diff --git a/Rss-bridge/whitelist.txt b/Rss-bridge/whitelist.txt
deleted file mode 100644
index 283535f..0000000
--- a/Rss-bridge/whitelist.txt
+++ /dev/null
@@ -1 +0,0 @@
-TwitterBridge
\ No newline at end of file
diff --git a/Watcher/Dockerfile b/Watcher/Dockerfile
index 2bb71e1..1f21dfc 100755
--- a/Watcher/Dockerfile
+++ b/Watcher/Dockerfile
@@ -1,4 +1,4 @@
-FROM nikolaik/python-nodejs:python3.8-nodejs16
+FROM nikolaik/python-nodejs:python3.11-nodejs18
 MAINTAINER Félix HERRENSCHMIDT <felix@herrenschmidt.pro>
 
 # Adding backend directory to make absolute filepaths consistent across services
diff --git a/Watcher/README.md b/Watcher/README.md
index c7b15d9..39fd223 100755
--- a/Watcher/README.md
+++ b/Watcher/README.md
@@ -5,12 +5,11 @@ Developed by [Thales Group CERT](https://github.com/thalesgroup-cert).
 
 ## Prerequisites
 - [Install docker](https://docs.docker.com/install/)
-- [Install docker-compose](https://docs.docker.com/compose/install/)
 
 ## Launch watcher
-- Grab the `docker-compose.yml`, `.env` files and `Searx`, `Rss-bridge` directories (keep the directory structure).
+- Grab the `docker-compose.yml`, `.env` files and `Searx` directory (keep the directory structure).
 - According to your existing infrastructure you may need to configure **Watcher settings** using the `.env` file ([Static configuration](#static-configuration)). 
-- `docker-compose up`
+- `docker compose up`
 
 This should run Docker containers.
 
@@ -27,21 +26,21 @@ Please wait until you see:
 
 - Try to access Watcher on http://0.0.0.0:9002 or http://yourserverip:9002.
 - `CONTROL-C`
-- `docker-compose down` to stop all containers.
+- `docker compose down` to stop all containers.
 
 ### Migrate
 Updates the state of the database in accordance with all current models and migrations. Migrations, their relationships 
 with applications...
 
-    docker-compose down
-    docker-compose run watcher bash
+    docker compose down
+    docker compose run watcher bash
     python manage.py migrate
     
 ### Create admin user
 You will need to create the first superuser to access the `/admin` page.
 
-    docker-compose down
-    docker-compose run watcher bash
+    docker compose down
+    docker compose run watcher bash
     python manage.py createsuperuser
 
 ### Populate your database
@@ -49,8 +48,8 @@ Populate your database with hundred of banned words and RSS sources related to C
 
 Use `populate_db` script:
 
-    docker-compose down
-    docker-compose run watcher bash
+    docker compose down
+    docker compose run watcher bash
     python manage.py populate_db
 
 ### Good to know
@@ -81,8 +80,8 @@ Time Zone settings in the `.env` file:
 
 If you have modified some of these parameters, don't forget to restart all containers:
 
-    docker-compose down
-    docker-compose up
+    docker compose down
+    docker compose up
 
 ### Access Watcher remotely within your server instance
 In case of **"Bad Request" Error** when accessing Watcher web interface, fill `ALLOWED_HOST` variable (in `.env` file) with your Watcher Server Instance **IP** / or your **FQDN**.
@@ -95,8 +94,8 @@ Please use this syntax:
     
 Now, you can restart your instance and the parameters will be taken into account:
 
-    docker-compose down
-    docker-compose up
+    docker compose down
+    docker compose up
     
 ### SMTP Server Settings (Email Notifications) 
 In the `.env` file:
@@ -110,8 +109,8 @@ Website url, which will be the link in the email notifications body:
     
 Now, you can restart your instance and the parameters will be taken into account:
 
-    docker-compose down
-    docker-compose up
+    docker compose down
+    docker compose up
  
 ### TheHive Settings
 If you want to use **TheHive export**, please fill the **IP** of your TheHive instance and a **generated API key**.
@@ -125,8 +124,8 @@ In the `.env` file:
  
 Now, you can restart your instance and the parameters will be taken into account:
 
-    docker-compose down
-    docker-compose up
+    docker compose down
+    docker compose up
  
 ### MISP Settings
 If you want to use **MISP export**, please fill the **IP** of your MISP instance and an **API key**.
@@ -140,8 +139,8 @@ In the `.env` file:
  
 Now, you can restart your instance and the parameters will be taken into account:
 
-    docker-compose down
-    docker-compose up
+    docker compose down
+    docker compose up
  
 ### LDAP Settings
 You can configure an LDAP authentication within Watcher:
@@ -157,31 +156,31 @@ In the `.env` file:
  
 Now, you can restart your instance and the parameters will be taken into account:
 
-    docker-compose down
-    docker-compose up
+    docker compose down
+    docker compose up
 
 ## Troubleshooting
 ### Remove the database
 
 You may want to **reset** your database entirely, in case of troubleshooting or other. To do this, you need to remove the database stored in your host system and restart the instance:
 
-    docker-compose down
+    docker compose down
     docker volume rm watcher-project_db_data
     docker volume rm watcher-project_db_log
 
 Now, you can rebuild the image and the parameters will be taken into account:
 
-    docker-compose up
+    docker compose up
 
 Don't forget to [migrate](#migrate).
 
 ### Useful commands
 
-Use `docker-compose up -d` if you want to run it in background.
+Use `docker compose up -d` if you want to run it in background.
 
 Run interactive shell session on the Watcher container:
 
-    docker-compose run watcher bash
+    docker compose run watcher bash
 
 # Use Watcher
 ## User enrollment 
@@ -226,18 +225,175 @@ Connect to the `/admin` page:
 - Fill **Url** text input.
 - Click on **SAVE**.
 
-## How to use RSS-Bridge to add more sources from Facebook, GoogleSearch, YouTube…
-RSS-Bridge is, by default, configured with Twitter only, but users can use it for all other sources like Facebook, DuckDuckGo, GoogleSearch…
 
-To do so, you need to add the new bridge needed in the `Watcher/Rss-bridge/whitelist.txt` file.
+## API Key Creation & Management
 
-An RSS-Bridge source URL looks like this: `http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=tomchop_&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss`
+Connect to the `/admin` page:
+
+- Click on **API Keys** in **Accounts** part.
+- Click on **ADD API KEY**.
+- Select the **expiration** date.
+- Click on **SAVE**.
 
-To add your own custom url, simply change the bridge, if necessary, with the associated parameters (just keep `http://10.10.10.7/` & `format=Mrss`).
 
-You can test RSS-Bridge API with a public instance like this one: [https://wtf.roflcopter.fr/rss-bridge/](https://wtf.roflcopter.fr/rss-bridge/)
+You must pass your API keys via the Authorization header. It should be formatted as follows: **`Authorization: Token <API_KEY>`** where **<API_KEY>** refers to the full generated API key.
+
+
+Below, you will find our 4 modules with their API functions:
+
+<details>
+
+<summary>Threats Watcher</summary>  <br>
+
+`^api/threats_watcher/trendyword/$`
+- **HTTP Method:** GET, POST, PATCH, DELETE
+- **Description:** 
+  - **GET:** Returns a list of trending words monitored by the application.
+  - **POST:** Adds a new trending word to the monitored list.
+  - **PATCH:** Updates an existing trending word in the monitored list.
+  - **DELETE:** Removes a trending word from the monitored list.
+- **Usage:** Used to get, add, update, or delete currently monitored trending keywords.
+
+`^api/threats_watcher/bannedword/$`
+- **HTTP Method:** GET, POST, PATCH, DELETE
+- **Description:** 
+  - **GET:** Returns a list of banned words monitored by the application.
+  - **POST:** Adds a new banned word to the monitored list.
+  - **PATCH:** Updates an existing banned word in the monitored list.
+  - **DELETE:** Removes a banned word from the monitored list.
+- **Usage:** Used to get, add, update, or delete currently monitored banned keywords.
+
+</details> <br>
+
+<details>
+
+<summary>Data Leak</summary> <br>
+
+`^api/data_leak/keyword/$`
+- **HTTP Method:** GET, POST, PATCH, DELETE
+- **Description:** 
+  - **GET:** Returns a list of keywords monitored for data leaks.
+  - **POST:** Adds a new keyword to the monitored list for data leaks.
+  - **PATCH:** Updates an existing keyword in the monitored list for data leaks.
+  - **DELETE:** Removes a keyword from the monitored list for data leaks.
+- **Usage:** Used to get, add, update, or delete keywords monitored for data leaks.
+
+`^api/data_leak/alert/$`
+- **HTTP Method:** GET, POST, PATCH, DELETE
+- **Description:** 
+  - **GET:** Returns a list of alerts related to data leaks.
+  - **POST:** Adds a new alert for data leaks.
+  - **PATCH:** Updates an existing alert for data leaks.
+  - **DELETE:** Removes an alert related to data leaks.
+- **Usage:** Used to get, add, update, or delete current alerts regarding data leaks.
+
+</details> <br>
+
+<details>
+
+<summary>Website Monitoring</summary> <br>
+
+`^api/site_monitoring/site/$`
+- **HTTP Method:** GET, POST, PATCH, DELETE
+- **Description:** 
+  - **GET:** Returns a list of sites monitored by the application.
+  - **POST:** Adds a new site to the monitored list.
+  - **PATCH:** Updates an existing site in the monitored list.
+  - **DELETE:** Removes a site from the monitored list.
+- **Usage:** Used to get, add, update, or delete currently monitored sites.
+
+`^api/site_monitoring/alert/$`
+- **HTTP Method:** GET, POST, PATCH, DELETE
+- **Description:** 
+  - **GET:** Returns a list of alerts related to site monitoring.
+  - **POST:** Adds a new alert related to site monitoring.
+  - **PATCH:** Updates an existing alert related to site monitoring.
+  - **DELETE:** Removes an alert related to site monitoring.
+- **Usage:** Used to get, add, update, or delete current alerts regarding site monitoring.
+
+`^api/site_monitoring/thehive/$`
+- **HTTP Method:** POST
+- **Description:** 
+  - **POST:** Adds a new integration with TheHive.
+- **Usage:** Used to get, add, update, or delete current integrations with TheHive.
+
+`^api/site_monitoring/misp/$`
+- **HTTP Method:** POST
+- **Description:** 
+  - **POST:** Adds a new integration with MISP.
+- **Usage:** Used to get, add, update, or delete current integrations with MISP.
+
+</details> <br>
+
+<details>
+
+<summary>DNS Finder</summary> <br>
+
+`^api/dns_finder/dns_monitored/$`
+- **HTTP Method:** GET, POST, PATCH, DELETE
+- **Description:** 
+  - **GET:** Returns a list of monitored DNS domains.
+  - **POST:** Adds a new DNS domain to the monitored list.
+  - **PATCH:** Updates an existing monitored DNS domain.
+  - **DELETE:** Removes a DNS domain from the monitored list.
+- **Usage:** Used to get, add, update, or delete currently monitored DNS domains.
+
+`^api/dns_finder/keyword_monitored/$`
+- **HTTP Method:** GET, POST, PATCH, DELETE
+- **Description:** 
+  - **GET:** Returns a list of monitored DNS keywords.
+  - **POST:** Adds a new keyword to the monitored list.
+  - **PATCH:** Updates an existing monitored keyword.
+  - **DELETE:** Removes a keyword from the monitored list.
+- **Usage:** Used to get, add, update, or delete currently monitored DNS keywords.
+
+`^api/dns_finder/dns_twisted/$`
+- **HTTP Method:** GET, POST, PATCH, DELETE
+- **Description:** 
+  - **GET:** Returns a list of twisted DNS domains (typosquatting).
+  - **POST:** Adds a new twisted DNS domain to the monitored list.
+  - **PATCH:** Updates an existing twisted DNS domain in the monitored list.
+  - **DELETE:** Removes a twisted DNS domain from the monitored list.
+- **Usage:** Used to get, add, update, or delete currently monitored twisted DNS domains.
+
+`^api/dns_finder/alert/$`
+- **HTTP Method:** GET, POST, PATCH, DELETE
+- **Description:** 
+  - **GET:** Returns a list of DNS alerts.
+  - **POST:** Adds a new DNS alert.
+  - **PATCH:** Updates an existing DNS alert.
+  - **DELETE:** Removes a DNS alert.
+- **Usage:** Used to get, add, update, or delete current DNS alerts.
+
+`^api/dns_finder/thehive/$`
+- **HTTP Method:** POST, PATCH, DELETE
+- **Description:** 
+  - **POST:** Adds a new integration with TheHive for DNS.
+  - **PATCH:** Updates an existing integration with TheHive for DNS.
+  - **DELETE:** Removes an integration with TheHive for DNS.
+- **Usage:** Used to get, add, update, or delete current integrations with TheHive for DNS.
+
+`^api/dns_finder/misp/$`
+- **HTTP Method:** POST, PATCH, DELETE
+- **Description:** 
+  - **POST:** Adds a new integration with MISP for DNS.
+  - **PATCH:** Updates an existing integration with MISP for DNS.
+  - **DELETE:** Removes an integration with MISP for DNS.
+- **Usage:** Used to get, add, update, or delete current integrations with MISP for DNS.
+
+</details> <br>
+
+
+### Specific Details
+
+To obtain detailed information about a specific item, such as an alert, a monitored site, or any other entity in the system, you can access its details by appending /(?P<pk>[^/.]+)/$ to the end of the corresponding API URL.
+
+For instance, let's say you want to retrieve information about an alert with the ID "1". You would construct the URL as follows: `http://0.0.0.0:9002/api/site_monitoring/alert/1`
+
+By making a GET request to this URL using your web browser, CURL, or any HTTP client, you will receive comprehensive details about the alert with the ID "1".
+
+Following this pattern, you can easily navigate and retrieve specific information for any item in the system, ensuring efficient use of the available API endpoints.
 
-RSS API request example: [https://wtf.roflcopter.fr/rss-bridge/?action=display&bridge=Twitter&context=By+username&u=tomchop_&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss](https://wtf.roflcopter.fr/rss-bridge/?action=display&bridge=Twitter&context=By+username&u=tomchop_&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss)
 
 ## Thehive & MISP Export
 You can export **monitored DNS** to [TheHive](https://thehive-project.org/) or [MISP](https://www.misp-project.org/):
@@ -289,18 +445,43 @@ To archived **several** alerts:
 - Select "**Disable selected alerts**".
 
 # Update Watcher
+
+Verify that your local files `/.env`, `/docker-compose.yml` and `/Searx/` are **up-to-date**.
+
 To update Watcher image please follow the instructions below:
 
-- Stop all containers: `docker-compose down`
-- Remove the old docker images: `docker rmi felix83000/watcher searx/searx rssbridge/rss-bridge`
-- Pull the newer docker images: `docker-compose up`
+- Stop all containers: `docker compose down`
+- Remove the old docker images: `docker rmi felix83000/watcher searx/searx`
+- Pull the newer docker images: `docker compose up`
 
-This will update the all project **Watcher**, **Rss-bridge** and **Searx**.
+This will update the Watcher project.
 
-Verify that your local files `/.env`, `/docker-compose.yml` and `/Searx/` are **up-to-date**.
+## Migrate & Populate the database (mandatory)
+
+Updates the state of the database in accordance with all current models and migrations. Populate your database with hundred of banned words and RSS sources related to Cyber Security.
+
+    docker compose down
+    docker compose run watcher bash
+    python manage.py migrate
+    python manage.py populate_db
+
+## Managing Breaking Changes (optional)
+
+If the release includes breaking changes, additional steps may be required. Here are the general steps to manage breaking changes:
+
+1. **Review release notes or documentation**: Check the release notes or documentation for any information about breaking changes and specific instructions on how to handle them.
+
+2. **Backup data**: Before proceeding with the update, it's advisable to backup any critical data to prevent loss in case of unexpected issues.
+
+3. **Test in a staging environment**: If possible, test the update in a staging environment to identify any potential issues or conflicts with existing configurations or customizations.
+
+4. **Update configurations**: Review and update any configurations or settings that may be affected by the breaking changes.
+
+5. **Modify custom code**: If you have any custom code or scripts that rely on the previous version's functionality, you may need to modify them to work with the new version.
+
+6. **Run additional migration scripts**: If provided, run any additional migration scripts or commands provided by the developers to handle specific breaking changes.
 
-Sometimes you will see in Watcher logs a <span style="color:red"> **database migration request in red**</span>. 
-If so, please follow the migration [process](#migrate).
+Always refer to the specific instructions provided with the update.
 
 # Developers
 If you want to modify the project and Pull Request (PR) your work, you will need to setup your development environment.
@@ -325,7 +506,7 @@ Then, follow the steps below:
 - **Install Python and Node.js:** `sudo apt install python3 python3-pip -y` **&** `sudo apt install nodejs -y`
 - **Pull Watcher code:** `git clone <your_forked_repository.git>`
 - **Move to the following directory:** `cd Watcher/Watcher`
-- **Install** `python-ldap` **dependencies:** `sudo apt install -y libsasl2-dev python-dev libldap2-dev libssl-dev`
+- **Install** `python-ldap` **dependencies:** `sudo apt install _y libsasl2-dev python-dev-is-python3 libldap2-dev libssl-dev`
 - **Install** `mysqlclient` **dependency:** `sudo apt install default-libmysqlclient-dev`
 - **Install Python dependencies:** `pip3 install -r requirements.txt`
 - **Install NLTK/punkt dependency:** `python3 ./nltk_dependencies.py`
@@ -377,7 +558,7 @@ In `settings.py` change `HOST` variable to `localhost`:
 ## Deploy a simple SMTP server to test the email notifications
 If you are working on a test environment and willing to have email alerts, here is a simple way to configure the SMTP settings to make it work.
 - Grab the docker-compose file: [here](https://github.com/rnwood/smtp4dev/blob/master/docker-compose.yml).
-- Run the command: `docker-compose up`
+- Run the command: `docker compose up`
 - The mails will be available here by default: `localhost:5000`
 - Modify the mail settings in the environment variables: `vi /.env`
     - `EMAIL_FROM=from@from.com`
diff --git a/Watcher/Watcher/accounts/admin.py b/Watcher/Watcher/accounts/admin.py
index b6695a8..213234c 100644
--- a/Watcher/Watcher/accounts/admin.py
+++ b/Watcher/Watcher/accounts/admin.py
@@ -1,11 +1,18 @@
 from django.contrib import admin
-
-# Import for Log Entries Snippet
 from django.contrib.admin.models import LogEntry, ADDITION, CHANGE, DELETION
 from django.utils.html import escape
 from django.urls import reverse, NoReverseMatch
 from django.contrib.auth.models import User
 from django.utils.safestring import mark_safe
+from .models import APIKey
+from .api import generate_api_key
+from django.contrib import messages
+from django import forms
+from django.utils import timezone
+from datetime import timedelta
+from knox.models import AuthToken
+from django.db.models.signals import post_delete
+from django.dispatch import receiver
 
 """
 Log Entries Snippet
@@ -75,7 +82,6 @@ class LogEntryAdmin(admin.ModelAdmin):
         UserFilter,
         ActionFilter,
         'content_type',
-        # 'user',
     ]
 
     search_fields = [
@@ -125,5 +131,180 @@ def action_description(self, obj):
 
     action_description.short_description = 'Action'
 
-
 admin.site.register(LogEntry, LogEntryAdmin)
+
+
+class APIKeyForm(forms.ModelForm):
+    EXPIRATION_CHOICES = (
+        (1, '1 day'), (7, '7 days'), (30, '30 days'), (60, '60 days'), (90, '90 days'), (365, '1 year'), (730, '2 years'),
+    )
+    expiration = forms.ChoiceField(choices=EXPIRATION_CHOICES, label='Expiration', required=True)
+    user = forms.ModelChoiceField(queryset=User.objects.all(), label='User', required=True)
+
+    class Meta:
+        fields = ['user', 'expiration']
+
+    def __init__(self, *args, **kwargs):
+        self.request = kwargs.pop('request', None)
+        super().__init__(*args, **kwargs)
+        
+        if not self.instance or not self.instance.pk:
+            self.fields['expiration'].initial = 30
+            
+        else:
+            if 'user' in self.fields:
+                self.fields['user'].widget = forms.HiddenInput()
+            if 'expiration' in self.fields:
+                self.fields['expiration'].widget = forms.HiddenInput()
+        
+        if self.request and not self.request.user.is_superuser:
+            self.fields['user'].queryset = User.objects.filter(id=self.request.user.id)
+            self.fields['user'].initial = self.request.user
+        else:
+            self.fields['user'].queryset = User.objects.all()
+
+    def save(self, commit=True):
+        instance = super().save(commit=False)
+        expiration_days = int(self.cleaned_data['expiration'])
+        instance.get_expiry = timezone.now() + timezone.timedelta(days=expiration_days)
+
+        if commit:
+            instance.save()
+        return instance
+
+class APIKeyAdmin(admin.ModelAdmin):
+    list_display = ('get_user', 'get_digest', 'get_created', 'get_expiry')
+    form = APIKeyForm
+    readonly_fields = ('key_details',)
+
+    def get_user(self, obj):
+        return obj.auth_token.user if obj.auth_token else None
+
+    def get_digest(self, obj):
+        return obj.auth_token.digest if obj.auth_token else None
+
+    def get_created(self, obj):
+        return obj.auth_token.created.strftime("%b %d, %Y, %-I:%M %p").replace('AM', 'a.m.').replace('PM', 'p.m.') if obj.auth_token else None
+
+    def get_expiry(self, obj):
+        return obj.auth_token.expiry.strftime("%b %d, %Y, %-I:%M %p").replace('AM', 'a.m.').replace('PM', 'p.m.') if obj.auth_token else None
+
+    get_user.short_description = 'User'
+    get_digest.short_description = 'Digest'
+    get_created.short_description = 'Created'
+    get_expiry.short_description = 'Expiry'
+
+    def has_add_permission(self, request):
+        return True
+
+    def get_queryset(self, request):
+        qs = super().get_queryset(request)
+        if not request.user.is_superuser:
+            qs = qs.filter(auth_token__user=request.user)
+        return qs
+
+    def get_form(self, request, obj=None, **kwargs):
+        kwargs['form'] = self.form
+        form = super().get_form(request, obj, **kwargs)
+        
+        class CustomAPIKeyForm(form):
+            def __init__(self, *args, **kwargs):
+                kwargs['request'] = request
+                super().__init__(*args, **kwargs)
+
+        return CustomAPIKeyForm
+
+    def save_model(self, request, obj, form, change):
+        if not obj.pk:
+            user = form.cleaned_data['user']
+            expiration = form.cleaned_data['expiration']
+            raw_key, auth_token = generate_api_key(user, int(expiration))
+            obj.auth_token = auth_token
+            obj.save()
+            copy_button = f'''
+                <button id="copyButton" onclick="copyToClipboard('{raw_key}')" style="border: none; background: none; cursor: pointer;">
+                    <img src="https://img.icons8.com/material-outlined/24/000000/clipboard.png" alt="Copy" style="vertical-align: middle;"/>
+                    <span style="vertical-align: middle;">Copy</span>
+                </button>
+                <script src="https://cdn.jsdelivr.net/npm/sweetalert2@10"></script>
+                <script>
+                function copyToClipboard(text) {{
+                    const textarea = document.createElement('textarea');
+                    textarea.value = text;
+                    document.body.appendChild(textarea);
+                    textarea.select();
+                    document.execCommand('copy');
+                    document.body.removeChild(textarea);
+                    Swal.fire({{
+                        position: 'bottom-end',
+                        icon: 'success',
+                        title: 'Copied!',
+                        text: 'API key copied to clipboard',
+                        showConfirmButton: false,
+                        timer: 3000,
+                        customClass: {{
+                            popup: 'small-swal-popup'
+                        }}
+                    }});
+                }}
+                </script>
+                <style>
+                .small-swal-popup {{
+                    width: 300px !important;
+                    padding: 10px !important;
+                    font-size: 12px !important;
+                }}
+                </style>
+            '''
+            messages.success(request, mark_safe(f"The API Key was added successfully: {raw_key}. {copy_button} Make sure to copy this personal token now. You won't be able to see it again!"), extra_tags='safe', fail_silently=True)
+        else:
+            super().save_model(request, obj, form, change)
+
+    def get_readonly_fields(self, request, obj=None):
+        readonly_fields = []
+        if obj:
+            readonly_fields.extend(['get_user', 'get_digest', 'get_created', 'get_expiry', 'key_details'])
+        return readonly_fields
+
+    def get_exclude(self, request, obj=None):
+        if not obj:
+            return ['key', 'get_expiry']
+        else:
+            return ['key']
+
+    def has_view_permission(self, request, obj=None):
+        if obj and not request.user.is_superuser:
+            return obj.auth_token.user == request.user
+        return super().has_view_permission(request, obj)
+
+    def key_details(self, obj):
+        if obj.auth_token:
+            return mark_safe(
+                f"Algorithm: SHA3_512<br>"
+                f"Raw API keys are not stored, so there is no way to see this user’s API key."
+            )
+        return None
+
+    key_details.short_description = 'Key Details'
+
+admin.site.register(APIKey, APIKeyAdmin)
+
+
+@receiver(post_delete, sender=APIKey)
+def delete_authtoken_when_apikey_deleted(sender, instance, **kwargs):
+    try:
+        if instance.auth_token:
+            instance.auth_token.delete()
+    except AuthToken.DoesNotExist:
+        pass
+
+
+class AuthTokenAdmin(admin.ModelAdmin):
+    list_display = ('user', 'digest', 'created', 'expiry')
+    readonly_fields = ('user', 'digest', 'created', 'expiry')
+ 
+    def has_add_permission(self, request):
+        return False
+ 
+admin.site.unregister(AuthToken)
+admin.site.register(AuthToken, AuthTokenAdmin)
\ No newline at end of file
diff --git a/Watcher/Watcher/accounts/api.py b/Watcher/Watcher/accounts/api.py
index fb0abe4..4d7c435 100644
--- a/Watcher/Watcher/accounts/api.py
+++ b/Watcher/Watcher/accounts/api.py
@@ -2,6 +2,7 @@
 from rest_framework.response import Response
 from knox.models import AuthToken
 from .serializers import UserSerializer, LoginSerializer, UserPasswordChangeSerializer
+from django.utils import timezone
 
 
 # Login API
@@ -35,3 +36,11 @@ class PasswordChangeViewSet(viewsets.ModelViewSet):
         permissions.IsAuthenticated,
     ]
     serializer_class = UserPasswordChangeSerializer
+
+
+# Generate API Key
+def generate_api_key(user, expiration):
+    expiry = timezone.timedelta(days=expiration)
+    token_instance, raw_key = AuthToken.objects.create(user=user, expiry=expiry)
+    
+    return raw_key, token_instance
\ No newline at end of file
diff --git a/Watcher/Watcher/accounts/migrations/0001_initial.py b/Watcher/Watcher/accounts/migrations/0001_initial.py
new file mode 100644
index 0000000..443e1e6
--- /dev/null
+++ b/Watcher/Watcher/accounts/migrations/0001_initial.py
@@ -0,0 +1,27 @@
+# Generated by Django 5.0.2 on 2024-07-24 12:07
+
+import django.db.models.deletion
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    initial = True
+
+    dependencies = [
+        ('knox', '0008_remove_authtoken_salt'),
+    ]
+
+    operations = [
+        migrations.CreateModel(
+            name='APIKey',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('auth_token', models.OneToOneField(blank=True, null=True, on_delete=django.db.models.deletion.CASCADE, to='knox.authtoken')),
+            ],
+            options={
+                'verbose_name': 'API Key',
+                'verbose_name_plural': 'API Keys',
+            },
+        ),
+    ]
diff --git a/Watcher/Watcher/accounts/models.py b/Watcher/Watcher/accounts/models.py
index 38aff13..f50ec32 100644
--- a/Watcher/Watcher/accounts/models.py
+++ b/Watcher/Watcher/accounts/models.py
@@ -1,11 +1,26 @@
 from django.db import models
 from django_auth_ldap.backend import populate_user
 from django.contrib.auth.models import User
+from knox.models import AuthToken
+
+
+class APIKey(models.Model):
+    """
+    Manages creation, modification, and deletion of user API keys.
+    """
+    auth_token = models.OneToOneField(AuthToken, on_delete=models.CASCADE, null=True, blank=True)
+
+    def __str__(self):
+        return f"API Key for {self.auth_token.user.username}"
+
+    class Meta:
+        verbose_name = "API Key"
+        verbose_name_plural = "API Keys"
+        app_label = 'accounts' 
 
 
 def make_inactive(sender, user, **kwargs):
     if not User.objects.filter(username=user.username):
         user.is_active = False
 
-
-populate_user.connect(make_inactive)
+populate_user.connect(make_inactive)
\ No newline at end of file
diff --git a/Watcher/Watcher/frontend/src/components/SiteMonitoring/SuspiciousSites.js b/Watcher/Watcher/frontend/src/components/SiteMonitoring/SuspiciousSites.js
index 05a77f8..35fd1a6 100755
--- a/Watcher/Watcher/frontend/src/components/SiteMonitoring/SuspiciousSites.js
+++ b/Watcher/Watcher/frontend/src/components/SiteMonitoring/SuspiciousSites.js
@@ -10,9 +10,9 @@ import Col from "react-bootstrap/Col";
 import Form from "react-bootstrap/Form";
 import DayPickerInput from "react-day-picker/DayPickerInput";
 import {formatDate, parseDate} from 'react-day-picker/moment';
-
+ 
 export class SuspiciousSites extends Component {
-
+ 
     constructor(props) {
         super(props);
         this.state = {
@@ -22,6 +22,7 @@ export class SuspiciousSites extends Component {
             showExportModal: false,
             id: 0,
             domainName: "",
+            ticketId: "",
             name: "",
             rtir: "",
             expiry: null,
@@ -34,12 +35,13 @@ export class SuspiciousSites extends Component {
             exportLoading: false
         };
         this.inputDomainRef = React.createRef();
+        this.inputTicketRef = React.createRef();
         this.inputRtirRef = React.createRef();
         this.ipMonitoringRef = React.createRef();
         this.webContentMonitoringRef = React.createRef();
         this.emailMonitoringRef = React.createRef();
     }
-
+ 
     static propTypes = {
         sites: PropTypes.array.isRequired,
         getSites: PropTypes.func.isRequired,
@@ -51,11 +53,11 @@ export class SuspiciousSites extends Component {
         auth: PropTypes.object.isRequired,
         error: PropTypes.object.isRequired,
     };
-
+ 
     componentDidMount() {
         this.props.getSites();
     }
-
+ 
     componentDidUpdate(prevProps) {
         if (this.props.sites !== prevProps.sites) {
             this.setState({
@@ -72,7 +74,7 @@ export class SuspiciousSites extends Component {
             }
         }
     }
-
+ 
     displayDeleteModal = (id, domainName) => {
         this.setState({
             showDeleteModal: true,
@@ -80,7 +82,7 @@ export class SuspiciousSites extends Component {
             domainName: domainName,
         });
     };
-
+ 
     deleteModal = () => {
         let handleClose;
         handleClose = () => {
@@ -88,7 +90,7 @@ export class SuspiciousSites extends Component {
                 showDeleteModal: false
             });
         };
-
+ 
         let onSubmit;
         onSubmit = e => {
             e.preventDefault();
@@ -99,7 +101,7 @@ export class SuspiciousSites extends Component {
             });
             handleClose();
         };
-
+ 
         return (
             <Modal show={this.state.showDeleteModal} onHide={handleClose} centered>
                 <Modal.Header closeButton>
@@ -121,13 +123,14 @@ export class SuspiciousSites extends Component {
             </Modal>
         );
     };
-
+ 
     displayEditModal = (site) => {
         site.expiry = site.expiry ? new Date(site.expiry) : null;
         this.setState({
             showEditModal: true,
             id: site.id,
             domainName: site.domain_name,
+            ticketId: site.ticket_id,
             rtir: site.rtir,
             expiry: site.expiry,
             ipMonitoring: site.ip_monitoring,
@@ -135,7 +138,7 @@ export class SuspiciousSites extends Component {
             emailMonitoring: site.mail_monitoring
         });
     };
-
+ 
     editModal = () => {
         let handleClose;
         handleClose = () => {
@@ -143,19 +146,20 @@ export class SuspiciousSites extends Component {
                 showEditModal: false
             });
         };
-
+ 
         let onSubmit;
         onSubmit = e => {
             e.preventDefault();
             const domain_name = this.inputDomainRef.current.value;
-            const rtir = this.inputRtirRef.current.value;
+            const ticket_id = this.inputTicketRef.current.value;
+            const rtir = this.inputRtirRef.current ? this.inputRtirRef.current.value : null;
             const expiry = this.state.expiry ? this.state.expiry : null;
             const ip_monitoring = this.ipMonitoringRef.current.checked;
             const content_monitoring = this.webContentMonitoringRef.current.checked;
             const mail_monitoring = this.emailMonitoringRef.current.checked;
-
-            const site = {domain_name, rtir, expiry, ip_monitoring, content_monitoring, mail_monitoring};
-
+ 
+            const site = {domain_name, ticket_id, rtir, expiry, ip_monitoring, content_monitoring, mail_monitoring};
+ 
             this.props.patchSite(this.state.id, site);
             this.setState({
                 day: "",
@@ -163,12 +167,12 @@ export class SuspiciousSites extends Component {
             });
             handleClose();
         };
-
+ 
         let handleOnChange;
         handleOnChange = e => {
             e.preventDefault();
         };
-
+ 
         return (
             <Modal show={this.state.showEditModal} onHide={handleClose} centered>
                 <Modal.Header closeButton>
@@ -191,9 +195,12 @@ export class SuspiciousSites extends Component {
                                         </Col>
                                         <Form.Label column sm="4">Ticket ID</Form.Label>
                                         <Col sm="8">
-                                            <Form.Control required ref={this.inputRtirRef} size="md"
-                                                          type="number" placeholder="number"
-                                                          defaultValue={this.state.rtir}/>
+                                            <Form.Control
+                                                ref={this.inputTicketRef} size="md"
+                                                type="text"
+                                                pattern="(?:[a-z0-9](?:[a-z0-9-]{0,61}[a-z0-9])?\.)+[a-z0-9][a-z0-9-]{0,61}[a-z0-9]"
+                                                placeholder="240529-2e0a2"
+                                                defaultValue={this.state.ticketId}/>
                                         </Col>
                                         <Form.Label column sm="4">Expiry Date</Form.Label>
                                         <Col sm="8">
@@ -262,56 +269,34 @@ export class SuspiciousSites extends Component {
             </Modal>
         );
     };
-
+ 
     displayAddModal = () => {
         this.setState({
             showAddModal: true
         });
     };
-
+ 
     addModal = () => {
-        let handleClose;
-        handleClose = () => {
-            this.setState({
-                showAddModal: false
-            });
+        let handleClose = () => {
+            this.setState({ showAddModal: false });
         };
-
-        let getMax;
-        getMax = (arr, prop) => {
-            var max;
-            if (arr.length !== 0) {
-                for (var i=0 ; i<arr.length ; i++) {
-                    if (max == null || parseInt(arr[i][prop]) > parseInt(max[prop]))
-                        max = arr[i];
-                }
-                max=max.rtir
-            } else {
-                max=0;
-            }
-            return max;
-        };
-
-        let onSubmit;
-        onSubmit = e => {
+    
+        let onSubmit = e => {
             e.preventDefault();
             const domain_name = this.inputDomainRef.current.value;
-            const rtir = this.inputRtirRef.current.value ? this.inputRtirRef.current.value : getMax(this.props.sites, "rtir")+1;
+            const ticket_id = this.inputTicketRef.current.value;
             const expiry = this.state.day;
             const ip_monitoring = this.ipMonitoringRef.current.checked;
             const content_monitoring = this.webContentMonitoringRef.current.checked;
             const mail_monitoring = this.emailMonitoringRef.current.checked;
-            const site = expiry ? {domain_name, rtir, expiry, ip_monitoring, content_monitoring, mail_monitoring} : {domain_name, rtir, ip_monitoring, content_monitoring, mail_monitoring};
-
+    
+            const site = { domain_name, ticket_id, expiry, ip_monitoring, content_monitoring, mail_monitoring };
+    
             this.props.addSite(site);
-            this.setState({
-                domainName: "",
-                day: "",
-                id: 0,
-                addLoading: true
-            });
+            this.setState({ domainName: "", day: "", ticketId: "", addLoading: true });
             handleClose();
         };
+    
         return (
             <Modal show={this.state.showAddModal} onHide={handleClose} centered>
                 <Modal.Header closeButton>
@@ -320,7 +305,7 @@ export class SuspiciousSites extends Component {
                 <Modal.Body>
                     <Container>
                         <Row className="show-grid">
-                            <Col md={{span: 12}}>
+                            <Col md={{ span: 12 }}>
                                 <Form onSubmit={onSubmit}>
                                     <Form.Group as={Row}>
                                         <Form.Label column sm="4">Domain name</Form.Label>
@@ -332,60 +317,42 @@ export class SuspiciousSites extends Component {
                                         </Col>
                                         <Form.Label column sm="4">Ticket ID</Form.Label>
                                         <Col sm="8">
-                                            <Form.Control ref={this.inputRtirRef} size="md"
-                                                          type="number" placeholder="number"/>
+                                            <Form.Control ref={this.inputTicketRef} size="md" type="text"
+                                                          pattern="(?:[a-z0-9](?:[a-z0-9-]{0,61}[a-z0-9])?\.)+[a-z0-9][a-z0-9-]{0,61}[a-z0-9]"
+                                                          placeholder="230509-200a2"
+                                                          defaultValue={this.state.ticketId}/>
                                         </Col>
                                         <Form.Label column sm="4">Expiry Date</Form.Label>
                                         <Col sm="8">
-                                            <DayPickerInput
-                                                style={{color: "black"}}
-                                                formatDate={formatDate}
-                                                parseDate={parseDate}
-                                                placeholder={`${formatDate(new Date())}`}
-                                                dayPickerProps={{
-                                                    disabledDays: {before: new Date()},
-                                                    fromMonth: new Date(),
-                                                    firstDayOfWeek: 1,
-                                                    fixedWeeks: true,
-                                                    showWeekNumbers: true
-                                                }}
-                                                onDayChange={day => this.setState({day})}/>
+                                            <DayPickerInput style={{ color: "black" }} formatDate={formatDate}
+                                                            parseDate={parseDate}
+                                                            placeholder={`${formatDate(new Date())}`}
+                                                            dayPickerProps={{
+                                                                disabledDays: { before: new Date() },
+                                                                fromMonth: new Date(),
+                                                                firstDayOfWeek: 1,
+                                                                fixedWeeks: true,
+                                                                showWeekNumbers: true
+                                                            }}
+                                                            onDayChange={day => this.setState({ day })}/>
                                         </Col>
                                         <Form.Label column sm="6">Ip Monitoring</Form.Label>
                                         <Col sm="6">
-                                            <Form.Check
-                                                ref={this.ipMonitoringRef}
-                                                defaultChecked={true}
-                                                className="mt-2"
-                                                type="switch"
-                                                id="custom-switch"
-                                                label=""
-                                            />
+                                            <Form.Check ref={this.ipMonitoringRef} defaultChecked={true}
+                                                        className="mt-2" type="switch" id="custom-switch" label=""/>
                                         </Col>
                                         <Form.Label column sm="6">Web Content Monitoring</Form.Label>
                                         <Col sm="6">
-                                            <Form.Check
-                                                ref={this.webContentMonitoringRef}
-                                                defaultChecked={true}
-                                                className="mt-2"
-                                                type="switch"
-                                                id="custom-switch-2"
-                                                label=""
-                                            />
+                                            <Form.Check ref={this.webContentMonitoringRef} defaultChecked={true}
+                                                        className="mt-2" type="switch" id="custom-switch-2" label=""/>
                                         </Col>
                                         <Form.Label column sm="6">Email Monitoring</Form.Label>
                                         <Col sm="6">
-                                            <Form.Check
-                                                ref={this.emailMonitoringRef}
-                                                defaultChecked={true}
-                                                className="mt-2"
-                                                type="switch"
-                                                id="custom-switch-3"
-                                                label=""
-                                            />
+                                            <Form.Check ref={this.emailMonitoringRef} defaultChecked={true}
+                                                        className="mt-2" type="switch" id="custom-switch-3" label=""/>
                                         </Col>
                                     </Form.Group>
-                                    <Col md={{span: 5, offset: 8}}>
+                                    <Col md={{ span: 5, offset: 8 }}>
                                         <Button variant="secondary" className="mr-2" onClick={handleClose}>
                                             Close
                                         </Button>
@@ -401,18 +368,20 @@ export class SuspiciousSites extends Component {
             </Modal>
         );
     };
-
-
-    displayExportModal = (id, domainName, theHiveCaseId, mispEventId) => {
+    
+ 
+ 
+    displayExportModal = (id, domainName, ticketId, theHiveCaseId, mispEventId) => {
         this.setState({
             showExportModal: true,
             id: id,
             domainName: domainName,
+            ticketId: ticketId,
             theHiveCaseId: theHiveCaseId,
             mispEventId: mispEventId
         });
     };
-
+ 
     exportModal = () => {
         let handleClose;
         handleClose = () => {
@@ -420,37 +389,39 @@ export class SuspiciousSites extends Component {
                 showExportModal: false
             });
         };
-
+ 
         let onSubmitTheHive;
         onSubmitTheHive = e => {
             e.preventDefault();
             const id = this.state.id;
             const site = {id};
-
+ 
             this.props.exportToTheHive(site);
             this.setState({
                 domainName: "",
+                ticketId: "",
                 id: 0,
                 exportLoading: id
             });
             handleClose();
         };
-
+ 
         let onSubmitMisp;
         onSubmitMisp = e => {
             e.preventDefault();
             const id = this.state.id;
             const site = {id};
-
+ 
             this.props.exportToMISP(site);
             this.setState({
                 domainName: "",
+                ticketId: "",
                 id: 0,
                 exportLoading: id
             });
             handleClose();
         };
-
+ 
         const theHiveExportButton = (
             <Button type="submit" className="btn-thehive">
                 Export to TheHive
@@ -467,7 +438,7 @@ export class SuspiciousSites extends Component {
             <Button type="submit" className="btn-misp">
                 Update MISP IOCs
             </Button>);
-
+ 
         return (
             <Modal show={this.state.showExportModal} onHide={handleClose} centered>
                 <Modal.Header closeButton>
@@ -502,8 +473,8 @@ export class SuspiciousSites extends Component {
             </Modal>
         );
     };
-
-
+ 
+ 
     render() {
         const yes_monitoring = (
             <i className="material-icons text-success mt-1 col-lg-12"
@@ -529,9 +500,9 @@ export class SuspiciousSites extends Component {
             <button className="btn btn-outline-primary btn-sm mr-2"
                     data-toggle="tooltip"
                     data-placement="top" title="Export" onClick={() => {
-                this.displayExportModal(site.id, site.domain_name, site.the_hive_case_id, site.misp_event_id)
+                this.displayExportModal(site.id, site.domain_name, site.ticket_id, site.the_hive_case_id, site.misp_event_id)
             }} disabled={this.state.exportLoading === site.id}>
-
+ 
                 {this.state.exportLoading === site.id && (
                     <div className="loader">Loading...</div>
                 )}
@@ -541,7 +512,7 @@ export class SuspiciousSites extends Component {
                 )}
             </button>
         );
-
+ 
         return (
             <Fragment>
                 <div className="row">
@@ -571,8 +542,8 @@ export class SuspiciousSites extends Component {
                             <table className="table table-striped table-hover">
                                 <thead>
                                 <tr>
-                                    <th>Ticket ID</th>
                                     <th>Domain Name</th>
+                                    <th>Ticket ID</th>
                                     <th>Ip</th>
                                     <th>Ip Second</th>
                                     <th>MX Records</th>
@@ -587,8 +558,8 @@ export class SuspiciousSites extends Component {
                                 <tbody>
                                 {this.props.sites.map(site => (
                                     <tr key={site.id}>
-                                        <td><h5>#{site.rtir}</h5></td>
                                         <td><h5>{site.domain_name}</h5></td>
+                                        <td><h5>{site.ticket_id ? site.ticket_id : "-"}</h5></td>
                                         <td>{site.ip ? site.ip : "-"}</td>
                                         <td>{site.ip_second ? site.ip_second : "-"}</td>
                                         <td>{site.MX_records ? site.MX_records.replace('[', '').replace(']', '').split("'").map(record => record) : "-"}</td>
@@ -631,13 +602,13 @@ export class SuspiciousSites extends Component {
         )
     }
 }
-
+ 
 const mapStateToProps = state => ({
     sites: state.SiteMonitoring.sites,
     auth: state.auth,
     error: state.errors
 });
-
+ 
 export default connect(mapStateToProps, {
     getSites,
     deleteSite,
diff --git a/Watcher/Watcher/frontend/src/components/ThreatsWatcher/Dashboard.js b/Watcher/Watcher/frontend/src/components/ThreatsWatcher/Dashboard.js
index 0b5e152..3c1ff87 100755
--- a/Watcher/Watcher/frontend/src/components/ThreatsWatcher/Dashboard.js
+++ b/Watcher/Watcher/frontend/src/components/ThreatsWatcher/Dashboard.js
@@ -2,7 +2,6 @@ import React, {Component, Fragment} from 'react';
 import PostUrls from "./PostUrls";
 import WordCloud from "./WordCloud";
 import WordList from "./WordList";
-import TwitterTweet from "./TwitterTweet";
 import TrendChart from "./TrendChart";
 import store from "../../store";
 import {setIsPasswordChanged} from "../../actions/auth";
@@ -41,10 +40,7 @@ export default class Dashboard extends Component {
                         </div>
                     </div>
                     <div className="row justify-content-lg-center">
-                        <div className="mt-3 col-lg-4 ml-auto">
-                            <TwitterTweet postUrls={this.state.postUrls} word={this.state.word}/>
-                        </div>
-                        <div className="mt-3 col-lg-7 ml-auto">
+                        <div className="mt-3 col-lg-12 ml-auto">
                             <PostUrls postUrls={this.state.postUrls} word={this.state.word}/>
                         </div>
                     </div>
diff --git a/Watcher/Watcher/frontend/src/components/ThreatsWatcher/TwitterTweet.js b/Watcher/Watcher/frontend/src/components/ThreatsWatcher/TwitterTweet.js
deleted file mode 100755
index b1efd4b..0000000
--- a/Watcher/Watcher/frontend/src/components/ThreatsWatcher/TwitterTweet.js
+++ /dev/null
@@ -1,61 +0,0 @@
-import React, {Component, Fragment} from 'react';
-import {Tweet} from 'react-twitter-widgets';
-
-export class TwitterTweet extends Component {
-
-    constructor(props) {
-        super(props);
-        this.state = {
-            twitterFeeds: [],
-            twitterId: []
-        }
-    }
-
-    getIdList = () => {
-        let domainName;
-        let idList = [];
-        if (this.props.postUrls) {
-            this.props.postUrls.map((url_date, index) => {
-                let url = url_date.split(',', 2)[0];
-                domainName = url.split('//', 2)[1].split('/', 20)[0];
-                if (domainName === "twitter.com") {
-                    idList.push(url.split('/', 6)[5]);
-                }
-            });
-            return idList;
-        }
-    };
-
-    render() {
-        let title;
-        if (this.props.word) {
-            title = <h4>Tweet(s) related to <b>{this.props.word}</b></h4>;
-        }
-        return (
-            <Fragment>
-                <div className="row">
-                    <div className="col-lg-12">
-                        {title}
-                    </div>
-                </div>
-                <div className="row" style={{height: '438px', overflow: 'auto'}}>
-                    {this.getIdList().map((id, index) => (
-                        <div style={{marginLeft: '10px'}}>
-                            <Tweet
-                                key={index}
-                                tweetId={id}
-                                options={{
-                                    cards: 'hidden',
-                                    conversation: 'none',
-                                    width: '100%',
-                                }}
-                            />
-                        </div>
-                    ))}
-                </div>
-            </Fragment>
-        )
-    }
-}
-
-export default (TwitterTweet);
\ No newline at end of file
diff --git a/Watcher/Watcher/site_monitoring/admin.py b/Watcher/Watcher/site_monitoring/admin.py
index ee9b9d0..e7e8dbb 100644
--- a/Watcher/Watcher/site_monitoring/admin.py
+++ b/Watcher/Watcher/site_monitoring/admin.py
@@ -67,7 +67,7 @@ class Meta:
 
 @admin.register(Site)
 class Site(ExportMixin, admin.ModelAdmin):
-    list_display = ['rtir', 'domain_name', 'ip', 'ip_second', 'monitored', 'web_status', 'misp_event_id',
+    list_display = ['rtir', 'domain_name', 'ticket_id','ip', 'ip_second', 'monitored', 'web_status', 'misp_event_id',
                     'the_hive_case_id', 'created_at', 'expiry']
     list_filter = ['created_at', 'expiry', 'monitored', 'web_status']
     search_fields = ['rtir', 'domain_name', 'ip', 'ip_second', 'the_hive_case_id', 'misp_event_id']
@@ -81,4 +81,4 @@ def has_add_permission(self, request):
 class Subscriber(admin.ModelAdmin):
     list_display = ['user_rec', 'created_at']
     list_filter = ['created_at']
-    search_fields = ['user_rec']
+    search_fields = ['user_rec']
\ No newline at end of file
diff --git a/Watcher/Watcher/site_monitoring/core.py b/Watcher/Watcher/site_monitoring/core.py
index c840ddc..602836b 100644
--- a/Watcher/Watcher/site_monitoring/core.py
+++ b/Watcher/Watcher/site_monitoring/core.py
@@ -4,9 +4,10 @@
 from email.mime.text import MIMEText
 from email.mime.multipart import MIMEMultipart
 from django.db import close_old_connections
+from django.db import transaction
 from django.conf import settings
 from django.utils import timezone
-from datetime import timedelta
+from datetime import timedelta, datetime
 from apscheduler.schedulers.background import BackgroundScheduler
 import tzlocal
 from .models import Site, Alert, Subscriber
@@ -17,6 +18,8 @@
 from dns import resolver
 from dns.exception import DNSException
 import shadow_useragent
+import time
+import random
 
 try:
     shadow_useragent = shadow_useragent.ShadowUserAgent()
@@ -33,7 +36,7 @@ def start_scheduler():
     """
     scheduler = BackgroundScheduler(timezone=str(tzlocal.get_localzone()))
 
-    scheduler.add_job(monitoring_check, 'cron', day_of_week='mon-sun', minute='*/6', id='weekend_job',
+    scheduler.add_job(monitoring_check, 'cron', day_of_week='mon-sun', minute='*/1', id='weekend_job',
                       max_instances=10,
                       replace_existing=True)
 
@@ -354,30 +357,65 @@ def create_alert(alert, site, new_ip, new_ip_second, score):
              'old_ip': site.ip, 'old_ip_second': site.ip_second}
     }
 
+    
     if site.monitored and alert != 0:
         alert_data = alert_types[alert]
-        new_alert = Alert.objects.create(site=site, **alert_data)
-
-        if not previous_alert(site, alert_data['type'], new_alert.pk):
-            send_email(alert_data['type'] + " on " + site.domain_name, site.rtir, new_alert.pk)
-
-            # Handle Mail record for mail changes
-            if 'Mail' in alert_data['type']:
-                if site.MX_records != Site.objects.get(pk=site.pk).MX_records:
-                    Alert.objects.filter(pk=new_alert.pk).update(old_MX_records=site.MX_records,
-                                                                 new_MX_records=Site.objects.get(pk=site.pk).MX_records)
-                try:
-                    if ipaddress.ip_address(site.mail_A_record_ip) not in ipaddress.ip_network(
-                            Site.objects.get(pk=site.pk).mail_A_record_ip + "/16", strict=False):
-                        Alert.objects.filter(pk=new_alert.pk).update(old_mail_A_record_ip=site.mail_A_record_ip,
-                                                                     new_mail_A_record_ip=Site.objects.get(
-                                                                         pk=site.pk).mail_A_record_ip)
-                except Exception:
-                    if Site.objects.get(pk=site.pk).mail_A_record_ip is not None or site.mail_A_record_ip is not None:
-                        Alert.objects.filter(pk=new_alert.pk).update(old_mail_A_record_ip=site.mail_A_record_ip,
-                                                                     new_mail_A_record_ip=Site.objects.get(
-                                                                         pk=site.pk).mail_A_record_ip)
 
+        # Get current time
+        now = datetime.now()
+
+        # Retrieve the two latest alerts for this site within the last three hours
+        one_hour_ago = now - timedelta(hours=3)
+        last_two_alerts = Alert.objects.filter(site=site, created_at__gte=one_hour_ago).order_by('-created_at')[:2]
+
+        # Check if the information of the new alert is identical to the last two alerts
+        for previous_alert in last_two_alerts:
+            if all(getattr(previous_alert, key) == value for key, value in alert_data.items()):
+                # If the information is identical to one of the last two alerts, do not create a new alert
+                return
+
+        # Create a new alert
+        with transaction.atomic():
+            new_alert = Alert.objects.create(site=site, **alert_data)
+
+        # Sleep randomly for 1 to 3 seconds to avoid simultaneous creation of duplicate alerts
+        time.sleep(random.uniform(1, 3))
+
+        # Send an email for the alert
+        send_email(alert_data['type'] + " on " + site.domain_name, site.rtir, new_alert.pk)
+
+        # Manage MX records for mail changes
+        if 'Mail' in alert_data['type']:
+            current_site = Site.objects.get(pk=site.pk)
+            if site.MX_records != current_site.MX_records:
+                Alert.objects.filter(pk=new_alert.pk).update(old_MX_records=site.MX_records,
+                                                             new_MX_records=current_site.MX_records)
+            try:
+                if ipaddress.ip_address(site.mail_A_record_ip) not in ipaddress.ip_network(
+                        current_site.mail_A_record_ip + "/16", strict=False):
+                    Alert.objects.filter(pk=new_alert.pk).update(old_mail_A_record_ip=site.mail_A_record_ip,
+                                                                 new_mail_A_record_ip=current_site.mail_A_record_ip)
+            except Exception:
+                if current_site.mail_A_record_ip is not None or site.mail_A_record_ip is not None:
+                    Alert.objects.filter(pk=new_alert.pk).update(old_mail_A_record_ip=site.mail_A_record_ip,
+                                                                 new_mail_A_record_ip=current_site.mail_A_record_ip)
+            try:
+                if ipaddress.ip_address(site.mail_A_record_ip_second) not in ipaddress.ip_network(
+                        current_site.mail_A_record_ip_second + "/16", strict=False):
+                    Alert.objects.filter(pk=new_alert.pk).update(
+                        old_mail_A_record_ip_second=site.mail_A_record_ip_second,
+                        new_mail_A_record_ip_second=current_site.mail_A_record_ip_second)
+            except Exception:
+                if current_site.mail_A_record_ip_second is not None or site.mail_A_record_ip_second is not None:
+                    Alert.objects.filter(pk=new_alert.pk).update(
+                        old_mail_A_record_ip_second=site.mail_A_record_ip_second,
+                        new_mail_A_record_ip_second=current_site.mail_A_record_ip_second)
+
+            if 'Web' not in alert_data['type']:
+                if site.monitored and alert != 8:
+                    Site.objects.filter(pk=site.pk).update(MX_records=site.MX_records,
+                                                            mail_A_record_ip=site.mail_A_record_ip,
+                                                            mail_A_record_ip_second=site.mail_A_record_ip_second)
 
 def send_email(message, rtir, alert_id):
     """
diff --git a/Watcher/Watcher/site_monitoring/migrations/0028_site_ticket_id_alter_site_rtir.py b/Watcher/Watcher/site_monitoring/migrations/0028_site_ticket_id_alter_site_rtir.py
new file mode 100644
index 0000000..161cdaf
--- /dev/null
+++ b/Watcher/Watcher/site_monitoring/migrations/0028_site_ticket_id_alter_site_rtir.py
@@ -0,0 +1,23 @@
+# Generated by Django 5.0.2 on 2024-07-24 14:27
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('site_monitoring', '0027_auto_20210517_0956'),
+    ]
+
+    operations = [
+        migrations.AddField(
+            model_name='site',
+            name='ticket_id',
+            field=models.CharField(blank=True, max_length=20, null=True),
+        ),
+        migrations.AlterField(
+            model_name='site',
+            name='rtir',
+            field=models.IntegerField(blank=True, null=True, unique=True),
+        ),
+    ]
diff --git a/Watcher/Watcher/site_monitoring/models.py b/Watcher/Watcher/site_monitoring/models.py
index 77b7a1d..3d8e96a 100644
--- a/Watcher/Watcher/site_monitoring/models.py
+++ b/Watcher/Watcher/site_monitoring/models.py
@@ -3,14 +3,16 @@
 from django.utils import timezone
 from django_mysql.models import ListCharField
 from django.contrib.auth.models import User
-
+from django.db.models.signals import pre_save
+from django.dispatch import receiver
 
 class Site(models.Model):
     """
     Stores a site which will be monitor (discrepancy in the hosting or in its DNS resolution, content hosted).
     """
     domain_name = models.CharField(max_length=100, unique=True)
-    rtir = models.IntegerField()
+    ticket_id = models.CharField(max_length=20, blank=True, null=True)
+    rtir = models.IntegerField(unique=True, blank=True, null=True)
     ip = models.GenericIPAddressField(blank=True, null=True)
     ip_second = models.GenericIPAddressField(blank=True, null=True)
     ip_monitoring = models.BooleanField(default=True)
@@ -41,6 +43,13 @@ def __str__(self):
         return self.domain_name
 
 
+@receiver(pre_save, sender=Site)
+def set_rtir(sender, instance, **kwargs):
+    if instance.rtir is None:
+        last_site = Site.objects.order_by('-rtir').first()
+        instance.rtir = 1 if not last_site else last_site.rtir + 1
+
+
 class Alert(models.Model):
     """
     Triggered when there is a site status change.
@@ -83,4 +92,4 @@ class Subscriber(models.Model):
     List of the email alert subscriber(s).
     """
     user_rec = models.ForeignKey(User, on_delete=models.CASCADE, related_name='site_monitoring')
-    created_at = models.DateTimeField(default=timezone.now)
+    created_at = models.DateTimeField(default=timezone.now)
\ No newline at end of file
diff --git a/Watcher/Watcher/threats_watcher/core.py b/Watcher/Watcher/threats_watcher/core.py
index 02c1a13..733e56f 100644
--- a/Watcher/Watcher/threats_watcher/core.py
+++ b/Watcher/Watcher/threats_watcher/core.py
@@ -189,6 +189,23 @@ def remove_banned_words():
         # Remove '/' (sometimes regular expression don't catch this character)
         word = word.replace("/", "")
 
+        # Remove domain name
+        domain_extensions = [
+        ".com", ".org", ".net", ".edu", ".gov", ".mil", 
+        ".biz", ".info", ".name", ".pro", ".coop", ".museum", ".aero", ".int", ".jobs", ".mobi", ".tel", ".travel", 
+        ".fr", ".uk", ".de", ".jp", ".cn", ".it", ".us", ".es", ".ca", ".au", ".nl", ".ru", ".br", ".pl", ".in", ".be", ".ch", ".se", ".mx", ".at", ".dk", ".no", ".fi", ".ie", ".nz", ".sg", ".hk", ".my", ".za", ".ar", ".tw", ".kr", ".vn", ".tr", ".ua", ".gr", ".pt", ".cz", ".hu", ".cl", ".ro", ".id", ".il", ".co", ".ae", ".th", ".sk", ".bg", ".ph", ".hr", ".lt", ".si", ".lv", ".ee", ".rs", ".is", ".ir", ".sa", ".pe", ".ma", ".by", ".gt", ".do", ".ng", ".cr", ".ve", ".ec", ".py", ".sv", ".hn", ".pa", ".bo", ".kz", ".lu", ".uy", ".dz", ".uz", ".ke", ".np", ".kh", ".zm", ".ug", ".cy", ".mm", ".et", ".ni", ".al", ".kg", ".bd", ".tn", ".np", ".la", ".gh", ".iq", ".bj", ".gm", ".tg", ".lk", ".jo", ".zw", ".sn", ".km", ".mw", ".md", ".mr", ".tn", ".bf", ".bi", ".sc", ".er", ".sl", ".cf", ".ss", ".td", ".cg", ".gq", ".dj", ".rw", ".so", ".ne", ".yt", ".re", ".pm", ".wf", ".tf", ".gs", ".ai", ".aw", ".bb", ".bm", ".vg", ".ky", ".fk", ".fo", ".gl", ".gp", ".gg", ".gi", ".je", ".im", ".mq", ".ms", ".nc", ".pf", ".pn", ".sh", ".sb", ".gs", ".tc", ".tk", ".vg", ".vi", ".um", ".cx", ".cc", ".ac", ".eu", ".ad", ".ax", ".gg", ".gi", ".im", ".je", ".mc", ".me", ".sm", ".va", ".rs", ".ps", ".asia", ".cat", ".coop", ".jobs", ".mobi", ".tel", ".travel"  # Domaines de premier niveau géographiques (ccTLD)
+        ]  
+        if any(word.endswith(ext) for ext in domain_extensions):
+            word = ""
+        
+        # Remove special characters
+        word = word.encode("latin1", errors="ignore").decode("utf-8", errors="ignore")
+
+        # Remove version numbers in the format x.x.x
+        word = re.sub(r"\b\d+(?:\.\d+){2,}\b", "", word)
+        # Remove version numbers in the format vx.x.x
+        word = re.sub(r"v\d+(?:\.\d+){2,}", "", word)
+
         if word:
             posts_without_banned[word] = count
 
diff --git a/Watcher/Watcher/threats_watcher/datas/banned_words.csv b/Watcher/Watcher/threats_watcher/datas/banned_words.csv
index d383cf2..5adeb80 100755
--- a/Watcher/Watcher/threats_watcher/datas/banned_words.csv
+++ b/Watcher/Watcher/threats_watcher/datas/banned_words.csv
@@ -796,4 +796,61 @@ xvjornadasccncert
 yourself
 zammad
 zataz
-zero-day
\ No newline at end of file
+zero-day
+importance
+contracts
+general
+penetration
+helps
+premier
+defense
+lance
+trust
+strategy
+tactics
+benefits
+practices
+essential
+identity
+participating
+controls
+enhancing
+weekly
+episode
+launches
+utils
+health
+safety
+landscape
+collaboration
+trends
+steps
+leaders
+awards
+managed
+principal
+spotlight
+explained
+comprehensive
+performance
+complete
+prevention
+publie
+consultation
+culture
+essentials
+basics
+alerte
+secteur
+introducing
+coffee
+vistainfosec
+requirement
+requirements
+ciblant
+taosecurity
+akamai
+upguard
+kaspersky
+veracode
+invicti
\ No newline at end of file
diff --git a/Watcher/Watcher/threats_watcher/datas/sources.csv b/Watcher/Watcher/threats_watcher/datas/sources.csv
index 783d582..812fa34 100644
--- a/Watcher/Watcher/threats_watcher/datas/sources.csv
+++ b/Watcher/Watcher/threats_watcher/datas/sources.csv
@@ -1,67 +1,7 @@
 source
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=DataSecuB&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=SecurityBeard&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=Sebdraven&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=r00tbsd&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=benkow_&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=binitamshah&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=malwareunicorn&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=UnderNews_fr&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=Dinosn&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=cyb3rops&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=hasherezade&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=x0rz&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=bartblaze&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=gentilkiwi&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=circl_lu&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=AHCybSec&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=chadtilbury&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=kafeine&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=malware_traffic&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=MalwareTechBlog&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=boolaz&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=tomchop_&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=CertSG&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=cert_ist&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=CERT_Polska_en&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=teamcymru&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=OnexteC&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=InfoSec_Geek&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=bulletproofsec&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=_odisseus&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=IT_securitynews&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=Securityartwork&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=Thirty5Tech&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=infosecstuff&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=1nf0s3cpt&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=mwtracker&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=everythingcybr&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=koczkatamas&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=tuxpanik&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=Lvanoel&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=HackRead&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=DynamicAnalysis&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=struppigel&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=sec_cyberalerts&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=icscyberalerts&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=sans_isc&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=MalwarePatrol&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=CTI_Marc&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=CVEnew&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=meadowmttech&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=TheHackersNews&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=CSAsingapore&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=CERTEU&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=0xcharlie&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=carhackvillage&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=defcon&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=ecrime_ch&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=SwitHak&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
-http://10.10.10.7/?action=display&bridge=Twitter&context=By+username&u=teamcymru_S2&norep=on&nopic=on&noimg=on&noimgscaling=on&format=Mrss
 https://krebsonsecurity.com/feed/
 https://www.bleepingcomputer.com/feed/
 https://securelist.com/feed/
-https://www.silicon.fr/feed
 https://korben.info/feed
 https://www.lemonde.fr/pixels/rss_full.xml
 https://www.nextinpact.com/rss/news.xml
@@ -80,23 +20,336 @@ https://feeds.feedburner.com/VmwareSecurityComplianceBlog
 https://linuxsecurity.com/linuxsecurity_articles.xml
 https://www.kaspersky.com/blog/category/threats/feed/
 https://isc.sans.edu/rssfeed.xml
-https://feeds.feedburner.com/TheHackersNews?format=xml
 https://www.theregister.com/security/headlines.atom
 https://www.kb.cert.org/vuls/atomfeed/
 https://www.cyber.gov.au/acsc/view-all-content/advisories/rss
 https://www.cyber.gov.au/acsc/view-all-content/alerts/rss
 https://www.cyber.gov.au/acsc/view-all-content/threats/rss
 https://www.jpcert.or.jp/english/rss/jpcert-en.rdf
-https://www.welivesecurity.com/category/malware,password,android-2,mobile-security,windows,mac,banking,linux/feed/
-https://www.welivesecurity.com/feed/
 https://securityaffairs.co/feed
-https://www.mcafee.com/blogs/feed/
 https://nakedsecurity.sophos.com/feed/
-https://www.zdnet.com/blog/security/rss.xml
 https://mcafee.com/blogs/feed
-https://www.darkreading.com/rss.xml
 https://www.schneier.com/feed/atom/
 https://www.incibe-cert.es/feed/avisos-seguridad/all
 https://www.ccn-cert.cni.es/component/obrss/rss-ultimas-vulnerabilidades.feed
 https://www.cyberveille-sante.gouv.fr/alertes-et-vulnerabilites/rss.xml
 https://feeds.feedburner.com/ZDI-Upcoming-Advisories
+https://feeds.feedburner.com/thecyberexpress/cybernews
+https://www.welivesecurity.com/fr/rss/feed/
+https://www.darkreading.com/rss.xml
+https://feeds.feedblitz.com/thesecurityledger
+https://www.bankinfosecurity.com/rss-feeds
+https://cybersguards.com/feed/
+https://isc.sans.edu/xml.html
+https://feeds.feedburner.com/TheHackersNews
+https://www.securityweek.com/feed/
+https://www.cyberdefensemagazine.com/feed/
+https://www.welivesecurity.com/en/rss/feed/
+https://binaryblogger.com/feed/
+https://www.govinfosecurity.com/rss-feeds
+https://k12cybersecure.com/feed/
+http://www.hackersnewsbulletin.com/feed
+https://cybersafe.news/feed/
+http://rss.techtarget.com/160.xml
+https://news.sophos.com/feed/
+https://securitygladiators.com/web-stories/feed/
+https://grahamcluley.com/feed/
+https://dankaminsky.com/feed/
+https://taosecurity.blogspot.com/feeds/posts/default?alt=rss
+http://feeds.feedburner.com/akamai/blog
+https://www.schneier.com/feed/
+https://www.hackingarticles.in/feed/
+http://feeds.feedburner.com/Liquidmatrix
+https://blog.comodo.com/rss
+https://www.helpnetsecurity.com/rss
+https://www.csoonline.com/rss/
+https://www.scmagazine.com/rss
+https://www.securityweek.com/rss
+https://www.troyhunt.com/rss/
+https://marcoramilli.com/feed/
+https://www.zdnet.com/blog/security/rss.xml
+https://perezbox.com/feed/
+https://blog.talosintelligence.com/rss/
+https://www.hackercombat.com/feed/
+https://www.andrewhay.ca/wp-json/oembed/1.0/embed?url=https%3A%2F%2Fwww.andrewhay.ca%2F&format=xml
+https://www.flyingpenguin.com/?feed=rss2
+https://www.cio.com/feed/
+https://www.theguardian.com/media-network/information-security/rss
+http://www.homelandsecuritynewswire.com/rss
+https://www.ciolanding.com/feed/
+https://www.bitdefender.com/blog/api/rss/hotforsecurity/
+https://www.malwarebytes.com/blog/feed/index.xml
+https://www.mcafee.com/blogs/feed/
+https://www.cnet.com/rss/news/
+https://blog.knowbe4.com/rss.xml
+https://www.technewsworld.com/feed/
+https://www.jisasoftech.com/feed/
+https://architectsecurity.org/feed/
+https://www.afcea.org/signal-articles-feed.xml
+http://www.computerworld.com/index.rss
+https://www.itpro.com/rss-feeds
+https://staysafeonline.org/feed/
+https://me.mashable.com/cybersecurity.xml
+https://sed-cms.broadcom.com/rss/v1/blogs/rss.xml
+https://www.lemondeinformatique.fr/flux-rss/
+https://www.usine-digitale.fr/cybersecurite/rss
+https://cyber.gouv.fr/actualites/feed
+https://www.zataz.com/rss/zataz-news.rss
+https://siecledigital.fr/feed/
+https://siecledigital.fr/cybersecurite/feed/
+https://www.bfmtv.com/rss/tech/
+https://www.20minutes.fr/rss/une.xml
+https://www.undernews.fr/feed
+https://www.lagazettedescommunes.com/rubriques/actualite-club-informatique/feed/
+https://www.datasecuritybreach.fr/feed/
+https://www.argusdelassurance.com/rss/cyber/
+https://cybersecuritymag.africa/flux-rss-acm
+https://www.frenchweb.fr/feed
+https://www.radiofrance.fr/rss/societe/tech-web/cybersecurite
+https://www.entreprises.gouv.fr/fr/rss/actualites
+https://cyberscore-france.fr/feed/
+https://www.usinenouvelle.com/rss/cybersecurite/
+https://www.lesnumeriques.com/informatique/rss.xml
+https://www.lemagit.fr/rss
+https://blog.nameshield.com/fr/feed/
+https://www.journaldunet.com/rss.shtml
+https://www.zataz.com/feed/
+https://www.securitymagazine.com/rss/topic/2236
+https://portswigger.net/daily-swig/rss
+https://cio.economictimes.indiatimes.com/rss/next-gen-technologies
+https://cio.economictimes.indiatimes.com/rss/digital-security
+https://cio.economictimes.indiatimes.com/rss/big-data
+https://cio.economictimes.indiatimes.com/rss/cloud-computing
+https://cio.economictimes.indiatimes.com/rss/internet-of-things
+https://cio.economictimes.indiatimes.com/rss/enterprise-services-and-applications
+https://cio.economictimes.indiatimes.com/rss/data-center
+https://cio.economictimes.indiatimes.com/rss/consumer-tech
+https://cio.economictimes.indiatimes.com/rss/internet
+https://cio.economictimes.indiatimes.com/rss/artificial-intelligence
+https://www.aha.org/aha-news-rss-feed
+https://www.nist.gov/news-events/nist-rss-feeds
+https://www.enisa.europa.eu/news/rss.xml
+https://thecyberexpress.com/feed/
+https://www.cyber.gov.au/rss/alerts
+https://cybersecurityventures.com/feed/
+https://www.tcc.edu/feed/
+https://it.wisc.edu/feed/
+https://ccb.belgium.be/en/rss
+https://economictimes.indiatimes.com/rss.cms
+https://www.cybersecuritydive.com/feeds/news/
+https://globalnews.ca/tag/cybersecurity/feed/
+https://www.defense.gov/DesktopModules/ArticleCS/RSS.ashx?max=10&ContentType=1&Site=945
+https://www.wired.com/feed/rss
+https://cybersecuritynews.com/feed/
+https://ciso2ciso.com/feed/
+https://ventureinsecurity.net/feed
+https://olukaiiisoshybrideducyber.tech/feed/
+https://protegent360.com/blog/feed/
+https://medium.com/feed/@2ndsightlab
+https://davinciforensics.co.za/cybersecurity/feed/
+https://cleanerone.trendmicro.com/blog/?utm_source=feedspot
+https://simeononsecurity.ch/index.xml
+https://olukaiiisosicyber.tech/f.atom
+https://myturn.careers/blog/?utm_source=feedspot
+https://cyble.com/feed/
+https://medium.com/feed/@vaceituno
+https://personalprivacyonline.com/feed/
+https://stevensitservices.com/feed/
+https://cybersecurity.att.com/site/blog-all-rss
+https://www.nist.gov/blogs/cybersecurity-insights/rss.xml
+http://feeds.trendmicro.com/TrendMicroResearch
+http://www.techrepublic.com/rssfeeds/topic/security/?feedType=rssfeeds
+https://www.computerworld.com/uk/category/security/index.rss
+https://www.proofpoint.com/us/rss.xml
+https://www.scnsoft.com/blog/category/information-security/atom
+https://trustarc.com/blog/feed/
+https://www.identityiq.com/feed/
+https://www.acunetix.com/blog/?utm_source=feedspot
+https://blogs.quickheal.com/feed/
+https://www.webroot.com/blog/feed/
+https://blog.zonealarm.com/feed/
+https://www.seqrite.com/blog/feed/
+https://sectigostore.com/blog/feed/
+http://securityaffairs.co/wordpress/feed
+https://feeds.feedburner.com/govtech/blogs/lohrmann_on_infrastructure
+https://www.itgovernance.co.uk/blog/category/cyber-security/feed
+https://lab.wallarm.com/feed/
+https://www.tripwire.com/state-of-security/feed/
+https://www.cheapsslshop.com/blog/feed/
+https://www.cybertalk.org/feed/
+https://secureblitz.com/feed/
+https://www.binarydefense.com/feed/
+https://www.logpoint.com/en/feed/
+https://socprime.com/feed/
+https://www.pivotpointsecurity.com/feed/
+https://blog.securityinnovation.com/rss.xml
+https://www.cyberdb.co/blog/?utm_source=feedspot
+https://security.googleblog.com/?utm_source=feedspot
+https://www.blackfog.com/feed/
+https://blog.entersoftsecurity.com/feed/
+https://tacsecurity.com/feed/
+https://privacysavvy.com/feed/
+https://www.netsparker.com/blog/rss/
+https://mazebolt.com/feed/
+https://blog.k7computing.com/?utm_source=feedspot
+https://any.run/cybersecurity-blog/feed/
+https://www.cm-alliance.com/cybersecurity-blog/rss.xml
+https://www.vistainfosec.com/feed/
+https://dataprivacymanager.net/feed/
+https://wesecureapp.com/feed/
+https://adamlevin.com/feed/
+https://be4sec.com/feed/
+https://www.erdalozkaya.com/feed/
+https://virtualattacks.com/feed/
+https://www.lynxtechnologypartners.com/blog/feed/
+https://cnsight.io/blog/feed/
+https://www.getcurricula.com/feed
+https://www.idsalliance.org/feed/
+https://www.exploitone.com/feed/
+https://www.tsfactory.com/forums/blogs/category/infosec-digest/feed/
+https://www.cyberpilot.io/cyberpilot-blog/rss.xml
+https://www.ignyteplatform.com/feed/
+https://www.canarytrap.com/feed/
+https://www.secureblink.com/rss-feeds/threat-feed
+https://www.virtru.com/blog/rss.xml
+https://www.empowerelearning.com/blog/feed/
+https://www.cybersecuritycloudexpo.com/feed/
+https://www.theguardian.com/technology/data-computer-security/rss
+https://www.jbspeakr.cc/index.xml
+https://medium.com/feed/@d0znpp
+https://itsecuritycentral.teramind.co/feed/
+https://www.clearnetwork.com/feed/
+https://follow.it/haxf4rall1
+https://techtalk.pcmatic.com/feed/
+https://www.twingate.com/blog.rss.xml
+https://blog.g5cybersecurity.com/feed/
+https://securityparrot.com/feed/
+https://www.cybercrimeswatch.com/feed/
+https://www.reveantivirus.com/blog/lan/en/feed
+https://securitymadesimple.org/feed/
+https://zeno-sec.com/feed/
+https://aghiathchbib.com/feed/
+https://feeds.feedburner.com/ckdiii
+https://blog.blackswansecurity.com/feed/
+https://blog.infinigate.co.uk/rss.xml
+
+https://feeds.feedburner.com/securityweek
+https://www.darkreading.com/rss_simple.asp
+http://feeds.feedburner.com/TheHackersNews
+https://www.silicon.fr/feed
+https://www.securitymagazine.com/rss
+https://www.csoonline.com/index.rss
+https://www.infosecurity-magazine.com/rss/news/
+https://threatpost.com/feed/
+https://www.schneier.com/blog/atom.xml
+https://www.cisomag.com/feed/
+https://feeds.feedburner.com/esecurityplanet
+https://securityboulevard.com/feed/
+https://www.cynet.com/feed/
+https://www.wired.com/feed/category/security/latest/rss
+https://www.securitynewspaper.com/feed/
+https://www.cio.com/index.rss
+https://www.forbes.com/cybersecurity/feed/
+https://arstechnica.com/feed/
+https://www.techrepublic.com/rssfeeds/topic/security/
+https://feeds.feedburner.com/securityaffairs
+https://www.infosecurity-magazine.com/rss/analysis/
+https://www.infosecurity-magazine.com/rss/blogs/
+https://securityaffairs.co/wordpress/feed
+https://www.tripwire.com/state-of-security/latest-security-news/feed/
+https://www.zdnet.com/topic/security/rss.xml
+https://feeds.feedburner.com/DarkReadingAllStories
+https://www.scmagazine.com/home/security-news/feed/
+https://www.cyberscoop.com/feed/
+https://www.computerweekly.com/rss/All-Computer-Weekly-content.xml
+https://www.information-age.com/category/security/feed/
+https://www.itnews.com.au/Rss/Index
+https://feeds.arstechnica.com/arstechnica/security
+https://www.securitymagazine.com/rss/all
+https://www.technologyreview.com/cybersecurity/feed/
+https://www.theverge.com/rss/security/index.xml
+https://www.silicon.co.uk/category/security/feed
+https://cyware.com/rss
+https://www.bankinfosecurity.com/rss
+https://itsecuritynews.info/feed/
+https://feeds.feedburner.com/threatpost
+https://www.hackread.com/feed/
+https://feeds.feedburner.com/Information-Security-Articles
+https://feeds.feedburner.com/securityintelligence
+https://feedpress.me/privsec
+https://www.privacysecuritybrain.com/feed/
+https://www.infosecurity-us.com/rss
+https://feeds.feedburner.com/techtarget/networksecurity
+https://www.reuters.com/rssFeed/idUSKBN29I2ZC
+https://feeds.feedburner.com/SCMagazine
+https://www.knowbe4.com/rss-feed
+https://techcrunch.com/tag/cybersecurity/feed/
+https://www.f-secure.com/en/home.rss
+https://www.tripwire.com/state-of-security/category/security-data-protection/feed/
+https://securitynews.sonicwall.com/feed/
+https://www.isc2.org/isc2-blogs/-in-category/categories/rss
+https://blog.malwarebytes.com/feed/
+https://www.recordedfuture.com/feed/
+https://www.fireeye.com/blog/threat-research/_jcr_content/par/feed.xml
+https://feeds.feedburner.com/ZeroDay
+https://feeds.feedburner.com/TheSecurityLedger
+https://cybernews.com/news/feed/
+https://www.weforum.org/agenda/archive/cybersecurity/feed
+https://www.cyberwarrior.com/feed/
+https://feedly.com/i/subscription/feed/
+http://feeds.feedburner.com/techcybersecurity
+https://www.darktrace.com/rss
+https://www.cisco.com/c/en/us/rss-feeds/security.html
+https://thehackernews.com/feeds/posts/default
+https://heimdalsecurity.com/blog/feed/
+https://www.veracode.com/blog/feed
+https://www.sans.org/rss-feeds/
+https://www.kaspersky.com/blog/feed/
+https://www.riskbasedsecurity.com/feed/
+https://www.bitsight.com/blog/feed
+https://blog.sucuri.net/feed
+https://www.paloaltonetworks.com/blog/feed/
+https://feeds.feedburner.com/cyberark
+https://duo.com/feed
+https://feedpress.me/cloudflare
+https://www.endgame.com/blog/feed/
+https://blog.netwrix.com/feed/
+https://blog.checkpoint.com/feed/
+https://blog.rapid7.com/feed/
+https://blog.qualys.com/feed
+https://feeds.feedburner.com/TechworldSecurity
+https://www.imperva.com/blog/feed/
+https://blog.cloudflare.com/rss/
+https://feeds.feedburner.com/CSO-Security
+https://www.ibm.com/blogs/security/feed/
+https://www.crowdstrike.com/blog/feed/
+https://feedpress.me/securelist
+https://www.sentinelone.com/blog/feed/
+https://blog.cert.pl/feed/
+https://feeds.feedburner.com/ctovision
+https://www.carbonblack.com/blog/feed/
+https://www.cshub.com/rss
+https://feeds.feedburner.com/nakedsecurity
+https://www.logrhythm.com/feed/
+https://resources.infosecinstitute.com/rss/
+https://www.3pillarglobal.com/insights/category/cyber-security/feed/
+https://www.cybersecurity-insiders.com/feed/
+https://www.us-cert.gov/ncas/alerts.xml
+https://feeds.feedburner.com/techtarget/SearchSecurity
+https://blog.f-secure.com/rss
+https://www.trustwave.com/rss/blogs/trustwave-blog.aspx
+https://www.cylance.com/rss/GlobalCylanceThreatReport
+https://www.securityweek.com/rss.xml
+https://www.redhat.com/en/rss/blog/security
+https://www.exabeam.com/feed/
+https://www.fortinet.com/blog/threat-research/_jcr_content/par/rss.xml
+https://cybersecurity.att.com/blogs/security-essentials/atom.xml
+https://securityintelligence.com/news/feed/
+https://www.phishlabs.com/feed/
+https://security.stackexchange.com/feeds
+https://cybersecurity.cioreview.com/rss/news/
+https://www.acunetix.com/blog/feed/
+https://www.infosecurity-magazine.com/rss/webinars/
+https://www.fortinet.com/blog/threat-research/_jcr_content.par/rss.xml
+https://www.cio.com.au/rss/tag/security/
+https://www.cybereason.com/blog/rss.xml
\ No newline at end of file
diff --git a/Watcher/Watcher/threats_watcher/migrations/0014_alter_source_url.py b/Watcher/Watcher/threats_watcher/migrations/0014_alter_source_url.py
new file mode 100644
index 0000000..2480506
--- /dev/null
+++ b/Watcher/Watcher/threats_watcher/migrations/0014_alter_source_url.py
@@ -0,0 +1,18 @@
+# Generated by Django 5.0.2 on 2024-07-24 14:56
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('threats_watcher', '0013_auto_20210517_0956'),
+    ]
+
+    operations = [
+        migrations.AlterField(
+            model_name='source',
+            name='url',
+            field=models.URLField(max_length=350, unique=True),
+        ),
+    ]
diff --git a/Watcher/Watcher/threats_watcher/models.py b/Watcher/Watcher/threats_watcher/models.py
index cc1fc77..a68af35 100755
--- a/Watcher/Watcher/threats_watcher/models.py
+++ b/Watcher/Watcher/threats_watcher/models.py
@@ -12,7 +12,7 @@ class Source(models.Model):
     """
     Stores Source RSS Feed Url which will be used to find new words tendencies in **threats_watcher/apps.py** Algorithms.
     """
-    url = models.URLField(max_length=350)
+    url = models.URLField(max_length=350, unique=True)
     created_at = models.DateTimeField(default=timezone.now)
 
     def __str__(self):
diff --git a/Watcher/Watcher/watcher/settings.py b/Watcher/Watcher/watcher/settings.py
index 4123863..bcaaa8c 100755
--- a/Watcher/Watcher/watcher/settings.py
+++ b/Watcher/Watcher/watcher/settings.py
@@ -14,6 +14,7 @@
 
 import ldap
 from django_auth_ldap.config import LDAPSearch
+from datetime import timedelta
 
 # LDAP Setup
 AUTH_LDAP_SERVER_URI = os.environ.get('AUTH_LDAP_SERVER_URI', "")
@@ -74,7 +75,7 @@
 
 # Feed Parser Configuration
 POSTS_DEPTH = 30
-WORDS_OCCURRENCE = 10
+WORDS_OCCURRENCE = 7
 # Example for daily watch : PostsDepth = 30 et WordsOccurrence = 5
 # Example for a continuous watch : PostsDepth = 3 et WordsOccurrence = 8
 # Example for a Monday morning watch : PostsDepth = 50 et WordsOccurrence = 0
@@ -149,6 +150,11 @@
         ('knox.auth.TokenAuthentication',)
 }
 
+REST_KNOX = {
+  'SECURE_HASH_ALGORITHM': 'cryptography.hazmat.primitives.hashes.SHA3_512',  
+  'TOKEN_TTL': timedelta(hours=10),
+}
+
 MIDDLEWARE = [
     'django.middleware.security.SecurityMiddleware',
     'whitenoise.middleware.WhiteNoiseMiddleware',
diff --git a/Watcher/package-lock.json b/Watcher/package-lock.json
index 5b12116..c1b29d6 100644
--- a/Watcher/package-lock.json
+++ b/Watcher/package-lock.json
@@ -1,7 +1,7 @@
 {
   "name": "Watcher",
   "version": "1.2.8",
-  "lockfileVersion": 2,
+  "lockfileVersion": 3,
   "requires": true,
   "packages": {
     "": {
@@ -9,94 +9,94 @@
       "version": "1.2.8",
       "license": "ISC",
       "dependencies": {
-        "axios": "^0.21.1",
-        "bootstrap": "^4.6.0",
-        "chart.js": "^2.9.4",
-        "css-loader": "^6.5.1",
-        "jquery": "^3.6.0",
-        "moment": "^2.29.4",
-        "prop-types": "^15.7.2",
-        "react": "^16.14.0",
+        "axios": "^1.7.2",
+        "bootstrap": "^5.3.3",
+        "chart.js": "^4.4.3",
+        "css-loader": "^7.1.2",
+        "jquery": "^3.7.1",
+        "moment": "^2.30.1",
+        "prop-types": "^15.8.1",
+        "react": "^16.13.0",
         "react-alert": "^7.0.3",
         "react-alert-template-oldschool-dark": "^1.0.1",
-        "react-bootstrap": "^1.5.2",
-        "react-day-picker": "^7.4.10",
-        "react-dom": "^16.14.0",
+        "react-bootstrap": "^2.10.2",
+        "react-day-picker": "^8.10.1",
+        "react-dom": "^16.13.0",
         "react-redux": "^7.2.4",
-        "react-router-dom": "^5.2.0",
-        "react-twitter-widgets": "^1.10.0",
+        "react-router-dom": "^6.23.1",
         "react-wordcloud": "^1.2.7",
-        "redux": "^4.1.0",
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 }
diff --git a/Watcher/package.json b/Watcher/package.json
index cc09cea..22b0b60 100644
--- a/Watcher/package.json
+++ b/Watcher/package.json
@@ -11,36 +11,35 @@
   "author": "",
   "license": "ISC",
   "devDependencies": {
-    "@babel/core": "^7.13.16",
-    "@babel/preset-env": "^7.13.15",
-    "@babel/preset-react": "^7.13.13",
-    "babel-loader": "^8.2.2",
+    "@babel/core": "^7.24.7",
+    "@babel/preset-env": "^7.24.7",
+    "@babel/preset-react": "^7.24.7",
+    "babel-loader": "^9.1.3",
     "babel-plugin-transform-class-properties": "^6.24.1",
-    "webpack": "^5.76.0",
-    "webpack-cli": "^4.9.1"
+    "webpack": "^5.92.0",
+    "webpack-cli": "^5.1.4"
   },
   "dependencies": {
-    "axios": "^0.21.1",
-    "bootstrap": "^4.6.0",
-    "chart.js": "^2.9.4",
-    "css-loader": "^6.5.1",
-    "jquery": "^3.6.0",
-    "moment": "^2.29.4",
-    "prop-types": "^15.7.2",
-    "react": "^16.14.0",
+    "axios": "^1.7.2",
+    "bootstrap": "^5.3.3",
+    "chart.js": "^4.4.3",
+    "css-loader": "^7.1.2",
+    "jquery": "^3.7.1",
+    "moment": "^2.30.1",
+    "prop-types": "^15.8.1",
+    "react": "^16.13.0",
     "react-alert": "^7.0.3",
     "react-alert-template-oldschool-dark": "^1.0.1",
-    "react-bootstrap": "^1.5.2",
+    "react-bootstrap": "^1.6.8",
     "react-day-picker": "^7.4.10",
-    "react-dom": "^16.14.0",
+    "react-dom": "^16.13.0",
     "react-redux": "^7.2.4",
     "react-router-dom": "^5.2.0",
-    "react-twitter-widgets": "^1.10.0",
     "react-wordcloud": "^1.2.7",
-    "redux": "^4.1.0",
+    "redux": "^4.0.1",
     "redux-devtools-extension": "^2.13.9",
     "redux-thunk": "^2.3.0",
-    "style-loader": "^1.3.0",
-    "tippy.js": "^6.3.1"
+    "style-loader": "^4.0.0",
+    "tippy.js": "^6.3.7"
   }
 }
diff --git a/Watcher/requirements.txt b/Watcher/requirements.txt
index c589349..519a8a2 100644
--- a/Watcher/requirements.txt
+++ b/Watcher/requirements.txt
@@ -1,23 +1,23 @@
 mysqlclient==2.1.1
-django==4.1.10
-django-mysql==4.8.0
-djangorestframework==3.14.0
+django==5.0.6
+django-mysql==4.13.0
+djangorestframework==3.15.1
 django-rest-knox==4.2.0
-apscheduler==3.9.1.post1
-nltk==3.8
-feedparser==6.0.10
-docutils==0.17.1
-sphinx==5.3.0
-sphinx-rtd-theme==1.1.1
-myst-parser==0.18.1
-whitenoise==6.2.0
+apscheduler==3.10.4
+nltk==3.8.1
+feedparser==6.0.11
+docutils==0.20.1
+sphinx==7.3.7
+sphinx-rtd-theme==2.0.0
+myst-parser==3.0.1
+whitenoise==6.6.0
 python-tlsh==4.5.0
 ipaddress==1.0.23
-dnspython==2.2.1
+dnspython==2.6.1
 shadow-useragent==0.0.17
 thehive4py==1.8.1
-pymisp==2.4.167
-django-auth-ldap==4.1.0
-dnstwist==20221213
-django-import-export==3.0.2
+pymisp==2.4.190
+django-auth-ldap==4.8.0
+dnstwist==20240116
+django-import-export==4.0.3
 certstream==1.12
diff --git a/docker-compose.yml b/docker-compose.yml
index b031ce0..8cd24d8 100755
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -1,10 +1,8 @@
-version: "3.3"
-
 services:
 
   searx:
     container_name: searx
-    image: searx/searx:0.18.0-341-ae0b621e
+    image: searx/searx:1.1.0-69-75b859d2
     hostname: searx
     restart: always
     networks:
@@ -27,24 +25,9 @@ services:
       - SETUID
       - DAC_OVERRIDE
 
-  rss-bridge:
-    container_name: rss-bridge
-    image: rssbridge/rss-bridge:latest
-    hostname: rss-bridge
-    restart: always
-    networks:
-      default:
-        ipv4_address: 10.10.10.7
-    volumes:
-      - ./Rss-bridge/whitelist.txt:/app/whitelist.txt
-    environment:
-      - TZ=${TZ}
-      - HTTP_PROXY=${HTTP_PROXY}
-      - HTTPS_PROXY=${HTTPS_PROXY}
-
   db_watcher:
     container_name: db_watcher
-    image: mysql:latest
+    image: mysql:8.0.39
     command: mysqld --default-authentication-plugin=mysql_native_password
     volumes:
       - db_data:/var/lib/mysql
@@ -66,7 +49,6 @@ services:
     depends_on:
       - db_watcher
       - searx
-      - rss-bridge
     restart: always
     networks:
       default: