+       "      <td>(creamy)</td>\n",
+       "      <td>0.153509</td>\n",
+       "      <td>0.560526</td>\n",
+       "      <td>0.104386</td>\n",
+       "      <td>0.680000</td>\n",
+       "      <td>1.213146</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.018340</td>\n",
+       "      <td>1.373355</td>\n",
+       "      <td>0.207559</td>\n",
+       "      <td>0.171223</td>\n",
+       "      <td>0.271856</td>\n",
+       "      <td>0.433114</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>59</th>\n",
+       "      <td>(buttery, creamy)</td>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>0.131579</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.107895</td>\n",
+       "      <td>0.820000</td>\n",
+       "      <td>1.251406</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.021676</td>\n",
+       "      <td>1.915205</td>\n",
+       "      <td>0.231338</td>\n",
+       "      <td>0.158915</td>\n",
+       "      <td>0.477863</td>\n",
+       "      <td>0.492329</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>60</th>\n",
+       "      <td>(buttery, cow)</td>\n",
+       "      <td>(creamy)</td>\n",
+       "      <td>0.163158</td>\n",
+       "      <td>0.560526</td>\n",
+       "      <td>0.107895</td>\n",
+       "      <td>0.661290</td>\n",
+       "      <td>1.179767</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.016440</td>\n",
+       "      <td>1.297494</td>\n",
+       "      <td>0.182083</td>\n",
+       "      <td>0.175214</td>\n",
+       "      <td>0.229283</td>\n",
+       "      <td>0.426889</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>61</th>\n",
+       "      <td>(buttery)</td>\n",
+       "      <td>(creamy, cow)</td>\n",
+       "      <td>0.203509</td>\n",
+       "      <td>0.378070</td>\n",
+       "      <td>0.107895</td>\n",
+       "      <td>0.530172</td>\n",
+       "      <td>1.402312</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.030954</td>\n",
+       "      <td>1.323741</td>\n",
+       "      <td>0.360195</td>\n",
+       "      <td>0.227778</td>\n",
+       "      <td>0.244565</td>\n",
+       "      <td>0.407778</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>62</th>\n",
+       "      <td>(creamy, cow)</td>\n",
+       "      <td>(artisan)</td>\n",
+       "      <td>0.378070</td>\n",
+       "      <td>0.541228</td>\n",
+       "      <td>0.192982</td>\n",
+       "      <td>0.510441</td>\n",
+       "      <td>0.943116</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-0.011640</td>\n",
+       "      <td>0.937112</td>\n",
+       "      <td>-0.088407</td>\n",
+       "      <td>0.265700</td>\n",
+       "      <td>-0.067108</td>\n",
+       "      <td>0.433502</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>63</th>\n",
+       "      <td>(creamy, artisan)</td>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>0.306140</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.192982</td>\n",
+       "      <td>0.630372</td>\n",
+       "      <td>0.962014</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-0.007620</td>\n",
+       "      <td>0.932660</td>\n",
+       "      <td>-0.053843</td>\n",
+       "      <td>0.251142</td>\n",
+       "      <td>-0.072202</td>\n",
+       "      <td>0.462442</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>64</th>\n",
+       "      <td>(cow, artisan)</td>\n",
+       "      <td>(creamy)</td>\n",
+       "      <td>0.331579</td>\n",
+       "      <td>0.560526</td>\n",
+       "      <td>0.192982</td>\n",
+       "      <td>0.582011</td>\n",
+       "      <td>1.038329</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.007124</td>\n",
+       "      <td>1.051399</td>\n",
+       "      <td>0.055225</td>\n",
+       "      <td>0.276035</td>\n",
+       "      <td>0.048886</td>\n",
+       "      <td>0.463149</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>65</th>\n",
+       "      <td>(natural, cow)</td>\n",
+       "      <td>(artisan)</td>\n",
+       "      <td>0.250000</td>\n",
+       "      <td>0.541228</td>\n",
+       "      <td>0.151754</td>\n",
+       "      <td>0.607018</td>\n",
+       "      <td>1.121556</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.016447</td>\n",
+       "      <td>1.167411</td>\n",
+       "      <td>0.144509</td>\n",
+       "      <td>0.237311</td>\n",
+       "      <td>0.143403</td>\n",
+       "      <td>0.443703</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>66</th>\n",
+       "      <td>(natural, artisan)</td>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>0.238596</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.151754</td>\n",
+       "      <td>0.636029</td>\n",
+       "      <td>0.970647</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-0.004589</td>\n",
+       "      <td>0.947156</td>\n",
+       "      <td>-0.038199</td>\n",
+       "      <td>0.204492</td>\n",
+       "      <td>-0.055793</td>\n",
+       "      <td>0.433811</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>67</th>\n",
+       "      <td>(United States, cow)</td>\n",
+       "      <td>(artisan)</td>\n",
+       "      <td>0.176316</td>\n",
+       "      <td>0.541228</td>\n",
+       "      <td>0.120175</td>\n",
+       "      <td>0.681592</td>\n",
+       "      <td>1.259343</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.024748</td>\n",
+       "      <td>1.440831</td>\n",
+       "      <td>0.250017</td>\n",
+       "      <td>0.201175</td>\n",
+       "      <td>0.305956</td>\n",
+       "      <td>0.451817</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>68</th>\n",
+       "      <td>(United States, artisan)</td>\n",
+       "      <td>(cow)</td>\n",
+       "      <td>0.184211</td>\n",
+       "      <td>0.655263</td>\n",
+       "      <td>0.120175</td>\n",
+       "      <td>0.652381</td>\n",
+       "      <td>0.995601</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-0.000531</td>\n",
+       "      <td>0.991709</td>\n",
+       "      <td>-0.005386</td>\n",
+       "      <td>0.167073</td>\n",
+       "      <td>-0.008361</td>\n",
+       "      <td>0.417891</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>69</th>\n",
+       "      <td>(natural, creamy)</td>\n",
+       "      <td>(artisan)</td>\n",
+       "      <td>0.184211</td>\n",
+       "      <td>0.541228</td>\n",
+       "      <td>0.121053</td>\n",
+       "      <td>0.657143</td>\n",
+       "      <td>1.214170</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.021353</td>\n",
+       "      <td>1.338085</td>\n",
+       "      <td>0.216223</td>\n",
+       "      <td>0.200290</td>\n",
+       "      <td>0.252663</td>\n",
+       "      <td>0.440403</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>70</th>\n",
+       "      <td>(natural, artisan)</td>\n",
+       "      <td>(creamy)</td>\n",
+       "      <td>0.238596</td>\n",
+       "      <td>0.560526</td>\n",
+       "      <td>0.121053</td>\n",
+       "      <td>0.507353</td>\n",
+       "      <td>0.905137</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-0.012687</td>\n",
+       "      <td>0.892066</td>\n",
+       "      <td>-0.120993</td>\n",
+       "      <td>0.178525</td>\n",
+       "      <td>-0.120993</td>\n",
+       "      <td>0.361658</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>71</th>\n",
+       "      <td>(United States, creamy)</td>\n",
+       "      <td>(artisan)</td>\n",
+       "      <td>0.169298</td>\n",
+       "      <td>0.541228</td>\n",
+       "      <td>0.113158</td>\n",
+       "      <td>0.668394</td>\n",
+       "      <td>1.234958</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.021529</td>\n",
+       "      <td>1.383484</td>\n",
+       "      <td>0.229030</td>\n",
+       "      <td>0.189427</td>\n",
+       "      <td>0.277187</td>\n",
+       "      <td>0.438735</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>72</th>\n",
+       "      <td>(United States, artisan)</td>\n",
+       "      <td>(creamy)</td>\n",
+       "      <td>0.184211</td>\n",
+       "      <td>0.560526</td>\n",
+       "      <td>0.113158</td>\n",
+       "      <td>0.614286</td>\n",
+       "      <td>1.095909</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.009903</td>\n",
+       "      <td>1.139376</td>\n",
+       "      <td>0.107277</td>\n",
+       "      <td>0.179167</td>\n",
+       "      <td>0.122327</td>\n",
+       "      <td>0.408082</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "display(HTML(association_rules(frequent_itemsets, min_threshold=0.5).to_html()))"
+   ]
   },
   {
    "cell_type": "code",
@@ -3820,6 +6654,14 @@
    "metadata": {},
    "outputs": [],
    "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1bb8a528-619e-4ebc-a157-60199cec9de3",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
diff --git a/locations_to_gps.json b/locations_to_gps.json
new file mode 100644
index 0000000..d5ba4d5
--- /dev/null
+++ b/locations_to_gps.json
@@ -0,0 +1 @@
+{"Galax, Virginia, United States": [36.6612387, -80.9239671], "Northeastern Brazil, Brazil": [-10.3333333, -53.2], "Tieton, Washington, United States": [46.7020686, -120.75535], "Central Balkan Mountains, Bulgaria": [42.6073975, 25.4856617], "Postel, Belgium": [51.2874865, 5.1897863], ", Netherlands": [52.2434979, 5.6343227], "\u00c4\u00e4nekoski, Finland": [62.6032186, 25.7301361], "New Hampshire, United States": [43.4849133, -71.6553992], "Friuli Venezia Giulia and Veneto, Italy": [42.6384261, 12.674297], "County Cavan, Ireland": [54.03497495, -7.2937022825583675], "Charentes-Poitou, France": [45.4039367, 0.3756199], "Veneto, ": [45.6476663, 11.8665254], "Lazio, Sardinia, Italy": [41.9808038, 12.7662312], "Fairview, United States": [40.6333724, -90.1637318], "County Wexford, Ireland": [52.46018745, -6.606515459159162], "Southwestern Wisconsin, United States": [42.53116075, -90.43762550236468], "Co. Carlow, Ireland": [52.69078865, -6.825145150844913], "West Pawlet, VT, United States": [43.356893, -73.24966776033015], "Passendale, Belgium": [50.9003015, 3.0203891], "Serra da Estrela, Portugal": [40.4358994, -7.516865473467464], "Centre-Val de Loire, France": [47.5490251, 1.7324062], "Lucerne, Schwyz, Unterwald, and Zoug, and the following additional places: Muri district in d'Argovi, Switzerland": [47.0505452, 8.3054682], "Bjurholm, Sweden": [63.966667, 19.0], "Po valley region, Italy": [42.6384261, 12.674297], "Wales, Great Britain": [53.28236125, -3.8286207326666837], ", Denmark": [55.670249, 10.3333283], "Asiago, Italy": [45.8753771, 11.5106998], "Flanders, Belgium": [51.096246199999996, 4.178629103169916], "Languedoc, France": [43.65420305, 3.674669940206605], "Brickhill, Co. Clare, Ireland": [52.70642975, -8.751786760846851], "Ontario, Canada": [50.000678, -86.000977], ", Armenia": [4.491976149999999, -75.74135085294314], "Mornington Peninsula, Melbourne, Australia": [-38.3312575, 145.08106868543985], "Bergues, France": [50.9683886, 2.4325247], "Pesaro-Urbino, Italy": [43.694112700000005, 12.701443660480004], "Cheshire, England": [53.2141028, -2.471770086071205], "Indiana, United States": [40.3270127, -86.1746933], "Rhone-Alps, France": [45.2968119, 4.6604809], "Stranraer, Scotland": [54.9044332, -5.026204], "Seattle, Washington, United States": [47.6038321, -122.330062], "St. Gallen (canton), Tufertschwil, Switzerland": [47.1561047, 9.338323], "South East England, United Kingdom": [51.45115235, -0.9935673736185868], "Lombardy, Italy": [45.5703694, 9.7732524], "Utah, United States": [39.4225192, -111.714358], "Illinois, United States": [40.0796606, -89.4337288], ", Wales": [52.2928116, -3.73893], "Low-laying regions, Sweden": [59.6749712, 14.5208584], "Avesnes, France": [50.5495906, 1.9721295], ", Middle East": [39.3014159, -76.5888477], "Midi-Pyrenees, France": [43.8099068, 1.4344926056549236], "Southern California, United States": [34.169262950000004, -116.787448181486], "Piedmont, Italy": [45.060735, 7.923549], "California, United States": [36.7014631, -118.755997], "Gloucestershire, England": [51.7643786, -2.1880661838719386], "North Wootton, England": [52.7923213, 0.4278194], "Severn Valley, England": [52.454530899999995, -2.3755702502240226], "Extremadura, Spain": [39.1748426, -6.1529891], "Cumbrian, United Kingdom": [54.478530449999994, -3.06553306667584], "Lebanon, CT, United States": [40.375713, -76.4626118], "Lodi, Italy": [45.2613104, 9.491678060021837], "Websterville, VT, United States": [44.162985, -72.47576806895253], "Swabia, Germany": [48.15313125, 10.47129100603846], "Stewarton, Scotland": [55.680265, -4.5153023], "Oxfordshire, Great Britain": [51.7412674, -1.2245951], "Ballarat, Victoria, Australia": [-37.5623013, 143.8605645], "old Liburnia (Dalmatia), Croatia": [45.3658443, 15.6575209], "Orkney Isles, Scotland": [56.7861112, -4.1140518], "Puimichel in Provence Alpes, France": [46.603354, 1.8883335], ", Israel": [30.8124247, 34.8594762], "Port Townsend, United States": [48.1179702, -122.769544], ", Iraq": [33.0955793, 44.1749775], ", Greece": [38.9953683, 21.9877132], "Greensboro, VT, United States": [36.0726355, -79.7919754], "Cornwall, England": [50.443348900000004, -4.62465658489158], "South West England, England": [51.50076785, -2.5503106339491204], "Pembrokeshire, United Kingdom": [51.8339209, -4.916667], "Northern Holland, Netherlands": [52.2434979, 5.6343227], "Prince Edward Island, Canada": [46.3355508, -63.1466676], "Central and Western Macedonia, Thessalia, Greece": [38.9953683, 21.9877132], "Richfield, Wisconsin, United States": [44.8766431, -93.2877877], "Burgundy, France": [47.27808725, 4.222486304306048], "Pokolbin, Hunter Valley, Australia": [-32.7792106, 151.2978747], "Cotswolds, England": [51.7489422, -0.2303579], "Beara Peninsula, Co. Cork, Ireland": [51.7280451, -9.767906428362338], "County Tipperary, Clogheen, Ireland": [52.68482145, -7.898147186112796], "Ceredigion, United Kingdom": [52.2945764, -3.9527809990291427], "Dorset, England": [50.79683685, -2.34473226124306], "Maine, United States": [45.709097, -68.8590201], ", Switzerland": [46.7985624, 8.2319736], "Bethania, United Kingdom": [52.2509586, -4.0888576], "Laruns, France": [42.9882368, -0.4266324], ", Sweden": [59.6749712, 14.5208584], "St. Louis, Missouri, United States": [38.6280278, -90.1910154], "Moliterno, Italy": [40.2423024, 15.868903], "Minas Gerais, Brazil": [-18.5264844, -44.1588654], "Troyes , Aube, France": [48.2971626, 4.0746257], "Veneto, Trentino, Italy": [45.6476663, 11.8665254], "Lincolnshire, England": [53.1823034, -0.2031208542548153], "Co. Offaly, Ireland": [53.13617215, -7.810340751784169], "Quebec, Canada": [52.4760892, -71.8258668], "Allgau, Germany": [47.8241593, 11.6822424], ", Hungary": [47.1817585, 19.5060937], "Marathon, NY, United States": [44.8914036, -89.7748098], "Timsbury, Somerset, Scotland": [56.7861112, -4.1140518], "Petaluma, California, United States": [38.2325829, -122.636465], "Landford, England": [50.9700788, -1.6363792], "Piora Valley, Switzerland": [46.7985624, 8.2319736], "Burgund, France": [47.27808725, 4.222486304306048], "Wigtownshire, Scotland": [54.9042579, -5.0248893], "Macedonia, Thrace, Thessalia, Peloponissos, Ionian Islands, Aegean islands, Crete Island and Epirus, Greece": [40.6186482, 22.91795361795959], ", Australia": [-24.7761086, 134.755], "Staffordshire, England": [52.824694199999996, -2.0074546723348115], "Haute Vienne, France": [45.91901925, 1.203176771876291], "Alba, Italy": [44.7007236, 8.0357786], "Campania, Italy": [40.860672, 14.843984], "Taxco, Mexico": [18.5565446, -99.6052838], "New York, United States": [40.7127281, -74.0060152], "Svaneti, Samegrelo, Georgia": [42.63545205, 42.24871384619953], "East Midlands, England": [53.1188177, -1.2597068974971675], "Fornells de la Selva, Giron\u00e8s, Spain": [41.9319675, 2.8090343], "North Cornwall, England": [51.7561518, 0.4645198], "Colorado, United States": [38.7251776, -105.607716], "Nicasio, United States": [38.0615885, -122.6985975], ", Brazil": [-10.3333333, -53.2], "Pyrenees, France": [48.8738565, 2.3852638], "Derbyshire, Leicestershire, Nottinghamshire, England": [53.1185033, -1.5566179305872214], "Qu\u00e9bec, Canada": [52.4760892, -71.8258668], "Manitoba, Canada": [55.001251, -97.001038], "Auvergne, Salers, France": [45.2968119, 4.6604809], "Upper Corsica, France": [46.603354, 1.8883335], "Setubal, Palmela and Sesimbra, Portugal": [38.5241783, -8.8932341], "Roncq, France": [50.7531232, 3.1209016], "Oregon Coast Range, United States": [39.7837304, -100.445882], ", Mexico": [23.6585116, -102.0077097], "Roxburghshire, Scotland": [56.7861112, -4.1140518], "Tipperary, Ireland": [52.4734839, -8.1614446], "Wisconsin, United States": [44.4308975, -89.6884637], "Mankato, MN, United States": [44.1634663, -93.9993505], "Devon, England": [50.724140500000004, -3.6607788161410735], "Kimball, United States": [41.1881305, -103.6997645], "Brooklyn NY, United States": [40.6526006, -73.9497211], "Northern Wisconsin, United States": [44.94725995, -91.39373410986752], "All Holland, Netherlands": [52.4601118, 4.6056526], "Tuscany, Italy": [43.4586541, 11.1389204], "Avila, Spain": [40.656478, -4.7002172], "Belvederis, Lithuania": [55.0820118, 23.3897023], "Naples, Italy": [40.8358846, 14.2487679], "Galicia, Spain": [42.61946, -7.863112], "Castelo Branco, Fund\u00e3o and Idanha-a-Nova, Portugal": [39.97675825, -7.446059929966704], "Pullman, Washington, United States": [46.7304268, -117.173895], "Aveyron, France": [44.315857449999996, 2.5065697302419823], "Ann Arbor, Michigan, United States": [42.2813722, -83.7484616], "Oregon, United States": [43.9792797, -120.737257], ", Austria": [47.59397, 14.12456], "Bregenzerwald, Kleinwalsertal, Gro\u00dfwalsertal, Laiblachtal (Pf\u00e4nderstock) and Rheintal, Austria": [47.387028799999996, 9.95606355528393], "Airedale farming district, New Zealand": [-41.5000831, 172.8344077], "Cevenes, France": [44.3509309, 3.8584812791602983], "massif des Causses, France": [46.603354, 1.8883335], "Stawley, near Wellington, Somerset, England": [50.9961449, -3.3382702], "Canary Islands, Spain": [28.286398900000002, -16.796011808910734], "Timsbury, Somerset, England": [51.3271927, -2.4755923], "Anjou, France": [45.3462, 4.88149], "Co Limerick, Ireland": [52.518831649999996, -8.795834650292788], "Coquet, England": [54.88091196980861, -1.5495607774216265], "Modena, Italy": [44.5384728, 10.935960870530739], "Herefordshire, West Midlands, United Kingdom": [52.083333, -2.75], "Dalmatia, Croatia": [43.538796500000004, 16.175235566874342], "Gloucestershire County, England": [51.9425914, -2.100154122305389], "Prince Edward County, Ontario, Canada": [44.031827, -77.246933], "Karlovy Vary, Czech Republic": [50.2306216, 12.8701437], ", Canada": [61.0666922, -107.991707], ", Afghanistan": [33.7680065, 66.2385139], ", Portugal": [39.6621648, -8.1353519], "Chirac, France": [45.9140138, 0.6548543], "Allg\u00e4u, Germany": [47.5926009, 10.209156], "Ile de France, France": [48.6443057, 2.7537863], "French Basque Country, Midi-Pyr\u00e9n\u00e9es, France": [46.603354, 1.8883335], "St Antoine, France": [44.0361186, 0.8397552], ", Spain": [39.3260685, -4.8379791], "Charentes, France": [45.4039367, 0.3756199], "B\u00e9arnaise in Pyr\u00e9n\u00e9es-Atlantique, France": [46.603354, 1.8883335], "Emilia-Romagna, Italy": [44.525696, 11.039437], "Kinfauns, Perthshire, Scotland": [56.3822607, -3.36565], "Bas-Languedoc, Comtat Venaissin, France": [43.687621, 4.2691037], "Piave Valley, Italy, Italy": [45.735099578237005, 7.320173335891282], "North East Victoria, Australia": [-37.8633951, 145.0100994], "Brittany, France": [48.2640845, -2.9202408], "Fethard, Co Tipperary, Ireland": [52.467222, -7.691111], "Castilla Leon, Spain": [40.4598868, -3.4720773], "Carneros, Sonoma, California, United States": [33.223027, -111.70568456233669], "Loire Valley, France": [47.44927715, -0.34954901296919916], "Bermondsey, London, England": [51.4970125, -0.063268], "Bursa, Turkey": [39.9895878, 28.8944669], "Centre , the department of Loiret, France": [47.5490251, 1.7324062], ", Argentina": [-34.9964963, -64.9672817], "Pays Basque, France": [47.6867895, 7.3927627], "Vermont, United States": [44.5990718, -72.5002608], "Carmarthenshire, Wales": [51.893669849999995, -4.217282721429928], "Island of Pag, Croatia": [45.3658443, 15.6575209], "Sebastopol, California, United States": [38.4021038, -122.824222], "Friuli-Venezia Giulia, Italy": [46.151042, 13.055904], ", Turkey": [39.294076, 35.2316631], "Schoonrewoerd, Leerdam, Netherlands": [51.920458, 5.1156505], "Asturias, Spain": [43.3133868, -5.94192], "Ile-de-France/Champagne, France": [48.5499833, 7.7510775], "island wide, Cyprus": [34.9174159, 32.889902651331866], "Rh\u00f4ne-Alpes, France": [45.3175313, 5.721294352585611], "Aberdeenshire, Scotland": [57.166667, -2.666667], "Co. Cork, Ireland": [51.917535900000004, -8.58597726870895], "Oristano, Italy": [40.02656765, 8.679641647435716], "Zasavica, Serbia": [44.9454307, 19.4987239], "North Yorkshire, England": [54.13453275, -1.498628491239545], ", Italy": [42.6384261, 12.674297], "Orkney Islands, Scotland": [58.94182309999999, -3.129694439563327], "Croisy-sur-Eure, France": [49.0291802, 1.346505], "Swaledale, North Yorkshire, England": [54.38299324007608, -1.9841360652878535], "Canton of Glarus, Switzerland": [46.7985624, 8.2319736], "Pyrenees-Atlantiques, France": [43.18718655, -0.728247400084667], "Pyr\u00e9n\u00e9es, France": [48.8738565, 2.3852638], "Valencia, Spain": [39.4697065, -0.3763353], "East Sussex, United Kingdom": [50.9404266, 0.3699977891068864], ", Serbia": [44.024322850000004, 21.07657433209902], "Oviken, Sweden": [62.9974877, 14.3928671], "Aquitaine, France": [44.24620635, -0.18399787392367906], "Dumfriesshire, Scotland": [55.166667, -3.5], "Huizen, Netherlands": [52.2958122, 5.2567209], "Leiden, Netherlands": [52.1594747, 4.4908843], "Gevrey-Chambertin, Burgundy, France": [47.2261857, 4.9705666], "Azores, Portugal": [37.80855645, -25.473137391245295], "Dumfries, Scotland": [55.0691397, -3.6107936], "Rhone Valley, France": [46.603354, 1.8883335], "Blarney, Ireland": [51.9325233, -8.5678665], "British Columbia, Canada": [55.001251, -125.002441], "Castile-Leon, Spain": [41.55005, -5.1387401], "Illoud (Haute-Marne), France": [48.2089823, 5.5615126], "Pienza, Italy": [43.0765485, 11.6789076], "Averyon, France": [46.603354, 1.8883335], "Banks Peninsular in Canterbury, New Zealand": [-41.5000831, 172.8344077], "Pyr\u00e9n\u00e9es-Atlantiques, France": [43.18718655, -0.728247400084667], "Hamilton, New Zealand": [-37.7878809, 175.281788], "New South Wales, Australia": [-31.8759835, 147.2869493], "Savoie, France": [45.494895150000005, 6.384660381375652], "Tomales, California, United States": [38.2468075, -122.90630461024097], "Wallonia, Belgium": [50.154540049999994, 5.399359762971196], "Aveyron, Laguiole, France": [44.315857449999996, 2.5065697302419823], ", United States": [39.7837304, -100.445882], "Banon, France": [44.0381752, 5.6296701], "Emilia Romagna, Italy": [44.525696, 11.039437], "Wales, London, Wales": [52.41446365, -4.0685073132923], "New York, France": [44.8705067, -0.5504343], "Veneto, Italy": [45.6476663, 11.8665254], "Pays d\u2019Auge, Normandy, France": [49.0356178, 0.1573083324015645], "G\u00e2tinais, France": [48.15497515, 2.811419156673292], "Co Clare, Ireland": [52.857257450000006, -8.937435925994537], "Gravina in Puglia, Murgia, Italy": [40.819725, 16.422779], "Gippsland, Victoria, Australia": [-37.87448275, 146.9111788341666], "Monterey, California, United States": [36.2231079, -121.387742], ", Germany": [51.1638175, 10.4478313], ", Mongolia": [46.8250388, 103.8499736], "Serra da Canastra, Minas Gerais state, Brazil": [-20.1615, -46.76365461658604], "Pinconning, Michigan, United States": [43.853633, -83.964987], "Co. Mayo, Ireland": [53.9087056, -9.298304863654256], "V\u00e4stra G\u00f6taland, Sweden": [58.215850200000006, 12.651820794914073], "Somerset, England": [51.161750850000004, -3.0753867062227487], "Carrigtwohill, ": [51.9094617, -8.2611809], "Calabria, Italy": [39.0565974, 16.5249864], "Bavaria, Germany": [48.9467562, 11.4038717], ", United Kingdom": [54.7023545, -3.2765753], ", Poland": [52.215933, 19.134422], "Sulzberg, Austria": [47.52121792021591, 9.91273065974192], ", Mauritania": [20.2540382, -9.2399263], "Piemonte, Italy": [45.060735, 7.923549], "Franche Comt\u00e9, France": [48.68347355, 2.1776625116070027], "Beira Baixa Province, Portugal": [39.6621648, -8.1353519], "Valpadana, Italy": [39.60288591417616, 16.626802703803317], "Carrigtwohill, Ireland": [51.9094617, -8.2611809], "Maribo, Denmark": [54.7758018, 11.5054333], "South West England, United Kingdom": [51.0339991, -2.949011916021195], "Basque, Pyrenees Mountains, France": [45.359277750000004, -1.1480053453043046], "Crotone, Italy": [39.1873894, 16.87828188895307], "Provence, France": [44.0580563, 6.0638506], "province of Brittany, France": [46.603354, 1.8883335], "Campania, Paestum, Foggia, Italy": [40.860672, 14.843984], "Shelburne Farms, United States": [34.89046225, -82.24340593189123], "Treviso, Veneto, Italy": [45.806691349999994, 12.206315763116372], "Missouri, United States": [38.7604815, -92.5617875], "Georgia, United States": [32.3293809, -83.1137366], "North East Victoria, ": [54.699881, -1.6031519], "Tasmania, Australia": [-42.035067, 146.6366887], "Amou, Gascony, France": [43.59266, -0.7475291], "Normandy, France": [49.0677708, 0.3138532], "County Carlow, Ireland": [52.69078865, -6.825145150844913], "Berry, France": [44.5760186, 0.3095833], "Inagh, Co Clare, Ireland": [52.9071704, -9.2345138], "Mols, Denmark": [56.187042, 10.460782482125193], "Odell, Bedfordshire, England": [52.21843025, -0.5921260787763352], "Pembrokeshire, Wales": [51.8339209, -4.916667], "Comox Valley, Vancouver Island, Canada": [49.670981, -125.0353253], "Provencale, France": [43.7899311033635, 7.524017533510311], "Milford, NJ, United States": [41.2222218, -73.0570603], "Carnia, Italy": [46.3738716, 13.1339829], "Northwest, United States": [34.3129464, -78.1611077], "Auvergne, France": [45.2968119, 4.6604809], "Friuli-Venezia Giulia and the Veneto, Italy": [42.6384261, 12.674297], ", New Zealand": [-41.5000831, 172.8344077], "Adamstown, Co Wexford, Ireland": [53.3360017, -6.4692321], "Castille-Leon, Spain": [41.55005, -5.1387401], "Murazzano, Italy": [44.4746494, 8.0213361], "Massachusetts, United States": [42.3788774, -72.032366], "Haute-Savoie / Upper Savoy, France": [46.06904065, 6.344532137164], ", Belgium": [50.6402809, 4.6667145], "Kent, United Kingdom": [51.20707485, 0.7210361813401444], "Landshut, Germany": [48.536217, 12.1516551], "Brisbane, Australia": [-27.4689682, 153.0234991], "Allgaeu Alps, Germany": [51.1638175, 10.4478313], "Aconcagua, Chile": [-33.030515957094444, -71.5177984276482], "Rio Grande do Sul, Brazil": [-29.8425284, -53.7680577], "Menorca, Balearic Islands, Spain": [39.949257200000005, 4.0499641751186415], "Isere, France": [45.28979315, 5.634382477386232], "Stoneyford, Ireland": [52.5362671, -7.2278963], "Loire, France": [45.75385355, 4.045473682551104], "Cotherstone, England": [54.570244, -1.9804176], ", England": [52.5310214, -1.2649062], "Jura, Switzerland": [47.3566699, 7.1598893], "Charm, Ohio, United States": [40.5067308, -81.7848553], "Chelmarsh, Bridgnorth, Shropshire, England": [52.4875359, -2.4124407], "West Bengal, India": [22.9964948, 87.6855882], "County Antrim, Ireland": [54.864725500000006, -6.143637910742768], ", France": [46.603354, 1.8883335], "Pennsylvania, United States": [40.9699889, -77.7278831], "Stonegate, East Sussex, England": [53.960910892985034, -1.0833748506182423], "Gujarat, India": [22.3850051, 71.745261], ", Cyprus": [34.9174159, 32.889902651331866], "Vorarlberg, Austria": [47.25, 9.9166667], "Poitou-Charentes, France": [46.13244785, -0.15455354898441043], "Larzac, France": [44.74693, 1.0075], "Sonoma, California, United States": [38.5110803, -122.8473388], "Midi-Pyr\u00e9n\u00e9es, France": [43.8099068, 1.4344926056549236], "Corsica, France": [42.188089649999995, 9.068413771427695], "Coast of Oregon, United States": [39.7837304, -100.445882], "Kilmallock County Limerick, Ireland": [52.400645600000004, -8.571161660434711], "Greenville, Indiana, United States": [34.851354, -82.3984882], "Romanian Carpathians, Romania": [46.4046483, 22.9894841933513], "Basilicata, Italy": [40.500571, 16.081953], "Lower Normandy, France": [48.953684499999994, -0.573365358805311], "Lapland, Finland": [67.69291045, 26.728214183162986], "Normandy, Auvilliers, France": [49.0677708, 0.3138532], "Languedoc-Roussillon, France": [43.65420305, 3.674669940206605], "Allagau, Bavarian Alps, Germany": [51.1638175, 10.4478313], "Buxton, Derbyshire, England": [53.2593422, -1.9100768], "Bornholm, Denmark": [55.143122399999996, 14.922629658767558], "Bloomdale, United States": [33.2473378, -96.6794382], "Cornwall, ": [50.416667, -4.75], "Barcelona, Spain": [41.3828939, 2.1774322], "Hunter Valley, Australia": [-32.5421803, 151.2185641], "North Carolina, United States": [35.6729639, -79.0392919], "Laqueuille, France": [45.6507627, 2.7320917], "Minnesota, United States": [45.9896587, -94.6113288], "Sardinia & Campania, Italy": [42.6384261, 12.674297], "South Australia, Australia": [-30.5343665, 135.6301212], "Central and Western Macedonia, Thessaly, Greece": [38.9953683, 21.9877132], ", Ireland": [52.865196, -7.9794599], "NY, United States": [43.1561681, -75.8449946], "Bourgogne, France": [47.27808725, 4.222486304306048], "Virginia, United States": [37.1232245, -78.4927721], "P\u00f3voa de Lanhoso, Portugal": [41.5759516, -8.2699521], "Colby, Wisconsin, United States": [44.5684775, -69.66002565150262], "Lanarkshire, Scotland": [55.5752966, -3.833333], "Herault, France": [43.591422, 3.3553309364095925], ", Scotland": [56.7861112, -4.1140518], "Murcia, Spain": [37.9923795, -1.1305431], "La Velle, Wisconsin, United States": [45.1699553, -109.88428658948227], "Ann Arbor, MI, United States": [42.2813722, -83.7484616], "New Jersey, United States": [40.0757384, -74.4041622], "Duhallow, Ireland": [52.1837912, -9.00609563330653], ", Iceland": [64.9841821, -18.1059013], "Iowa, United States": [41.9216734, -93.3122705], "Queenstown, New Zealand": [-45.0321923, 168.661], "Tain, Scotland": [57.8119372, -4.0550663], "Sardegna, Italy": [40.0912813, 9.0305773], "Nottinghamshire, England": [53.1459288, -1.0214971168122484], "Peekskill, United States": [41.289811, -73.9204922], "Fife, Scotland": [56.3333331, -3.0000001], "Umbria, Lazio, Italy": [42.965916, 12.490236], "Nord-Pas-de-Calais, France": [50.5289634, 2.454515765955904], "Victoria, Australia": [-36.5986096, 144.6780052], "Het Groene Hart, Netherlands": [51.5246, 4.280818038775446], "Inagh, Co Clare, ": [52.9071704, -9.2345138], ", Holland": [52.2434979, 5.6343227]}
\ No newline at end of file