diff --git a/crawler/1_dump_listings.py b/crawler/1_dump_listings.py
index 80e79b2..24f5cb4 100644
--- a/crawler/1_dump_listings.py
+++ b/crawler/1_dump_listings.py
@@ -1,22 +1,21 @@
 from rec.query import listing_query
 import pathlib
 import json
+from data_access import Listing
 
-d = listing_query(1, 1, 2, 15, 0, 800000)
+d = listing_query(1, 3, 3, 15, 0, 800000)
 folder = pathlib.Path("data/rs/")
 
 for i in range(1, 10000):
     try:
         print(f"page {i}")
-        d = listing_query(i, 1, 2, 15, 0, 800000)
+        d = listing_query(i, 3, 3, 15, 0, 800000)
     except:
         break
     
     for property in d['properties']:
         identifier = property['identifier']
-        listing_folder = folder / str(identifier)
-        listing_folder.mkdir(exist_ok=True, parents=True)
-        listing_path = listing_folder / f"listing.json"
-        with open(listing_path, 'w') as f:
+        
+        listing = Listing(identifier)
+        with open(listing.path_listing_json(), 'w') as f:
             json.dump(property, f)
-
diff --git a/crawler/2_dump_detail.py b/crawler/2_dump_detail.py
index 22b61af..1bd9247 100644
--- a/crawler/2_dump_detail.py
+++ b/crawler/2_dump_detail.py
@@ -1,25 +1,17 @@
-import pathlib
 import json
 from rec.query import detail_query
+from tqdm import tqdm
 
-folder = pathlib.Path('data/rs/')
-listings = folder.glob('*/listing.json')
+from data_access import Listing
 
-for listing_path in listings:
-    with open(listing_path) as f:
-        listing = json.load(f)
-    identifier = listing['identifier']
+for listing in tqdm(Listing.get_all_listings()):
+    if listing.path_detail_json().exists():
+        continue
+    
     try:
-        d = detail_query(identifier)
+        d = detail_query(listing.identifier)
+        with open(listing.path_detail_json(), 'w') as f:
+            json.dump(d, f)
     except:
-        print('Failed at: ', identifier)
+        print('Failed at: ', listing.identifier)
         raise
-    print(identifier)
-    
-    detail_path = pathlib.Path(f'data/rs/{identifier}/detail.json')
-    with open(detail_path, 'w') as f:
-        json.dump(d, f)
-
-    
-        
-    
diff --git a/crawler/3_dump_images.py b/crawler/3_dump_images.py
index 7a8a2c6..51defa5 100644
--- a/crawler/3_dump_images.py
+++ b/crawler/3_dump_images.py
@@ -2,41 +2,31 @@ import pathlib
 import json
 from urllib.request import urlretrieve
 from tqdm import tqdm
+from data_access import Listing
 
-folder = pathlib.Path('data/rs/')
-details = folder.glob('*/detail.json')
-
-for detail_path in tqdm(list(details)):
-    
-    with open(detail_path) as f:
+for listing in tqdm(Listing.get_all_listings()):
+    with open(listing.path_detail_json()) as f:
         detail = json.load(f)
     
-    identifier = detail['property']['identifier']
-    rsfolder = folder / str(identifier)
-    
     
     for photo in detail['property']['photos']:
         url = photo['maxSizeUrl']
         picname = url.split('/')[-1]
         order = photo['order']
-        filename = f'{order}_{picname}'
-        fullpicpath = rsfolder / 'pics' / filename
-        if fullpicpath.exists():
+        p = listing.path_pic_file(order, picname)
+        if p.exists():
             continue
-        fullpicpath.parent.mkdir(parents=True, exist_ok=True) # create the 'pics' folder
-        tqdm.write(str(fullpicpath))
-        urlretrieve(url, fullpicpath)
+        tqdm.write(str(p))
+        urlretrieve(url, p)
         
     for photo in detail['property']['floorplans']:
         url = photo['url']
         picname = url.split('/')[-1]
         order = photo['order']
-        filename = f'{order}_{picname}'
-        fullpicpath = rsfolder / 'floorplans' / filename
-        if fullpicpath.exists():
+        p = listing.path_floorplan_file(order, picname)
+        if p.exists():
             continue
-        fullpicpath.parent.mkdir(parents=True, exist_ok=True) # create the 'floorplans' folder
-        tqdm.write(str(fullpicpath))
-        urlretrieve(url, fullpicpath)    
+        tqdm.write(str(p))
+        urlretrieve(url, p)
     
     
\ No newline at end of file
diff --git a/crawler/data_access.py b/crawler/data_access.py
index 0804ddb..d3faaaa 100644
--- a/crawler/data_access.py
+++ b/crawler/data_access.py
@@ -10,6 +10,7 @@ _DATA_DIR = pathlib.Path('data/rs/')
 class Listing():
     identifier: int
     _cached: Dict = None
+        
     
     @staticmethod
     def get_all_listings() -> List['Listing']:
@@ -23,7 +24,9 @@ class Listing():
         return identifiers
 
     def path_listing(self) -> pathlib.Path:
-        return _DATA_DIR / str(self.identifier)
+        p = _DATA_DIR / str(self.identifier)
+        p.mkdir(parents=True, exist_ok=True)
+        return p
     
     def path_listing_json(self) -> pathlib.Path:
         return self.path_listing() / 'listing.json'
@@ -40,15 +43,16 @@ class Listing():
     def path_pic_folder(self) -> pathlib.Path:
         return self.path_listing() / 'pics'
     
-    def path_pic_folder(self, order, name) -> pathlib.Path:
+    def path_pic_file(self, order, name) -> pathlib.Path:
+        self.path_pic_folder().mkdir(parents=True, exist_ok=True)
         return self.path_pic_folder() / f'{order}_{name}'
     
-    
     def path_floorplan_folder(self) -> pathlib.Path:
         return self.path_listing() / 'floorplans'
     
     def path_floorplan_file(self, order, name) -> pathlib.Path:
-        return self.path_pic_folder() / f'{order}_{name}'
+        self.path_floorplan_folder().mkdir(parents=True, exist_ok=True)
+        return self.path_floorplan_folder() / f'{order}_{name}'
     
     def list_floorplans(self):
         images = list(self.path_floorplan_folder().glob('*'))
@@ -80,7 +84,10 @@ class Listing():
         max_sqm = max([o['estimated_sqm'] for o in objs if o is None]) # filter out Nones
         return max_sqm
     
-    def calculate_sqm_ocr(self):
+    def calculate_sqm_ocr(self, recalculate=True):
+        if not recalculate and self.path_floorplan_ocr_json().exists():
+            return
+        
         objs = []
         for floorplan_path in self.list_floorplans():
             estimated_sqm, model_output = floorplan.calculate_ocr(floorplan_path)
@@ -129,12 +136,17 @@ class Listing():
             return None
         return self.price / self.sqm_ocr
     
+    @property
+    def bedrooms(self) -> int:
+        return self.detailobject['property']['bedrooms']
+    
     def dict_nicely(self):
         return {
             'sqm_ocr': self.sqm_ocr,
             'price': self.price,
             'price_per_sqm': self.price_per_sqm,
             'url': self.url,
+            'bedrooms': self.bedrooms,
         }
     
     
diff --git a/crawler/exploration.ipynb b/crawler/exploration.ipynb
index c467c58..65bd0bb 100644
--- a/crawler/exploration.ipynb
+++ b/crawler/exploration.ipynb
@@ -71,6 +71,7 @@
        "      <th>price</th>\n",
        "      <th>price_per_sqm</th>\n",
        "      <th>url</th>\n",
+       "      <th>bedrooms</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -80,6 +81,7 @@
        "      <td>350000.0</td>\n",
        "      <td>44814.340589</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/102360773</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
@@ -87,6 +89,7 @@
        "      <td>695000.0</td>\n",
        "      <td>118197.278912</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/115530848</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
@@ -94,6 +97,7 @@
        "      <td>575000.0</td>\n",
        "      <td>8881.680568</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/117095606</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
@@ -101,6 +105,7 @@
        "      <td>790000.0</td>\n",
        "      <td>14962.121212</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/118752221</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
@@ -108,6 +113,7 @@
        "      <td>425000.0</td>\n",
        "      <td>93201.754386</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/119578451</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -115,45 +121,51 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
+       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1020</th>\n",
+       "      <th>1021</th>\n",
        "      <td>NaN</td>\n",
        "      <td>220000.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/86809926</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1021</th>\n",
+       "      <th>1022</th>\n",
        "      <td>49.00</td>\n",
        "      <td>450000.0</td>\n",
        "      <td>9183.673469</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/86811141</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1022</th>\n",
+       "      <th>1023</th>\n",
        "      <td>58.20</td>\n",
        "      <td>550000.0</td>\n",
        "      <td>9450.171821</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/86811177</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1023</th>\n",
+       "      <th>1024</th>\n",
        "      <td>3.00</td>\n",
        "      <td>475000.0</td>\n",
        "      <td>158333.333333</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/86812494</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1024</th>\n",
+       "      <th>1025</th>\n",
        "      <td>81.60</td>\n",
        "      <td>790000.0</td>\n",
        "      <td>9681.372549</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/86972726</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>1025 rows × 4 columns</p>\n",
+       "<p>1026 rows × 5 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -164,26 +176,26 @@
        "3       52.80  790000.0   14962.121212   \n",
        "4        4.56  425000.0   93201.754386   \n",
        "...       ...       ...            ...   \n",
-       "1020      NaN  220000.0            NaN   \n",
-       "1021    49.00  450000.0    9183.673469   \n",
-       "1022    58.20  550000.0    9450.171821   \n",
-       "1023     3.00  475000.0  158333.333333   \n",
-       "1024    81.60  790000.0    9681.372549   \n",
+       "1021      NaN  220000.0            NaN   \n",
+       "1022    49.00  450000.0    9183.673469   \n",
+       "1023    58.20  550000.0    9450.171821   \n",
+       "1024     3.00  475000.0  158333.333333   \n",
+       "1025    81.60  790000.0    9681.372549   \n",
        "\n",
-       "                                                   url  \n",
-       "0     https://www.rightmove.co.uk/properties/102360773  \n",
-       "1     https://www.rightmove.co.uk/properties/115530848  \n",
-       "2     https://www.rightmove.co.uk/properties/117095606  \n",
-       "3     https://www.rightmove.co.uk/properties/118752221  \n",
-       "4     https://www.rightmove.co.uk/properties/119578451  \n",
-       "...                                                ...  \n",
-       "1020   https://www.rightmove.co.uk/properties/86809926  \n",
-       "1021   https://www.rightmove.co.uk/properties/86811141  \n",
-       "1022   https://www.rightmove.co.uk/properties/86811177  \n",
-       "1023   https://www.rightmove.co.uk/properties/86812494  \n",
-       "1024   https://www.rightmove.co.uk/properties/86972726  \n",
+       "                                                   url  bedrooms  \n",
+       "0     https://www.rightmove.co.uk/properties/102360773         1  \n",
+       "1     https://www.rightmove.co.uk/properties/115530848         1  \n",
+       "2     https://www.rightmove.co.uk/properties/117095606         2  \n",
+       "3     https://www.rightmove.co.uk/properties/118752221         1  \n",
+       "4     https://www.rightmove.co.uk/properties/119578451         2  \n",
+       "...                                                ...       ...  \n",
+       "1021   https://www.rightmove.co.uk/properties/86809926         1  \n",
+       "1022   https://www.rightmove.co.uk/properties/86811141         1  \n",
+       "1023   https://www.rightmove.co.uk/properties/86811177         2  \n",
+       "1024   https://www.rightmove.co.uk/properties/86812494         1  \n",
+       "1025   https://www.rightmove.co.uk/properties/86972726         2  \n",
        "\n",
-       "[1025 rows x 4 columns]"
+       "[1026 rows x 5 columns]"
       ]
      },
      "execution_count": 4,
@@ -198,7 +210,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 5,
    "id": "99c5b304-3d13-466b-a9f5-83a5db6311b5",
    "metadata": {},
    "outputs": [
@@ -227,6 +239,7 @@
        "      <th>price</th>\n",
        "      <th>price_per_sqm</th>\n",
        "      <th>url</th>\n",
+       "      <th>bedrooms</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -236,6 +249,7 @@
        "      <td>550000.0</td>\n",
        "      <td>7.418157</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/145546538</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249</th>\n",
@@ -243,6 +257,7 @@
        "      <td>725000.0</td>\n",
        "      <td>33.180626</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/140821736</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>177</th>\n",
@@ -250,6 +265,7 @@
        "      <td>695000.0</td>\n",
        "      <td>5054.545455</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/139354259</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>352</th>\n",
@@ -257,6 +273,7 @@
        "      <td>475000.0</td>\n",
        "      <td>5555.555556</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/142142348</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36</th>\n",
@@ -264,6 +281,7 @@
        "      <td>475000.0</td>\n",
        "      <td>5729.794934</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/128925950</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>700</th>\n",
@@ -271,6 +289,7 @@
        "      <td>650000.0</td>\n",
        "      <td>6435.643564</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/144591572</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>823</th>\n",
@@ -278,6 +297,7 @@
        "      <td>525000.0</td>\n",
        "      <td>6529.850746</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/145051769</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>214</th>\n",
@@ -285,6 +305,7 @@
        "      <td>650000.0</td>\n",
        "      <td>7103.048847</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/140326307</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>171</th>\n",
@@ -292,6 +313,7 @@
        "      <td>650000.0</td>\n",
        "      <td>7135.016465</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/139245428</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>598</th>\n",
@@ -299,6 +321,7 @@
        "      <td>795000.0</td>\n",
        "      <td>7266.910420</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/144034655</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>146</th>\n",
@@ -306,6 +329,7 @@
        "      <td>700000.0</td>\n",
        "      <td>7464.278098</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/138510395</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>711</th>\n",
@@ -313,6 +337,7 @@
        "      <td>750000.0</td>\n",
        "      <td>7476.821852</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/144620303</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>592</th>\n",
@@ -320,6 +345,7 @@
        "      <td>650000.0</td>\n",
        "      <td>7515.319690</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/143987669</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>624</th>\n",
@@ -327,6 +353,7 @@
        "      <td>775000.0</td>\n",
        "      <td>7646.768624</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/144217922</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>55</th>\n",
@@ -334,6 +361,7 @@
        "      <td>750000.0</td>\n",
        "      <td>7684.426230</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/132564737</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>851</th>\n",
@@ -341,6 +369,7 @@
        "      <td>625000.0</td>\n",
        "      <td>7715.096902</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/145172504</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>356</th>\n",
@@ -348,6 +377,7 @@
        "      <td>695000.0</td>\n",
        "      <td>7808.988764</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/142185623</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>748</th>\n",
@@ -355,6 +385,7 @@
        "      <td>675000.0</td>\n",
        "      <td>7857.974389</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/144771281</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>204</th>\n",
@@ -362,6 +393,7 @@
        "      <td>650000.0</td>\n",
        "      <td>7888.349515</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/140173319</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>654</th>\n",
@@ -369,6 +401,7 @@
        "      <td>665000.0</td>\n",
        "      <td>7980.319213</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/144361100</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>514</th>\n",
@@ -376,6 +409,7 @@
        "      <td>700000.0</td>\n",
        "      <td>8000.000000</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/143460365</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>762</th>\n",
@@ -383,6 +417,7 @@
        "      <td>750000.0</td>\n",
        "      <td>8073.196986</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/144846725</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>963</th>\n",
@@ -390,6 +425,7 @@
        "      <td>750000.0</td>\n",
        "      <td>8073.196986</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/145565252</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>938</th>\n",
@@ -397,6 +433,7 @@
        "      <td>699000.0</td>\n",
        "      <td>8118.466899</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/145491137</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>403</th>\n",
@@ -404,6 +441,7 @@
        "      <td>750000.0</td>\n",
        "      <td>8278.145695</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/142704416</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>302</th>\n",
@@ -411,6 +449,7 @@
        "      <td>795000.0</td>\n",
        "      <td>8520.900322</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/141595433</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>671</th>\n",
@@ -418,6 +457,7 @@
        "      <td>800000.0</td>\n",
        "      <td>8577.248847</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/144429140</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>349</th>\n",
@@ -425,6 +465,7 @@
        "      <td>695000.0</td>\n",
        "      <td>8626.039469</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/142115918</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>224</th>\n",
@@ -432,6 +473,7 @@
        "      <td>800000.0</td>\n",
        "      <td>8879.023307</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/140464481</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>740</th>\n",
@@ -439,6 +481,7 @@
        "      <td>735000.0</td>\n",
        "      <td>8996.328029</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/144722414</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>326</th>\n",
@@ -446,6 +489,7 @@
        "      <td>800000.0</td>\n",
        "      <td>9163.802978</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/141846023</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>319</th>\n",
@@ -453,6 +497,7 @@
        "      <td>750000.0</td>\n",
        "      <td>9194.556822</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/141797357</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>558</th>\n",
@@ -460,6 +505,7 @@
        "      <td>800000.0</td>\n",
        "      <td>9219.776420</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/143758763</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>712</th>\n",
@@ -467,6 +513,7 @@
        "      <td>800000.0</td>\n",
        "      <td>9269.988413</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/144622157</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>473</th>\n",
@@ -474,6 +521,7 @@
        "      <td>800000.0</td>\n",
        "      <td>9302.325581</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/143210102</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>105</th>\n",
@@ -481,13 +529,15 @@
        "      <td>750000.0</td>\n",
        "      <td>9328.358209</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/136988726</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1002</th>\n",
+       "      <th>1003</th>\n",
        "      <td>80.27</td>\n",
        "      <td>750000.0</td>\n",
        "      <td>9343.465803</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/86775291</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>235</th>\n",
@@ -495,6 +545,7 @@
        "      <td>775000.0</td>\n",
        "      <td>9359.903382</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/140611055</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>65</th>\n",
@@ -502,6 +553,7 @@
        "      <td>800000.0</td>\n",
        "      <td>9400.705053</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/134116232</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
@@ -509,13 +561,15 @@
        "      <td>795000.0</td>\n",
        "      <td>9498.207885</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/127787960</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1024</th>\n",
+       "      <th>1025</th>\n",
        "      <td>81.60</td>\n",
        "      <td>790000.0</td>\n",
        "      <td>9681.372549</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/86972726</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>88</th>\n",
@@ -523,6 +577,7 @@
        "      <td>800000.0</td>\n",
        "      <td>9785.932722</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/136012193</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>454</th>\n",
@@ -530,6 +585,7 @@
        "      <td>800000.0</td>\n",
        "      <td>9900.990099</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/143138867</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>343</th>\n",
@@ -537,6 +593,7 @@
        "      <td>800000.0</td>\n",
        "      <td>9920.634921</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/142032935</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -580,63 +637,63 @@
        "712      86.30  800000.0    9269.988413   \n",
        "473      86.00  800000.0    9302.325581   \n",
        "105      80.40  750000.0    9328.358209   \n",
-       "1002     80.27  750000.0    9343.465803   \n",
+       "1003     80.27  750000.0    9343.465803   \n",
        "235      82.80  775000.0    9359.903382   \n",
        "65       85.10  800000.0    9400.705053   \n",
        "30       83.70  795000.0    9498.207885   \n",
-       "1024     81.60  790000.0    9681.372549   \n",
+       "1025     81.60  790000.0    9681.372549   \n",
        "88       81.75  800000.0    9785.932722   \n",
        "454      80.80  800000.0    9900.990099   \n",
        "343      80.64  800000.0    9920.634921   \n",
        "\n",
-       "                                                   url  \n",
-       "953   https://www.rightmove.co.uk/properties/145546538  \n",
-       "249   https://www.rightmove.co.uk/properties/140821736  \n",
-       "177   https://www.rightmove.co.uk/properties/139354259  \n",
-       "352   https://www.rightmove.co.uk/properties/142142348  \n",
-       "36    https://www.rightmove.co.uk/properties/128925950  \n",
-       "700   https://www.rightmove.co.uk/properties/144591572  \n",
-       "823   https://www.rightmove.co.uk/properties/145051769  \n",
-       "214   https://www.rightmove.co.uk/properties/140326307  \n",
-       "171   https://www.rightmove.co.uk/properties/139245428  \n",
-       "598   https://www.rightmove.co.uk/properties/144034655  \n",
-       "146   https://www.rightmove.co.uk/properties/138510395  \n",
-       "711   https://www.rightmove.co.uk/properties/144620303  \n",
-       "592   https://www.rightmove.co.uk/properties/143987669  \n",
-       "624   https://www.rightmove.co.uk/properties/144217922  \n",
-       "55    https://www.rightmove.co.uk/properties/132564737  \n",
-       "851   https://www.rightmove.co.uk/properties/145172504  \n",
-       "356   https://www.rightmove.co.uk/properties/142185623  \n",
-       "748   https://www.rightmove.co.uk/properties/144771281  \n",
-       "204   https://www.rightmove.co.uk/properties/140173319  \n",
-       "654   https://www.rightmove.co.uk/properties/144361100  \n",
-       "514   https://www.rightmove.co.uk/properties/143460365  \n",
-       "762   https://www.rightmove.co.uk/properties/144846725  \n",
-       "963   https://www.rightmove.co.uk/properties/145565252  \n",
-       "938   https://www.rightmove.co.uk/properties/145491137  \n",
-       "403   https://www.rightmove.co.uk/properties/142704416  \n",
-       "302   https://www.rightmove.co.uk/properties/141595433  \n",
-       "671   https://www.rightmove.co.uk/properties/144429140  \n",
-       "349   https://www.rightmove.co.uk/properties/142115918  \n",
-       "224   https://www.rightmove.co.uk/properties/140464481  \n",
-       "740   https://www.rightmove.co.uk/properties/144722414  \n",
-       "326   https://www.rightmove.co.uk/properties/141846023  \n",
-       "319   https://www.rightmove.co.uk/properties/141797357  \n",
-       "558   https://www.rightmove.co.uk/properties/143758763  \n",
-       "712   https://www.rightmove.co.uk/properties/144622157  \n",
-       "473   https://www.rightmove.co.uk/properties/143210102  \n",
-       "105   https://www.rightmove.co.uk/properties/136988726  \n",
-       "1002   https://www.rightmove.co.uk/properties/86775291  \n",
-       "235   https://www.rightmove.co.uk/properties/140611055  \n",
-       "65    https://www.rightmove.co.uk/properties/134116232  \n",
-       "30    https://www.rightmove.co.uk/properties/127787960  \n",
-       "1024   https://www.rightmove.co.uk/properties/86972726  \n",
-       "88    https://www.rightmove.co.uk/properties/136012193  \n",
-       "454   https://www.rightmove.co.uk/properties/143138867  \n",
-       "343   https://www.rightmove.co.uk/properties/142032935  "
+       "                                                   url  bedrooms  \n",
+       "953   https://www.rightmove.co.uk/properties/145546538         2  \n",
+       "249   https://www.rightmove.co.uk/properties/140821736         2  \n",
+       "177   https://www.rightmove.co.uk/properties/139354259         2  \n",
+       "352   https://www.rightmove.co.uk/properties/142142348         2  \n",
+       "36    https://www.rightmove.co.uk/properties/128925950         2  \n",
+       "700   https://www.rightmove.co.uk/properties/144591572         1  \n",
+       "823   https://www.rightmove.co.uk/properties/145051769         2  \n",
+       "214   https://www.rightmove.co.uk/properties/140326307         2  \n",
+       "171   https://www.rightmove.co.uk/properties/139245428         2  \n",
+       "598   https://www.rightmove.co.uk/properties/144034655         2  \n",
+       "146   https://www.rightmove.co.uk/properties/138510395         2  \n",
+       "711   https://www.rightmove.co.uk/properties/144620303         2  \n",
+       "592   https://www.rightmove.co.uk/properties/143987669         2  \n",
+       "624   https://www.rightmove.co.uk/properties/144217922         1  \n",
+       "55    https://www.rightmove.co.uk/properties/132564737         2  \n",
+       "851   https://www.rightmove.co.uk/properties/145172504         2  \n",
+       "356   https://www.rightmove.co.uk/properties/142185623         2  \n",
+       "748   https://www.rightmove.co.uk/properties/144771281         2  \n",
+       "204   https://www.rightmove.co.uk/properties/140173319         2  \n",
+       "654   https://www.rightmove.co.uk/properties/144361100         2  \n",
+       "514   https://www.rightmove.co.uk/properties/143460365         1  \n",
+       "762   https://www.rightmove.co.uk/properties/144846725         1  \n",
+       "963   https://www.rightmove.co.uk/properties/145565252         2  \n",
+       "938   https://www.rightmove.co.uk/properties/145491137         2  \n",
+       "403   https://www.rightmove.co.uk/properties/142704416         2  \n",
+       "302   https://www.rightmove.co.uk/properties/141595433         2  \n",
+       "671   https://www.rightmove.co.uk/properties/144429140         2  \n",
+       "349   https://www.rightmove.co.uk/properties/142115918         2  \n",
+       "224   https://www.rightmove.co.uk/properties/140464481         2  \n",
+       "740   https://www.rightmove.co.uk/properties/144722414         2  \n",
+       "326   https://www.rightmove.co.uk/properties/141846023         2  \n",
+       "319   https://www.rightmove.co.uk/properties/141797357         2  \n",
+       "558   https://www.rightmove.co.uk/properties/143758763         2  \n",
+       "712   https://www.rightmove.co.uk/properties/144622157         2  \n",
+       "473   https://www.rightmove.co.uk/properties/143210102         2  \n",
+       "105   https://www.rightmove.co.uk/properties/136988726         2  \n",
+       "1003   https://www.rightmove.co.uk/properties/86775291         2  \n",
+       "235   https://www.rightmove.co.uk/properties/140611055         2  \n",
+       "65    https://www.rightmove.co.uk/properties/134116232         2  \n",
+       "30    https://www.rightmove.co.uk/properties/127787960         1  \n",
+       "1025   https://www.rightmove.co.uk/properties/86972726         2  \n",
+       "88    https://www.rightmove.co.uk/properties/136012193         1  \n",
+       "454   https://www.rightmove.co.uk/properties/143138867         2  \n",
+       "343   https://www.rightmove.co.uk/properties/142032935         2  "
       ]
      },
-     "execution_count": 7,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -648,7 +705,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 6,
    "id": "52545cfa-0932-46fe-ba7e-961fd43f2786",
    "metadata": {},
    "outputs": [
@@ -677,6 +734,7 @@
        "      <th>price</th>\n",
        "      <th>price_per_sqm</th>\n",
        "      <th>url</th>\n",
+       "      <th>bedrooms</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -686,6 +744,7 @@
        "      <td>400000.0</td>\n",
        "      <td>5449.591281</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/142186991</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>293</th>\n",
@@ -693,6 +752,7 @@
        "      <td>425000.0</td>\n",
        "      <td>5519.480519</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/141437783</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>352</th>\n",
@@ -700,6 +760,7 @@
        "      <td>475000.0</td>\n",
        "      <td>5555.555556</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/142142348</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>685</th>\n",
@@ -707,6 +768,7 @@
        "      <td>425000.0</td>\n",
        "      <td>5589.898724</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/144494012</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36</th>\n",
@@ -714,6 +776,7 @@
        "      <td>475000.0</td>\n",
        "      <td>5729.794934</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/128925950</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>491</th>\n",
@@ -721,13 +784,15 @@
        "      <td>450000.0</td>\n",
        "      <td>6277.901786</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/143315840</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1019</th>\n",
+       "      <th>1020</th>\n",
        "      <td>73.67</td>\n",
        "      <td>495000.0</td>\n",
        "      <td>6719.152980</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/86807916</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -741,19 +806,19 @@
        "685     76.03  425000.0    5589.898724   \n",
        "36      82.90  475000.0    5729.794934   \n",
        "491     71.68  450000.0    6277.901786   \n",
-       "1019    73.67  495000.0    6719.152980   \n",
+       "1020    73.67  495000.0    6719.152980   \n",
        "\n",
-       "                                                   url  \n",
-       "359   https://www.rightmove.co.uk/properties/142186991  \n",
-       "293   https://www.rightmove.co.uk/properties/141437783  \n",
-       "352   https://www.rightmove.co.uk/properties/142142348  \n",
-       "685   https://www.rightmove.co.uk/properties/144494012  \n",
-       "36    https://www.rightmove.co.uk/properties/128925950  \n",
-       "491   https://www.rightmove.co.uk/properties/143315840  \n",
-       "1019   https://www.rightmove.co.uk/properties/86807916  "
+       "                                                   url  bedrooms  \n",
+       "359   https://www.rightmove.co.uk/properties/142186991         2  \n",
+       "293   https://www.rightmove.co.uk/properties/141437783         2  \n",
+       "352   https://www.rightmove.co.uk/properties/142142348         2  \n",
+       "685   https://www.rightmove.co.uk/properties/144494012         2  \n",
+       "36    https://www.rightmove.co.uk/properties/128925950         2  \n",
+       "491   https://www.rightmove.co.uk/properties/143315840         2  \n",
+       "1020   https://www.rightmove.co.uk/properties/86807916         2  "
       ]
      },
-     "execution_count": 8,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -765,7 +830,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 7,
    "id": "d0246926-13ef-4110-8e3a-fb676a55c2a6",
    "metadata": {},
    "outputs": [
@@ -794,6 +859,7 @@
        "      <th>price</th>\n",
        "      <th>price_per_sqm</th>\n",
        "      <th>url</th>\n",
+       "      <th>bedrooms</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -803,6 +869,7 @@
        "      <td>550000.0</td>\n",
        "      <td>7.418157</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/145546538</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>823</th>\n",
@@ -810,6 +877,7 @@
        "      <td>525000.0</td>\n",
        "      <td>6529.850746</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/145051769</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>492</th>\n",
@@ -817,6 +885,7 @@
        "      <td>525000.0</td>\n",
        "      <td>7104.194858</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/143317361</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>561</th>\n",
@@ -824,6 +893,7 @@
        "      <td>550000.0</td>\n",
        "      <td>7170.795306</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/143780789</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>69</th>\n",
@@ -831,13 +901,15 @@
        "      <td>525000.0</td>\n",
        "      <td>7181.942544</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/134574563</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>987</th>\n",
+       "      <th>988</th>\n",
        "      <td>72.40</td>\n",
        "      <td>525000.0</td>\n",
        "      <td>7251.381215</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/86648925</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>272</th>\n",
@@ -845,6 +917,7 @@
        "      <td>575000.0</td>\n",
        "      <td>7382.205675</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/141131297</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>521</th>\n",
@@ -852,6 +925,7 @@
        "      <td>525000.0</td>\n",
        "      <td>7406.884876</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/143514149</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>324</th>\n",
@@ -859,13 +933,15 @@
        "      <td>575000.0</td>\n",
        "      <td>7555.847569</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/141831353</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1017</th>\n",
+       "      <th>1018</th>\n",
        "      <td>71.80</td>\n",
        "      <td>550000.0</td>\n",
        "      <td>7660.167131</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/86804832</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>526</th>\n",
@@ -873,6 +949,7 @@
        "      <td>600000.0</td>\n",
        "      <td>7692.307692</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/143552156</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>817</th>\n",
@@ -880,6 +957,7 @@
        "      <td>550000.0</td>\n",
        "      <td>7727.975270</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/145035929</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>843</th>\n",
@@ -887,6 +965,7 @@
        "      <td>600000.0</td>\n",
        "      <td>7741.935484</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/145144988</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>337</th>\n",
@@ -894,6 +973,7 @@
        "      <td>550000.0</td>\n",
        "      <td>7790.368272</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/141904286</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>233</th>\n",
@@ -901,6 +981,7 @@
        "      <td>600000.0</td>\n",
        "      <td>7926.023778</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/140582213</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>763</th>\n",
@@ -908,6 +989,7 @@
        "      <td>600000.0</td>\n",
        "      <td>8000.000000</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/144862070</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>315</th>\n",
@@ -915,6 +997,7 @@
        "      <td>590000.0</td>\n",
        "      <td>8274.894811</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/141669686</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>899</th>\n",
@@ -922,6 +1005,7 @@
        "      <td>595000.0</td>\n",
        "      <td>8325.171401</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/145362911</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>147</th>\n",
@@ -929,13 +1013,15 @@
        "      <td>600000.0</td>\n",
        "      <td>8391.608392</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/138537527</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>972</th>\n",
+       "      <th>973</th>\n",
        "      <td>70.89</td>\n",
        "      <td>595000.0</td>\n",
        "      <td>8393.285372</td>\n",
        "      <td>https://www.rightmove.co.uk/properties/86296491</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -948,11 +1034,11 @@
        "492      73.90  525000.0    7104.194858   \n",
        "561      76.70  550000.0    7170.795306   \n",
        "69       73.10  525000.0    7181.942544   \n",
-       "987      72.40  525000.0    7251.381215   \n",
+       "988      72.40  525000.0    7251.381215   \n",
        "272      77.89  575000.0    7382.205675   \n",
        "521      70.88  525000.0    7406.884876   \n",
        "324      76.10  575000.0    7555.847569   \n",
-       "1017     71.80  550000.0    7660.167131   \n",
+       "1018     71.80  550000.0    7660.167131   \n",
        "526      78.00  600000.0    7692.307692   \n",
        "817      71.17  550000.0    7727.975270   \n",
        "843      77.50  600000.0    7741.935484   \n",
@@ -962,32 +1048,32 @@
        "315      71.30  590000.0    8274.894811   \n",
        "899      71.47  595000.0    8325.171401   \n",
        "147      71.50  600000.0    8391.608392   \n",
-       "972      70.89  595000.0    8393.285372   \n",
+       "973      70.89  595000.0    8393.285372   \n",
        "\n",
-       "                                                   url  \n",
-       "953   https://www.rightmove.co.uk/properties/145546538  \n",
-       "823   https://www.rightmove.co.uk/properties/145051769  \n",
-       "492   https://www.rightmove.co.uk/properties/143317361  \n",
-       "561   https://www.rightmove.co.uk/properties/143780789  \n",
-       "69    https://www.rightmove.co.uk/properties/134574563  \n",
-       "987    https://www.rightmove.co.uk/properties/86648925  \n",
-       "272   https://www.rightmove.co.uk/properties/141131297  \n",
-       "521   https://www.rightmove.co.uk/properties/143514149  \n",
-       "324   https://www.rightmove.co.uk/properties/141831353  \n",
-       "1017   https://www.rightmove.co.uk/properties/86804832  \n",
-       "526   https://www.rightmove.co.uk/properties/143552156  \n",
-       "817   https://www.rightmove.co.uk/properties/145035929  \n",
-       "843   https://www.rightmove.co.uk/properties/145144988  \n",
-       "337   https://www.rightmove.co.uk/properties/141904286  \n",
-       "233   https://www.rightmove.co.uk/properties/140582213  \n",
-       "763   https://www.rightmove.co.uk/properties/144862070  \n",
-       "315   https://www.rightmove.co.uk/properties/141669686  \n",
-       "899   https://www.rightmove.co.uk/properties/145362911  \n",
-       "147   https://www.rightmove.co.uk/properties/138537527  \n",
-       "972    https://www.rightmove.co.uk/properties/86296491  "
+       "                                                   url  bedrooms  \n",
+       "953   https://www.rightmove.co.uk/properties/145546538         2  \n",
+       "823   https://www.rightmove.co.uk/properties/145051769         2  \n",
+       "492   https://www.rightmove.co.uk/properties/143317361         2  \n",
+       "561   https://www.rightmove.co.uk/properties/143780789         2  \n",
+       "69    https://www.rightmove.co.uk/properties/134574563         2  \n",
+       "988    https://www.rightmove.co.uk/properties/86648925         2  \n",
+       "272   https://www.rightmove.co.uk/properties/141131297         2  \n",
+       "521   https://www.rightmove.co.uk/properties/143514149         2  \n",
+       "324   https://www.rightmove.co.uk/properties/141831353         2  \n",
+       "1018   https://www.rightmove.co.uk/properties/86804832         2  \n",
+       "526   https://www.rightmove.co.uk/properties/143552156         1  \n",
+       "817   https://www.rightmove.co.uk/properties/145035929         2  \n",
+       "843   https://www.rightmove.co.uk/properties/145144988         2  \n",
+       "337   https://www.rightmove.co.uk/properties/141904286         2  \n",
+       "233   https://www.rightmove.co.uk/properties/140582213         2  \n",
+       "763   https://www.rightmove.co.uk/properties/144862070         2  \n",
+       "315   https://www.rightmove.co.uk/properties/141669686         2  \n",
+       "899   https://www.rightmove.co.uk/properties/145362911         2  \n",
+       "147   https://www.rightmove.co.uk/properties/138537527         1  \n",
+       "973    https://www.rightmove.co.uk/properties/86296491         2  "
       ]
      },
-     "execution_count": 9,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1004,6 +1090,70 @@
    "metadata": {},
    "outputs": [],
    "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "edd9fa24-cad2-4448-9b17-c6d514564f41",
+   "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>sqm_ocr</th>\n",
+       "      <th>price</th>\n",
+       "      <th>price_per_sqm</th>\n",
+       "      <th>url</th>\n",
+       "      <th>bedrooms</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Empty DataFrame\n",
+       "Columns: [sqm_ocr, price, price_per_sqm, url, bedrooms]\n",
+       "Index: []"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[df.bedrooms > 2]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "002b2a3a-3ecc-45c1-8c2f-c143380ee0d5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n"
+   ]
   }
  ],
  "metadata": {