diff --git a/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/items.py b/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/items.py
index 45d714a..8560523 100644
--- a/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/items.py
+++ b/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/items.py
@@ -8,7 +8,7 @@ import scrapy
 
 class WikipediaCountryScraperItem(scrapy.Item):
     country_url = scrapy.Field()
-    flag_image_url = scrapy.Field()
+    flag_description_url = scrapy.Field()
     short_country_name = scrapy.Field()
     country_html = scrapy.Field()
     flag_html = scrapy.Field()
diff --git a/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/spiders/countrydownloader.py b/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/spiders/countrydownloader.py
index 8d130f7..e42b339 100644
--- a/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/spiders/countrydownloader.py
+++ b/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/spiders/countrydownloader.py
@@ -50,14 +50,9 @@ class CountrydownloaderSpider(scrapy.Spider):
             "//table[contains(@class, 'infobox')]/tbody/tr[2]/td/div/div[1]/div[1]/a/@href"
         ).get()
 
-        try:
-            flag_description_url = response.xpath(
-                "//table[contains(@class, 'infobox')]/tbody/tr[2]/td/div/div[1]/div/a/@href"
-            ).getall()[-1]
-        except IndexError:
-            flag_description_url = response.xpath(
-                "//table[contains(@class, 'infobox')]/tbody/tr[2]/td/div/div[1]/div/a/@href"
-            ).get()
+        flag_description_url = response.xpath(
+            "//table[contains(@class, 'infobox')]/tbody/tr[2]/td/div/div[1]/div/a[not(contains(@href, 'cite_note'))]/@href"
+        ).getall()[-1]
 
         country_item = {
             **country_item,
@@ -71,6 +66,7 @@ class CountrydownloaderSpider(scrapy.Spider):
                 "country_item": country_item,
                 "urls": {
                     "flag_image_url": f"https://en.wikipedia.org{flag_image_url}",
+                    "flag_description_url": f"https://en.wikipedia.org{flag_description_url}",
                 },
             },
         )
@@ -103,7 +99,7 @@ class CountrydownloaderSpider(scrapy.Spider):
         # yield the country item containing scraped data
         country_scrapy_item = WikipediaCountryScraperItem()
         country_scrapy_item["country_url"] = country_item["country_url"]
-        country_scrapy_item["flag_image_url"] = urls["flag_image_url"]
+        country_scrapy_item["flag_description_url"] = urls["flag_description_url"]
         country_scrapy_item["short_country_name"] = country_item["short_country_name"]
         country_scrapy_item["country_html"] = country_item["country_html"]
         country_scrapy_item["flag_html"] = country_item["flag_html"]
diff --git a/playground/downloaded_data_inspection_lab/Untitled.ipynb b/playground/downloaded_data_inspection_lab/Untitled.ipynb
index f890fec..5f91a00 100644
--- a/playground/downloaded_data_inspection_lab/Untitled.ipynb
+++ b/playground/downloaded_data_inspection_lab/Untitled.ipynb
@@ -79,15 +79,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 74,
    "id": "d03be94e-8642-4916-8a43-1711e0c21b36",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-24T21:32:00.473759Z",
-     "iopub.status.busy": "2022-06-24T21:32:00.473129Z",
-     "iopub.status.idle": "2022-06-24T21:32:00.812851Z",
-     "shell.execute_reply": "2022-06-24T21:32:00.812131Z",
-     "shell.execute_reply.started": "2022-06-24T21:32:00.473730Z"
+     "iopub.execute_input": "2022-06-24T21:52:35.726961Z",
+     "iopub.status.busy": "2022-06-24T21:52:35.726356Z",
+     "iopub.status.idle": "2022-06-24T21:52:35.823456Z",
+     "shell.execute_reply": "2022-06-24T21:52:35.822464Z",
+     "shell.execute_reply.started": "2022-06-24T21:52:35.726932Z"
     },
     "tags": []
    },
@@ -100,15 +100,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 75,
    "id": "29cca9ea-16d3-4534-8c9e-49fde37f8cdd",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-24T21:32:01.728669Z",
-     "iopub.status.busy": "2022-06-24T21:32:01.728021Z",
-     "iopub.status.idle": "2022-06-24T21:32:01.919644Z",
-     "shell.execute_reply": "2022-06-24T21:32:01.917919Z",
-     "shell.execute_reply.started": "2022-06-24T21:32:01.728629Z"
+     "iopub.execute_input": "2022-06-24T21:52:36.453655Z",
+     "iopub.status.busy": "2022-06-24T21:52:36.452202Z",
+     "iopub.status.idle": "2022-06-24T21:52:36.555461Z",
+     "shell.execute_reply": "2022-06-24T21:52:36.554096Z",
+     "shell.execute_reply.started": "2022-06-24T21:52:36.453559Z"
     },
     "tags": []
    },
@@ -119,15 +119,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 76,
    "id": "ef8bc3ce-08dd-4260-807c-2616b2e1c1ba",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-24T21:32:04.251701Z",
-     "iopub.status.busy": "2022-06-24T21:32:04.250831Z",
-     "iopub.status.idle": "2022-06-24T21:32:04.263351Z",
-     "shell.execute_reply": "2022-06-24T21:32:04.262556Z",
-     "shell.execute_reply.started": "2022-06-24T21:32:04.251670Z"
+     "iopub.execute_input": "2022-06-24T21:52:36.950435Z",
+     "iopub.status.busy": "2022-06-24T21:52:36.949946Z",
+     "iopub.status.idle": "2022-06-24T21:52:36.959935Z",
+     "shell.execute_reply": "2022-06-24T21:52:36.958581Z",
+     "shell.execute_reply.started": "2022-06-24T21:52:36.950398Z"
     },
     "tags": []
    },
@@ -151,15 +151,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 77,
    "id": "48db8f93-659b-45a4-8477-a7cec139bebc",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-24T21:32:05.191313Z",
-     "iopub.status.busy": "2022-06-24T21:32:05.190427Z",
-     "iopub.status.idle": "2022-06-24T21:32:05.233768Z",
-     "shell.execute_reply": "2022-06-24T21:32:05.232310Z",
-     "shell.execute_reply.started": "2022-06-24T21:32:05.191232Z"
+     "iopub.execute_input": "2022-06-24T21:52:37.635010Z",
+     "iopub.status.busy": "2022-06-24T21:52:37.634417Z",
+     "iopub.status.idle": "2022-06-24T21:52:37.645162Z",
+     "shell.execute_reply": "2022-06-24T21:52:37.643796Z",
+     "shell.execute_reply.started": "2022-06-24T21:52:37.634953Z"
     },
     "tags": []
    },
@@ -183,15 +183,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 81,
    "id": "a52f6aa2-5bbd-46e4-9b2f-cdbd7269cb6e",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-24T21:36:11.684046Z",
-     "iopub.status.busy": "2022-06-24T21:36:11.683658Z",
-     "iopub.status.idle": "2022-06-24T21:36:11.690174Z",
-     "shell.execute_reply": "2022-06-24T21:36:11.689279Z",
-     "shell.execute_reply.started": "2022-06-24T21:36:11.684015Z"
+     "iopub.execute_input": "2022-06-24T21:52:49.070882Z",
+     "iopub.status.busy": "2022-06-24T21:52:49.070107Z",
+     "iopub.status.idle": "2022-06-24T21:52:49.076033Z",
+     "shell.execute_reply": "2022-06-24T21:52:49.075243Z",
+     "shell.execute_reply.started": "2022-06-24T21:52:49.070853Z"
     },
     "tags": []
    },
@@ -215,15 +215,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 84,
    "id": "643e6512-1e5b-4eb2-9f0a-6b680ada787b",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-24T21:36:13.608192Z",
-     "iopub.status.busy": "2022-06-24T21:36:13.607778Z",
-     "iopub.status.idle": "2022-06-24T21:36:13.623089Z",
-     "shell.execute_reply": "2022-06-24T21:36:13.622311Z",
-     "shell.execute_reply.started": "2022-06-24T21:36:13.608162Z"
+     "iopub.execute_input": "2022-06-24T21:53:15.797108Z",
+     "iopub.status.busy": "2022-06-24T21:53:15.796761Z",
+     "iopub.status.idle": "2022-06-24T21:53:15.809904Z",
+     "shell.execute_reply": "2022-06-24T21:53:15.809157Z",
+     "shell.execute_reply.started": "2022-06-24T21:53:15.797079Z"
     },
     "tags": []
    },
@@ -250,6 +250,7 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>country_url</th>\n",
+       "      <th>flag_image_url</th>\n",
        "      <th>short_country_name</th>\n",
        "      <th>country_html</th>\n",
        "      <th>flag_html</th>\n",
@@ -261,6 +262,7 @@
        "    <tr>\n",
        "      <th>84</th>\n",
        "      <td>https://en.wikipedia.org/wiki/Paraguay</td>\n",
+       "      <td>https://en.wikipedia.org/wiki/File:Flag_of_Par...</td>\n",
        "      <td>Paraguay</td>\n",
        "      <td>[&lt;tr&gt;&lt;th colspan=\"2\" class=\"infobox-above adr\"...</td>\n",
        "      <td>None</td>\n",
@@ -272,8 +274,11 @@
        "</div>"
       ],
       "text/plain": [
-       "                               country_url short_country_name  \\\n",
-       "84  https://en.wikipedia.org/wiki/Paraguay           Paraguay   \n",
+       "                               country_url  \\\n",
+       "84  https://en.wikipedia.org/wiki/Paraguay   \n",
+       "\n",
+       "                                       flag_image_url short_country_name  \\\n",
+       "84  https://en.wikipedia.org/wiki/File:Flag_of_Par...           Paraguay   \n",
        "\n",
        "                                         country_html flag_html  \\\n",
        "84  [<tr><th colspan=\"2\" class=\"infobox-above adr\"...      None   \n",
@@ -285,7 +290,7 @@
        "84  [{'url': 'https://upload.wikimedia.org/wikiped...  "
       ]
      },
-     "execution_count": 59,
+     "execution_count": 84,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -296,15 +301,100 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 85,
+   "id": "5e21e98a-56ba-4e55-b5d4-89dab2232c29",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-06-24T21:53:31.685434Z",
+     "iopub.status.busy": "2022-06-24T21:53:31.684830Z",
+     "iopub.status.idle": "2022-06-24T21:53:31.697841Z",
+     "shell.execute_reply": "2022-06-24T21:53:31.697000Z",
+     "shell.execute_reply.started": "2022-06-24T21:53:31.685404Z"
+    }
+   },
+   "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>country_url</th>\n",
+       "      <th>flag_image_url</th>\n",
+       "      <th>short_country_name</th>\n",
+       "      <th>country_html</th>\n",
+       "      <th>flag_html</th>\n",
+       "      <th>file_urls</th>\n",
+       "      <th>files</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>84</th>\n",
+       "      <td>https://en.wikipedia.org/wiki/Paraguay</td>\n",
+       "      <td>https://en.wikipedia.org/wiki/File:Flag_of_Par...</td>\n",
+       "      <td>Paraguay</td>\n",
+       "      <td>[&lt;tr&gt;&lt;th colspan=\"2\" class=\"infobox-above adr\"...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>[https:////upload.wikimedia.org/wikipedia/comm...</td>\n",
+       "      <td>[{'url': 'https://upload.wikimedia.org/wikiped...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                               country_url  \\\n",
+       "84  https://en.wikipedia.org/wiki/Paraguay   \n",
+       "\n",
+       "                                       flag_image_url short_country_name  \\\n",
+       "84  https://en.wikipedia.org/wiki/File:Flag_of_Par...           Paraguay   \n",
+       "\n",
+       "                                         country_html flag_html  \\\n",
+       "84  [<tr><th colspan=\"2\" class=\"infobox-above adr\"...      None   \n",
+       "\n",
+       "                                            file_urls  \\\n",
+       "84  [https:////upload.wikimedia.org/wikipedia/comm...   \n",
+       "\n",
+       "                                                files  \n",
+       "84  [{'url': 'https://upload.wikimedia.org/wikiped...  "
+      ]
+     },
+     "execution_count": 85,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[df[\"flag_html\"].isna()]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
    "id": "227b0c76-9e45-4849-849e-36355976cba9",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-24T21:39:06.360439Z",
-     "iopub.status.busy": "2022-06-24T21:39:06.360082Z",
-     "iopub.status.idle": "2022-06-24T21:39:06.366232Z",
-     "shell.execute_reply": "2022-06-24T21:39:06.365364Z",
-     "shell.execute_reply.started": "2022-06-24T21:39:06.360409Z"
+     "iopub.execute_input": "2022-06-24T21:54:13.588753Z",
+     "iopub.status.busy": "2022-06-24T21:54:13.588402Z",
+     "iopub.status.idle": "2022-06-24T21:54:13.594182Z",
+     "shell.execute_reply": "2022-06-24T21:54:13.593418Z",
+     "shell.execute_reply.started": "2022-06-24T21:54:13.588723Z"
     },
     "tags": []
    },
@@ -312,25 +402,59 @@
     {
      "data": {
       "text/plain": [
-       "[{'url': 'https://upload.wikimedia.org/wikipedia/commons/2/27/Flag_of_Paraguay.svg',\n",
-       "  'path': 'files/flags/Flag_of_Paraguay.svg',\n",
-       "  'checksum': '8156f5f7586b7d92c0fb46aeda70ce68',\n",
-       "  'status': 'downloaded'}]"
+       "'https://en.wikipedia.org/wiki/File:Flag_of_Paraguay.svg'"
       ]
      },
-     "execution_count": 64,
+     "execution_count": 89,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "df.iloc[84][\"files\"]"
+    "df.iloc[84][\"flag_image_url\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "id": "f7712d7d-9074-4fc5-89f2-6e5f47c57d20",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-06-24T21:53:55.941453Z",
+     "iopub.status.busy": "2022-06-24T21:53:55.940811Z",
+     "iopub.status.idle": "2022-06-24T21:53:55.947972Z",
+     "shell.execute_reply": "2022-06-24T21:53:55.947077Z",
+     "shell.execute_reply.started": "2022-06-24T21:53:55.941423Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "206\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "[]"
+      ]
+     },
+     "execution_count": 87,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "print(len([file for file in df.files if len(file) != 0]))\n",
+    "[file for file in df.files if len(file) == 0]"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f7712d7d-9074-4fc5-89f2-6e5f47c57d20",
+   "id": "d7e60156-1ee5-4bf9-ab9a-d529ee988301",
    "metadata": {},
    "outputs": [],
    "source": []