longer timeouts

!! Wie im Issue beschrieben wurde etl_region_capacities zu etl_region_properties_capacities angepasst und die Endpoints ebenfalls.!!

!!Die Abfrage der globalen Daten ist implementiert und funktioniert, braucht aber recht lange!!

.gitignore

@@ -23,6 +23,7 @@
 *.ipr
 .idea/
 
+
 # eclipse project file
 .settings/
 .classpath
@@ -65,3 +66,4 @@ env3.*/
 # duckdb
 *.duckdb
 
+/src/mauro/dok/

README.md

@@ -0,0 +1,6 @@
+# Consultancy 2
+
+## Projektstruktur
+- etl: Enthält den Programmcode, welcher die Daten aufbereitet und via REST-API zur Verfügung stellt.
+- dashboard: Webapplikation zur Exploration und Visualisierung der Daten.
+

dashboard/.editorconfig

@@ -0,0 +1,18 @@
+root = true
+
+[*]
+charset = utf-8
+end_of_line = lf
+indent_size = 4
+indent_style = space
+insert_final_newline = true
+trim_trailing_whitespace = true
+
+[*.md]
+trim_trailing_whitespace = false
+
+[*.{yml,yaml}]
+indent_size = 2
+
+[docker-compose.yml]
+indent_size = 4

dashboard/.env.example

@@ -0,0 +1,68 @@
+APP_NAME=Laravel
+APP_ENV=local
+APP_KEY=
+APP_DEBUG=true
+APP_TIMEZONE=UTC
+APP_URL=http://localhost
+
+APP_LOCALE=en
+APP_FALLBACK_LOCALE=en
+APP_FAKER_LOCALE=en_US
+
+APP_MAINTENANCE_DRIVER=file
+# APP_MAINTENANCE_STORE=database
+
+PHP_CLI_SERVER_WORKERS=4
+
+BCRYPT_ROUNDS=12
+
+LOG_CHANNEL=stack
+LOG_STACK=single
+LOG_DEPRECATIONS_CHANNEL=null
+LOG_LEVEL=debug
+
+# DB_CONNECTION=sqlite
+# DB_HOST=127.0.0.1
+# DB_PORT=3306
+# DB_DATABASE=laravel
+# DB_USERNAME=root
+# DB_PASSWORD=
+
+SESSION_DRIVER=file
+SESSION_LIFETIME=120
+SESSION_ENCRYPT=false
+SESSION_PATH=/
+SESSION_DOMAIN=null
+
+BROADCAST_CONNECTION=log
+FILESYSTEM_DISK=local
+QUEUE_CONNECTION=database
+
+CACHE_STORE=file
+CACHE_PREFIX=
+
+MEMCACHED_HOST=127.0.0.1
+
+REDIS_CLIENT=phpredis
+REDIS_HOST=127.0.0.1
+REDIS_PASSWORD=null
+REDIS_PORT=6379
+
+MAIL_MAILER=log
+MAIL_SCHEME=null
+MAIL_HOST=127.0.0.1
+MAIL_PORT=2525
+MAIL_USERNAME=null
+MAIL_PASSWORD=null
+MAIL_FROM_ADDRESS="hello@example.com"
+MAIL_FROM_NAME="${APP_NAME}"
+
+AWS_ACCESS_KEY_ID=
+AWS_SECRET_ACCESS_KEY=
+AWS_DEFAULT_REGION=us-east-1
+AWS_BUCKET=
+AWS_USE_PATH_STYLE_ENDPOINT=false
+
+VITE_APP_NAME="${APP_NAME}"
+
+FASTAPI_URI=http://localhost:8080

dashboard/.gitattributes

@@ -0,0 +1,11 @@
+* text=auto eol=lf
+
+*.blade.php diff=html
+*.css diff=css
+*.html diff=html
+*.md diff=markdown
+*.php diff=php
+
+/.github export-ignore
+CHANGELOG.md export-ignore
+.styleci.yml export-ignore

dashboard/.gitignore

@@ -0,0 +1,23 @@
+/.phpunit.cache
+/node_modules
+/public/build
+/public/hot
+/public/storage
+/storage/*.key
+/storage/pail
+/vendor
+.env
+.env.backup
+.env.production
+.phpactor.json
+.phpunit.result.cache
+Homestead.json
+Homestead.yaml
+auth.json
+npm-debug.log
+yarn-error.log
+/.fleet
+/.idea
+/.nova
+/.vscode
+/.zed

dashboard/README.md

@@ -0,0 +1,16 @@
+# Install
+## Prerequisites
+- In order to run this project please install all required software according to the laravel documentation: https://laravel.com/docs/11.x#installing-php
+
+## Configuration & installation
+- Make a copy of the .env.example to .env
+- Run the following commands:
+```bash
+composer install && php artisan key:generate && npm i
+```
+
+# Run server
+```bash
+composer run dev
+```
+

dashboard/app/Api.php

@@ -0,0 +1,93 @@
+<?php
+
+namespace App;
+use Illuminate\Support\Facades\Cache;
+use Illuminate\Support\Facades\Http;
+
+class Api
+{
+
+    public function __construct()
+    {
+
+    }
+
+    public static function get(string $path, string $query = ''): ?array
+    {
+
+        $endpoint = env('FASTAPI_URI');
+        $request = $endpoint.$path;
+
+        if (Cache::has($request)) {
+            return Cache::get($request);
+        }
+
+        $get = Http::timeout(800)->get($request);
+
+        if($get->successful()){
+            $result = $get->json();
+            Cache::put($request, $result);
+            return $result;
+        }
+
+        return null;
+    }
+
+    public static function propertiesPerRegion()
+    {
+        return self::get('/region/properties');
+    }
+
+    public static function propertiesGrowth()
+    {
+        return self::get('/properties/growth');
+    }
+
+     public static function propertiesGeo()
+    {
+        return self::get('/properties/geo');
+    }
+
+    public static function propertyExtractions(int $id)
+    {
+        return self::get("/property/{$id}/extractions");
+    }
+
+    public static function propertyCapacities(int $id)
+    {
+        return self::get("/property/{$id}/capacities");
+    }
+
+    public static function propertyBase(int $id): mixed
+    {
+        return self::get("/property/{$id}/base");
+    }
+
+    public static function regionPropertyCapacities(int $id): mixed
+    {
+        return self::get("/region/{$id}/properties/capacities");
+    }
+
+    public static function propertyCapacitiesMonthly(int $id, string $date): mixed
+    {
+        return self::get("/property/{$id}/capacities/monthly/{$date}");
+    }
+
+    public static function propertyCapacitiesDaily(int $id, string $date): mixed
+    {
+        return self::get("/property/{$id}/capacities/weekdays/{$date}");
+    }
+
+    public static function propertyNeighbours(int $id): mixed
+    {
+        return self::get("/property/{$id}/neighbours");
+    }
+
+    public static function regionCapacities(int $id): mixed
+    {
+        return self::get("/region/{$id}/capacities");
+    }
+
+
+    
+}

dashboard/app/Http/Controllers/Controller.php

@@ -0,0 +1,8 @@
+<?php
+
+namespace App\Http\Controllers;
+
+abstract class Controller
+{
+    //
+}

dashboard/app/Models/User.php

@@ -0,0 +1,48 @@
+<?php
+
+namespace App\Models;
+
+// use Illuminate\Contracts\Auth\MustVerifyEmail;
+use Illuminate\Database\Eloquent\Factories\HasFactory;
+use Illuminate\Foundation\Auth\User as Authenticatable;
+use Illuminate\Notifications\Notifiable;
+
+class User extends Authenticatable
+{
+    /** @use HasFactory<\Database\Factories\UserFactory> */
+    use HasFactory, Notifiable;
+
+    /**
+     * The attributes that are mass assignable.
+     *
+     * @var list<string>
+     */
+    protected $fillable = [
+        'name',
+        'email',
+        'password',
+    ];
+
+    /**
+     * The attributes that should be hidden for serialization.
+     *
+     * @var list<string>
+     */
+    protected $hidden = [
+        'password',
+        'remember_token',
+    ];
+
+    /**
+     * Get the attributes that should be cast.
+     *
+     * @return array<string, string>
+     */
+    protected function casts(): array
+    {
+        return [
+            'email_verified_at' => 'datetime',
+            'password' => 'hashed',
+        ];
+    }
+}

dashboard/app/Providers/AppServiceProvider.php

@@ -0,0 +1,24 @@
+<?php
+
+namespace App\Providers;
+
+use Illuminate\Support\ServiceProvider;
+
+class AppServiceProvider extends ServiceProvider
+{
+    /**
+     * Register any application services.
+     */
+    public function register(): void
+    {
+        //
+    }
+
+    /**
+     * Bootstrap any application services.
+     */
+    public function boot(): void
+    {
+        //
+    }
+}

dashboard/artisan

@@ -0,0 +1,15 @@
+#!/usr/bin/env php
+<?php
+
+use Symfony\Component\Console\Input\ArgvInput;
+
+define('LARAVEL_START', microtime(true));
+
+// Register the Composer autoloader...
+require __DIR__.'/vendor/autoload.php';
+
+// Bootstrap Laravel and handle the command...
+$status = (require_once __DIR__.'/bootstrap/app.php')
+    ->handleCommand(new ArgvInput);
+
+exit($status);

dashboard/bootstrap/app.php

@@ -0,0 +1,18 @@
+<?php
+
+use Illuminate\Foundation\Application;
+use Illuminate\Foundation\Configuration\Exceptions;
+use Illuminate\Foundation\Configuration\Middleware;
+
+return Application::configure(basePath: dirname(__DIR__))
+    ->withRouting(
+        web: __DIR__.'/../routes/web.php',
+        commands: __DIR__.'/../routes/console.php',
+        health: '/up',
+    )
+    ->withMiddleware(function (Middleware $middleware) {
+        //
+    })
+    ->withExceptions(function (Exceptions $exceptions) {
+        //
+    })->create();

dashboard/bootstrap/cache/.gitignore

@@ -0,0 +1,2 @@
+*
+!.gitignore

dashboard/bootstrap/providers.php

@@ -0,0 +1,5 @@
+<?php
+
+return [
+    App\Providers\AppServiceProvider::class,
+];

dashboard/composer.json

@@ -0,0 +1,74 @@
+{
+    "$schema": "https://getcomposer.org/schema.json",
+    "name": "laravel/laravel",
+    "type": "project",
+    "description": "The skeleton application for the Laravel framework.",
+    "keywords": [
+        "laravel",
+        "framework"
+    ],
+    "license": "MIT",
+    "require": {
+        "php": "^8.2",
+        "laravel/framework": "^11.31",
+        "laravel/tinker": "^2.9"
+    },
+    "require-dev": {
+        "fakerphp/faker": "^1.23",
+        "laravel/pail": "^1.1",
+        "laravel/pint": "^1.13",
+        "laravel/sail": "^1.26",
+        "mockery/mockery": "^1.6",
+        "nunomaduro/collision": "^8.1",
+        "phpunit/phpunit": "^11.0.1"
+    },
+    "autoload": {
+        "psr-4": {
+            "App\\": "app/",
+            "Database\\Factories\\": "database/factories/",
+            "Database\\Seeders\\": "database/seeders/"
+        }
+    },
+    "autoload-dev": {
+        "psr-4": {
+            "Tests\\": "tests/"
+        }
+    },
+    "scripts": {
+        "post-autoload-dump": [
+            "Illuminate\\Foundation\\ComposerScripts::postAutoloadDump",
+            "@php artisan package:discover --ansi"
+        ],
+        "post-update-cmd": [
+            "@php artisan vendor:publish --tag=laravel-assets --ansi --force"
+        ],
+        "post-root-package-install": [
+            "@php -r \"file_exists('.env') || copy('.env.example', '.env');\""
+        ],
+        "post-create-project-cmd": [
+            "@php artisan key:generate --ansi",
+            "@php -r \"file_exists('database/database.sqlite') || touch('database/database.sqlite');\"",
+            "@php artisan migrate --graceful --ansi"
+        ],
+        "dev": [
+            "Composer\\Config::disableProcessTimeout",
+            "npx concurrently -c \"#93c5fd,#c4b5fd,#fb7185,#fdba74\" \"php artisan serve\" \"php artisan queue:listen --tries=1\" \"php artisan pail --timeout=0\" \"npm run dev\" --names=server,queue,logs,vite"
+        ]
+    },
+    "extra": {
+        "laravel": {
+            "dont-discover": []
+        }
+    },
+    "config": {
+        "optimize-autoloader": true,
+        "preferred-install": "dist",
+        "sort-packages": true,
+        "allow-plugins": {
+            "pestphp/pest-plugin": true,
+            "php-http/discovery": true
+        }
+    },
+    "minimum-stability": "stable",
+    "prefer-stable": true
+}

dashboard/config/app.php

@@ -0,0 +1,126 @@
+<?php
+
+return [
+
+    /*
+    |--------------------------------------------------------------------------
+    | Application Name
+    |--------------------------------------------------------------------------
+    |
+    | This value is the name of your application, which will be used when the
+    | framework needs to place the application's name in a notification or
+    | other UI elements where an application name needs to be displayed.
+    |
+    */
+
+    'name' => env('APP_NAME', 'Laravel'),
+
+    /*
+    |--------------------------------------------------------------------------
+    | Application Environment
+    |--------------------------------------------------------------------------
+    |
+    | This value determines the "environment" your application is currently
+    | running in. This may determine how you prefer to configure various
+    | services the application utilizes. Set this in your ".env" file.
+    |
+    */
+
+    'env' => env('APP_ENV', 'production'),
+
+    /*
+    |--------------------------------------------------------------------------
+    | Application Debug Mode
+    |--------------------------------------------------------------------------
+    |
+    | When your application is in debug mode, detailed error messages with
+    | stack traces will be shown on every error that occurs within your
+    | application. If disabled, a simple generic error page is shown.
+    |
+    */
+
+    'debug' => (bool) env('APP_DEBUG', false),
+
+    /*
+    |--------------------------------------------------------------------------
+    | Application URL
+    |--------------------------------------------------------------------------
+    |
+    | This URL is used by the console to properly generate URLs when using
+    | the Artisan command line tool. You should set this to the root of
+    | the application so that it's available within Artisan commands.
+    |
+    */
+
+    'url' => env('APP_URL', 'http://localhost'),
+
+    /*
+    |--------------------------------------------------------------------------
+    | Application Timezone
+    |--------------------------------------------------------------------------
+    |
+    | Here you may specify the default timezone for your application, which
+    | will be used by the PHP date and date-time functions. The timezone
+    | is set to "UTC" by default as it is suitable for most use cases.
+    |
+    */
+
+    'timezone' => env('APP_TIMEZONE', 'UTC'),
+
+    /*
+    |--------------------------------------------------------------------------
+    | Application Locale Configuration
+    |--------------------------------------------------------------------------
+    |
+    | The application locale determines the default locale that will be used
+    | by Laravel's translation / localization methods. This option can be
+    | set to any locale for which you plan to have translation strings.
+    |
+    */
+
+    'locale' => env('APP_LOCALE', 'en'),
+
+    'fallback_locale' => env('APP_FALLBACK_LOCALE', 'en'),
+
+    'faker_locale' => env('APP_FAKER_LOCALE', 'en_US'),
+
+    /*
+    |--------------------------------------------------------------------------
+    | Encryption Key
+    |--------------------------------------------------------------------------
+    |
+    | This key is utilized by Laravel's encryption services and should be set
+    | to a random, 32 character string to ensure that all encrypted values
+    | are secure. You should do this prior to deploying the application.
+    |
+    */
+
+    'cipher' => 'AES-256-CBC',
+
+    'key' => env('APP_KEY'),
+
+    'previous_keys' => [
+        ...array_filter(
+            explode(',', env('APP_PREVIOUS_KEYS', ''))
+        ),
+    ],
+
+    /*
+    |--------------------------------------------------------------------------
+    | Maintenance Mode Driver
+    |--------------------------------------------------------------------------
+    |
+    | These configuration options determine the driver used to determine and
+    | manage Laravel's "maintenance mode" status. The "cache" driver will
+    | allow maintenance mode to be controlled across multiple machines.
+    |
+    | Supported drivers: "file", "cache"
+    |
+    */
+
+    'maintenance' => [
+        'driver' => env('APP_MAINTENANCE_DRIVER', 'file'),
+        'store' => env('APP_MAINTENANCE_STORE', 'database'),
+    ],
+
+];

dashboard/config/auth.php

@@ -0,0 +1,115 @@
+<?php
+
+return [
+
+    /*
+    |--------------------------------------------------------------------------
+    | Authentication Defaults
+    |--------------------------------------------------------------------------
+    |
+    | This option defines the default authentication "guard" and password
+    | reset "broker" for your application. You may change these values
+    | as required, but they're a perfect start for most applications.
+    |
+    */
+
+    'defaults' => [
+        'guard' => env('AUTH_GUARD', 'web'),
+        'passwords' => env('AUTH_PASSWORD_BROKER', 'users'),
+    ],
+
+    /*
+    |--------------------------------------------------------------------------
+    | Authentication Guards
+    |--------------------------------------------------------------------------
+    |
+    | Next, you may define every authentication guard for your application.
+    | Of course, a great default configuration has been defined for you
+    | which utilizes session storage plus the Eloquent user provider.
+    |
+    | All authentication guards have a user provider, which defines how the
+    | users are actually retrieved out of your database or other storage
+    | system used by the application. Typically, Eloquent is utilized.
+    |
+    | Supported: "session"
+    |
+    */
+
+    'guards' => [
+        'web' => [
+            'driver' => 'session',
+            'provider' => 'users',
+        ],
+    ],
+
+    /*
+    |--------------------------------------------------------------------------
+    | User Providers
+    |--------------------------------------------------------------------------
+    |
+    | All authentication guards have a user provider, which defines how the
+    | users are actually retrieved out of your database or other storage
+    | system used by the application. Typically, Eloquent is utilized.
+    |
+    | If you have multiple user tables or models you may configure multiple
+    | providers to represent the model / table. These providers may then
+    | be assigned to any extra authentication guards you have defined.
+    |
+    | Supported: "database", "eloquent"
+    |
+    */
+
+    'providers' => [
+        'users' => [
+            'driver' => 'eloquent',
+            'model' => env('AUTH_MODEL', App\Models\User::class),
+        ],
+
+        // 'users' => [
+        //     'driver' => 'database',
+        //     'table' => 'users',
+        // ],
+    ],
+
+    /*
+    |--------------------------------------------------------------------------
+    | Resetting Passwords
+    |--------------------------------------------------------------------------
+    |
+    | These configuration options specify the behavior of Laravel's password
+    | reset functionality, including the table utilized for token storage
+    | and the user provider that is invoked to actually retrieve users.
+    |
+    | The expiry time is the number of minutes that each reset token will be
+    | considered valid. This security feature keeps tokens short-lived so
+    | they have less time to be guessed. You may change this as needed.
+    |
+    | The throttle setting is the number of seconds a user must wait before
+    | generating more password reset tokens. This prevents the user from
+    | quickly generating a very large amount of password reset tokens.
+    |
+    */
+
+    'passwords' => [
+        'users' => [
+            'provider' => 'users',
+            'table' => env('AUTH_PASSWORD_RESET_TOKEN_TABLE', 'password_reset_tokens'),
+            'expire' => 60,
+            'throttle' => 60,
+        ],
+    ],
+
+    /*
+    |--------------------------------------------------------------------------
+    | Password Confirmation Timeout
+    |--------------------------------------------------------------------------
+    |
+    | Here you may define the amount of seconds before a password confirmation
+    | window expires and users are asked to re-enter their password via the
+    | confirmation screen. By default, the timeout lasts for three hours.
+    |
+    */
+
+    'password_timeout' => env('AUTH_PASSWORD_TIMEOUT', 10800),
+
+];

dashboard/config/cache.php

@@ -0,0 +1,108 @@
+<?php
+
+use Illuminate\Support\Str;
+
+return [
+
+    /*
+    |--------------------------------------------------------------------------
+    | Default Cache Store
+    |--------------------------------------------------------------------------
+    |
+    | This option controls the default cache store that will be used by the
+    | framework. This connection is utilized if another isn't explicitly
+    | specified when running a cache operation inside the application.
+    |
+    */
+
+    'default' => env('CACHE_STORE', 'database'),
+
+    /*
+    |--------------------------------------------------------------------------
+    | Cache Stores
+    |--------------------------------------------------------------------------
+    |
+    | Here you may define all of the cache "stores" for your application as
+    | well as their drivers. You may even define multiple stores for the
+    | same cache driver to group types of items stored in your caches.
+    |
+    | Supported drivers: "array", "database", "file", "memcached",
+    |                    "redis", "dynamodb", "octane", "null"
+    |
+    */
+
+    'stores' => [
+
+        'array' => [
+            'driver' => 'array',
+            'serialize' => false,
+        ],
+
+        'database' => [
+            'driver' => 'database',
+            'connection' => env('DB_CACHE_CONNECTION'),
+            'table' => env('DB_CACHE_TABLE', 'cache'),
+            'lock_connection' => env('DB_CACHE_LOCK_CONNECTION'),
+            'lock_table' => env('DB_CACHE_LOCK_TABLE'),
+        ],
+
+        'file' => [
+            'driver' => 'file',
+            'path' => storage_path('framework/cache/data'),
+            'lock_path' => storage_path('framework/cache/data'),
+        ],
+
+        'memcached' => [
+            'driver' => 'memcached',
+            'persistent_id' => env('MEMCACHED_PERSISTENT_ID'),
+            'sasl' => [
+                env('MEMCACHED_USERNAME'),
+                env('MEMCACHED_PASSWORD'),
+            ],
+            'options' => [
+                // Memcached::OPT_CONNECT_TIMEOUT => 2000,
+            ],
+            'servers' => [
+                [
+                    'host' => env('MEMCACHED_HOST', '127.0.0.1'),
+                    'port' => env('MEMCACHED_PORT', 11211),
+                    'weight' => 100,
+                ],
+            ],
+        ],
+
+        'redis' => [
+            'driver' => 'redis',
+            'connection' => env('REDIS_CACHE_CONNECTION', 'cache'),
+            'lock_connection' => env('REDIS_CACHE_LOCK_CONNECTION', 'default'),
+        ],
+
+        'dynamodb' => [
+            'driver' => 'dynamodb',
+            'key' => env('AWS_ACCESS_KEY_ID'),
+            'secret' => env('AWS_SECRET_ACCESS_KEY'),
+            'region' => env('AWS_DEFAULT_REGION', 'us-east-1'),
+            'table' => env('DYNAMODB_CACHE_TABLE', 'cache'),
+            'endpoint' => env('DYNAMODB_ENDPOINT'),
+        ],
+
+        'octane' => [
+            'driver' => 'octane',
+        ],
+
+    ],
+
+    /*
+    |--------------------------------------------------------------------------
+    | Cache Key Prefix
+    |--------------------------------------------------------------------------
+    |
+    | When utilizing the APC, database, memcached, Redis, and DynamoDB cache
+    | stores, there might be other applications using the same cache. For
+    | that reason, you may prefix every cache key to avoid collisions.
+    |
+    */
+
+    'prefix' => env('CACHE_PREFIX', Str::slug(env('APP_NAME', 'laravel'), '_').'_cache_'),
+
+];

dashboard/config/database.php

@@ -0,0 +1,173 @@
+<?php
+
+use Illuminate\Support\Str;
+
+return [
+
+    /*
+    |--------------------------------------------------------------------------
+    | Default Database Connection Name
+    |--------------------------------------------------------------------------
+    |
+    | Here you may specify which of the database connections below you wish
+    | to use as your default connection for database operations. This is
+    | the connection which will be utilized unless another connection
+    | is explicitly specified when you execute a query / statement.
+    |
+    */
+
+    'default' => env('DB_CONNECTION', 'sqlite'),
+
+    /*
+    |--------------------------------------------------------------------------
+    | Database Connections
+    |--------------------------------------------------------------------------
+    |
+    | Below are all of the database connections defined for your application.
+    | An example configuration is provided for each database system which
+    | is supported by Laravel. You're free to add / remove connections.
+    |
+    */
+
+    'connections' => [
+
+        'sqlite' => [
+            'driver' => 'sqlite',
+            'url' => env('DB_URL'),
+            'database' => env('DB_DATABASE', database_path('database.sqlite')),
+            'prefix' => '',
+            'foreign_key_constraints' => env('DB_FOREIGN_KEYS', true),
+            'busy_timeout' => null,
+            'journal_mode' => null,
+            'synchronous' => null,
+        ],
+
+        'mysql' => [
+            'driver' => 'mysql',
+            'url' => env('DB_URL'),
+            'host' => env('DB_HOST', '127.0.0.1'),
+            'port' => env('DB_PORT', '3306'),
+            'database' => env('DB_DATABASE', 'laravel'),
+            'username' => env('DB_USERNAME', 'root'),
+            'password' => env('DB_PASSWORD', ''),
+            'unix_socket' => env('DB_SOCKET', ''),
+            'charset' => env('DB_CHARSET', 'utf8mb4'),
+            'collation' => env('DB_COLLATION', 'utf8mb4_unicode_ci'),
+            'prefix' => '',
+            'prefix_indexes' => true,
+            'strict' => true,
+            'engine' => null,
+            'options' => extension_loaded('pdo_mysql') ? array_filter([
+                PDO::MYSQL_ATTR_SSL_CA => env('MYSQL_ATTR_SSL_CA'),
+            ]) : [],
+        ],
+
+        'mariadb' => [
+            'driver' => 'mariadb',
+            'url' => env('DB_URL'),
+            'host' => env('DB_HOST', '127.0.0.1'),
+            'port' => env('DB_PORT', '3306'),
+            'database' => env('DB_DATABASE', 'laravel'),
+            'username' => env('DB_USERNAME', 'root'),
+            'password' => env('DB_PASSWORD', ''),
+            'unix_socket' => env('DB_SOCKET', ''),
+            'charset' => env('DB_CHARSET', 'utf8mb4'),
+            'collation' => env('DB_COLLATION', 'utf8mb4_unicode_ci'),
+            'prefix' => '',
+            'prefix_indexes' => true,
+            'strict' => true,
+            'engine' => null,
+            'options' => extension_loaded('pdo_mysql') ? array_filter([
+                PDO::MYSQL_ATTR_SSL_CA => env('MYSQL_ATTR_SSL_CA'),
+            ]) : [],
+        ],
+
+        'pgsql' => [
+            'driver' => 'pgsql',
+            'url' => env('DB_URL'),
+            'host' => env('DB_HOST', '127.0.0.1'),
+            'port' => env('DB_PORT', '5432'),
+            'database' => env('DB_DATABASE', 'laravel'),
+            'username' => env('DB_USERNAME', 'root'),
+            'password' => env('DB_PASSWORD', ''),
+            'charset' => env('DB_CHARSET', 'utf8'),
+            'prefix' => '',
+            'prefix_indexes' => true,
+            'search_path' => 'public',
+            'sslmode' => 'prefer',
+        ],
+
+        'sqlsrv' => [
+            'driver' => 'sqlsrv',
+            'url' => env('DB_URL'),
+            'host' => env('DB_HOST', 'localhost'),
+            'port' => env('DB_PORT', '1433'),
+            'database' => env('DB_DATABASE', 'laravel'),
+            'username' => env('DB_USERNAME', 'root'),
+            'password' => env('DB_PASSWORD', ''),
+            'charset' => env('DB_CHARSET', 'utf8'),
+            'prefix' => '',
+            'prefix_indexes' => true,
+            // 'encrypt' => env('DB_ENCRYPT', 'yes'),
+            // 'trust_server_certificate' => env('DB_TRUST_SERVER_CERTIFICATE', 'false'),
+        ],
+
+    ],
+
+    /*
+    |--------------------------------------------------------------------------
+    | Migration Repository Table
+    |--------------------------------------------------------------------------
+    |
+    | This table keeps track of all the migrations that have already run for
+    | your application. Using this information, we can determine which of
+    | the migrations on disk haven't actually been run on the database.
+    |
+    */
+
+    'migrations' => [
+        'table' => 'migrations',
+        'update_date_on_publish' => true,
+    ],
+
+    /*
+    |--------------------------------------------------------------------------
+    | Redis Databases
+    |--------------------------------------------------------------------------
+    |
+    | Redis is an open source, fast, and advanced key-value store that also
+    | provides a richer body of commands than a typical key-value system
+    | such as Memcached. You may define your connection settings here.
+    |
+    */
+
+    'redis' => [
+
+        'client' => env('REDIS_CLIENT', 'phpredis'),
+
+        'options' => [
+            'cluster' => env('REDIS_CLUSTER', 'redis'),
+            'prefix' => env('REDIS_PREFIX', Str::slug(env('APP_NAME', 'laravel'), '_').'_database_'),
+        ],
+
+        'default' => [
+            'url' => env('REDIS_URL'),
+            'host' => env('REDIS_HOST', '127.0.0.1'),
+            'username' => env('REDIS_USERNAME'),
+            'password' => env('REDIS_PASSWORD'),
+            'port' => env('REDIS_PORT', '6379'),
+            'database' => env('REDIS_DB', '0'),
+        ],
+
+        'cache' => [
+            'url' => env('REDIS_URL'),
+            'host' => env('REDIS_HOST', '127.0.0.1'),
+            'username' => env('REDIS_USERNAME'),
+            'password' => env('REDIS_PASSWORD'),
+            'port' => env('REDIS_PORT', '6379'),
+            'database' => env('REDIS_CACHE_DB', '1'),
+        ],
+
+    ],
+
+];

dashboard/config/filesystems.php

@@ -0,0 +1,77 @@
+<?php
+
+return [
+
+    /*
+    |--------------------------------------------------------------------------
+    | Default Filesystem Disk
+    |--------------------------------------------------------------------------
+    |
+    | Here you may specify the default filesystem disk that should be used
+    | by the framework. The "local" disk, as well as a variety of cloud
+    | based disks are available to your application for file storage.
+    |
+    */
+
+    'default' => env('FILESYSTEM_DISK', 'local'),
+
+    /*
+    |--------------------------------------------------------------------------
+    | Filesystem Disks
+    |--------------------------------------------------------------------------
+    |
+    | Below you may configure as many filesystem disks as necessary, and you
+    | may even configure multiple disks for the same driver. Examples for
+    | most supported storage drivers are configured here for reference.
+    |
+    | Supported drivers: "local", "ftp", "sftp", "s3"
+    |
+    */
+
+    'disks' => [
+
+        'local' => [
+            'driver' => 'local',
+            'root' => storage_path('app/private'),
+            'serve' => true,
+            'throw' => false,
+        ],
+
+        'public' => [
+            'driver' => 'local',
+            'root' => storage_path('app/public'),
+            'url' => env('APP_URL').'/storage',
+            'visibility' => 'public',
+            'throw' => false,
+        ],
+
+        's3' => [
+            'driver' => 's3',
+            'key' => env('AWS_ACCESS_KEY_ID'),
+            'secret' => env('AWS_SECRET_ACCESS_KEY'),
+            'region' => env('AWS_DEFAULT_REGION'),
+            'bucket' => env('AWS_BUCKET'),
+            'url' => env('AWS_URL'),
+            'endpoint' => env('AWS_ENDPOINT'),
+            'use_path_style_endpoint' => env('AWS_USE_PATH_STYLE_ENDPOINT', false),
+            'throw' => false,
+        ],
+
+    ],
+
+    /*
+    |--------------------------------------------------------------------------
+    | Symbolic Links
+    |--------------------------------------------------------------------------
+    |
+    | Here you may configure the symbolic links that will be created when the
+    | `storage:link` Artisan command is executed. The array keys should be
+    | the locations of the links and the values should be their targets.
+    |
+    */
+
+    'links' => [
+        public_path('storage') => storage_path('app/public'),
+    ],
+
+];

dashboard/config/logging.php

@@ -0,0 +1,132 @@
+<?php
+
+use Monolog\Handler\NullHandler;
+use Monolog\Handler\StreamHandler;
+use Monolog\Handler\SyslogUdpHandler;
+use Monolog\Processor\PsrLogMessageProcessor;
+
+return [
+
+    /*
+    |--------------------------------------------------------------------------
+    | Default Log Channel
+    |--------------------------------------------------------------------------
+    |
+    | This option defines the default log channel that is utilized to write
+    | messages to your logs. The value provided here should match one of
+    | the channels present in the list of "channels" configured below.
+    |
+    */
+
+    'default' => env('LOG_CHANNEL', 'stack'),
+
+    /*
+    |--------------------------------------------------------------------------
+    | Deprecations Log Channel
+    |--------------------------------------------------------------------------
+    |
+    | This option controls the log channel that should be used to log warnings
+    | regarding deprecated PHP and library features. This allows you to get
+    | your application ready for upcoming major versions of dependencies.
+    |
+    */
+
+    'deprecations' => [
+        'channel' => env('LOG_DEPRECATIONS_CHANNEL', 'null'),
+        'trace' => env('LOG_DEPRECATIONS_TRACE', false),
+    ],
+
+    /*
+    |--------------------------------------------------------------------------
+    | Log Channels
+    |--------------------------------------------------------------------------
+    |
+    | Here you may configure the log channels for your application. Laravel
+    | utilizes the Monolog PHP logging library, which includes a variety
+    | of powerful log handlers and formatters that you're free to use.
+    |
+    | Available drivers: "single", "daily", "slack", "syslog",
+    |                    "errorlog", "monolog", "custom", "stack"
+    |
+    */
+
+    'channels' => [
+
+        'stack' => [
+            'driver' => 'stack',
+            'channels' => explode(',', env('LOG_STACK', 'single')),
+            'ignore_exceptions' => false,
+        ],
+
+        'single' => [
+            'driver' => 'single',
+            'path' => storage_path('logs/laravel.log'),
+            'level' => env('LOG_LEVEL', 'debug'),
+            'replace_placeholders' => true,
+        ],
+
+        'daily' => [
+            'driver' => 'daily',
+            'path' => storage_path('logs/laravel.log'),
+            'level' => env('LOG_LEVEL', 'debug'),
+            'days' => env('LOG_DAILY_DAYS', 14),
+            'replace_placeholders' => true,
+        ],
+
+        'slack' => [
+            'driver' => 'slack',
+            'url' => env('LOG_SLACK_WEBHOOK_URL'),
+            'username' => env('LOG_SLACK_USERNAME', 'Laravel Log'),
+            'emoji' => env('LOG_SLACK_EMOJI', ':boom:'),
+            'level' => env('LOG_LEVEL', 'critical'),
+            'replace_placeholders' => true,
+        ],
+
+        'papertrail' => [
+            'driver' => 'monolog',
+            'level' => env('LOG_LEVEL', 'debug'),
+            'handler' => env('LOG_PAPERTRAIL_HANDLER', SyslogUdpHandler::class),
+            'handler_with' => [
+                'host' => env('PAPERTRAIL_URL'),
+                'port' => env('PAPERTRAIL_PORT'),
+                'connectionString' => 'tls://'.env('PAPERTRAIL_URL').':'.env('PAPERTRAIL_PORT'),
+            ],
+            'processors' => [PsrLogMessageProcessor::class],
+        ],
+
+        'stderr' => [
+            'driver' => 'monolog',
+            'level' => env('LOG_LEVEL', 'debug'),
+            'handler' => StreamHandler::class,
+            'formatter' => env('LOG_STDERR_FORMATTER'),
+            'with' => [
+                'stream' => 'php://stderr',
+            ],
+            'processors' => [PsrLogMessageProcessor::class],
+        ],
+
+        'syslog' => [
+            'driver' => 'syslog',
+            'level' => env('LOG_LEVEL', 'debug'),
+            'facility' => env('LOG_SYSLOG_FACILITY', LOG_USER),
+            'replace_placeholders' => true,
+        ],
+
+        'errorlog' => [
+            'driver' => 'errorlog',
+            'level' => env('LOG_LEVEL', 'debug'),
+            'replace_placeholders' => true,
+        ],
+
+        'null' => [
+            'driver' => 'monolog',
+            'handler' => NullHandler::class,
+        ],
+
+        'emergency' => [
+            'path' => storage_path('logs/laravel.log'),
+        ],
+
+    ],
+
+];

dashboard/config/mail.php

@@ -0,0 +1,116 @@
+<?php
+
+return [
+
+    /*
+    |--------------------------------------------------------------------------
+    | Default Mailer
+    |--------------------------------------------------------------------------
+    |
+    | This option controls the default mailer that is used to send all email
+    | messages unless another mailer is explicitly specified when sending
+    | the message. All additional mailers can be configured within the
+    | "mailers" array. Examples of each type of mailer are provided.
+    |
+    */
+
+    'default' => env('MAIL_MAILER', 'log'),
+
+    /*
+    |--------------------------------------------------------------------------
+    | Mailer Configurations
+    |--------------------------------------------------------------------------
+    |
+    | Here you may configure all of the mailers used by your application plus
+    | their respective settings. Several examples have been configured for
+    | you and you are free to add your own as your application requires.
+    |
+    | Laravel supports a variety of mail "transport" drivers that can be used
+    | when delivering an email. You may specify which one you're using for
+    | your mailers below. You may also add additional mailers if needed.
+    |
+    | Supported: "smtp", "sendmail", "mailgun", "ses", "ses-v2",
+    |            "postmark", "resend", "log", "array",
+    |            "failover", "roundrobin"
+    |
+    */
+
+    'mailers' => [
+
+        'smtp' => [
+            'transport' => 'smtp',
+            'scheme' => env('MAIL_SCHEME'),
+            'url' => env('MAIL_URL'),
+            'host' => env('MAIL_HOST', '127.0.0.1'),
+            'port' => env('MAIL_PORT', 2525),
+            'username' => env('MAIL_USERNAME'),
+            'password' => env('MAIL_PASSWORD'),
+            'timeout' => null,
+            'local_domain' => env('MAIL_EHLO_DOMAIN', parse_url(env('APP_URL', 'http://localhost'), PHP_URL_HOST)),
+        ],
+
+        'ses' => [
+            'transport' => 'ses',
+        ],
+
+        'postmark' => [
+            'transport' => 'postmark',
+            // 'message_stream_id' => env('POSTMARK_MESSAGE_STREAM_ID'),
+            // 'client' => [
+            //     'timeout' => 5,
+            // ],
+        ],
+
+        'resend' => [
+            'transport' => 'resend',
+        ],
+
+        'sendmail' => [
+            'transport' => 'sendmail',
+            'path' => env('MAIL_SENDMAIL_PATH', '/usr/sbin/sendmail -bs -i'),
+        ],
+
+        'log' => [
+            'transport' => 'log',
+            'channel' => env('MAIL_LOG_CHANNEL'),
+        ],
+
+        'array' => [
+            'transport' => 'array',
+        ],
+
+        'failover' => [
+            'transport' => 'failover',
+            'mailers' => [
+                'smtp',
+                'log',
+            ],
+        ],
+
+        'roundrobin' => [
+            'transport' => 'roundrobin',
+            'mailers' => [
+                'ses',
+                'postmark',
+            ],
+        ],
+
+    ],
+
+    /*
+    |--------------------------------------------------------------------------
+    | Global "From" Address
+    |--------------------------------------------------------------------------
+    |
+    | You may wish for all emails sent by your application to be sent from
+    | the same address. Here you may specify a name and address that is
+    | used globally for all emails that are sent by your application.
+    |
+    */
+
+    'from' => [
+        'address' => env('MAIL_FROM_ADDRESS', 'hello@example.com'),
+        'name' => env('MAIL_FROM_NAME', 'Example'),
+    ],
+
+];

dashboard/config/queue.php

@@ -0,0 +1,112 @@
+<?php
+
+return [
+
+    /*
+    |--------------------------------------------------------------------------
+    | Default Queue Connection Name
+    |--------------------------------------------------------------------------
+    |
+    | Laravel's queue supports a variety of backends via a single, unified
+    | API, giving you convenient access to each backend using identical
+    | syntax for each. The default queue connection is defined below.
+    |
+    */
+
+    'default' => env('QUEUE_CONNECTION', 'database'),
+
+    /*
+    |--------------------------------------------------------------------------
+    | Queue Connections
+    |--------------------------------------------------------------------------
+    |
+    | Here you may configure the connection options for every queue backend
+    | used by your application. An example configuration is provided for
+    | each backend supported by Laravel. You're also free to add more.
+    |
+    | Drivers: "sync", "database", "beanstalkd", "sqs", "redis", "null"
+    |
+    */
+
+    'connections' => [
+
+        'sync' => [
+            'driver' => 'sync',
+        ],
+
+        'database' => [
+            'driver' => 'database',
+            'connection' => env('DB_QUEUE_CONNECTION'),
+            'table' => env('DB_QUEUE_TABLE', 'jobs'),
+            'queue' => env('DB_QUEUE', 'default'),
+            'retry_after' => (int) env('DB_QUEUE_RETRY_AFTER', 90),
+            'after_commit' => false,
+        ],
+
+        'beanstalkd' => [
+            'driver' => 'beanstalkd',
+            'host' => env('BEANSTALKD_QUEUE_HOST', 'localhost'),
+            'queue' => env('BEANSTALKD_QUEUE', 'default'),
+            'retry_after' => (int) env('BEANSTALKD_QUEUE_RETRY_AFTER', 90),
+            'block_for' => 0,
+            'after_commit' => false,
+        ],
+
+        'sqs' => [
+            'driver' => 'sqs',
+            'key' => env('AWS_ACCESS_KEY_ID'),
+            'secret' => env('AWS_SECRET_ACCESS_KEY'),
+            'prefix' => env('SQS_PREFIX', 'https://sqs.us-east-1.amazonaws.com/your-account-id'),
+            'queue' => env('SQS_QUEUE', 'default'),
+            'suffix' => env('SQS_SUFFIX'),
+            'region' => env('AWS_DEFAULT_REGION', 'us-east-1'),
+            'after_commit' => false,
+        ],
+
+        'redis' => [
+            'driver' => 'redis',
+            'connection' => env('REDIS_QUEUE_CONNECTION', 'default'),
+            'queue' => env('REDIS_QUEUE', 'default'),
+            'retry_after' => (int) env('REDIS_QUEUE_RETRY_AFTER', 90),
+            'block_for' => null,
+            'after_commit' => false,
+        ],
+
+    ],
+
+    /*
+    |--------------------------------------------------------------------------
+    | Job Batching
+    |--------------------------------------------------------------------------
+    |
+    | The following options configure the database and table that store job
+    | batching information. These options can be updated to any database
+    | connection and table which has been defined by your application.
+    |
+    */
+
+    'batching' => [
+        'database' => env('DB_CONNECTION', 'sqlite'),
+        'table' => 'job_batches',
+    ],
+
+    /*
+    |--------------------------------------------------------------------------
+    | Failed Queue Jobs
+    |--------------------------------------------------------------------------
+    |
+    | These options configure the behavior of failed queue job logging so you
+    | can control how and where failed jobs are stored. Laravel ships with
+    | support for storing failed jobs in a simple file or in a database.
+    |
+    | Supported drivers: "database-uuids", "dynamodb", "file", "null"
+    |
+    */
+
+    'failed' => [
+        'driver' => env('QUEUE_FAILED_DRIVER', 'database-uuids'),
+        'database' => env('DB_CONNECTION', 'sqlite'),
+        'table' => 'failed_jobs',
+    ],
+
+];

dashboard/config/services.php

@@ -0,0 +1,38 @@
+<?php
+
+return [
+
+    /*
+    |--------------------------------------------------------------------------
+    | Third Party Services
+    |--------------------------------------------------------------------------
+    |
+    | This file is for storing the credentials for third party services such
+    | as Mailgun, Postmark, AWS and more. This file provides the de facto
+    | location for this type of information, allowing packages to have
+    | a conventional file to locate the various service credentials.
+    |
+    */
+
+    'postmark' => [
+        'token' => env('POSTMARK_TOKEN'),
+    ],
+
+    'ses' => [
+        'key' => env('AWS_ACCESS_KEY_ID'),
+        'secret' => env('AWS_SECRET_ACCESS_KEY'),
+        'region' => env('AWS_DEFAULT_REGION', 'us-east-1'),
+    ],
+
+    'resend' => [
+        'key' => env('RESEND_KEY'),
+    ],
+
+    'slack' => [
+        'notifications' => [
+            'bot_user_oauth_token' => env('SLACK_BOT_USER_OAUTH_TOKEN'),
+            'channel' => env('SLACK_BOT_USER_DEFAULT_CHANNEL'),
+        ],
+    ],
+
+];

dashboard/config/session.php

@@ -0,0 +1,217 @@
+<?php
+
+use Illuminate\Support\Str;
+
+return [
+
+    /*
+    |--------------------------------------------------------------------------
+    | Default Session Driver
+    |--------------------------------------------------------------------------
+    |
+    | This option determines the default session driver that is utilized for
+    | incoming requests. Laravel supports a variety of storage options to
+    | persist session data. Database storage is a great default choice.
+    |
+    | Supported: "file", "cookie", "database", "apc",
+    |            "memcached", "redis", "dynamodb", "array"
+    |
+    */
+
+    'driver' => env('SESSION_DRIVER', 'database'),
+
+    /*
+    |--------------------------------------------------------------------------
+    | Session Lifetime
+    |--------------------------------------------------------------------------
+    |
+    | Here you may specify the number of minutes that you wish the session
+    | to be allowed to remain idle before it expires. If you want them
+    | to expire immediately when the browser is closed then you may
+    | indicate that via the expire_on_close configuration option.
+    |
+    */
+
+    'lifetime' => env('SESSION_LIFETIME', 120),
+
+    'expire_on_close' => env('SESSION_EXPIRE_ON_CLOSE', false),
+
+    /*
+    |--------------------------------------------------------------------------
+    | Session Encryption
+    |--------------------------------------------------------------------------
+    |
+    | This option allows you to easily specify that all of your session data
+    | should be encrypted before it's stored. All encryption is performed
+    | automatically by Laravel and you may use the session like normal.
+    |
+    */
+
+    'encrypt' => env('SESSION_ENCRYPT', false),
+
+    /*
+    |--------------------------------------------------------------------------
+    | Session File Location
+    |--------------------------------------------------------------------------
+    |
+    | When utilizing the "file" session driver, the session files are placed
+    | on disk. The default storage location is defined here; however, you
+    | are free to provide another location where they should be stored.
+    |
+    */
+
+    'files' => storage_path('framework/sessions'),
+
+    /*
+    |--------------------------------------------------------------------------
+    | Session Database Connection
+    |--------------------------------------------------------------------------
+    |
+    | When using the "database" or "redis" session drivers, you may specify a
+    | connection that should be used to manage these sessions. This should
+    | correspond to a connection in your database configuration options.
+    |
+    */
+
+    'connection' => env('SESSION_CONNECTION'),
+
+    /*
+    |--------------------------------------------------------------------------
+    | Session Database Table
+    |--------------------------------------------------------------------------
+    |
+    | When using the "database" session driver, you may specify the table to
+    | be used to store sessions. Of course, a sensible default is defined
+    | for you; however, you're welcome to change this to another table.
+    |
+    */
+
+    'table' => env('SESSION_TABLE', 'sessions'),
+
+    /*
+    |--------------------------------------------------------------------------
+    | Session Cache Store
+    |--------------------------------------------------------------------------
+    |
+    | When using one of the framework's cache driven session backends, you may
+    | define the cache store which should be used to store the session data
+    | between requests. This must match one of your defined cache stores.
+    |
+    | Affects: "apc", "dynamodb", "memcached", "redis"
+    |
+    */
+
+    'store' => env('SESSION_STORE'),
+
+    /*
+    |--------------------------------------------------------------------------
+    | Session Sweeping Lottery
+    |--------------------------------------------------------------------------
+    |
+    | Some session drivers must manually sweep their storage location to get
+    | rid of old sessions from storage. Here are the chances that it will
+    | happen on a given request. By default, the odds are 2 out of 100.
+    |
+    */
+
+    'lottery' => [2, 100],
+
+    /*
+    |--------------------------------------------------------------------------
+    | Session Cookie Name
+    |--------------------------------------------------------------------------
+    |
+    | Here you may change the name of the session cookie that is created by
+    | the framework. Typically, you should not need to change this value
+    | since doing so does not grant a meaningful security improvement.
+    |
+    */
+
+    'cookie' => env(
+        'SESSION_COOKIE',
+        Str::slug(env('APP_NAME', 'laravel'), '_').'_session'
+    ),
+
+    /*
+    |--------------------------------------------------------------------------
+    | Session Cookie Path
+    |--------------------------------------------------------------------------
+    |
+    | The session cookie path determines the path for which the cookie will
+    | be regarded as available. Typically, this will be the root path of
+    | your application, but you're free to change this when necessary.
+    |
+    */
+
+    'path' => env('SESSION_PATH', '/'),
+
+    /*
+    |--------------------------------------------------------------------------
+    | Session Cookie Domain
+    |--------------------------------------------------------------------------
+    |
+    | This value determines the domain and subdomains the session cookie is
+    | available to. By default, the cookie will be available to the root
+    | domain and all subdomains. Typically, this shouldn't be changed.
+    |
+    */
+
+    'domain' => env('SESSION_DOMAIN'),
+
+    /*
+    |--------------------------------------------------------------------------
+    | HTTPS Only Cookies
+    |--------------------------------------------------------------------------
+    |
+    | By setting this option to true, session cookies will only be sent back
+    | to the server if the browser has a HTTPS connection. This will keep
+    | the cookie from being sent to you when it can't be done securely.
+    |
+    */
+
+    'secure' => env('SESSION_SECURE_COOKIE'),
+
+    /*
+    |--------------------------------------------------------------------------
+    | HTTP Access Only
+    |--------------------------------------------------------------------------
+    |
+    | Setting this value to true will prevent JavaScript from accessing the
+    | value of the cookie and the cookie will only be accessible through
+    | the HTTP protocol. It's unlikely you should disable this option.
+    |
+    */
+
+    'http_only' => env('SESSION_HTTP_ONLY', true),
+
+    /*
+    |--------------------------------------------------------------------------
+    | Same-Site Cookies
+    |--------------------------------------------------------------------------
+    |
+    | This option determines how your cookies behave when cross-site requests
+    | take place, and can be used to mitigate CSRF attacks. By default, we
+    | will set this value to "lax" to permit secure cross-site requests.
+    |
+    | See: https://developer.mozilla.org/en-US/docs/Web/HTTP/Headers/Set-Cookie#samesitesamesite-value
+    |
+    | Supported: "lax", "strict", "none", null
+    |
+    */
+
+    'same_site' => env('SESSION_SAME_SITE', 'lax'),
+
+    /*
+    |--------------------------------------------------------------------------
+    | Partitioned Cookies
+    |--------------------------------------------------------------------------
+    |
+    | Setting this value to true will tie the cookie to the top-level site for
+    | a cross-site context. Partitioned cookies are accepted by the browser
+    | when flagged "secure" and the Same-Site attribute is set to "none".
+    |
+    */
+
+    'partitioned' => env('SESSION_PARTITIONED_COOKIE', false),
+
+];

dashboard/database/.gitignore

@@ -0,0 +1 @@
+*.sqlite*

dashboard/database/factories/UserFactory.php

@@ -0,0 +1,44 @@
+<?php
+
+namespace Database\Factories;
+
+use Illuminate\Database\Eloquent\Factories\Factory;
+use Illuminate\Support\Facades\Hash;
+use Illuminate\Support\Str;
+
+/**
+ * @extends \Illuminate\Database\Eloquent\Factories\Factory<\App\Models\User>
+ */
+class UserFactory extends Factory
+{
+    /**
+     * The current password being used by the factory.
+     */
+    protected static ?string $password;
+
+    /**
+     * Define the model's default state.
+     *
+     * @return array<string, mixed>
+     */
+    public function definition(): array
+    {
+        return [
+            'name' => fake()->name(),
+            'email' => fake()->unique()->safeEmail(),
+            'email_verified_at' => now(),
+            'password' => static::$password ??= Hash::make('password'),
+            'remember_token' => Str::random(10),
+        ];
+    }
+
+    /**
+     * Indicate that the model's email address should be unverified.
+     */
+    public function unverified(): static
+    {
+        return $this->state(fn (array $attributes) => [
+            'email_verified_at' => null,
+        ]);
+    }
+}

dashboard/database/migrations/0001_01_01_000000_create_users_table.php

@@ -0,0 +1,49 @@
+<?php
+
+use Illuminate\Database\Migrations\Migration;
+use Illuminate\Database\Schema\Blueprint;
+use Illuminate\Support\Facades\Schema;
+
+return new class extends Migration
+{
+    /**
+     * Run the migrations.
+     */
+    public function up(): void
+    {
+        Schema::create('users', function (Blueprint $table) {
+            $table->id();
+            $table->string('name');
+            $table->string('email')->unique();
+            $table->timestamp('email_verified_at')->nullable();
+            $table->string('password');
+            $table->rememberToken();
+            $table->timestamps();
+        });
+
+        Schema::create('password_reset_tokens', function (Blueprint $table) {
+            $table->string('email')->primary();
+            $table->string('token');
+            $table->timestamp('created_at')->nullable();
+        });
+
+        Schema::create('sessions', function (Blueprint $table) {
+            $table->string('id')->primary();
+            $table->foreignId('user_id')->nullable()->index();
+            $table->string('ip_address', 45)->nullable();
+            $table->text('user_agent')->nullable();
+            $table->longText('payload');
+            $table->integer('last_activity')->index();
+        });
+    }
+
+    /**
+     * Reverse the migrations.
+     */
+    public function down(): void
+    {
+        Schema::dropIfExists('users');
+        Schema::dropIfExists('password_reset_tokens');
+        Schema::dropIfExists('sessions');
+    }
+};

dashboard/database/migrations/0001_01_01_000001_create_cache_table.php

@@ -0,0 +1,35 @@
+<?php
+
+use Illuminate\Database\Migrations\Migration;
+use Illuminate\Database\Schema\Blueprint;
+use Illuminate\Support\Facades\Schema;
+
+return new class extends Migration
+{
+    /**
+     * Run the migrations.
+     */
+    public function up(): void
+    {
+        Schema::create('cache', function (Blueprint $table) {
+            $table->string('key')->primary();
+            $table->mediumText('value');
+            $table->integer('expiration');
+        });
+
+        Schema::create('cache_locks', function (Blueprint $table) {
+            $table->string('key')->primary();
+            $table->string('owner');
+            $table->integer('expiration');
+        });
+    }
+
+    /**
+     * Reverse the migrations.
+     */
+    public function down(): void
+    {
+        Schema::dropIfExists('cache');
+        Schema::dropIfExists('cache_locks');
+    }
+};

dashboard/database/migrations/0001_01_01_000002_create_jobs_table.php

@@ -0,0 +1,57 @@
+<?php
+
+use Illuminate\Database\Migrations\Migration;
+use Illuminate\Database\Schema\Blueprint;
+use Illuminate\Support\Facades\Schema;
+
+return new class extends Migration
+{
+    /**
+     * Run the migrations.
+     */
+    public function up(): void
+    {
+        Schema::create('jobs', function (Blueprint $table) {
+            $table->id();
+            $table->string('queue')->index();
+            $table->longText('payload');
+            $table->unsignedTinyInteger('attempts');
+            $table->unsignedInteger('reserved_at')->nullable();
+            $table->unsignedInteger('available_at');
+            $table->unsignedInteger('created_at');
+        });
+
+        Schema::create('job_batches', function (Blueprint $table) {
+            $table->string('id')->primary();
+            $table->string('name');
+            $table->integer('total_jobs');
+            $table->integer('pending_jobs');
+            $table->integer('failed_jobs');
+            $table->longText('failed_job_ids');
+            $table->mediumText('options')->nullable();
+            $table->integer('cancelled_at')->nullable();
+            $table->integer('created_at');
+            $table->integer('finished_at')->nullable();
+        });
+
+        Schema::create('failed_jobs', function (Blueprint $table) {
+            $table->id();
+            $table->string('uuid')->unique();
+            $table->text('connection');
+            $table->text('queue');
+            $table->longText('payload');
+            $table->longText('exception');
+            $table->timestamp('failed_at')->useCurrent();
+        });
+    }
+
+    /**
+     * Reverse the migrations.
+     */
+    public function down(): void
+    {
+        Schema::dropIfExists('jobs');
+        Schema::dropIfExists('job_batches');
+        Schema::dropIfExists('failed_jobs');
+    }
+};

dashboard/database/seeders/DatabaseSeeder.php

@@ -0,0 +1,23 @@
+<?php
+
+namespace Database\Seeders;
+
+use App\Models\User;
+// use Illuminate\Database\Console\Seeds\WithoutModelEvents;
+use Illuminate\Database\Seeder;
+
+class DatabaseSeeder extends Seeder
+{
+    /**
+     * Seed the application's database.
+     */
+    public function run(): void
+    {
+        // User::factory(10)->create();
+
+        User::factory()->create([
+            'name' => 'Test User',
+            'email' => 'test@example.com',
+        ]);
+    }
+}

dashboard/package.json

@@ -0,0 +1,23 @@
+{
+    "private": true,
+    "type": "module",
+    "scripts": {
+        "build": "vite build",
+        "dev": "vite"
+    },
+    "devDependencies": {
+        "autoprefixer": "^10.4.20",
+        "axios": "^1.7.4",
+        "concurrently": "^9.0.1",
+        "laravel-vite-plugin": "^1.0",
+        "postcss": "^8.4.47",
+        "tailwindcss": "^3.4.13",
+        "vite": "^5.0"
+    },
+    "dependencies": {
+        "@patternfly/patternfly": "^6.0.0",
+        "@picocss/pico": "^2.0.6",
+        "echarts": "^5.5.1",
+        "leaflet": "^1.9.4"
+    }
+}

dashboard/phpunit.xml

@@ -0,0 +1,33 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<phpunit xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+         xsi:noNamespaceSchemaLocation="vendor/phpunit/phpunit/phpunit.xsd"
+         bootstrap="vendor/autoload.php"
+         colors="true"
+>
+    <testsuites>
+        <testsuite name="Unit">
+            <directory>tests/Unit</directory>
+        </testsuite>
+        <testsuite name="Feature">
+            <directory>tests/Feature</directory>
+        </testsuite>
+    </testsuites>
+    <source>
+        <include>
+            <directory>app</directory>
+        </include>
+    </source>
+    <php>
+        <env name="APP_ENV" value="testing"/>
+        <env name="APP_MAINTENANCE_DRIVER" value="file"/>
+        <env name="BCRYPT_ROUNDS" value="4"/>
+        <env name="CACHE_STORE" value="array"/>
+        <!-- <env name="DB_CONNECTION" value="sqlite"/> -->
+        <!-- <env name="DB_DATABASE" value=":memory:"/> -->
+        <env name="MAIL_MAILER" value="array"/>
+        <env name="PULSE_ENABLED" value="false"/>
+        <env name="QUEUE_CONNECTION" value="sync"/>
+        <env name="SESSION_DRIVER" value="array"/>
+        <env name="TELESCOPE_ENABLED" value="false"/>
+    </php>
+</phpunit>

dashboard/postcss.config.js

@@ -0,0 +1,6 @@
+export default {
+    plugins: {
+        tailwindcss: {},
+        autoprefixer: {},
+    },
+};

dashboard/public/.htaccess

@@ -0,0 +1,21 @@
+<IfModule mod_rewrite.c>
+    <IfModule mod_negotiation.c>
+        Options -MultiViews -Indexes
+    </IfModule>
+
+    RewriteEngine On
+
+    # Handle Authorization Header
+    RewriteCond %{HTTP:Authorization} .
+    RewriteRule .* - [E=HTTP_AUTHORIZATION:%{HTTP:Authorization}]
+
+    # Redirect Trailing Slashes If Not A Folder...
+    RewriteCond %{REQUEST_FILENAME} !-d
+    RewriteCond %{REQUEST_URI} (.+)/$
+    RewriteRule ^ %1 [L,R=301]
+
+    # Send Requests To Front Controller...
+    RewriteCond %{REQUEST_FILENAME} !-d
+    RewriteCond %{REQUEST_FILENAME} !-f
+    RewriteRule ^ index.php [L]
+</IfModule>

dashboard/public/index.php

@@ -0,0 +1,17 @@
+<?php
+
+use Illuminate\Http\Request;
+
+define('LARAVEL_START', microtime(true));
+
+// Determine if the application is in maintenance mode...
+if (file_exists($maintenance = __DIR__.'/../storage/framework/maintenance.php')) {
+    require $maintenance;
+}
+
+// Register the Composer autoloader...
+require __DIR__.'/../vendor/autoload.php';
+
+// Bootstrap Laravel and handle the request...
+(require_once __DIR__.'/../bootstrap/app.php')
+    ->handleRequest(Request::capture());

dashboard/public/robots.txt

@@ -0,0 +1,2 @@
+User-agent: *
+Disallow:

dashboard/resources/css/app.css

@@ -0,0 +1,188 @@
+/* 1. Use a more-intuitive box-sizing model */
+
+
+*, *::before, *::after {
+  box-sizing: border-box;
+}
+
+/* 2. Remove default margin */
+* {
+  margin: 0;
+  font-family: sans-serif;
+}
+
+body {
+  /* 3. Add accessible line-height */
+  line-height: 1.5;
+  /* 4. Improve text rendering */
+  -webkit-font-smoothing: antialiased;
+  padding: 0 1em;
+  height: 100vh;
+  background-image: radial-gradient(73% 147%, #EADFDF 59%, #ECE2DF 100%), radial-gradient(91% 146%, rgba(255,255,255,0.50) 47%, rgba(0,0,0,0.50) 100%);
+  background-blend-mode: screen;
+}
+
+/* 5. Improve media defaults */
+img, picture, video, canvas, svg {
+  display: block;
+  max-width: 100%;
+}
+
+/* 6. Inherit fonts for form controls */
+input, button, textarea, select {
+  font: inherit;
+}
+
+/* 7. Avoid text overflows */
+p, h1, h2, h3, h4, h5, h6 {
+  overflow-wrap: break-word;
+}
+
+/* 8. Improve line wrapping */
+p {
+  text-wrap: pretty;
+}
+h1, h2, h3, h4, h5, h6 {
+  text-wrap: balance;
+}
+
+dt{
+  font-weight: 600;
+}
+
+dd + dt{
+  margin-top: .2em;
+}
+
+span + button{
+  margin-left: .5em;
+}
+
+button[popovertarget]{
+  background: no-repeat center / .3em #5470c6 url("data:image/svg+xml,%3Csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 192 512'%3E%3C!--!Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2025 Fonticons, Inc.--%3E%3Cpath fill='%23fff' d='M48 80a48 48 0 1 1 96 0A48 48 0 1 1 48 80zM0 224c0-17.7 14.3-32 32-32l64 0c17.7 0 32 14.3 32 32l0 224 32 0c17.7 0 32 14.3 32 32s-14.3 32-32 32L32 512c-17.7 0-32-14.3-32-32s14.3-32 32-32l32 0 0-192-32 0c-17.7 0-32-14.3-32-32z'/%3E%3C/svg%3E%0A");
+  cursor: pointer;
+  display: inline-block;
+  width: 1.5em;
+  height: 1.5em;
+  border-radius: 50%;
+  border: 1px solid #fff;
+}
+
+button[popovertarget]::before{
+  color: #fff;
+  font-weight: 700;
+}
+
+button[popovertarget]>span{
+  position: absolute;
+  left: -999em;
+  top: -999em;
+}
+
+[popover] {
+  border: none;
+  border-radius: 1em;
+  background: #fff;
+  padding: 1.5em;
+  border-radius: var(--small-border);
+  box-shadow: .0625em .0625em .625em rgba(0, 0, 0, 0.1);
+  max-width: 40em;
+  top: 4em;
+  margin: 0 auto;
+}
+
+[popover]::backdrop{
+  background-color: rgba(0,0,0,.5);
+}
+
+
+/*
+  9. Create a root stacking context
+*/
+#root, #__next {
+  isolation: isolate;
+}
+
+nav>ul{
+  list-style: none;
+}
+
+body>header{
+    position: fixed;
+    top: 0;
+    left: 0;
+    width: 100%;
+    height: 3em;
+    background: #ccc;
+    z-index: 99;
+    display: flex;
+    align-items: center;
+    padding: 0 1em;
+}
+
+
+main{
+    width: 100%;
+    height: 100vh;
+    padding: 4em 0 1em;
+    display: grid;
+    gap: .5em;
+}
+
+body.overview main{
+  grid-template-columns: repeat(8, minmax(1%, 50%));
+  grid-template-rows: repeat(4, 1fr);
+  grid-template-areas:
+      "chart3 chart3 chart3 chart1 chart1 chart1 chart4 chart4"
+      "chart3 chart3 chart3 chart1 chart1 chart1 chart4 chart4"
+      "chart3 chart3 chart3 chart2 chart2 chart2 chart4 chart4"
+      "chart3 chart3 chart3 chart2 chart2 chart2 chart4 chart4"
+}
+
+body.property main{
+  grid-template-columns: repeat(4, minmax(10%, 50%));
+    grid-template-rows: repeat(3, 1fr) 4em;
+    grid-template-areas:
+      "chart2 chart2 chart5 chart5"
+      "chart1 chart1 chart3 chart4"
+      "chart1 chart1 chart3 chart4"
+      "timeline timeline timeline timeline";
+}
+
+article{
+    background: #f9f9f9;
+    border: .0625em solid #ccc;
+    box-shadow: 0 5px 10px rgba(154,160,185,.05), 0 15px 40px rgba(166,173,201,.2);
+    border-radius: .2em;
+    display: grid;
+}
+
+article.header{
+    grid-template-columns: 100%;
+    grid-template-rows: minmax(1%, 10%) 1fr;
+    padding: .5em 1em 1em .5em;
+}
+
+article>header{
+  display: grid;
+  grid-template-columns: 1fr 1em;
+  grid-template-rows: 1fr;
+}
+
+article>header>h2{
+    font-size: .8em;
+    font-weight: 600;
+}
+
+@media(max-width: 960px){
+
+  body{
+    height: auto;
+  }
+
+  main{
+    height: auto;
+    grid-template-columns: 100%;
+    grid-template-rows: repeat(4, minmax(20em, 25em));
+  }
+}

dashboard/resources/js/app.js

@@ -0,0 +1,4 @@
+import * as echarts from 'echarts';
+import 'leaflet'
+
+window.echarts = echarts;

dashboard/resources/js/bootstrap.js

@@ -0,0 +1,4 @@
+import axios from 'axios';
+window.axios = axios;
+
+window.axios.defaults.headers.common['X-Requested-With'] = 'XMLHttpRequest';

dashboard/resources/views/base.blade.php

@@ -0,0 +1,17 @@
+<!DOCTYPE html>
+<html lang="de">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Dashboard</title>
+    @vite(['resources/css/app.css', 'resources/js/app.js', 'node_modules/leaflet/dist/leaflet.css'])
+</head>
+<body class="@yield('body-class')">
+    <header>
+        @yield('header')
+    </header>
+    <main>
+        @yield('main')
+    </main>
+</body>
+</html>

dashboard/resources/views/overview.blade.php

@@ -0,0 +1,261 @@
+@extends('base')
+@section('body-class', 'overview')
+@section('main')
+<article class="header" style="grid-area: chart1;">
+    <header>
+        <h2>
+            Anzahl jemals gefundene Kurzzeitmietobjekte pro Region
+        </h2>
+        <button popovertarget="pop1">
+          <span>Erklärungen zum Diagramm</span>
+        </button>
+        <div popover id="pop1">
+          <p>Das Diagram zeigt...</p>
+        </div>
+        <div>
+    </header>
+    <div id="chart-props-per-region"></div>
+</article>
+<article class="header" style="grid-area: chart2;">
+    <header>
+        <h2>
+            Entwicklung der Anzahl jemals gefunden Kurzzeitmietobjekte
+        </h2>
+    </header>
+    <div id="extractions"></div>
+</article>
+<article style="grid-area: chart4;">
+    <div id="leaflet"></div>
+</article>
+<article class="header" style="grid-area: chart3;">
+    <header>
+      <h2>
+        Gesamtauslastung
+      </h2>
+    </header>
+    <div id="chart-heatmap"></div>
+</article>
+<script type="module">
+
+const sharedOptions = {
+  basic: {
+    color: ['#f1eef6','#bdc9e1','#74a9cf','#2b8cbe','#045a8d'],
+    grid: {
+      top: 20,
+      left: 60,
+      right: 0,
+      bottom: 50
+    },
+    name: (opt) => {
+      return {
+        name: opt.name,
+        nameLocation: opt.location,
+        nameGap: 24,
+        nameTextStyle: {
+          fontWeight: 'bold',
+        },
+      }
+    }
+  }
+}
+const extractionDates = {!! json_encode($regionPropertiesCapacities['scrapeDates']) !!};
+
+const chartHeatmap = document.getElementById('chart-heatmap');
+const cHeatmap = echarts.init(chartHeatmap);
+const cHeatmapOptions = {
+  tooltip: {
+    position: 'top'
+  },
+  grid: {
+    top: 30,
+    right: 0,
+    bottom: 0,
+    left: 0
+  },
+  dataZoom: [{
+    type: 'inside'
+  }
+  ],
+  xAxis: {
+    show: false,
+    name: 'Kurzzeitmietobjekt',
+    type: 'category',
+    data: extractionDates,
+    splitArea: {
+      show: false
+    },
+    axisLabel: {
+      show: true,
+    }
+  },
+  yAxis: {
+    show: false,
+    type: 'category',
+    data: {!! json_encode($regionPropertiesCapacities['property_ids']) !!},
+    splitArea: {
+      show: true
+    }
+  },
+  visualMap: {
+    type: 'piecewise',
+    min: 0,
+    max: 100,
+    calculable: true,
+    orient: 'horizontal',
+    left: 'center',
+    top: 0,
+    formatter: (v1, v2) => {
+      return `${v1} – ${v2} %`;
+    },
+    inRange: {
+      color: sharedOptions.basic.color,
+    },
+  },
+  series: [
+    {
+      name: 'Auslastung',
+      type: 'heatmap',
+      blurSize: 0,
+      data: {!! json_encode($regionPropertiesCapacities['values']) !!},
+      label: {
+        show: false
+      },
+      tooltip: {
+        formatter: (data) => {
+          let v = data.value
+          return `Kurzzeitmietobjekte-ID: ${data.name}<br />Datum Scraping: ${extractionDates[v[1]]}<br/>Auslastung: ${v[2]} %`
+        },
+      },
+      emphasis: {
+        itemStyle: {
+          borderColor: '#000',
+          borderWidth: 2
+        }
+      }
+    }
+  ]
+}
+
+cHeatmap.setOption(cHeatmapOptions);
+
+const chartPropsPerRegion = document.getElementById('chart-props-per-region');
+const cPropsPerRegion = echarts.init(chartPropsPerRegion);
+const cPropsPerRegionOptions = {
+  grid: sharedOptions.basic.grid,
+  xAxis: {
+    name: 'Region',
+    nameLocation: 'center',
+    nameGap: 24,
+    nameTextStyle: {
+      fontWeight: 'bold',
+    },
+    type: 'category',
+    data: {!! $propsPerRegion[0] !!}
+  },
+  yAxis: {
+    type: 'value',
+    name: 'Anzahl Kurzzeitmietobjekte',
+    nameLocation: 'middle',
+    nameGap: 38,
+    nameTextStyle: {
+      fontWeight: 'bold',
+    },
+  },
+  series: [
+    {
+      data: {!! $propsPerRegion[1] !!},
+      type: 'bar'
+    }
+  ]
+};
+
+cPropsPerRegion.setOption(cPropsPerRegionOptions);
+
+const chartExtractions = document.getElementById('extractions');
+const cExtractions = echarts.init(chartExtractions);
+
+const filters = {
+  regions: ["Alle", "Davos", "Engadin", "Heidiland", "St. Moritz"]
+}
+
+const cExtractionsOptions = {
+  tooltip: {
+    trigger: 'axis'
+  },
+  legend: {
+    data: filters.regions
+  },
+  color: sharedOptions.basic.color,
+  grid: sharedOptions.basic.grid,
+  xAxis: {
+    name: 'Zeitpunkt Scraping',
+    nameLocation: 'center',
+    nameGap: 24,
+    nameTextStyle: {
+      fontWeight: 'bold',
+    },
+    type: 'category',
+    boundaryGap: false,
+    data: extractionDates
+  },
+  yAxis: {
+    name: 'Anzahl Kurzzeitmietobjekte',
+    nameLocation: 'center',
+    nameGap: 38,
+    nameTextStyle: {
+      fontWeight: 'bold',
+    },
+    type: 'value'
+  },
+  series: [
+    {
+      name: 'Alle',
+      type: 'line',
+      stack: 'Total',
+      data: {!! json_encode($growth['total_all']) !!}
+    },
+    {
+      name: 'Heidiland',
+      type: 'line',
+      stack: 'Heidiland',
+      data: {!! json_encode($growth['total_heidiland']) !!}
+    },
+    {
+      name: 'Davos',
+      type: 'line',
+      stack: 'Davos',
+      data: {!! json_encode($growth['total_davos']) !!}
+    },
+    {
+      name: 'Engadin',
+      type: 'line',
+      stack: 'Engadin',
+      data: {!! json_encode($growth['total_engadin']) !!}
+    },
+    {
+      name: 'St. Moritz',
+      type: 'line',
+      stack: 'St. Moritz',
+      data: {!! json_encode($growth['total_stmoritz']) !!}
+    },
+  ]
+};
+
+cExtractions.setOption(cExtractionsOptions);
+
+const map = L.map('leaflet').setView([46.862962, 9.535296], 9);
+
+L.tileLayer('https://tile.openstreetmap.org/{z}/{x}/{y}.png', {
+    maxZoom: 19,
+    attribution: '&copy; <a href="http://www.openstreetmap.org/copyright">OpenStreetMap</a>'
+}).addTo(map);
+
+const properties = {!! json_encode($geo) !!}
+properties.forEach( prop => {
+    let coords = prop.coordinates.split(',');
+    L.marker(coords).addTo(map).bindPopup('<a href="/prop/'+prop.id+'">'+prop.coordinates+'</a>');
+})
+
+
+</script>
+@endsection

dashboard/resources/views/property.blade.php

@@ -0,0 +1,354 @@
+@extends('base')
+@section('body-class', 'property')
+
+@section('header')
+<span>Property {{ $base['property_platform_id'] }}</span><button popovertarget="prop-details"></button>
+<div popover id="prop-details">
+    <dl>
+        <dt>Region</dt>
+        <dd>{{ $base['region_name'] }}</dd>
+        <dt>Zum ersten mal gefunden</dt>
+        <dd>{{ $base['first_found'] }}</dd>
+        <dt>Zum letzten mal gefunden</dt>
+        <dd>{{ $base['last_found'] }}</dd>
+    </dl>
+    <h2>Kurzzeitmietobjekte in der Nähe</h2>
+    <ul>
+    @foreach($neighbours as $n)
+    <li><a href="/prop/{{ $n['id'] }}">{{ $n['lat'] }}, {{$n['lon']}}</a></li>
+    @endforeach
+    </ul>
+</div>
+@endsection
+
+@section('main')
+<article style="grid-area: timeline;">
+    <div id="timeline"></div>
+</article>
+<article class="header" style="grid-area: chart1;">
+    <header>
+        <h2 id="belegung-title">
+            Belegung am {{ json_decode($extractiondates)[0] }}
+        </h2>
+    </header>
+    <div id="chart-calendar"></div>
+</article>
+<article class="header" style="grid-area: chart3;">
+    <header>
+        <h2>
+            Auslastung nach Monat am 2024-04-15T07:06:22
+        </h2>
+    </header>
+    <div id="chart-capacity-monthly">
+    </div>
+</article>
+<article class="header" style="grid-area: chart2;">
+    <header>
+        <h2>
+            Entwicklung der Verfügbarkeit
+        </h2>
+        <button popovertarget="chart-capacity-popover"></button>
+        <div id="chart-capacity-popover" popover>
+            <h2>Erkläung zum Diagramm</h2>
+            <p>Das Liniendiagramm zeigt, wie sich die insgesamte Verfügbarkeit des Kurzzeitmietobjekts entwickelt hat.</p>
+        </div>
+    </header>
+    <div id="chart-capacity"></div>
+</article>
+<article class="header" style="grid-area: chart4;">
+    <header>
+        <h2>
+            Auslastung Tage für Monat
+        </h2>
+    </header>
+    <div id="chart-capacity-daily">
+</article>
+<script type="module">
+const chartTimeline = document.getElementById('timeline');
+const cTimeline = echarts.init(chartTimeline);
+
+const cTimelineOptions = {
+    grid: {
+        show: false,
+    },
+    timeline: {
+        data: {!! $extractiondates !!},
+        playInterval: 2000,
+        axisType: 'time',
+        left: 8,
+        right: 8,
+        bottom: 0,
+        label: {
+            show: false
+        }
+    }
+};
+
+cTimeline.setOption(cTimelineOptions);
+
+const chartCapacityMonthly = document.getElementById('chart-capacity-monthly');
+const cCapacityMonthly = echarts.init(chartCapacityMonthly);
+
+const cCapacityMonthlyOptions = {
+    timeline: {
+        show: false,
+        data: {!! $extractiondates !!},
+        axisType: 'time',
+    },
+    grid: {
+        top: 0,
+        bottom: 25,
+        left: 70,
+        right: 10
+    },
+    xAxis: {
+        type: 'value',
+        max: 100
+    },
+    yAxis: {
+        type: 'category',
+    },
+    options: [
+        @foreach ($capacitiesMonthly as $cM)
+        {
+        yAxis: {
+            data: {!! json_encode($cM['months']) !!}
+        },
+        series: [{
+            type: 'bar',
+            data: {!! json_encode($cM['capacities']) !!}
+        }]
+    },
+    @endforeach
+    ]
+};
+
+cCapacityMonthly.setOption(cCapacityMonthlyOptions);
+
+
+const chartCapacityDaily = document.getElementById('chart-capacity-daily');
+const cCapacityDaily = echarts.init(chartCapacityDaily);
+
+const cCapacityDailyOptions = {
+    timeline: {
+        show: false,
+        data: {!! $extractiondates !!},
+        axisType: 'time',
+    },
+    grid: {
+        top: 0,
+        bottom: 25,
+        left: 70,
+        right: 10
+    },
+    xAxis: {
+        type: 'value',
+        max: 100
+    },
+    yAxis: {
+        type: 'category',
+    },
+    options: [
+        @foreach ($capacitiesDaily as $cD)
+        {
+        yAxis: {
+            data: {!! json_encode($cD['weekdays']) !!}
+        },
+        series: [{
+            type: 'bar',
+            data: {!! json_encode($cD['capacities']) !!}
+        }]
+    },
+    @endforeach
+    ]
+};
+
+cCapacityDaily.setOption(cCapacityDailyOptions);
+
+const chartCapacity = document.getElementById('chart-capacity');
+const cCapacity = echarts.init(chartCapacity);
+
+const cCapacityOptions = {
+  tooltip: {
+    trigger: 'axis',
+    formatter: 'Datum Scraping: {b}<br />Verfügbarkeit: {c} %'
+  },
+  grid: {
+    top: 20,
+    left: 25,
+    right: 10,
+    bottom: 20,
+    containLabel: true
+  },
+  xAxis: {
+    type: 'category',
+    boundaryGap: false,
+    data: {!! json_encode($capacities['dates']) !!},
+    name: 'Zeitpunkt Scraping',
+    nameLocation: 'center',
+    nameGap: 24,
+    nameTextStyle: {
+      fontWeight: 'bold',
+    }
+  },
+  yAxis: {
+    type: 'value',
+    min: 0,
+    max: 100,
+    name: 'Auslastung in Prozent',
+    nameLocation: 'center',
+    nameGap: 38,
+    nameTextStyle: {
+      fontWeight: 'bold',
+    }
+  },
+  series: [{
+      name: 'Auslastung',
+      type: 'line',
+      symbolSize: 7,
+      data: {!! json_encode($capacities['capacities']) !!}
+    },
+    {
+        name: 'Auslastung Region',
+        type: 'line',
+        symbolSize: 7,
+        data: {!! json_encode($capacities['capacities']) !!}
+    }]
+};
+
+cCapacity.setOption(cCapacityOptions);
+
+const chartCalendar = document.getElementById('chart-calendar');
+const cCalendar = echarts.init(chartCalendar);
+const h2Belegung = document.getElementById('belegung-title');
+
+const cCalendarOptions = {
+    timeline: {
+        show: false,
+        data: {!! $extractiondates !!},
+        axisType: 'time',
+    },
+    visualMap: {
+        categories: [0,1,2],
+        inRange: {
+            color: ['#d95f02', '#7570b3', '#1b9e77']
+        },
+        formatter: (cat) => {
+            switch (cat) {
+                case 0:
+                return 'Ausgebucht';
+                case 1:
+                    return 'Verfügbar (kein Anreisetag)';
+                case 2:
+                    return 'Verfügbar';
+            }
+        },
+        type: 'piecewise',
+        orient: 'horizontal',
+        left: 'center',
+        top: 0
+    },
+    calendar:[
+        {
+          orient: 'horizontal',
+          range: '2024',
+          top: '15%',
+          right: 10,
+          bottom: '65%',
+          left: 50,
+        },
+        {
+          orient: 'horizontal',
+          range: '2025',
+          top: '47%',
+          right: 10,
+          bottom: '33%',
+          left: 50,
+        },
+        {
+          orient: 'horizontal',
+          range: '2026',
+          top: '79%',
+          right: 10,
+          bottom: '1%',
+          left: 50,
+        }
+    ],
+    options: [
+        @foreach ($calendar as $c)
+        {
+            series: [{
+                type: 'heatmap',
+                coordinateSystem: 'calendar',
+                calendarIndex: 0,
+                data: {!! json_encode($c) !!}
+            },
+            {
+                type: 'heatmap',
+                coordinateSystem: 'calendar',
+                calendarIndex: 1,
+                data: {!! json_encode($c) !!}
+            },
+            {
+                type: 'heatmap',
+                coordinateSystem: 'calendar',
+                calendarIndex: 2,
+                data: {!! json_encode($c) !!}
+            }]
+        },
+        @endforeach
+    ]
+};
+
+cCalendar.setOption(cCalendarOptions);
+
+
+cTimeline.on('timelinechanged', (e) => {
+
+    h2Belegung.innerText = "Belegung am "+cCalendarOptions.timeline.data[e.currentIndex];
+
+    // Set markpoint on linechart
+    let x = cCapacityOptions.xAxis.data[e.currentIndex];
+    let y = cCapacityOptions.series[0].data[e.currentIndex];
+
+    cCapacityMonthly.dispatchAction({
+        type: 'timelineChange',
+        currentIndex: e.currentIndex
+    });
+
+    cCapacityDaily.dispatchAction({
+        type: 'timelineChange',
+        currentIndex: e.currentIndex
+    });
+
+     cCalendar.dispatchAction({
+        type: 'timelineChange',
+        currentIndex: e.currentIndex
+    });
+
+    cCapacity.setOption({
+        series: {
+            markPoint: {
+            data: [{
+                    coord: [x, y]
+                }]
+            }
+        }
+    });
+
+})
+
+cCapacity.on('click', 'series', (e) => {
+
+    // Switch to correct calendar in the timeline
+    cTimeline.dispatchAction({
+        type: 'timelineChange',
+        currentIndex: e.dataIndex
+    });
+
+
+});
+
+
+</script>
+@endsection

dashboard/routes/console.php

@@ -0,0 +1,8 @@
+<?php
+
+use Illuminate\Foundation\Inspiring;
+use Illuminate\Support\Facades\Artisan;
+
+Artisan::command('inspire', function () {
+    $this->comment(Inspiring::quote());
+})->purpose('Display an inspiring quote')->hourly();

dashboard/routes/web.php

@@ -0,0 +1,72 @@
+<?php
+
+use Illuminate\Support\Facades\Route;
+use App\Api;
+
+Route::get('/', function () {
+
+    $regionPropertyCapacities = Api::regionPropertyCapacities(-1);
+    $propertiesGrowth = Api::propertiesGrowth();
+    $propsPerRegion = Api::propertiesPerRegion();
+    $propsPerRegionName = [];
+    $propsPerRegionCounts = [];
+
+    foreach ($propsPerRegion as $el) {
+        $propsPerRegionName[] = $el['name'];
+        $propsPerRegionCounts[] = $el['count_properties'];
+    }
+
+    $propertiesGeo = Api::propertiesGeo();
+
+    return view('overview', ["regionPropertiesCapacities" => $regionPropertyCapacities, "geo" => $propertiesGeo, "growth" => $propertiesGrowth, "propsPerRegion" => [json_encode($propsPerRegionName), json_encode($propsPerRegionCounts)]]);
+});
+
+Route::get('/prop/{id}', function (int $id) {
+
+    $propertyBase = Api::propertyBase($id);
+    $extractions = Api::propertyExtractions($id);
+    $propertyCapacities = Api::propertyCapacities($id);
+    $propertyNeighbours = Api::propertyNeighbours($id);
+    //$regionCapacities = Api::regionCapacities(-1);
+    $regionCapacities = [];
+
+    $propertyCapacitiesMonthly = [];
+    $propertyCapacitiesDaily = [];
+
+    foreach ($extractions as $extraction) {
+        $propertyCapacitiesMonthly[] = Api::propertyCapacitiesMonthly($id, $extraction['created_at']);
+        $propertyCapacitiesDaily[] = Api::propertyCapacitiesDaily($id, $extraction['created_at']);
+    }
+
+    $data = [];
+    $dates = [];
+
+    foreach ($extractions as $ext) {
+
+        $series = [];
+        $dates[] = $ext['created_at'];
+
+        $extCalendar = json_decode($ext['calendar'], 1);
+
+        foreach ($extCalendar as $date => $status) {
+            $series[] = [$date, $status];
+        }
+
+        $data[] = $series;
+
+    }
+
+    return view('property', ['base' => $propertyBase[0], "extractiondates" => json_encode($dates), "calendar" => $data, 'capacities' => $propertyCapacities, 'capacitiesMonthly' => $propertyCapacitiesMonthly, 'capacitiesDaily' => $propertyCapacitiesDaily, 'regionCapacities' => $regionCapacities, 'neighbours' => $propertyNeighbours]);
+});
+
+
+Route::get('/region/{id}', function (int $id) {
+
+    $regionCapacities = Api::regionCapacities($id);
+
+    dump($regionCapacities);
+
+    return view('region', ['capacities' => $regionCapacities]);
+
+
+});

dashboard/storage/app/.gitignore

@@ -0,0 +1,4 @@
+*
+!private/
+!public/
+!.gitignore

dashboard/storage/app/private/.gitignore

@@ -0,0 +1,2 @@
+*
+!.gitignore

dashboard/storage/app/public/.gitignore

@@ -0,0 +1,2 @@
+*
+!.gitignore

dashboard/storage/framework/.gitignore

@@ -0,0 +1,9 @@
+compiled.php
+config.php
+down
+events.scanned.php
+maintenance.php
+routes.php
+routes.scanned.php
+schedule-*
+services.json

dashboard/storage/framework/cache/.gitignore

@@ -0,0 +1,3 @@
+*
+!data/
+!.gitignore

dashboard/storage/framework/cache/data/.gitignore

@@ -0,0 +1,2 @@
+*
+!.gitignore

dashboard/storage/framework/sessions/.gitignore

@@ -0,0 +1,2 @@
+*
+!.gitignore

dashboard/storage/framework/testing/.gitignore

@@ -0,0 +1,2 @@
+*
+!.gitignore

dashboard/storage/framework/views/.gitignore

@@ -0,0 +1,2 @@
+*
+!.gitignore

dashboard/storage/logs/.gitignore

@@ -0,0 +1,2 @@
+*
+!.gitignore

dashboard/tailwind.config.js

@@ -0,0 +1,20 @@
+import defaultTheme from 'tailwindcss/defaultTheme';
+
+/** @type {import('tailwindcss').Config} */
+export default {
+    content: [
+        './vendor/laravel/framework/src/Illuminate/Pagination/resources/views/*.blade.php',
+        './storage/framework/views/*.php',
+        './resources/**/*.blade.php',
+        './resources/**/*.js',
+        './resources/**/*.vue',
+    ],
+    theme: {
+        extend: {
+            fontFamily: {
+                sans: ['Figtree', ...defaultTheme.fontFamily.sans],
+            },
+        },
+    },
+    plugins: [],
+};

dashboard/tests/Feature/ExampleTest.php

@@ -0,0 +1,19 @@
+<?php
+
+namespace Tests\Feature;
+
+// use Illuminate\Foundation\Testing\RefreshDatabase;
+use Tests\TestCase;
+
+class ExampleTest extends TestCase
+{
+    /**
+     * A basic test example.
+     */
+    public function test_the_application_returns_a_successful_response(): void
+    {
+        $response = $this->get('/');
+
+        $response->assertStatus(200);
+    }
+}

dashboard/tests/TestCase.php

@@ -0,0 +1,10 @@
+<?php
+
+namespace Tests;
+
+use Illuminate\Foundation\Testing\TestCase as BaseTestCase;
+
+abstract class TestCase extends BaseTestCase
+{
+    //
+}

dashboard/tests/Unit/ExampleTest.php

@@ -0,0 +1,16 @@
+<?php
+
+namespace Tests\Unit;
+
+use PHPUnit\Framework\TestCase;
+
+class ExampleTest extends TestCase
+{
+    /**
+     * A basic test example.
+     */
+    public function test_that_true_is_true(): void
+    {
+        $this->assertTrue(true);
+    }
+}

dashboard/vite.config.js

@@ -0,0 +1,11 @@
+import { defineConfig } from 'vite';
+import laravel from 'laravel-vite-plugin';
+
+export default defineConfig({
+    plugins: [
+        laravel({
+            input: ['resources/css/app.css', 'resources/js/app.js'],
+            refresh: true,
+        }),
+    ],
+});

documentation/diagrams/Systemarchitektur_C4.drawio

@@ -0,0 +1,31 @@
+<mxfile host="app.diagrams.net" agent="Mozilla/5.0 (X11; Linux x86_64; rv:133.0) Gecko/20100101 Firefox/133.0" version="25.0.3">
+  <diagram name="Seite-1" id="5abS_fUiar5VuBZXZINZ">
+    <mxGraphModel dx="1195" dy="1534" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="827" pageHeight="1169" math="0" shadow="0">
+      <root>
+        <mxCell id="0" />
+        <mxCell id="1" parent="0" />
+        <object placeholders="1" c4Name="REST-API" c4Type="Python (FastAPI)" c4Description="REST Schnittstelle" label="&lt;font style=&quot;font-size: 16px&quot;&gt;&lt;b&gt;%c4Name%&lt;/b&gt;&lt;/font&gt;&lt;div&gt;[%c4Type%]&lt;/div&gt;&lt;br&gt;&lt;div&gt;&lt;font style=&quot;font-size: 11px&quot;&gt;&lt;font color=&quot;#cccccc&quot;&gt;%c4Description%&lt;/font&gt;&lt;/div&gt;" id="DRD_0cKAZXVdgcTgqyKr-1">
+          <mxCell style="rounded=1;whiteSpace=wrap;html=1;labelBackgroundColor=none;fillColor=#1061B0;fontColor=#ffffff;align=center;arcSize=10;strokeColor=#0D5091;metaEdit=1;resizable=0;points=[[0.25,0,0],[0.5,0,0],[0.75,0,0],[1,0.25,0],[1,0.5,0],[1,0.75,0],[0.75,1,0],[0.5,1,0],[0.25,1,0],[0,0.75,0],[0,0.5,0],[0,0.25,0]];" vertex="1" parent="1">
+            <mxGeometry x="360" y="40" width="240" height="120" as="geometry" />
+          </mxCell>
+        </object>
+        <mxCell id="DRD_0cKAZXVdgcTgqyKr-5" value="" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;" edge="1" parent="1" source="DRD_0cKAZXVdgcTgqyKr-2" target="DRD_0cKAZXVdgcTgqyKr-1">
+          <mxGeometry relative="1" as="geometry" />
+        </mxCell>
+        <object placeholders="1" c4Name="Data" c4Type="Python (Polars)" c4Description="Eigenes Python Package. Enthält Programmcode für das ETL" label="&lt;font style=&quot;font-size: 16px&quot;&gt;&lt;b&gt;%c4Name%&lt;/b&gt;&lt;/font&gt;&lt;div&gt;[%c4Type%]&lt;/div&gt;&lt;br&gt;&lt;div&gt;&lt;font style=&quot;font-size: 11px&quot;&gt;&lt;font color=&quot;#cccccc&quot;&gt;%c4Description%&lt;/font&gt;&lt;/div&gt;" id="DRD_0cKAZXVdgcTgqyKr-2">
+          <mxCell style="rounded=1;whiteSpace=wrap;html=1;labelBackgroundColor=none;fillColor=#1061B0;fontColor=#ffffff;align=center;arcSize=10;strokeColor=#0D5091;metaEdit=1;resizable=0;points=[[0.25,0,0],[0.5,0,0],[0.75,0,0],[1,0.25,0],[1,0.5,0],[1,0.75,0],[0.75,1,0],[0.5,1,0],[0.25,1,0],[0,0.75,0],[0,0.5,0],[0,0.25,0]];" vertex="1" parent="1">
+            <mxGeometry x="40" y="40" width="240" height="120" as="geometry" />
+          </mxCell>
+        </object>
+        <object placeholders="1" c4Name="Datenbank" c4Type="Container" c4Technology="DuckDB" c4Description="Datenbank, welches die aggregierten Daten enthält." label="&lt;font style=&quot;font-size: 16px&quot;&gt;&lt;b&gt;%c4Name%&lt;/b&gt;&lt;/font&gt;&lt;div&gt;[%c4Type%:&amp;nbsp;%c4Technology%]&lt;/div&gt;&lt;br&gt;&lt;div&gt;&lt;font style=&quot;font-size: 11px&quot;&gt;&lt;font color=&quot;#E6E6E6&quot;&gt;%c4Description%&lt;/font&gt;&lt;/div&gt;" id="DRD_0cKAZXVdgcTgqyKr-3">
+          <mxCell style="shape=cylinder3;size=15;whiteSpace=wrap;html=1;boundedLbl=1;rounded=0;labelBackgroundColor=none;fillColor=#23A2D9;fontSize=12;fontColor=#ffffff;align=center;strokeColor=#0E7DAD;metaEdit=1;points=[[0.5,0,0],[1,0.25,0],[1,0.5,0],[1,0.75,0],[0.5,1,0],[0,0.75,0],[0,0.5,0],[0,0.25,0]];resizable=0;" vertex="1" parent="1">
+            <mxGeometry x="40" y="240" width="240" height="120" as="geometry" />
+          </mxCell>
+        </object>
+        <mxCell id="DRD_0cKAZXVdgcTgqyKr-4" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;exitPerimeter=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;entryPerimeter=0;" edge="1" parent="1" source="DRD_0cKAZXVdgcTgqyKr-2" target="DRD_0cKAZXVdgcTgqyKr-3">
+          <mxGeometry relative="1" as="geometry" />
+        </mxCell>
+      </root>
+    </mxGraphModel>
+  </diagram>
+</mxfile>

etl/README.md

@@ -0,0 +1,4 @@
+# How to run
+```bash
+fastapi dev api/main.py --port 8080
+```

etl/pixi.lock

@@ -2200,7 +2200,7 @@ packages:
   name: consultancy-2
   version: 0.1.0
   path: .
-  sha256: 390e1115c19758a67a2876388f5a8fe69abc3609e68910e50ccb86a558ee67ee
+  sha256: c09f63486f0dd4151008de68ef73d00f72663dc3cc47894ff750d517f898a23b
   requires_python: '>=3.11'
   editable: true
 - kind: conda

etl/pyproject.toml

@@ -1,7 +1,6 @@
 [project]
-authors = [{name = "Giò Diani", email = "mail@gionathandiani.name"}]
+authors = [{name = "Giò Diani", email = "mail@gionathandiani.name"}, {name = "Mauro Stoffel", email = "mauro.stoffel@stud.fhgr.ch"}, {name = "Colin Bolli", email = "colin.bolli@stud.fhgr.ch"}, {name = "Charles Winkler", email = "charles.winkler@stud.fhgr.ch"}]
-dependencies = []
+description = "Datenauferbeitung"
-description = "Add a short description here"
 name = "consultancy_2"
 requires-python = ">= 3.11"
 version = "0.1.0"

etl/src/api/main.py

@@ -0,0 +1,82 @@
+import data
+import polars as pl
+from data import etl_property_capacities as etl_pc
+from data import etl_property_capacities_monthly as etl_pcm
+from data import etl_property_capacities_weekdays as etl_pcw
+from data import etl_property_neighbours as etl_pn
+from data import etl_region_capacities as etl_rc
+from data import etl_region_properties_capacities as etl_rpc
+from data import etl_region_capacities_comparison as etl_rcc
+from fastapi import FastAPI, Response
+
+d = data.load()
+
+app = FastAPI()
+
+@app.get("/")
+def read_root():
+    return {"Hi there!"}
+
+@app.get("/items/{item_id}")
+def read_item(item_id: int):
+	ext = d.extractions_for(item_id).pl()
+	out = ext.with_columns(pl.col("calendar").str.extract_all(r"([0-9]{4}-[0-9]{2}-[0-9]{2})|[0-2]").alias("calendar_data"))
+	out = out.drop(['calendar', 'property_id'])
+	return Response(content=out.write_json(), media_type="application/json")
+
+@app.get("/region/properties")
+def properties_region():
+	return d.properties_per_region().pl().to_dicts()
+
+@app.get("/properties/growth")
+def properties_growth():
+	options = {"dates" : d.properties_growth().pl()['date'].to_list(), "total_all" : d.properties_growth().pl()['total_all'].to_list(),  "total_heidiland" : d.properties_growth().pl()['total_heidiland'].to_list(), "total_engadin" : d.properties_growth().pl()['total_engadin'].to_list(), "total_davos" : d.properties_growth().pl()['total_davos'].to_list(), "total_stmoritz" : d.properties_growth().pl()['total_stmoritz'].to_list()}
+	return options
+
+@app.get("/properties/geo")
+def properties_geo():
+	return d.properties_geo().pl().to_dicts()
+
+@app.get("/property/{id}/neighbours")
+def property_neighbours(id: int):
+	capacities = etl_pn.property_neighbours(id)
+	return capacities
+
+@app.get("/property/{id}/extractions")
+def property_extractions(id: int):
+	return d.extractions_for(property_id = id).pl().to_dicts()
+
+@app.get("/property/{id}/capacities")
+def property_capacities_data(id: int):
+	capacities = etl_pc.property_capacities(id)
+	return capacities
+
+@app.get("/property/{id}/capacities/monthly/{scrapeDate}")
+def property_capacities_data(id: int, scrapeDate: str):
+	capacities = etl_pcm.property_capacities_monthly(id, scrapeDate)
+	return capacities
+
+@app.get("/property/{id}/capacities/weekdays/{scrapeDate}")
+def property_capacities_data(id: int, scrapeDate: str):
+	capacities = etl_pcw.property_capacities_weekdays(id, scrapeDate)
+	return capacities
+
+@app.get("/property/{id}/base")
+def property_base_data(id: int):
+	return d.property_base_data(id).pl().to_dicts()
+
+@app.get("/region/{id}/properties/capacities")
+def region_property_capacities_data(id: int):
+	capacities = etl_rpc.region_properties_capacities(id)
+	return capacities
+
+@app.get("/region/{id}/capacities")
+def region_capacities_data(id: int):
+	capacities = etl_rc.region_capacities(id)
+	return capacities
+
+@app.get("/region/capacities/comparison/{id_1}/{id_2}")
+def region_capacities_data(id_1: int, id_2: int):
+	capacities = etl_rcc.region_capacities_comparison(id_1, id_2)
+	return capacities
+

etl/src/data/database.py

@@ -28,8 +28,6 @@ class Database:
 		if(spatial_installed and not spatial_installed[0]):
 			self.connection.sql("INSTALL spatial")
 
-
-
 	def db_overview(self):
 		return self.connection.sql("DESCRIBE;").show()
 
@@ -46,13 +44,93 @@ class Database:
 		
 	def properties_growth(self):
 		return self.connection.sql("""
+			WITH PropertiesALL AS (
 				SELECT 
 					strftime(created_at, '%Y-%m-%d') AS date, 
-				COUNT(*) as properties_count 
+					COUNT(*) as properties_count,
+					SUM(properties_count) OVER (ORDER BY date) AS total
 				FROM
-				consultancy_d.properties 
+					consultancy_d.properties p
 				GROUP BY 
-				date;
+					date
+				ORDER BY
+					date
+			),
+			PropertiesR1 AS (
+				SELECT 
+					strftime(created_at, '%Y-%m-%d') AS date, 
+					COUNT(*) as properties_count,
+					SUM(properties_count) OVER (ORDER BY date) AS total
+				FROM
+					consultancy_d.properties p
+				WHERE
+					p.seed_id = 1
+				GROUP BY 
+					date
+				ORDER BY
+					date
+			),
+			PropertiesR2 AS (
+				SELECT 
+					strftime(created_at, '%Y-%m-%d') AS date, 
+					COUNT(*) as properties_count,
+					SUM(properties_count) OVER (ORDER BY date) AS total
+				FROM
+					consultancy_d.properties p
+				WHERE
+					p.seed_id = 2
+				GROUP BY 
+					date
+				ORDER BY
+					date
+			),
+			PropertiesR3 AS (
+				SELECT 
+					strftime(created_at, '%Y-%m-%d') AS date, 
+					COUNT(*) as properties_count,
+					SUM(properties_count) OVER (ORDER BY date) AS total
+				FROM
+					consultancy_d.properties p
+				WHERE
+					p.seed_id = 3
+				GROUP BY 
+					date
+				ORDER BY
+					date
+			),
+			PropertiesR4 AS (
+				SELECT 
+					strftime(created_at, '%Y-%m-%d') AS date, 
+					COUNT(*) as properties_count,
+					SUM(properties_count) OVER (ORDER BY date) AS total
+				FROM
+					consultancy_d.properties p
+				WHERE
+					p.seed_id = 4
+				GROUP BY 
+					date
+				ORDER BY
+					date
+			)
+			SELECT 
+				p.date, 
+				p.total AS total_all, 
+				pR1.total as total_heidiland, 
+				pR2.total AS total_davos, 
+				pR3.total AS total_engadin, 
+				pR4.total AS total_stmoritz  
+			FROM 
+				PropertiesAll p
+			LEFT JOIN 
+				PropertiesR1 pR1 ON p.date = pR1.date
+			LEFT JOIN 
+				PropertiesR2 pR2 ON p.date = pR2.date
+			LEFT JOIN 
+				PropertiesR3 pR3 ON p.date = pR3.date
+			LEFT JOIN 
+				PropertiesR4 pR4 ON p.date = pR4.date
+			ORDER BY 
+				p.date
 			""")
 	
 	def properties_per_region(self):
@@ -69,6 +147,20 @@ class Database:
 			GROUP BY 
 				properties.seed_id, 
 				regions.name
+			ORDER BY
+				count_properties ASC
+			""")
+
+	def propIds_with_region(self):
+		return self.connection.sql("""
+			SELECT 
+				properties.id, seed_id, regions.name
+			FROM 
+				consultancy_d.properties 
+			LEFT JOIN 
+				consultancy_d.seeds ON seeds.id = properties.seed_id 
+			LEFT JOIN 
+				consultancy_d.regions ON regions.id = seeds.region_id 
 			""")
 
 	def properties_unreachable(self):
@@ -196,7 +288,7 @@ class Database:
 		""")
 
 	def extractions(self):
-		return self.connection.sql(f"""
+		return self.connection.sql("""
 			SELECT 
 				JSON_EXTRACT(body, '$.content.days') as calendar,
 				property_id,
@@ -209,19 +301,54 @@ class Database:
 				property_id
 		""")
 
+	def extractions_with_region(self):
+		return self.connection.sql("""
+			SELECT 
+				JSON_EXTRACT(body, '$.content.days') as calendar, 
+				extractions.property_id, 
+				extractions.created_at,
+				properties.seed_id, 
+				regions.name
+			FROM 
+				consultancy_d.extractions 
+			LEFT JOIN 
+				consultancy_d.properties ON properties.id = extractions.property_id 
+			LEFT JOIN 
+				consultancy_d.seeds ON seeds.id = properties.seed_id 
+			LEFT JOIN 
+				consultancy_d.regions ON regions.id = seeds.region_id 
+			""")
+
 	def extractions_for(self, property_id):
 		return self.connection.sql(f"""
 			SELECT 
 				JSON_EXTRACT(body, '$.content.days') as calendar,
-				property_id,
 				created_at 
 			FROM 
 				consultancy_d.extractions
 			WHERE
 				type == 'calendar' AND
-				property_id = {property_id}
+				property_id = {property_id} AND
+				calendar NOT NULL
 			ORDER BY
-				property_id
+				created_at
+		""")
+
+	def extractions_propId_scrapeDate(self, property_id: int, scrape_date: str):
+		return self.connection.sql(f"""
+			SELECT
+				JSON_EXTRACT(body, '$.content.days') as calendar,
+				created_at 
+			FROM 
+				consultancy_d.extractions
+			WHERE
+				type == 'calendar' AND
+				property_id = {property_id} AND
+				calendar NOT NULL AND
+				created_at >= '{scrape_date}'
+			ORDER BY
+				created_at
+			LIMIT 1
 		""")
 
 	# Anzahl der extrahierten properties pro Exktraktionsvorgang
@@ -267,3 +394,83 @@ class Database:
 			ORDER BY property_id
 		""")
 
+	def property_base_data(self, id):
+		return self.connection.sql(f"""
+			SELECT
+				p.property_platform_id,
+				p.created_at as first_found,
+				p.last_found,
+				r.name as region_name 
+			FROM
+				consultancy_d.properties p
+			INNER JOIN consultancy_d.seeds s ON s.id = p.seed_id 
+			INNER JOIN consultancy_d.regions r ON s.region_id = r.id
+			WHERE
+				p.id = {id}
+			""")
+
+	def properties_geo(self):
+		return self.connection.sql("""
+			SELECT
+				p.id,
+				p.check_data as coordinates
+			FROM
+				consultancy_d.properties p
+		""")
+
+	def properties_geo_seeds(self):
+		return self.connection.sql("""
+			SELECT
+				p.id,
+				p.seed_id,
+				p.check_data as coordinates
+			FROM
+				consultancy_d.properties p
+		""")
+
+	def capacity_of_region(self, region_id):
+		return self.connection.sql(f"""
+			SELECT 
+				JSON_EXTRACT(body, '$.content.days') as calendarBody, 
+				strftime(extractions.created_at, '%Y-%m-%d') AS ScrapeDate,
+				extractions.property_id, 
+			FROM 
+				consultancy_d.extractions 
+			LEFT JOIN 
+				consultancy_d.properties ON properties.id = extractions.property_id 
+			WHERE
+				type == 'calendar' AND
+				properties.seed_id = {region_id}		
+			""")
+
+	def capacity_global(self):
+		return self.connection.sql(f"""
+			SELECT 
+				JSON_EXTRACT(body, '$.content.days') as calendarBody, 
+				strftime(extractions.created_at, '%Y-%m-%d') AS ScrapeDate,
+				extractions.property_id, 
+			FROM 
+				consultancy_d.extractions 
+			LEFT JOIN 
+				consultancy_d.properties ON properties.id = extractions.property_id 
+			WHERE
+				type == 'calendar'
+			""")
+
+	def capacity_comparison_of_region(self, region_id_1, region_id_2):
+		return self.connection.sql(f"""
+			SELECT 
+				JSON_EXTRACT(body, '$.content.days') as calendarBody, 
+				strftime(extractions.created_at, '%Y-%m-%d') AS ScrapeDate,
+				extractions.property_id, 
+				properties.seed_id
+			FROM 
+				consultancy_d.extractions 
+			LEFT JOIN 
+				consultancy_d.properties ON properties.id = extractions.property_id 
+			WHERE
+				type == 'calendar' AND
+				(properties.seed_id = {region_id_1} OR 
+				properties.seed_id = {region_id_2})		
+			""")
+

etl/src/data/etl_property_capacities.py

@@ -0,0 +1,39 @@
+from io import StringIO
+
+import polars as pl
+
+import data
+
+d = data.load()
+
+def property_capacities(id: int):
+
+	extractions = d.extractions_for(id).pl()
+	df_dates = pl.DataFrame()
+
+	for row in extractions.rows(named=True):
+		df_calendar = pl.read_json(StringIO(row['calendar']))
+		#df_calendar.insert_column(0, pl.Series("created_at", [row['created_at']]))
+		df_dates = pl.concat([df_calendar, df_dates], how="diagonal")
+	
+	# order = sorted(df_dates.columns)
+	# df_dates = df_dates.select(order)
+	sum_hor = df_dates.sum_horizontal()
+	#print(sum_hor)
+	# Get the available dates per extraction
+	count_days = []
+	for dates in df_dates.rows():
+		# Remove all None values
+		liste = [x for x in dates if x is not None]
+		count_days.append(len(liste))
+
+	counts = pl.DataFrame({"count_days" : count_days, "sum" : sum_hor})
+	result = {"capacities": [], "dates": extractions['created_at'].cast(pl.Datetime).to_list() }
+	
+	for row in counts.rows(named=True):
+		max_capacity = row['count_days'] * 2
+		max_capacity_perc = 100 / max_capacity
+		result['capacities'].append(round(max_capacity_perc * row['sum'], 2))
+	result['capacities'].reverse()
+	return result
+

etl/src/data/etl_property_capacities_monthly.py

@@ -0,0 +1,27 @@
+from io import StringIO
+
+import polars as pl
+
+import data
+
+d = data.load()
+
+def property_capacities_monthly(id: int, scrapeDate: str):
+	extractions = d.extractions_propId_scrapeDate(id, scrapeDate).pl()
+	df_calendar = pl.DataFrame()
+
+	for row in extractions.rows(named=True):
+		scrapeDate = row['created_at']
+		df_calendar = pl.read_json(StringIO(row['calendar']))
+		columnTitles = df_calendar.columns
+		df_calendar = df_calendar.transpose()
+		df_calendar = df_calendar.with_columns(pl.Series(name="dates", values=columnTitles))
+		df_calendar = df_calendar.with_columns((pl.col("dates").str.to_date()))
+		df_calendar = df_calendar.with_columns((pl.col("dates").dt.strftime("%b") + " " + (pl.col("dates").dt.strftime("%Y"))).alias('date_short'))
+		df_calendar = df_calendar.with_columns((pl.col("dates").dt.strftime("%Y") + " " + (pl.col("dates").dt.strftime("%m"))).alias('dates'))
+
+	df_calendar = df_calendar.group_by(['dates', 'date_short']).agg(pl.col("column_0").sum())
+	df_calendar = df_calendar.sort('dates')
+	df_calendar = df_calendar.drop('dates')
+	result = {"scraping-date": scrapeDate, "months": df_calendar['date_short'].to_list(), 'capacities': df_calendar['column_0'].to_list()}
+	return result

etl/src/data/etl_property_capacities_weekdays.py

@@ -0,0 +1,33 @@
+from io import StringIO
+
+import polars as pl
+
+import data
+
+d = data.load()
+
+def property_capacities_weekdays(id: int, scrapeDate: str):
+	extractions = d.extractions_propId_scrapeDate(id, scrapeDate).pl()
+	weekdays = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']
+	df_calendar = pl.DataFrame()
+	numWeeks = 0
+
+	for row in extractions.rows(named=True):
+		scrapeDate = row['created_at']
+		df_calendar = pl.read_json(StringIO(row['calendar']))
+		columnTitles = df_calendar.columns
+		df_calendar = df_calendar.transpose()
+		df_calendar = df_calendar.with_columns(pl.Series(name="dates", values=columnTitles))
+		df_calendar = df_calendar.with_columns((pl.col("dates").str.to_date()))
+		numWeeks = round((df_calendar.get_column("dates").max() - df_calendar.get_column("dates").min()).days / 7, 0)
+		df_calendar = df_calendar.with_columns(pl.col("dates").dt.weekday().alias("weekday_num"))
+		df_calendar = df_calendar.with_columns(pl.col("dates").dt.strftime("%A").alias("weekday"))
+		df_calendar = df_calendar.drop("dates")
+
+	df_calendar = df_calendar.group_by(["weekday", "weekday_num"]).agg(pl.col("column_0").sum())
+	df_calendar = df_calendar.with_columns((pl.col("column_0") / numWeeks * 100).alias("column_0"))
+	df_calendar = df_calendar.sort('weekday_num')
+	df_calendar = df_calendar.drop('weekday_num')
+
+	result = {"scraping-date": scrapeDate, "weekdays": df_calendar['weekday'].to_list(), 'capacities': df_calendar['column_0'].to_list()}
+	return result

etl/src/data/etl_property_neighbours.py

@@ -0,0 +1,66 @@
+import polars as pl
+from math import radians, cos, sin, asin, sqrt, degrees, atan2
+
+import data
+
+d = data.load()
+
+
+def calcHaversinDistance(latMain, lonMain, lat, lon):
+    R = 6371
+
+    # convert decimal degrees to radians
+    latMain, lonMain, lat, lon = map(radians, [latMain, lonMain, lat, lon])
+
+    # haversine formula
+    dlon = lonMain - lon
+    dlat = latMain - lat
+
+    a = sin(dlat / 2) ** 2 + cos(lat) * cos(latMain) * sin(dlon / 2) ** 2
+    c = 2 * asin(sqrt(a))  # 2 * atan2(sqrt(a), sqrt(1-a))
+    d = R * c
+
+    return d
+
+def property_neighbours(id: int):
+    extractions = d.properties_geo_seeds().pl()
+
+    # Get lat, long and region from main property
+    latMain, lonMain = extractions.filter(pl.col('id') == str(id))['coordinates'][0].split(',')
+    latMain, lonMain = map(float, [latMain, lonMain])
+    region = extractions.filter(pl.col('id') == str(id))['seed_id'][0]
+
+    # Prefilter the dataframe to only the correct region
+    extractions = extractions.filter(pl.col('seed_id') == str(region))
+    extractions = extractions.drop('seed_id')
+
+    # Remove main property from DF
+    extractions = extractions.filter(pl.col('id') != str(id))
+
+    # Split coordinate into lat and lon
+    #extractions = extractions.with_columns((pl.col('coordinates').str.split(','))[0].alias("coordinates")).unnest("fields")
+    extractions = extractions.with_columns(pl.col("coordinates").str.split_exact(",", 1).struct.rename_fields(["lat", "lon"]).alias("lat/lon")).unnest("lat/lon")
+    extractions = extractions.drop('coordinates')
+    extractions = extractions.with_columns(pl.col("lat").cast(pl.Float32))
+    extractions = extractions.with_columns(pl.col("lon").cast(pl.Float32))
+
+    # Calculate distances
+    distances = []
+    for row in extractions.rows(named=True):
+        lat = row['lat']
+        lon = row['lon']
+        dist = calcHaversinDistance(latMain, lonMain, lat, lon)
+        distances.append(dist)
+
+    # Add distance to DF
+    extractions = extractions.with_columns(pl.Series(name="distances", values=distances))
+
+    # Sort for distance and give only first 10
+    extractions = extractions.sort("distances").head(10)
+    extractions = extractions.drop('distances')
+
+    #result = {"ids": extractions['id'].to_list(), "lat": extractions['lat'].to_list(), "lon": extractions['lon'].to_list()}
+    result = extractions.to_dicts()
+
+
+    return result

etl/src/data/etl_region_capacities.py

@@ -0,0 +1,53 @@
+from io import StringIO
+from datetime import date
+
+import polars as pl
+
+import data
+
+d = data.load()
+
+def region_capacities(id: int):
+
+	# Get Data
+	if id == -1:
+		extractions = d.capacity_global().pl()
+	else:
+		extractions = d.capacity_of_region(id).pl()
+	# turn PropertyIDs to ints for sorting
+	extractions = extractions.cast({"property_id": int})
+
+	extractions.drop('property_id')
+	df_dates = pl.DataFrame()
+
+	# Get Data from JSON
+	gridData = []
+	dayCounts = []
+	for row in extractions.rows(named=True):
+		# Return 0 for sum if calendar is null
+		if row['calendarBody']:
+			calDF = pl.read_json(StringIO(row['calendarBody']))
+			sum_hor = calDF.sum_horizontal()[0]
+		else:
+			sum_hor = 0
+		gridData.append([row['ScrapeDate'], sum_hor, calDF.width])
+
+	# Create Aggregates of values
+	df = pl.DataFrame(gridData)
+	df_count = df.group_by("column_0").agg(pl.col("column_1").count())
+	df_sum = df.group_by("column_0").agg(pl.col("column_1").sum())
+	df_numDays = df.group_by("column_0").agg(pl.col("column_2").max())
+
+	# Join and rename DF's
+	df = df_sum.join(df_count, on= 'column_0').join(df_numDays, on= 'column_0')
+	df = df.rename({"column_0": "ScrapeDate", "column_1": "Sum", "column_1_right": "num_properties", "column_2": "max_value", })
+
+	# Calculate normed capacities for each scrapeDate
+	df = df.with_columns((pl.col("Sum") / pl.col("num_properties") / (pl.col("max_value")*2) * 100).alias("capacity"))
+
+	# Sort the date column
+	df = df.cast({"ScrapeDate": date})
+	df = df.sort('ScrapeDate')
+
+	result = {"capacities": df['capacity'].to_list(), "dates": df['ScrapeDate'].to_list()}
+	return result

etl/src/data/etl_region_capacities_comparison.py

@@ -0,0 +1,68 @@
+import data
+import polars as pl
+from io import StringIO
+import numpy as np
+
+
+d = data.load()
+
+def region_capacities_comparison(id_1: int, id_2: int):
+    fulldf = d.capacity_comparison_of_region(id_1, id_2).pl()
+    # turn PropertyIDs and seedIDs to ints for sorting and filtering
+    fulldf = fulldf.cast({"property_id": int})
+    fulldf = fulldf.cast({"seed_id": int})
+    df_region1 = fulldf.filter(pl.col("seed_id") == id_1)
+    df_region2 = fulldf.filter(pl.col("seed_id") == id_2)
+    df_list = [df_region1, df_region2]
+    outDictList = []
+
+    for df in df_list:
+        # Get uniques for dates and propIDs and sort them
+        listOfDates = df.get_column("ScrapeDate").unique().sort()
+        listOfPropertyIDs = df.get_column("property_id").unique().sort()
+
+        # Create DFs from lists to merge later
+        datesDF = pl.DataFrame(listOfDates).with_row_index("date_index")
+        propIdDF = pl.DataFrame(listOfPropertyIDs).with_row_index("prop_index")
+
+        # Merge Dataframe to generate indices
+        df = df.join(datesDF, on='ScrapeDate')
+        df = df.join(propIdDF, on='property_id')
+        # Drop now useless columns ScrapeDate and property_id
+        df = df[['ScrapeDate', 'calendarBody', 'date_index', 'prop_index']]
+        # Calculate grid values
+        gridData = []
+        for row in df.rows(named=True):
+            # Return 0 for sum if calendar is null
+            if row['calendarBody']:
+                calDF = pl.read_json(StringIO(row['calendarBody']))
+                sum_hor = calDF.sum_horizontal()[0]
+            else:
+                sum_hor = 0
+            # With Index
+            # gridData.append([row['prop_index'], row['date_index'], sum_hor])
+            # With ScrapeDate
+            gridData.append([row['ScrapeDate'], row['date_index'], sum_hor])
+
+        gridData = np.array(gridData)
+        # get all values to calculate Max
+        allValues = gridData[:, 2].astype(int)
+        maxValue = np.max(allValues)
+        gridData[:, 2] = (allValues*100)/maxValue
+
+        # Return back to list
+        gridData = gridData.tolist()
+
+        # Cast listOfDates to datetime
+        listOfDates = listOfDates.cast(pl.Date).to_list()
+        listOfPropertyIDs = listOfPropertyIDs.to_list()
+
+        # Create JSON
+        tempDict = {'scrapeDates': listOfDates, 'property_ids': listOfPropertyIDs, 'values': gridData}
+        outDictList.append(tempDict)
+
+    outDict = {'region1': outDictList[0], 'region2': outDictList[1],}
+    return outDict
+
+out = region_capacities_comparison(1,2)
+print(out)

etl/src/data/etl_region_properties_capacities.py

@@ -0,0 +1,57 @@
+from io import StringIO
+
+import polars as pl
+
+import data
+
+d = data.load()
+
+def region_properties_capacities(id: int):
+    # Get Data
+    if id == -1:
+        df = d.capacity_global().pl()
+    else:
+        df = d.capacity_of_region(id).pl()
+    # turn PropertyIDs to ints for sorting
+    df = df.cast({"property_id": int})
+
+    # Get uniques for dates and propIDs and sort them
+    listOfDates = df.get_column("ScrapeDate").unique().sort()
+    listOfPropertyIDs = df.get_column("property_id").unique().sort()
+
+    # Create DFs from lists to merge later
+    datesDF = pl.DataFrame(listOfDates).with_row_index("date_index")
+    propIdDF = pl.DataFrame(listOfPropertyIDs).with_row_index("prop_index")
+
+    # Merge Dataframe to generate indices
+    df = df.join(datesDF, on='ScrapeDate')
+    df = df.join(propIdDF, on='property_id')
+
+    # Calculate grid values
+    gridData = pl.DataFrame(schema=[("scrape_date", pl.String), ("property_id", pl.String), ("sum_hor", pl.Int64)])
+    for row in df.rows(named=True):
+        # Return 0 for sum if calendar is null
+        if row['calendarBody']:
+            calDF = pl.read_json(StringIO(row['calendarBody']))
+            sum_hor = calDF.sum_horizontal()[0]
+        else:
+            sum_hor = 0
+
+        gridData = gridData.vstack(pl.DataFrame({"scrape_date" : row['ScrapeDate'], "property_id": str(row['property_id']), "sum_hor": sum_hor}))
+
+    # get the overall maximum sum
+    maxValue = gridData['sum_hor'].max()
+    values = []
+
+    for row in gridData.rows(named=True):
+        capacity = (row['sum_hor']*100)/maxValue
+        values.append((row['scrape_date'], row['property_id'], capacity))
+
+    # Cast listOfDates to datetime
+    listOfDates = listOfDates.cast(pl.Date).to_list()
+    listOfPropertyIDs = listOfPropertyIDs.cast(pl.String).to_list()
+
+    # Create JSON
+    outDict = {'scrapeDates': listOfDates, 'property_ids': listOfPropertyIDs, 'values': values}
+
+    return outDict

etl/src/mauro/data_quality.py

@@ -0,0 +1,121 @@
+from etl.src import data
+import json
+import polars as pl
+from datetime import datetime
+import matplotlib.pyplot as plt
+import numpy as np
+
+'''
+# Get Data from DB
+inst = data.load()
+
+df = inst.extractions_with_region().pl()
+print(df)
+
+counter = 0
+data = []
+for row in df.iter_rows():
+    property_id = row[1]
+    created_at = row[2].date()
+    dict = {'property_id': property_id, 'created_at': created_at, 'name': row[3]}
+
+    jsonStr = row[0]
+    if jsonStr:
+        calendarDict = json.loads(jsonStr)
+        for key in calendarDict:
+            dict[key] = calendarDict[key]
+
+    data.append(dict)
+
+dfNew = pl.from_dicts(data)
+dfNew.write_csv('results/data_quality.csv')
+print(dfNew)
+
+'''
+dfNew = pl.read_csv('results/data_quality.csv')
+dfNew = dfNew.with_columns(pl.col("created_at").map_elements(lambda x: datetime.strptime(x, "%Y-%m-%d").date()))
+
+# Create Row Means
+dfTemp = dfNew
+# Temporary Remove leading columns but save for later
+prop = dfTemp.get_column('property_id')
+dfTemp = dfTemp.drop('property_id')
+crea = dfTemp.get_column('created_at')
+dfTemp = dfTemp.drop('created_at')
+name = dfTemp.get_column('name')
+dfTemp = dfTemp.drop('name')
+dfTemp = dfTemp.with_columns(sum=pl.sum_horizontal(dfTemp.columns))
+sumCol = dfTemp.get_column('sum')
+
+# Create new DF with only property_id, created_at ,Location name and sum
+df = pl.DataFrame([prop, crea, name, sumCol])
+df = df.sort('created_at')
+
+# Create Full Copy
+# 0 = Alles
+# 1 = Heidiland
+# 2 = Davos
+# 3 = Engadin
+# 4 = St. Moritz
+filterList = ['Alle Regionen', 'Heidiland', 'Davos', 'Engadin', 'St. Moritz']
+
+filter = 4
+if filter != 0:
+    df = df.filter(pl.col("name") == filter)
+
+# Remove Location name
+df = df.drop('name')
+
+
+# Get unique property_ids
+propsIDs = df.unique(subset=["property_id"])
+propsIDs = propsIDs.get_column("property_id").to_list()
+propsIDs.sort()
+
+# create Matrix
+matrix = []
+for id in propsIDs:
+    dict = {}
+    temp = df.filter(pl.col("property_id") == id)
+    for row in temp.iter_rows():
+        dict[row[1].strftime('%Y-%m-%d')] = row[2]
+    matrix.append(dict)
+
+matrix = pl.DataFrame(matrix)
+dates = matrix.columns
+matrix = matrix.to_numpy()
+# normalized
+matrix = matrix/1111
+
+
+yRange = range(len(dates))
+xRange = range(len(propsIDs))
+matrix = matrix.T
+plt.imshow(matrix)
+plt.yticks(yRange[::5], dates[::5])
+plt.xticks(xRange[::10], propsIDs[::10])
+plt.title(filterList[filter])
+plt.xlabel("Property ID")
+plt.ylabel("Scrape Date")
+plt.colorbar()
+plt.tight_layout()
+
+# Create DiffMatrix
+diffMatrix = np.zeros((len(matrix)-1, len(matrix[0])))
+for y in range(len(matrix[0])):
+    for x in range(len(matrix)-1):
+        diffMatrix[x][y] = abs(matrix[x][y] - matrix[x+1][y])
+
+plt.figure()
+plt.imshow(diffMatrix, cmap="Reds")
+plt.yticks(yRange[::5], dates[::5])
+plt.xticks(xRange[::10], propsIDs[::10])
+plt.title(filterList[filter])
+plt.xlabel("Property ID")
+plt.ylabel("Scrape Date")
+plt.colorbar()
+plt.tight_layout()
+
+plt.show()
+
+