diff --git a/01_scrapy/wikipedia_country_scraper/download_countries.sh b/01_scrapy/wikipedia_country_scraper/download_countries.sh
new file mode 100755
index 0000000..fdde2e8
--- /dev/null
+++ b/01_scrapy/wikipedia_country_scraper/download_countries.sh
@@ -0,0 +1,2 @@
+source .venv/bin/activate
+scrapy crawl CountrydownloaderSpider -O ../../data/scrapy/raw_country_data/countries.json
diff --git a/01_scrapy/wikipedia_country_scraper/poetry.lock b/01_scrapy/wikipedia_country_scraper/poetry.lock
new file mode 100644
index 0000000..4f67596
--- /dev/null
+++ b/01_scrapy/wikipedia_country_scraper/poetry.lock
@@ -0,0 +1,1212 @@
+[[package]]
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+version = "0.1.3"
+description = "Disable App Nap on macOS >= 10.9"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "asttokens"
+version = "2.0.5"
+description = "Annotate AST trees with source code positions"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = "*"
+
+[package.extras]
+test = ["astroid", "pytest"]
+
+[[package]]
+name = "attrs"
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+description = "Classes Without Boilerplate"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[package.extras]
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+docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
+tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "cloudpickle"]
+tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "cloudpickle"]
+
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+
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+python-versions = "*"
+
+[[package]]
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+description = "Python package for providing Mozilla's CA Bundle."
+category = "main"
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+
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+[package.dependencies]
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+
+[package.extras]
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+
+[[package]]
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+description = "Symbolic constants in Python"
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+
+[[package]]
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+optional = false
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+[package.dependencies]
+cffi = ">=1.12"
+
+[package.extras]
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+
+[[package]]
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+category = "main"
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+
+[[package]]
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+[package.extras]
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+
+[[package]]
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+optional = false
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+[[package]]
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+[package.extras]
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+[package.dependencies]
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+black = ["black"]
+doc = ["Sphinx (>=1.3)"]
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+
+[[package]]
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+[[package]]
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+[[package]]
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+[[package]]
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+[package.extras]
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+[package.dependencies]
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+[package.extras]
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+tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
+
+[[package]]
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+description = "Library for building powerful interactive command lines in Python"
+category = "main"
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+[package.dependencies]
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+[[package]]
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+[package.extras]
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+optional = false
+python-versions = "*"
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+[[package]]
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+[package.dependencies]
+pyasn1 = ">=0.4.6,<0.5.0"
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+[[package]]
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+[[package]]
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+
+[[package]]
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+
+[package.dependencies]
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+[package.extras]
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+[package.dependencies]
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+[[package]]
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+[package.dependencies]
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+    {version = ">=4.0.0", markers = "platform_python_implementation == \"PyPy\""},
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+"zope.interface" = ">=4.1.3"
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+[[package]]
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+[package.dependencies]
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+[[package]]
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+[package.dependencies]
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+[package.extras]
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+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+
+[[package]]
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+[package.dependencies]
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+[package.extras]
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+[[package]]
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+[package.extras]
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+[[package]]
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+[package.dependencies]
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+    {file = "zope.interface-5.4.0-cp39-cp39-manylinux2014_aarch64.whl", hash = "sha256:17776ecd3a1fdd2b2cd5373e5ef8b307162f581c693575ec62e7c5399d80794c"},
+    {file = "zope.interface-5.4.0-cp39-cp39-win32.whl", hash = "sha256:d4d9d6c1a455d4babd320203b918ccc7fcbefe308615c521062bc2ba1aa4d26e"},
+    {file = "zope.interface-5.4.0-cp39-cp39-win_amd64.whl", hash = "sha256:0cba8477e300d64a11a9789ed40ee8932b59f9ee05f85276dbb4b59acee5dd09"},
+    {file = "zope.interface-5.4.0.tar.gz", hash = "sha256:5dba5f530fec3f0988d83b78cc591b58c0b6eb8431a85edd1569a0539a8a5a0e"},
+]
diff --git a/01_scrapy/wikipedia_country_scraper/pyproject.toml b/01_scrapy/wikipedia_country_scraper/pyproject.toml
new file mode 100644
index 0000000..9360bd0
--- /dev/null
+++ b/01_scrapy/wikipedia_country_scraper/pyproject.toml
@@ -0,0 +1,18 @@
+[tool.poetry]
+name = "wikipedia_country_scraper"
+version = "0.1.0"
+description = ""
+authors = ["Daniel Tomlinson <dtomlinson@panaetius.co.uk>"]
+
+[tool.poetry.dependencies]
+python = "^3.8"
+Scrapy = "^2.6.1"
+scrapy-user-agents = "^0.1.1"
+ipython = "^8.4.0"
+Pillow = "^9.1.1"
+
+[tool.poetry.dev-dependencies]
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
diff --git a/01_scrapy/wikipedia_country_scraper/scrapy.cfg b/01_scrapy/wikipedia_country_scraper/scrapy.cfg
new file mode 100644
index 0000000..b7f9304
--- /dev/null
+++ b/01_scrapy/wikipedia_country_scraper/scrapy.cfg
@@ -0,0 +1,12 @@
+# Automatically created by: scrapy startproject
+#
+# For more information about the [deploy] section see:
+# https://scrapyd.readthedocs.io/en/latest/deploy.html
+
+[settings]
+default = wikipedia_country_scraper.settings
+shell = ipython
+
+[deploy]
+#url = http://localhost:6800/
+project = wikipedia_country_scraper
diff --git a/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/__init__.py b/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/items.py b/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/items.py
new file mode 100644
index 0000000..29d9e7c
--- /dev/null
+++ b/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/items.py
@@ -0,0 +1,18 @@
+# Define here the models for your scraped items
+#
+# See documentation in:
+# https://docs.scrapy.org/en/latest/topics/items.html
+
+import scrapy
+
+
+class WikipediaCountryScraperItem(scrapy.Item):
+    country_url = scrapy.Field()
+    short_country_name = scrapy.Field()
+    country = scrapy.Field()
+    flag_description = scrapy.Field()
+    anthem_native_title = scrapy.Field()
+    anthem_english_title = scrapy.Field()
+
+    file_urls = scrapy.Field()
+    files = scrapy.Field()
diff --git a/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/middlewares.py b/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/middlewares.py
new file mode 100644
index 0000000..0f6b595
--- /dev/null
+++ b/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/middlewares.py
@@ -0,0 +1,103 @@
+# Define here the models for your spider middleware
+#
+# See documentation in:
+# https://docs.scrapy.org/en/latest/topics/spider-middleware.html
+
+from scrapy import signals
+
+# useful for handling different item types with a single interface
+from itemadapter import is_item, ItemAdapter
+
+
+class WikipediaCountryScraperSpiderMiddleware:
+    # Not all methods need to be defined. If a method is not defined,
+    # scrapy acts as if the spider middleware does not modify the
+    # passed objects.
+
+    @classmethod
+    def from_crawler(cls, crawler):
+        # This method is used by Scrapy to create your spiders.
+        s = cls()
+        crawler.signals.connect(s.spider_opened, signal=signals.spider_opened)
+        return s
+
+    def process_spider_input(self, response, spider):
+        # Called for each response that goes through the spider
+        # middleware and into the spider.
+
+        # Should return None or raise an exception.
+        return None
+
+    def process_spider_output(self, response, result, spider):
+        # Called with the results returned from the Spider, after
+        # it has processed the response.
+
+        # Must return an iterable of Request, or item objects.
+        for i in result:
+            yield i
+
+    def process_spider_exception(self, response, exception, spider):
+        # Called when a spider or process_spider_input() method
+        # (from other spider middleware) raises an exception.
+
+        # Should return either None or an iterable of Request or item objects.
+        pass
+
+    def process_start_requests(self, start_requests, spider):
+        # Called with the start requests of the spider, and works
+        # similarly to the process_spider_output() method, except
+        # that it doesn’t have a response associated.
+
+        # Must return only requests (not items).
+        for r in start_requests:
+            yield r
+
+    def spider_opened(self, spider):
+        spider.logger.info('Spider opened: %s' % spider.name)
+
+
+class WikipediaCountryScraperDownloaderMiddleware:
+    # Not all methods need to be defined. If a method is not defined,
+    # scrapy acts as if the downloader middleware does not modify the
+    # passed objects.
+
+    @classmethod
+    def from_crawler(cls, crawler):
+        # This method is used by Scrapy to create your spiders.
+        s = cls()
+        crawler.signals.connect(s.spider_opened, signal=signals.spider_opened)
+        return s
+
+    def process_request(self, request, spider):
+        # Called for each request that goes through the downloader
+        # middleware.
+
+        # Must either:
+        # - return None: continue processing this request
+        # - or return a Response object
+        # - or return a Request object
+        # - or raise IgnoreRequest: process_exception() methods of
+        #   installed downloader middleware will be called
+        return None
+
+    def process_response(self, request, response, spider):
+        # Called with the response returned from the downloader.
+
+        # Must either;
+        # - return a Response object
+        # - return a Request object
+        # - or raise IgnoreRequest
+        return response
+
+    def process_exception(self, request, exception, spider):
+        # Called when a download handler or a process_request()
+        # (from other downloader middleware) raises an exception.
+
+        # Must either:
+        # - return None: continue processing this exception
+        # - return a Response object: stops process_exception() chain
+        # - return a Request object: stops process_exception() chain
+        pass
+
+    def spider_opened(self, spider):
+        spider.logger.info('Spider opened: %s' % spider.name)
diff --git a/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/pipelines.py b/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/pipelines.py
new file mode 100644
index 0000000..649aece
--- /dev/null
+++ b/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/pipelines.py
@@ -0,0 +1,28 @@
+# Define your item pipelines here
+#
+# Don't forget to add your pipeline to the ITEM_PIPELINES setting
+# See: https://docs.scrapy.org/en/latest/topics/item-pipeline.html
+
+
+import re
+
+# useful for handling different item types with a single interface
+from itemadapter import ItemAdapter
+from scrapy.pipelines.files import FilesPipeline
+
+
+class WikipediaCountryScraperPipeline:
+    def process_item(self, item, spider):
+        return item
+
+
+class WikipediaCountryScraperFilesPipeline(FilesPipeline):
+    def file_path(self, request, response=None, info=None, *, item=None):
+        print(f"request URLs: {request.url}")
+        flag_filename = re.search(r"([^\/]*)$", request.url)
+        anthem_filename = re.search(r"(?P<filename>(?<=File\:)[^\$]*)", request.url)
+
+        if isinstance(flag_filename, re.Match):
+            return f"files/{flag_filename[1]}"
+        elif anthem_filename["filename"].endswith(".mp3"):
+            return f"files/{anthem_filename['filename']}"
diff --git a/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/settings.py b/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/settings.py
new file mode 100644
index 0000000..2797702
--- /dev/null
+++ b/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/settings.py
@@ -0,0 +1,93 @@
+import pathlib
+
+# Scrapy settings for wikipedia_country_scraper project
+#
+# For simplicity, this file contains only settings considered important or
+# commonly used. You can find more settings consulting the documentation:
+#
+#     https://docs.scrapy.org/en/latest/topics/settings.html
+#     https://docs.scrapy.org/en/latest/topics/downloader-middleware.html
+#     https://docs.scrapy.org/en/latest/topics/spider-middleware.html
+
+BOT_NAME = "wikipedia_country_scraper"
+
+SPIDER_MODULES = ["wikipedia_country_scraper.spiders"]
+NEWSPIDER_MODULE = "wikipedia_country_scraper.spiders"
+
+
+# Crawl responsibly by identifying yourself (and your website) on the user-agent
+# USER_AGENT = 'wikipedia_country_scraper (+http://www.yourdomain.com)'
+
+# Obey robots.txt rules
+ROBOTSTXT_OBEY = True
+
+# Configure maximum concurrent requests performed by Scrapy (default: 16)
+# CONCURRENT_REQUESTS = 32
+
+# Configure a delay for requests for the same website (default: 0)
+# See https://docs.scrapy.org/en/latest/topics/settings.html#download-delay
+# See also autothrottle settings and docs
+# DOWNLOAD_DELAY = 3
+# The download delay setting will honor only one of:
+# CONCURRENT_REQUESTS_PER_DOMAIN = 16
+# CONCURRENT_REQUESTS_PER_IP = 16
+
+# Disable cookies (enabled by default)
+# COOKIES_ENABLED = False
+
+# Disable Telnet Console (enabled by default)
+# TELNETCONSOLE_ENABLED = False
+
+# Override the default request headers:
+# DEFAULT_REQUEST_HEADERS = {
+#   'Accept': 'text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8',
+#   'Accept-Language': 'en',
+# }
+
+# Enable or disable spider middlewares
+# See https://docs.scrapy.org/en/latest/topics/spider-middleware.html
+# SPIDER_MIDDLEWARES = {
+#    'wikipedia_country_scraper.middlewares.WikipediaCountryScraperSpiderMiddleware': 543,
+# }
+
+# Enable or disable downloader middlewares
+# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html
+DOWNLOADER_MIDDLEWARES = {
+    "scrapy.downloadermiddlewares.useragent.UserAgentMiddleware": None,
+    "scrapy_user_agents.middlewares.RandomUserAgentMiddleware": 400,
+}
+
+# Enable or disable extensions
+# See https://docs.scrapy.org/en/latest/topics/extensions.html
+# EXTENSIONS = {
+#    'scrapy.extensions.telnet.TelnetConsole': None,
+# }
+
+# Configure item pipelines
+# See https://docs.scrapy.org/en/latest/topics/item-pipeline.html
+ITEM_PIPELINES = {
+    "wikipedia_country_scraper.pipelines.WikipediaCountryScraperFilesPipeline": 300,
+    # "scrapy.pipelines.files.FilesPipeline": 1
+}
+FILES_STORE = str(pathlib.Path(__file__).resolve().parents[3] / "data" / "scrapy" / "raw_country_data")
+
+# Enable and configure the AutoThrottle extension (disabled by default)
+# See https://docs.scrapy.org/en/latest/topics/autothrottle.html
+# AUTOTHROTTLE_ENABLED = True
+# The initial download delay
+# AUTOTHROTTLE_START_DELAY = 5
+# The maximum download delay to be set in case of high latencies
+# AUTOTHROTTLE_MAX_DELAY = 60
+# The average number of requests Scrapy should be sending in parallel to
+# each remote server
+# AUTOTHROTTLE_TARGET_CONCURRENCY = 1.0
+# Enable showing throttling stats for every response received:
+# AUTOTHROTTLE_DEBUG = False
+
+# Enable and configure HTTP caching (disabled by default)
+# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html#httpcache-middleware-settings
+# HTTPCACHE_ENABLED = True
+# HTTPCACHE_EXPIRATION_SECS = 0
+# HTTPCACHE_DIR = 'httpcache'
+# HTTPCACHE_IGNORE_HTTP_CODES = []
+# HTTPCACHE_STORAGE = 'scrapy.extensions.httpcache.FilesystemCacheStorage'
diff --git a/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/spiders/__init__.py b/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/spiders/__init__.py
new file mode 100644
index 0000000..ebd689a
--- /dev/null
+++ b/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/spiders/__init__.py
@@ -0,0 +1,4 @@
+# This package will contain the spiders of your Scrapy project
+#
+# Please refer to the documentation for information on how to create and manage
+# your spiders.
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
new file mode 100644
index 0000000..6c877ed
--- /dev/null
+++ b/01_scrapy/wikipedia_country_scraper/wikipedia_country_scraper/spiders/countrydownloader.py
@@ -0,0 +1,122 @@
+from __future__ import annotations
+
+import re
+
+import scrapy
+from scrapy.http import TextResponse
+
+from wikipedia_country_scraper.items import WikipediaCountryScraperItem
+
+
+class CountrydownloaderSpider(scrapy.Spider):
+    name = "CountrydownloaderSpider"
+
+    def start_requests(self):
+        return [
+            scrapy.Request(
+                url="https://en.wikipedia.org/wiki/List_of_sovereign_states", callback=self.extract_country_urls
+            )
+        ]
+
+    def extract_country_urls(self, response: TextResponse):
+        country_urls_xpath = response.xpath(
+            "//table[contains(@class, 'sortable') and contains(@class, 'wikitable')]/tbody/tr[not(contains(@style, 'background'))]/td[1 and contains(@style, 'vertical-align:top;')]/b/a/@href"
+        ).getall()
+
+        # for url in country_urls_xpath:
+        for url in country_urls_xpath[:3]:
+            regex_match = re.search(r"\/wiki\/(?P<short_country_name>[^$]*)", url)
+            yield scrapy.Request(
+                url=f"https://en.wikipedia.org{url}",
+                callback=self.extract_country_information,
+                cb_kwargs={
+                    "country_item": {
+                        "country_url": f"https://en.wikipedia.org{url}",
+                        "short_country_name": regex_match["short_country_name"]
+                        if isinstance(regex_match, re.Match)
+                        else None,
+                    }
+                },
+            )
+
+    def extract_country_information(self, response: TextResponse, country_item: dict):
+        country_information_xpath = response.xpath("//table[contains(@class, 'infobox')]/tbody/tr").getall()
+
+        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[2]/a/@href"
+        ).get()
+
+        anthem_file_url = response.xpath(
+            "//table[contains(@class, 'infobox')]/tbody/tr/td[contains(@class, 'anthem')]//source[@data-title='MP3']/@src"
+        ).get()
+        anthem_native_title = response.xpath(
+            "//table[contains(@class, 'infobox')]/tbody/tr/td[contains(@class, 'anthem')]/a/@title"
+        ).get()
+        anthem_english_title = response.xpath(
+            "//table[contains(@class, 'infobox')]/tbody/tr/td[contains(@class, 'anthem')]/a/text()"
+        ).get()
+
+        country_item = {
+            **country_item,
+            "country": country_information_xpath,
+            "anthem": {"anthem_native_title": anthem_native_title, "anthem_english_title": anthem_english_title},
+        }
+
+        yield scrapy.Request(
+            url=f"https://en.wikipedia.org{flag_description_url}",
+            callback=self.extract_flag_description,
+            cb_kwargs={
+                "country_item": country_item,
+                "urls": {
+                    "flag_image_url": f"https://en.wikipedia.org{flag_image_url}",
+                    "anthem_file_url": f"https:{anthem_file_url}",
+                },
+            },
+        )
+
+    def extract_flag_description(self, response: TextResponse, country_item: dict, urls: dict):
+        flag_description_xpath = response.xpath(
+            "//div[contains(@id, 'mw-content-text')]/div/p[not(contains(@class, 'mw-empty-elt'))]"
+        ).get()
+        country_item = {**country_item, "flag_description": flag_description_xpath}
+
+        yield scrapy.Request(
+            url=urls["flag_image_url"],
+            callback=self.extract_flag_images,
+            cb_kwargs={
+                "country_item": country_item,
+                "urls": urls,
+            },
+        )
+
+    def extract_flag_images(self, response: TextResponse, country_item: dict, urls: dict):
+        flag_image_xpath = response.xpath("//div[contains(@class, 'fullImageLink')]/a/@href").get()
+        country_item = {**country_item, "flag_image_url": f"https:{flag_image_xpath}"}
+
+        country_scrapy_item = WikipediaCountryScraperItem()
+
+        country_scrapy_item["country_url"] = country_item["country_url"]
+        country_scrapy_item["short_country_name"] = country_item["short_country_name"]
+        # country_scrapy_item["country"] = country_item["country"]
+        country_scrapy_item["flag_description"] = country_item["flag_description"]
+        country_scrapy_item["anthem_native_title"] = country_item["anthem"]["anthem_native_title"]
+        country_scrapy_item["anthem_english_title"] = country_item["anthem"]["anthem_english_title"]
+
+        country_scrapy_item["file_urls"] = [country_item["flag_image_url"], urls["anthem_file_url"]]
+
+        yield country_scrapy_item
+
+    # def extract_anthem_file(self, response: TextResponse, country_item: dict, urls: dict):
+    #     anthem_file_xpath = response.xpath(
+    #         "//table[contains(@class, 'infobox')]/tbody/tr/td[contains(@class, 'anthem')]//span[contains(@class, 'audio')]/a/@href"
+    #     ).get()
+
+    #     country_scrapy_item = WikipediaCountryScraperItem()
+    #     country_scrapy_item["country_url"] = country_item["country_url"]
+    #     country_scrapy_item["short_country_name"] = country_item["short_country_name"]
+    #     country_scrapy_item["country"] = country_item["country"]
+    #     country_scrapy_item["flag_description"] = country_item["flag_description"]
+    #     country_scrapy_item["file_urls"] = [country_item["flag_image_url"], f"https:{anthem_file_xpath}"]