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 5324d89..45d714a 100644
--- a/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/items.py
+++ b/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/items.py
@@ -8,6 +8,7 @@ import scrapy
 
 class WikipediaCountryScraperItem(scrapy.Item):
     country_url = scrapy.Field()
+    flag_image_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 ccd67f9..8d130f7 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
@@ -49,9 +49,15 @@ class CountrydownloaderSpider(scrapy.Spider):
         flag_image_url = response.xpath(
             "//table[contains(@class, 'infobox')]/tbody/tr[2]/td/div/div[1]/div[1]/a/@href"
         ).get()
-        flag_description_url = response.xpath(
-            "//table[contains(@class, 'infobox')]/tbody/tr[2]/td/div/div[1]/div/a/@href"
-        ).getall()[-1]
+
+        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()
 
         country_item = {
             **country_item,
@@ -97,6 +103,7 @@ 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["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 1163fcc..f890fec 100644
--- a/playground/downloaded_data_inspection_lab/Untitled.ipynb
+++ b/playground/downloaded_data_inspection_lab/Untitled.ipynb
@@ -2,9 +2,16 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 38,
    "id": "d8185790-0793-4881-99e8-6730f95a8006",
    "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-06-24T21:31:57.297266Z",
+     "iopub.status.busy": "2022-06-24T21:31:57.284090Z",
+     "iopub.status.idle": "2022-06-24T21:31:57.366471Z",
+     "shell.execute_reply": "2022-06-24T21:31:57.365193Z",
+     "shell.execute_reply.started": "2022-06-24T21:31:57.293844Z"
+    },
     "tags": []
    },
    "outputs": [],
@@ -17,12 +24,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 39,
    "id": "ea2b3e33-d58e-4e30-a0cc-8218a1f252c9",
    "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-06-24T21:31:58.025200Z",
+     "iopub.status.busy": "2022-06-24T21:31:58.024201Z",
+     "iopub.status.idle": "2022-06-24T21:31:58.108904Z",
+     "shell.execute_reply": "2022-06-24T21:31:58.107402Z",
+     "shell.execute_reply.started": "2022-06-24T21:31:58.025121Z"
+    },
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[None]"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "pd_options = {\n",
     "    \"display.max_rows\": None,\n",
@@ -33,9 +58,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 40,
    "id": "36149580-91d9-431d-99c3-51feee829e79",
    "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-06-24T21:31:58.650508Z",
+     "iopub.status.busy": "2022-06-24T21:31:58.650001Z",
+     "iopub.status.idle": "2022-06-24T21:31:58.670264Z",
+     "shell.execute_reply": "2022-06-24T21:31:58.669296Z",
+     "shell.execute_reply.started": "2022-06-24T21:31:58.650473Z"
+    },
     "tags": []
    },
    "outputs": [],
@@ -47,9 +79,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 41,
    "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"
+    },
     "tags": []
    },
    "outputs": [],
@@ -61,9 +100,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 42,
    "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"
+    },
     "tags": []
    },
    "outputs": [],
@@ -73,12 +119,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 43,
    "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"
+    },
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(206,)\n",
+      "[False]\n",
+      "[False]\n"
+     ]
+    }
+   ],
    "source": [
     "country_url = df[\"country_url\"]\n",
     "print(country_url.shape)\n",
@@ -88,12 +151,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 44,
    "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"
+    },
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(206,)\n",
+      "[False]\n",
+      "[False]\n"
+     ]
+    }
+   ],
    "source": [
     "short_country_name = df[\"short_country_name\"]\n",
     "print(short_country_name.shape)\n",
@@ -103,43 +183,148 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 58,
    "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"
+    },
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(206,)\n",
+      "[False  True]\n",
+      "[False  True]\n"
+     ]
+    }
+   ],
    "source": [
-    "flag_description = df[\"flag_description\"]\n",
-    "print(flag_description.shape)\n",
-    "print(flag_description.isnull().unique())\n",
-    "print(flag_description.isna().unique())"
+    "flag_html = df[\"flag_html\"]\n",
+    "print(flag_html.shape)\n",
+    "print(flag_html.isnull().unique())\n",
+    "print(flag_html.isna().unique())"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 59,
    "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"
+    },
     "tags": []
    },
-   "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>country_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>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 short_country_name  \\\n",
+       "84  https://en.wikipedia.org/wiki/Paraguay           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": 59,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "no_anthem = [item for item in [df[\"files\"]][0] if len(item) == 1]\n",
-    "print(len(no_anthem))\n",
-    "no_anthem"
+    "df[df[\"flag_html\"].isnull()]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 64,
    "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"
+    },
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "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'}]"
+      ]
+     },
+     "execution_count": 64,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "df[\"short_country_name\"]"
+    "df.iloc[84][\"files\"]"
    ]
   },
   {