diff --git a/notebooks/01. data_collect/get_repos_data.ipynb b/notebooks/01. data_collect/get_repos_data.ipynb
index 75cd841..05bda4a 100644
--- a/notebooks/01. data_collect/get_repos_data.ipynb	
+++ b/notebooks/01. data_collect/get_repos_data.ipynb	
@@ -22,7 +22,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 4,
    "id": "3cad27e9",
    "metadata": {},
    "outputs": [],
@@ -30,7 +30,9 @@
     "# Load environment variables from .env file\n",
     "load_dotenv()\n",
     "\n",
-    "dir_name = os.getenv('DIR_NAME')"
+    "dir_name = os.getenv('DIR_NAME')\n",
+    "base_path = f'../../data/processed/{dir_name}'\n",
+    "os.makedirs(base_path, exist_ok=True)"
    ]
   },
   {
@@ -124,7 +126,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "id": "bc9dfc19-e98d-4619-8856-273d97882f57",
    "metadata": {},
    "outputs": [
@@ -132,27 +134,13 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Progress Bar:  22%|██▏       | 378/1729 [10:10<28:08,  1.25s/it]  "
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Request Error: 502\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Progress Bar: 100%|██████████| 1729/1729 [39:41<00:00,  1.38s/it] \n"
+      "Progress Bar: 100%|██████████| 1734/1734 [41:48<00:00,  1.45s/it] \n"
      ]
     }
    ],
    "source": [
     "# Load existing data from CSV file into a DataFrame\n",
-    "users_ids = pd.read_csv(f\"../../data/processed/{dir_name}/users_ids.csv\", encoding='latin1')\n",
+    "users_ids = pd.read_csv(f\"{base_path}/users_ids.csv\", encoding='latin1')\n",
     "users_ids = users_ids['user_id'].to_list()\n",
     "\n",
     "# Retrieve repository data for user IDs\n",
@@ -161,13 +149,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "id": "7d89602d-1477-4d4a-95e4-ee2dbcedce0c",
    "metadata": {},
    "outputs": [],
    "source": [
     "# Save repository data to a CSV file\n",
-    "file_name = f\"../../data/processed/{dir_name}/repos_data.csv\"\n",
+    "file_name = f\"{base_path}/repos_data.csv\"\n",
     "users_data = pd.DataFrame(final_data)\n",
     "users_data.to_csv(file_name, index=False, encoding='latin1')\n",
     "\n",
diff --git a/notebooks/01. data_collect/get_starred_data.ipynb b/notebooks/01. data_collect/get_starred_data.ipynb
index 0ff7f9d..2471a02 100644
--- a/notebooks/01. data_collect/get_starred_data.ipynb	
+++ b/notebooks/01. data_collect/get_starred_data.ipynb	
@@ -56,8 +56,10 @@
    "outputs": [],
    "source": [
     "dir_name = os.getenv('DIR_NAME')\n",
+    "base_path = f'../../data/processed/{dir_name}'\n",
+    "os.makedirs(base_path, exist_ok=True)\n",
     "\n",
-    "users_ids = pd.read_csv(f\"../../data/processed/{dir_name}/users_ids.csv\", encoding='latin1')\n",
+    "users_ids = pd.read_csv(f\"{base_path}/users_ids.csv\", encoding='latin1')\n",
     "users_ids = users_ids['user_id'].to_list()"
    ]
   },
@@ -76,14 +78,14 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Processing: 100%|██████████| 1729/1729 [45:27<00:00,  1.58s/it]  "
+      "Processing: 100%|██████████| 1734/1734 [43:11<00:00,  1.49s/it]  "
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "final_data: {'user_id': [404506, 705308, 755840, 858200, 943711, 1241552, 1554715, 1572774, 1692858, 2129497, 3595515, 3806576, 3826227, 3955395, 4475142, 4643304, 4716778, 4808798, 5019560, 5045783, 6130991, 6144022, 6535422, 6688438, 6787828, 6823987, 6915391, 6969148, 6995340, 7068535, 7589719, 7609797, 7691358, 7803333, 8029526, 8167004, 8342748, 8362985, 8768392, 8783921, 8825214, 8840165, 8881986, 8969075, 8999039, 9043223, 9259308, 9362127, 9496788, 9781670, 9819921, 10023220, 10654641, 10864249, 10880501, 10888023, 10922795, 11079693, 11230500, 11247633, 11255406, 11262620, 11368305, 11584640, 11927641, 11987675, 12021468, 12033296, 12100397, 12243288, 12692919, 12964071, 13021754, 13303659, 13402312, 13482373, 13621066, 13769987, 13836260, 13968552, 13984100, 14114666, 14326204, 14907689, 14910228, 15047907, 15192264, 15213215, 15256665, 15413104, 16305023, 16611541, 17209308, 17267747, 17307013, 17637439, 17989477, 18194047, 18216969, 18285082, 18400142, 18415360, 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'Java', 'Jupyter Notebook', 'HTML', 'TypeScript', None, 'JavaScript', None, 'CSS', None, 'Dart', 'JavaScript', None, None, 'TypeScript', 'TypeScript', 'JavaScript', 'HTML', None, 'HTML', None, 'HTML', None, 'Jupyter Notebook', 'Java', None, 'Python', 'Java', None, 'HTML', None, 'HTML', 'Java', 'Python', None, 'JavaScript', 'HTML', 'JavaScript', 'Python', 'CSS', 'Python', 'HTML', 'TypeScript', 'HTML', 'CSS', 'Java', 'JavaScript', 'JavaScript', 'HTML', 'Python', 'Java', 'Java', 'Java', 'EJS', 'JavaScript', 'PHP', 'Python', None, 'CSS', 'Python', 'HTML', 'HTML', None], 'fav_topic': ['accordion', 'php', 'php', 'autocomplete', None, None, 'machine-learning', None, 'php', 'typescript', 'hacktoberfest', 'css', 'javascript', 'cms', 'alibaba', 'react', 'api', None, 'python', 'javascript', 'android', 'php', 'machine-learning', None, 'demographics', 'application-wrapper', 'kubernetes', 'careers', 'api', 'react-native', 'careers', 'vue', 'careers', 'dart', 'browser', 'synced-settings', 'php', 'java', None, None, 'javascript', 'esmf', 'javascript', 'font', 'mpesa', 'php', 'command-line', 'accordion', 'css', 'hacktoberfest', None, 'compiler', 'bypass', 'r', 'laravel', 'typescript', 'bpmn', 'hacking', 'api', 'climate', 'javascript', 'android', 'swift', 'css', 'java', 'flutter', 'javascript', 'hacktoberfest', 'css-questions', 'javascript', 'android', None, 'java', 'hacktoberfest', 'android', 'mozambique', 'android', 'awesome-list', 'hacktoberfest', 'android', 'laravel', 'python', 'docker', 'dotnet', None, None, 'bootstrap', None, None, 'remote-sensing', None, 'ai-art', 'uber-clone', 'javascript', 'cisco', 'careers', 'education', 'framework', 'javascript', 'gamification', None, 'hacktoberfest', 'hacktoberfest', 'javascript', 'javascript', 'hacktoberfest', 'java', 'api', 'golang', 'android', 'react', 'php', 'android', 'animation', 'e-commerce', 'javascript', 'laravel', 'vue', 'java', 'javascript', 'google-cloud', 'java', None, 'laravel', 'wordpress', 'dicebear', 'framework', 'typescript', 'laravel', None, 'awesome-list', 'python', 'careers', 'apps', None, None, 'angular', 'go', 'vue', 'cordova', 'javascript', 'hacktoberfest', 'dataset', 'python', None, None, 'angular', 'nextjs', 'careers', 'careers', 'create', None, 'books', 'hacktoberfest', 'data-science', 'careers', 'react', 'careers', 'asp-net-core', 'javascript', 'python', 'javascript', 'hacktoberfest', None, 'python', 'laravel', 'javascript', 'kotlin', None, None, None, 'next14', None, None, 'css3', 'atom', 'bootstrap', None, 'composer', 'application-realtime', 'python', 'software-testing', 'javascript', 'hacktoberfest', 'boostrap', 'blog-engine', 'machine-learning', None, None, 'laravel', 'android', 'android', None, 'mpesa', None, None, 'django', 'hacktoberfest', 'best-of', 'javascript', 'python', None, 'config', 'hacktoberfest', 'android', 'blockchain', None, 'hacktoberfest', 'activator', 'css', None, 'android', 'mpesa', 'css', 'flutter', 'animation', 'javascript', 'hacktoberfest', 'awesome', None, 'android', 'gratuito', None, 'bootstrap', None, 'aplicativo', 'hacktoberfest', 'tutorials', None, None, 'hacktoberfest', 'discord', 'java', 'hacktoberfest', 'javascript', 'bios', 'css', 'dart', 'angular', 'msisdn-validate', 'laravel', 'vue', None, 'bootstrap', 'material', 'api', 'javascript', 'java', 'api', None, None, 'vue', 'bootstrap4', 'flutter', 'nodejs', 'kotlin', 'cli', 'javascript', 'django', 'laravel', None, 'windows', 'react', 'android', 'react', None, 'express', 'react-native', None, 'cyber-security', None, 'lists', '100daysofcode', 'nodejs', 'c-sharp', 'calculator', None, 'c-sharp', 'nlw-06', 'react', 'flutter', 'android', 'expo', 'javascript', 'flutter', 'algorithm', 'formatter', 'hacktoberfest', None, 'design-system', None, None, None, None, 'css', 'drag-and-drop', 'api', 'applications', 'awesome-list', 'github', 'javascript', None, 'javascript', 'educational', 'blue-team', None, 'flutter', 'android', 'nodejs', 'open-source', 'html', 'busybox', 'data-science', 'admin', 'security', 'css', None, None, None, 'flutter', 'laravel', 'data-analysis', 'react', None, 'authentication', 'framework', 'database', 'fullpage', 'react', 'vue', 'adminlte3', 'docker', None, 'android', 'golang-package', 'javascript', 'kotlin', 'synced-settings', None, None, 'vim', 'config', None, 'php', 'dart', 'css', 'cheat-fortnite-', 'challenge', 'hacktoberfest', None, 'php', 'imersao-java', 'awesome', 'flutter', 'hacktoberfest', 'hacktoberfest', 'desktop', None, None, 'python', 'github', 'java', 'codeinthedark', 'opengl', 'blockchain', 'spring-boot', 'mpesa', 'aws', 'java', 'laravel', 'samora-lang', 'machine-learning', 'css', 'react', None, 'blazor', 'javascript', 'betty', 'deep-learning', 'awesome', 'fga', 'components', 'algorithms', 'hacktoberfest', 'java', 'mozambique', 'flutter', 'python', None, 'android', None, None, 'css3', 'javascript', 'analysis', 'war-thunder-aimbot', None, None, 'aix', 'security', 'openai-api', 'nodejs', None, 'typescript', 'awesome-react-stuff', None, 'hacktoberfest', 'javascript', None, 'datascience', 'hacktoberfest', None, 'django', 'framework', 'security', None, 'codeinthedark', None, '2d', 'c', None, None, 'best-practices', None, 'react', 'go', 'e2payments', 'laravel', 'react', 'javascript', 'html', 'macos', None, 'components', 'typescript', 'javascript', 'hacktoberfest', 'laravel', 'applications', 'css', None, None, 'adminlte', 'create', 'admin', 'linux', 'react', 'guidelines', 'java', None, None, 'mpesa', 'exploitation', None, 'git', None, None, 'activemq', 'bash', 'books', None, 'advent-of-code', None, 'clean-architecture', 'javascript', None, None, None, 'config', None, 'algorithm-visualisation', 'cpp', None, 'javascript', None, 'curso-em-video', 'hacktoberfest', 'css', 'ruby', None, 'git', None, 'book', 'expo', 'react', 'calculations', None, 'vuejs', None, None, 'coding-in-community', 'hacktoberfest', 'nextjs14', 'curso', 'react', 'react', 'android', None, 'animated', 'canvas', None, 'binary', 'react-native', 'javascript', 'hacktoberfest', 'api', 'hacktoberfest', 'python', 'typescript', 'config', None, None, None, 'face-detection', 'machine-learning', 'dart', 'd3js', 'annotations', 'android', 'books', 'javascript', 'api', 'react', None, 'ai-images', 'education', 'boostrap', 'hacktoberfest', None, 'javascript', 'api', None, None, 'awesome-list', 'php', 'awesome', 'django', 'react', 'brands', 'gis', 'css3', 'laravel', None, 'cheat-sheet', 'typescript', 'algorithm', None, 'java', 'php', None, 'javascript', None, None, 'api', 'portfolio-site', 'hacktoberfest', None, 'community', 'react', None, 'javascript', 'java', 'begginers', None, None, 'config', 'advance-ecommerce-project', 'collaborate', 'php', 'config', 'javascript', 'javascript', 'react', 'collaborate', 'android', 'flutter', 'python', 'github', 'hacktoberfest', 'curso', None, None, 'capture', 'git', None, 'coming-soon-page', None, None, 'flutter', 'aws', None, None, None, 'awesome', 'python', 'typescript', 'nextjs', 'config', 'awesome-list', None, 'css3', None, None, 'bootstrap4', None, 'java', 'javascript', 'editor', None, 'hacktoberfest', 'best-practices', 'exploratorydataanalysis', 'javascript', 'cartography', 'excel', 'android', None, 'java17', 'attachment', None, 'crud', None, 'bootstrap5', 'portfolio', 'android', None, None, 'tutorial', None, 'recognition', None, 'bash-configuration', 'laravel', None, 'appsec', 'javascript', 'desktop', None, 'config', 'data-science', None, 'amazon', None, 'javascript', 'ios', None, 'javascript', 'animations', 'hacktoberfest', 'typescript', 'intern', 'typescript', 'awesome', None, 'deploy', 'javascript', 'game-development', 'javascript', 'aws-ses', 'javascript', 'artificial-intelligence', 'hacktoberfest', None, 'beginner-project', 'component', None, 'hacktoberfest', None, 'component', 'javascript', 'brasil', None, 'hacktoberfest', 'adhan', 'mozambique', 'css', None, 'javascript', None, 'projetos-em-java', None, 'declarative', None, 'java', 'react', None, 'game', 'cheat-sheet', None, 'dio', 'design-system', 'maintenance-page', 'hacktoberfest', 'brute-force', None, None, 'css3', None, 'dart', 'awesome-list', None, 'hacktoberfest', 'chat', 'agnus', 'hacktoberfest', 'gustavoguanabara', None, None, 'awesome-list', None, None, 'ai', None, 'angular-roadmap', None, 'java', None, 'e2payments', 'algorithms', 'rocketseat', 'reactjs', 'linux', 'apoio', 'sms', 'curso', 'mozambique', 'github', None, None, None, 'android', None, 'html-css', None, 'books', None, None, None, None, None, 'java', None, None, None, 'javascript', 'config', 'config', 'django', 'curso', None, 'curso']}\n"
      ]
     },
     {
@@ -198,13 +200,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "id": "775ada8b",
    "metadata": {},
    "outputs": [],
    "source": [
     "users_data = pd.DataFrame(final_data)\n",
-    "users_data.to_csv(f\"../../data/processed/{dir_name}/starred.csv\", index=False, encoding='latin1')"
+    "users_data.to_csv(f\"{base_path}/starred.csv\", index=False, encoding='latin1')"
    ]
   },
   {
diff --git a/notebooks/01. data_collect/get_users_data.ipynb b/notebooks/01. data_collect/get_users_data.ipynb
index b2328ca..ed1297f 100644
--- a/notebooks/01. data_collect/get_users_data.ipynb	
+++ b/notebooks/01. data_collect/get_users_data.ipynb	
@@ -51,8 +51,10 @@
    "source": [
     "# Load data from CSV file\n",
     "dir_name = os.getenv('DIR_NAME')\n",
+    "base_path = f'../../data/processed/{dir_name}'\n",
+    "os.makedirs(base_path, exist_ok=True)\n",
     "\n",
-    "users_ids = pd.read_csv(f'../../data/processed/{dir_name}/users_ids.csv', encoding='latin1')\n",
+    "users_ids = pd.read_csv(f'{base_path}/users_ids.csv', encoding='latin1')\n",
     "users_ids = users_ids['user_id'].to_list()"
    ]
   },
@@ -71,7 +73,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Processing: 100%|██████████| 1729/1729 [26:52<00:00,  1.07it/s]"
+      "Processing: 100%|██████████| 1734/1734 [26:05<00:00,  1.11it/s] "
      ]
     },
     {
@@ -168,8 +170,8 @@
     "final_data, unknown_province_data = get_users_data(users_ids)\n",
     "\n",
     "# Create a DataFrame with the new data\n",
-    "filename = f\"../../data/processed/{dir_name}/users_data.csv\"\n",
-    "up_filename = f\"../../data/processed/{dir_name}/unknown_province.csv\"\n",
+    "filename = f\"{base_path}/users_data.csv\"\n",
+    "up_filename = f\"{base_path}/unknown_province.csv\"\n",
     "\n",
     "users_data = pd.DataFrame(final_data)\n",
     "up_data = pd.DataFrame(unknown_province_data)\n",
diff --git a/notebooks/01. data_collect/get_users_ids.ipynb b/notebooks/01. data_collect/get_users_ids.ipynb
index c6da799..58ff1a4 100644
--- a/notebooks/01. data_collect/get_users_ids.ipynb	
+++ b/notebooks/01. data_collect/get_users_ids.ipynb	
@@ -50,10 +50,10 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Mozambique: 1382\n",
-      "Moçambique: 254\n",
+      "Mozambique: 1406\n",
+      "Moçambique: 256\n",
       "Mocambique: 44\n",
-      "Maputo: 1049\n",
+      "Maputo: 1065\n",
       "Matola: 64\n"
      ]
     }
@@ -200,7 +200,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "id": "53ebd458-ef4a-451d-b34a-0c2280f3dec1",
    "metadata": {},
    "outputs": [
@@ -208,26 +208,26 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "The IDs were successfully written to the file ../../data/raw/2024_04/mozambique.csv!\n",
-      "The IDs were successfully written to the file ../../data/raw/2024_04/moçambique.csv!\n",
-      "The IDs were successfully written to the file ../../data/raw/2024_04/mocambique.csv!\n",
-      "The IDs were successfully written to the file ../../data/raw/2024_04/maputo.csv!\n",
-      "The IDs were successfully written to the file ../../data/raw/2024_04/matola.csv!\n"
+      "The IDs were successfully written to the file ../../data/raw/2024_05/mozambique.csv!\n",
+      "The IDs were successfully written to the file ../../data/raw/2024_05/moçambique.csv!\n",
+      "The IDs were successfully written to the file ../../data/raw/2024_05/mocambique.csv!\n",
+      "The IDs were successfully written to the file ../../data/raw/2024_05/maputo.csv!\n",
+      "The IDs were successfully written to the file ../../data/raw/2024_05/matola.csv!\n"
      ]
     }
    ],
    "source": [
-    "# Main\n",
+    "dir_name = os.getenv('DIR_NAME')\n",
+    "base_path = f'../../data/raw/{dir_name}'\n",
+    "\n",
+    "os.makedirs(base_path, exist_ok=True)\n",
+    "\n",
     "for loc in locations:\n",
-    "    final_data = get_users_ids_by_location(loc) # Here we put the list of collected ids\n",
+    "    final_data = get_users_ids_by_location(loc)  \n",
     "\n",
-    "    dir_name = os.getenv('DIR_NAME')\n",
+    "    file_name = f'{base_path}/{loc.lower()}.csv'\n",
     "    \n",
-    "    file_name = f'../../data/raw/{dir_name}/{loc.lower()}.csv' # e.g.: '../../data/raw/2024_02/mozambique.csv'\n",
-    "    \n",
-    "    write_csv(final_data, file_name)\n",
-    "\n",
-    "    final_data = []\n"
+    "    write_csv(final_data, file_name)\n"
    ]
   },
   {