diff --git a/lib/Command/ETL.php b/lib/Command/ETL.php
index 51c16c3d..5ce1c00c 100644
--- a/lib/Command/ETL.php
+++ b/lib/Command/ETL.php
@@ -21,7 +21,7 @@ class ETL extends Command {
 	private $etlService;
 
 	public function __construct(ETLService $etlService) {
-		parent::__construct("suspiciouslogin:etl");
+		parent::__construct('suspiciouslogin:etl');
 
 		$this->etlService = $etlService;
 
diff --git a/lib/Command/ModelStatistics.php b/lib/Command/ModelStatistics.php
index 8b29495f..280e7f36 100644
--- a/lib/Command/ModelStatistics.php
+++ b/lib/Command/ModelStatistics.php
@@ -28,9 +28,9 @@ private function printModelStatistics(Model $model, InputInterface $input, Outpu
 		if (!$input->hasOption('stats') && !$input->getOption('stats')) {
 			return;
 		}
-		$output->writeln("Prescision(y): " . $model->getPrecisionY());
-		$output->writeln("Prescision(n): " . $model->getPrecisionN());
-		$output->writeln("Recall(y): " . $model->getRecallY());
-		$output->writeln("Recall(n): " . $model->getRecallN());
+		$output->writeln('Prescision(y): ' . $model->getPrecisionY());
+		$output->writeln('Prescision(n): ' . $model->getPrecisionN());
+		$output->writeln('Recall(y): ' . $model->getRecallY());
+		$output->writeln('Recall(n): ' . $model->getRecallN());
 	}
 }
diff --git a/lib/Command/Optimize.php b/lib/Command/Optimize.php
index 377a0fef..f1cb1fee 100644
--- a/lib/Command/Optimize.php
+++ b/lib/Command/Optimize.php
@@ -26,27 +26,27 @@ class Optimize extends Command {
 	private $optimizerService;
 
 	public function __construct(OptimizerService $optimizer) {
-		parent::__construct("suspiciouslogin:optimize");
+		parent::__construct('suspiciouslogin:optimize');
 		$this->optimizerService = $optimizer;
 
 		$this->addOption(
 			'max-epochs',
 			null,
 			InputOption::VALUE_OPTIONAL,
-			"maximum number of epochs of optimization",
+			'maximum number of epochs of optimization',
 			100
 		);
 		$this->addOption(
 			'v6',
 			null,
 			InputOption::VALUE_NONE,
-			"train with IPv6 data"
+			'train with IPv6 data'
 		);
 		$this->addOption(
 			'now',
 			null,
 			InputOption::VALUE_OPTIONAL,
-			"the current time as timestamp",
+			'the current time as timestamp',
 			time()
 		);
 		$this->registerStatsOption();
@@ -65,7 +65,7 @@ protected function execute(InputInterface $input, OutputInterface $output): int
 		$this->optimizerService->optimize(
 			(int)$input->getOption('max-epochs'),
 			$input->getOption('v6') ? new IpV6Strategy() : new Ipv4Strategy(),
-			(int) $input->getOption('now'),
+			(int)$input->getOption('now'),
 			$output
 		);
 
diff --git a/lib/Command/Predict.php b/lib/Command/Predict.php
index adcbd04d..30d36bfc 100644
--- a/lib/Command/Predict.php
+++ b/lib/Command/Predict.php
@@ -26,30 +26,30 @@ class Predict extends Command {
 	private $estimatorService;
 
 	public function __construct(EstimatorService $estimatorService) {
-		parent::__construct("suspiciouslogin:predict");
+		parent::__construct('suspiciouslogin:predict');
 
 		$this->estimatorService = $estimatorService;
 
 		$this->addArgument(
 			'uid',
 			InputArgument::REQUIRED,
-			"the UID of the user to run a prediction for"
+			'the UID of the user to run a prediction for'
 		);
 		$this->addArgument(
 			'ip',
 			InputArgument::REQUIRED,
-			"the IP to predict suspiciousness"
+			'the IP to predict suspiciousness'
 		);
 		$this->addArgument(
 			'model',
 			InputArgument::OPTIONAL,
-			"persisted model id (latest if omited)"
+			'persisted model id (latest if omited)'
 		);
 		$this->addOption(
 			'v6',
 			null,
 			InputOption::VALUE_NONE,
-			"train with IPv6 data"
+			'train with IPv6 data'
 		);
 	}
 
diff --git a/lib/Command/Seed.php b/lib/Command/Seed.php
index a9910da7..c7ea7691 100644
--- a/lib/Command/Seed.php
+++ b/lib/Command/Seed.php
@@ -29,22 +29,22 @@ class Seed extends Command {
 
 	public function __construct(IConfig $config,
 		LoginAddressAggregatedSeeder $seeder) {
-		parent::__construct("suspiciouslogin:seed");
+		parent::__construct('suspiciouslogin:seed');
 		$this->seeder = $seeder;
 
 		$this->addOption(
 			'v6',
 			null,
 			InputOption::VALUE_NONE,
-			"train with IPv6 data"
+			'train with IPv6 data'
 		);
-		$this->setDescription("Fills the database with random IPs for development and testing purposes");
+		$this->setDescription('Fills the database with random IPs for development and testing purposes');
 		$this->config = $config;
 	}
 
 	protected function execute(InputInterface $input, OutputInterface $output): int {
 		if ($this->config->getSystemValueBool('debug', false) === false) {
-			$output->writeln("<error>This command is meant for development purposes.</error> Enable debug mode and try again if you know what you are doing.");
+			$output->writeln('<error>This command is meant for development purposes.</error> Enable debug mode and try again if you know what you are doing.');
 			return 1;
 		}
 
diff --git a/lib/Command/Train.php b/lib/Command/Train.php
index fa6e6955..08e3b073 100644
--- a/lib/Command/Train.php
+++ b/lib/Command/Train.php
@@ -39,7 +39,7 @@ class Train extends Command {
 	public function __construct(DataLoader $loader,
 		Trainer $optimizer,
 		ModelStore $store) {
-		parent::__construct("suspiciouslogin:train");
+		parent::__construct('suspiciouslogin:train');
 		$this->trainer = $optimizer;
 		$this->loader = $loader;
 		$this->store = $store;
@@ -48,56 +48,56 @@ public function __construct(DataLoader $loader,
 			'epochs',
 			'e',
 			InputOption::VALUE_OPTIONAL,
-			"number of epochs to train"
+			'number of epochs to train'
 		);
 		$this->addOption(
 			'layers',
 			'l',
 			InputOption::VALUE_OPTIONAL,
-			"number of hidden layers"
+			'number of hidden layers'
 		);
 		$this->addOption(
 			'shuffled',
 			null,
 			InputOption::VALUE_OPTIONAL,
-			"ratio of shuffled negative samples"
+			'ratio of shuffled negative samples'
 		);
 		$this->addOption(
 			'random',
 			null,
 			InputOption::VALUE_OPTIONAL,
-			"ratio of random negative samples"
+			'ratio of random negative samples'
 		);
 		$this->addOption(
 			'learn-rate',
 			null,
 			InputOption::VALUE_OPTIONAL,
-			"learning rate"
+			'learning rate'
 		);
 		$this->addOption(
 			'validation-threshold',
 			null,
 			InputOption::VALUE_OPTIONAL,
-			"determines how much of the most recent data is used for validation. the default is one week"
+			'determines how much of the most recent data is used for validation. the default is one week'
 		);
 		$this->addOption(
 			'max-age',
 			null,
 			InputOption::VALUE_OPTIONAL,
-			"determines the maximum age of test data"
+			'determines the maximum age of test data'
 		);
 		$this->addOption(
 			'now',
 			null,
 			InputOption::VALUE_OPTIONAL,
-			"overwrite the current time",
+			'overwrite the current time',
 			time()
 		);
 		$this->addOption(
 			'v6',
 			null,
 			InputOption::VALUE_NONE,
-			"train with IPv6 data"
+			'train with IPv6 data'
 		);
 		$this->addOption(
 			'dry-run',
@@ -109,7 +109,7 @@ public function __construct(DataLoader $loader,
 			'now',
 			null,
 			InputOption::VALUE_OPTIONAL,
-			"the current time as timestamp",
+			'the current time as timestamp',
 			time()
 		);
 		$this->registerStatsOption();
@@ -134,7 +134,7 @@ protected function execute(InputInterface $input, OutputInterface $output): int
 			$config = $config->setLearningRate((float)$input->getOption('learn-rate'));
 		}
 
-		$trainingDataConfig = TrainingDataConfig::default((int) $input->getOption('now'));
+		$trainingDataConfig = TrainingDataConfig::default((int)$input->getOption('now'));
 		if ($input->getOption('validation-threshold') !== null) {
 			$trainingDataConfig = $trainingDataConfig->setThreshold((int)$input->getOption('validation-threshold'));
 		}
@@ -171,13 +171,13 @@ protected function execute(InputInterface $input, OutputInterface $output): int
 					$result->getClassifier(),
 					$result->getModel()
 				);
-				$output->writeln("<info>Model and estimator persisted.</info>");
+				$output->writeln('<info>Model and estimator persisted.</info>');
 			}
 		} catch (InsufficientDataException $ex) {
-			$output->writeln("<info>Not enough data, try again later (<error>" . $ex->getMessage() . "</error>)</info>");
+			$output->writeln('<info>Not enough data, try again later (<error>' . $ex->getMessage() . '</error>)</info>');
 			return 1;
 		} catch (ServiceException $ex) {
-			$output->writeln("<error>Could not train a model: " . $ex->getMessage() . "</error>");
+			$output->writeln('<error>Could not train a model: ' . $ex->getMessage() . '</error>');
 			return 1;
 		}
 		return 0;
diff --git a/lib/Db/LoginAddressAggregatedSeeder.php b/lib/Db/LoginAddressAggregatedSeeder.php
index 4ce49ae0..df585c8d 100644
--- a/lib/Db/LoginAddressAggregatedSeeder.php
+++ b/lib/Db/LoginAddressAggregatedSeeder.php
@@ -34,7 +34,7 @@ public function seed(AClassificationStrategy $strategy): int {
 		$maxRowsPerUser = 10;
 		$total = 0;
 		for ($i = 0; $i <= $numberOfUsers; $i++) {
-			$numberOfRows = random_int((int) ($maxRowsPerUser * 0.3), (int) ($maxRowsPerUser * 1.3));
+			$numberOfRows = random_int((int)($maxRowsPerUser * 0.3), (int)($maxRowsPerUser * 1.3));
 			for ($j = 0; $j <= $numberOfRows; $j++) {
 				$this->insertRow($now, $i, $strategy);
 				$total++;
diff --git a/lib/Exception/InsufficientDataException.php b/lib/Exception/InsufficientDataException.php
index 12cdf652..479c6e66 100644
--- a/lib/Exception/InsufficientDataException.php
+++ b/lib/Exception/InsufficientDataException.php
@@ -10,9 +10,9 @@
 namespace OCA\SuspiciousLogin\Exception;
 
 class InsufficientDataException extends ServiceException {
-	public function __construct(string $message = "") {
+	public function __construct(string $message = '') {
 		parent::__construct(
-			$message === "" ? "Insufficient data" : "Insufficient data: $message"
+			$message === '' ? 'Insufficient data' : "Insufficient data: $message"
 		);
 	}
 }
diff --git a/lib/Listener/LoginMailListener.php b/lib/Listener/LoginMailListener.php
index 5ad72a07..93fd667c 100644
--- a/lib/Listener/LoginMailListener.php
+++ b/lib/Listener/LoginMailListener.php
@@ -61,7 +61,7 @@ public function handle(Event $event): void {
 
 	private function getMail(SuspiciousLoginEvent $event, IUser $user): IMessage {
 		$suspiciousIp = $event->getIp();
-		$addButton = $this->config->getAppValue('suspicious_login', 'show_more_info_button', '1') === "1";
+		$addButton = $this->config->getAppValue('suspicious_login', 'show_more_info_button', '1') === '1';
 
 		$message = $this->mailer->createMessage();
 		$emailTemplate = $this->mailer->createEMailTemplate('suspiciousLogin.suspiciousLoginDetected');
@@ -71,7 +71,7 @@ private function getMail(SuspiciousLoginEvent $event, IUser $user): IMessage {
 		$emailTemplate->addHeading(
 			$this->l->t('New login location detected')
 		);
-		
+
 		$additionalText = '';
 		// Add explanation for more information about the IP-address (if enabled)
 		if ($addButton) {
diff --git a/lib/Migration/Version4002Date20220922094803.php b/lib/Migration/Version4002Date20220922094803.php
index d1d5a9bb..afc3c266 100644
--- a/lib/Migration/Version4002Date20220922094803.php
+++ b/lib/Migration/Version4002Date20220922094803.php
@@ -109,13 +109,13 @@ protected function chunkedCopying(IQueryBuilder $insert, IQueryBuilder $select,
 			$insert
 				->setParameter('uid', $row['uid'])
 				->setParameter('ip', $row['ip'])
-				->setParameter('seen', (int) $row['seen'], IQueryBuilder::PARAM_INT)
-				->setParameter('first_seen', (int) $row['first_seen'], IQueryBuilder::PARAM_INT)
-				->setParameter('last_seen', (int) $row['last_seen'], IQueryBuilder::PARAM_INT)
+				->setParameter('seen', (int)$row['seen'], IQueryBuilder::PARAM_INT)
+				->setParameter('first_seen', (int)$row['first_seen'], IQueryBuilder::PARAM_INT)
+				->setParameter('last_seen', (int)$row['last_seen'], IQueryBuilder::PARAM_INT)
 			;
 			$insert->executeStatement();
 
-			$newOffset = (int) $row['id'];
+			$newOffset = (int)$row['id'];
 		}
 		$result->closeCursor();
 		$this->connection->commit();
diff --git a/lib/Migration/Version9000Date20250114095826.php b/lib/Migration/Version9000Date20250114095826.php
index c8373f05..b10fde7a 100644
--- a/lib/Migration/Version9000Date20250114095826.php
+++ b/lib/Migration/Version9000Date20250114095826.php
@@ -18,7 +18,9 @@
 
 class Version9000Date20250114095826 extends SimpleMigrationStep {
 
-	public function __construct(private IJobList $jobList) {
+	public function __construct(
+		private IJobList $jobList,
+	) {
 	}
 
 	public function postSchemaChange(IOutput $output, Closure $schemaClosure, array $options): void {
diff --git a/lib/Notifications/Notifier.php b/lib/Notifications/Notifier.php
index 7c8a1a5e..a194e618 100644
--- a/lib/Notifications/Notifier.php
+++ b/lib/Notifications/Notifier.php
@@ -70,7 +70,7 @@ public function prepare(INotification $notification, string $languageCode): INot
 
 				$additionalText = '';
 				// Add button for more information about the IP-address
-				if ($this->config->getAppValue('suspicious_login', 'show_more_info_button', '1') === "1") {
+				if ($this->config->getAppValue('suspicious_login', 'show_more_info_button', '1') === '1') {
 					$action = $notification->createAction();
 					$label = $l->t('Open %s ↗', ['iplookup.flagfox.net']);
 					$link = 'https://iplookup.flagfox.net/?ip=' . $suspiciousIp;
diff --git a/lib/Service/DataLoader.php b/lib/Service/DataLoader.php
index 70d9ce71..f928d5ab 100644
--- a/lib/Service/DataLoader.php
+++ b/lib/Service/DataLoader.php
@@ -52,7 +52,7 @@ public function loadTrainingAndValidationData(TrainingDataConfig $dataConfig,
 		$maxAge = $dataConfig->getMaxAge() === -1 ? 0 : $dataConfig->getNow() - $dataConfig->getMaxAge() * 60 * 60 * 24;
 
 		if (!$strategy->hasSufficientData($this->loginAddressMapper, $maxAge)) {
-			throw new InsufficientDataException("Not enough data for the specified maximum age");
+			throw new InsufficientDataException('Not enough data for the specified maximum age');
 		}
 		[$historyRaw, $recentRaw] = $strategy->findHistoricAndRecent(
 			$this->loginAddressMapper,
@@ -60,10 +60,10 @@ public function loadTrainingAndValidationData(TrainingDataConfig $dataConfig,
 			$maxAge
 		);
 		if (empty($historyRaw)) {
-			throw new InsufficientDataException("No historic data available");
+			throw new InsufficientDataException('No historic data available');
 		}
 		if (empty($recentRaw)) {
-			throw new InsufficientDataException("No recent data available");
+			throw new InsufficientDataException('No recent data available');
 		}
 
 		$positives = $this->addressesToDataSet($historyRaw, $strategy);
diff --git a/lib/Service/EstimatorService.php b/lib/Service/EstimatorService.php
index 7d47b229..9913eb7c 100644
--- a/lib/Service/EstimatorService.php
+++ b/lib/Service/EstimatorService.php
@@ -35,7 +35,7 @@ public function __construct(
 	public function predict(string $uid, string $ip, AClassificationStrategy $strategy, ?int $modelId = null): bool {
 		try {
 			if ($modelId === null) {
-				$this->logger->debug("loading latest model");
+				$this->logger->debug('loading latest model');
 
 				$estimator = $this->modelStore->loadLatest($strategy);
 			} else {
diff --git a/lib/Service/LoginClassifier.php b/lib/Service/LoginClassifier.php
index 90567e4f..467e444e 100644
--- a/lib/Service/LoginClassifier.php
+++ b/lib/Service/LoginClassifier.php
@@ -58,7 +58,7 @@ private function isAuthenticatedWithAppPassword(IRequest $request): bool {
 		}
 
 		return preg_match(
-			"/^([0-9A-Za-z]{5})-([0-9A-Za-z]{5})-([0-9A-Za-z]{5})-([0-9A-Za-z]{5})-([0-9A-Za-z]{5})$/",
+			'/^([0-9A-Za-z]{5})-([0-9A-Za-z]{5})-([0-9A-Za-z]{5})-([0-9A-Za-z]{5})-([0-9A-Za-z]{5})$/',
 			$pwd[1]
 		) === 1;
 	}
@@ -66,7 +66,7 @@ private function isAuthenticatedWithAppPassword(IRequest $request): bool {
 	public function process(string $uid, string $ip) {
 		if ($this->isAuthenticatedWithAppPassword($this->request)) {
 			// We don't care about those logins
-			$this->logger->debug("App password detected. No address classification is performed");
+			$this->logger->debug('App password detected. No address classification is performed');
 			return;
 		}
 		try {
@@ -81,7 +81,7 @@ public function process(string $uid, string $ip) {
 			// This most likely means there is no trained model yet, so we return early here
 			return;
 		} catch (ServiceException $ex) {
-			$this->logger->warning("Could not predict suspiciousness: " . $ex->getMessage());
+			$this->logger->warning('Could not predict suspiciousness: ' . $ex->getMessage());
 			// There was an error loading the model, so we return early here
 			return;
 		}
diff --git a/lib/Service/MLP/OptimizerService.php b/lib/Service/MLP/OptimizerService.php
index fdf175f0..0f2427d6 100644
--- a/lib/Service/MLP/OptimizerService.php
+++ b/lib/Service/MLP/OptimizerService.php
@@ -54,11 +54,11 @@ private function printConfig(int $epoch,
 		float $stepWidth,
 		Config $config,
 		OutputInterface $output) {
-		$epochs = sprintf("%4d", $config->getEpochs());
-		$layers = sprintf("%2d", $config->getLayers());
-		$shuffledRate = sprintf("%1.3f", $config->getShuffledNegativeRate());
-		$randomRate = sprintf("%1.3f", $config->getRandomNegativeRate());
-		$learningRate = sprintf("%1.4f", $config->getLearningRate());
+		$epochs = sprintf('%4d', $config->getEpochs());
+		$layers = sprintf('%2d', $config->getLayers());
+		$shuffledRate = sprintf('%1.3f', $config->getShuffledNegativeRate());
+		$randomRate = sprintf('%1.3f', $config->getRandomNegativeRate());
+		$learningRate = sprintf('%1.4f', $config->getLearningRate());
 
 		$output->writeln("Epoch $epoch: epochs=$epochs layers=$layers shuffledRate=$shuffledRate randomRate=$randomRate, learningRate=$learningRate");
 		$output->writeln("  Step width for next config neighbor: $stepWidth");
@@ -71,7 +71,7 @@ private function printConfig(int $epoch,
 	private function getAverageCost(OutputInterface $output,
 		TrainingResult ...$results): float {
 		$costs = array_map(function (TrainingResult $result) use ($output) {
-			$output->writeln(sprintf("  Training result: f1=%f, p(n)=%f, r(n)=%f, f1(n)=%f, p(y)=%f, r(y)=%f, f1(y)=%f, PSR=%d/%d/%d",
+			$output->writeln(sprintf('  Training result: f1=%f, p(n)=%f, r(n)=%f, f1(n)=%f, p(y)=%f, r(y)=%f, f1(y)=%f, PSR=%d/%d/%d',
 				$result->getReport()['overall']['f1 score'],
 				$result->getReport()['classes']['n']['precision'],
 				$result->getReport()['classes']['n']['recall'],
@@ -84,8 +84,8 @@ private function getAverageCost(OutputInterface $output,
 				$result->getModel()->getSamplesRandom()
 			));
 			return (
-				$result->getReport()['classes']['n']['f1 score'] +
-				$result->getReport()['overall']['f1 score']
+				$result->getReport()['classes']['n']['f1 score']
+				+ $result->getReport()['overall']['f1 score']
 			) / 2;
 		}, $results);
 
@@ -174,7 +174,7 @@ public function optimize(int $maxEpochs,
 		);
 
 		$output->writeln("<fg=green>Optimizing a MLP trainer in $maxEpochs steps</>");
-		$output->writeln("");
+		$output->writeln('');
 
 		$this->printConfig($epochs, $stepWidth, $config, $output);
 		$tasks = array_map(function ($index) use ($config, $collectedData, $strategy) {
diff --git a/lib/Service/ModelStore.php b/lib/Service/ModelStore.php
index 58ad52c4..1eb641b0 100644
--- a/lib/Service/ModelStore.php
+++ b/lib/Service/ModelStore.php
@@ -54,7 +54,7 @@ public function loadLatest(AClassificationStrategy $strategy): Estimator {
 			$latestModel = $this->modelMapper->findLatest($strategy::getTypeName());
 		} catch (DoesNotExistException $e) {
 			$this->logger->debug("No models found. Can't load latest");
-			throw new ModelNotFoundException("No models found", 0, $e);
+			throw new ModelNotFoundException('No models found', 0, $e);
 		}
 		return $this->load($latestModel->getId());
 	}
@@ -109,7 +109,7 @@ public function load(int $id): Estimator {
 			$this->cache($id, $serialized);
 		}
 
-		$this->logger->debug("seralized model size: " . strlen($serialized));
+		$this->logger->debug('seralized model size: ' . strlen($serialized));
 
 		// Inefficient, but we can't get the real path from app data as it might
 		// not be a local file
@@ -133,7 +133,7 @@ public function load(int $id): Estimator {
 	 */
 	public function persist(Learner $estimator, Model $model) {
 		if (!($estimator instanceof Persistable)) {
-			throw new RuntimeException("Estimator is not persistable");
+			throw new RuntimeException('Estimator is not persistable');
 		}
 
 		$model->setType(get_class($estimator));
@@ -143,7 +143,7 @@ public function persist(Learner $estimator, Model $model) {
 		try {
 			$modelsFolder = $this->appData->getFolder(self::APPDATA_MODELS_FOLDER);
 		} catch (NotFoundException $e) {
-			$this->logger->info("App data models folder does not exist. Creating it");
+			$this->logger->info('App data models folder does not exist. Creating it');
 			$modelsFolder = $this->appData->newFolder(self::APPDATA_MODELS_FOLDER);
 		}
 
@@ -158,7 +158,7 @@ public function persist(Learner $estimator, Model $model) {
 
 			$modelFile->putContent(file_get_contents($tmpFile));
 		} catch (Throwable $e) {
-			$this->logger->error("Could not save persisted estimator to storage, reverting", [
+			$this->logger->error('Could not save persisted estimator to storage, reverting', [
 				'exception' => $e,
 			]);
 			$this->modelMapper->delete($model);
diff --git a/tests/Unit/Service/NegativeSampleGeneratorTest.php b/tests/Unit/Service/NegativeSampleGeneratorTest.php
index f65f8f00..c10c851f 100644
--- a/tests/Unit/Service/NegativeSampleGeneratorTest.php
+++ b/tests/Unit/Service/NegativeSampleGeneratorTest.php
@@ -110,8 +110,8 @@ public function testGenerateMultipleShuffledFromLimitedUnique(): void {
 			$ipVec = array_slice($sample, 16, 32);
 
 			self::assertTrue(
-				$ipVec == self::decToBitArray(3, 32) ||
-				$ipVec === self::decToBitArray(4, 32),
+				$ipVec == self::decToBitArray(3, 32)
+				|| $ipVec === self::decToBitArray(4, 32),
 				'Sample must have an unique IP'
 			);
 		}
@@ -141,8 +141,8 @@ public function testGenerateMultipleShuffledFromUniquesOnly(): void {
 			$ipVec = array_slice($sample, 16, 32);
 
 			self::assertTrue(
-				$ipVec === self::decToBitArray(1, 32) ||
-				$ipVec === self::decToBitArray(2, 32),
+				$ipVec === self::decToBitArray(1, 32)
+				|| $ipVec === self::decToBitArray(2, 32),
 				'Sample must have an unique IP'
 			);
 		}
@@ -173,9 +173,9 @@ public function testGenerateShuffledFromDuplicatesOnly(): void {
 	private static function decToBitArray(int $dec, int $length): array {
 		return array_map(
 			function (string $d): int {
-				return (int) $d;
+				return (int)$d;
 			},
-			str_split(str_pad(decbin($dec), $length, "0", STR_PAD_LEFT))
+			str_split(str_pad(decbin($dec), $length, '0', STR_PAD_LEFT))
 		);
 	}
 }
diff --git a/tests/bootstrap.php b/tests/bootstrap.php
index 7457ae90..f88fdf2a 100644
--- a/tests/bootstrap.php
+++ b/tests/bootstrap.php
@@ -7,7 +7,7 @@
 
 define('PHPUNIT_RUN', 1);
 
-require_once __DIR__.'/../../../lib/base.php';
-require_once __DIR__.'/../vendor/autoload.php';
+require_once __DIR__ . '/../../../lib/base.php';
+require_once __DIR__ . '/../vendor/autoload.php';
 
 OC_App::loadApp('suspicious_login');
diff --git a/vendor-bin/php-cs-fixer/composer.json b/vendor-bin/php-cs-fixer/composer.json
index fcc2becd..d99ce93d 100644
--- a/vendor-bin/php-cs-fixer/composer.json
+++ b/vendor-bin/php-cs-fixer/composer.json
@@ -5,7 +5,7 @@
 		}
 	},
 	"require-dev": {
-		"nextcloud/coding-standard": "^1.2.1",
+		"nextcloud/coding-standard": "^1.4.0",
 		"php-cs-fixer/shim": "^3.89.2"
 	}
 }
diff --git a/vendor-bin/php-cs-fixer/composer.lock b/vendor-bin/php-cs-fixer/composer.lock
index 3beb72e1..21f117f3 100644
--- a/vendor-bin/php-cs-fixer/composer.lock
+++ b/vendor-bin/php-cs-fixer/composer.lock
@@ -4,25 +4,78 @@
         "Read more about it at https://getcomposer.org/doc/01-basic-usage.md#installing-dependencies",
         "This file is @generated automatically"
     ],
-    "content-hash": "cfbbad14d34afb4eb9e4158f4c8ff451",
+    "content-hash": "2cceeb72116e3dbce4702583701e5e2e",
     "packages": [],
     "packages-dev": [
+        {
+            "name": "kubawerlos/php-cs-fixer-custom-fixers",
+            "version": "v3.35.1",
+            "source": {
+                "type": "git",
+                "url": "https://github.com/kubawerlos/php-cs-fixer-custom-fixers.git",
+                "reference": "2a35f80ae24ca77443a7af1599c3a3db1b6bd395"
+            },
+            "dist": {
+                "type": "zip",
+                "url": "https://api.github.com/repos/kubawerlos/php-cs-fixer-custom-fixers/zipball/2a35f80ae24ca77443a7af1599c3a3db1b6bd395",
+                "reference": "2a35f80ae24ca77443a7af1599c3a3db1b6bd395",
+                "shasum": ""
+            },
+            "require": {
+                "ext-filter": "*",
+                "ext-tokenizer": "*",
+                "friendsofphp/php-cs-fixer": "^3.87",
+                "php": "^7.4 || ^8.0"
+            },
+            "require-dev": {
+                "phpunit/phpunit": "^9.6.24 || ^10.5.51 || ^11.5.32"
+            },
+            "type": "library",
+            "autoload": {
+                "psr-4": {
+                    "PhpCsFixerCustomFixers\\": "src"
+                }
+            },
+            "notification-url": "https://packagist.org/downloads/",
+            "license": [
+                "MIT"
+            ],
+            "authors": [
+                {
+                    "name": "Kuba Werłos",
+                    "email": "werlos@gmail.com"
+                }
+            ],
+            "description": "A set of custom fixers for PHP CS Fixer",
+            "support": {
+                "issues": "https://github.com/kubawerlos/php-cs-fixer-custom-fixers/issues",
+                "source": "https://github.com/kubawerlos/php-cs-fixer-custom-fixers/tree/v3.35.1"
+            },
+            "funding": [
+                {
+                    "url": "https://github.com/kubawerlos",
+                    "type": "github"
+                }
+            ],
+            "time": "2025-09-28T18:43:35+00:00"
+        },
         {
             "name": "nextcloud/coding-standard",
-            "version": "v1.2.1",
+            "version": "v1.4.0",
             "source": {
                 "type": "git",
                 "url": "https://github.com/nextcloud/coding-standard.git",
-                "reference": "cf5f18d989ec62fb4cdc7fc92a36baf34b3d829e"
+                "reference": "8e06808c1423e9208d63d1bd205b9a38bd400011"
             },
             "dist": {
                 "type": "zip",
-                "url": "https://api.github.com/repos/nextcloud/coding-standard/zipball/cf5f18d989ec62fb4cdc7fc92a36baf34b3d829e",
-                "reference": "cf5f18d989ec62fb4cdc7fc92a36baf34b3d829e",
+                "url": "https://api.github.com/repos/nextcloud/coding-standard/zipball/8e06808c1423e9208d63d1bd205b9a38bd400011",
+                "reference": "8e06808c1423e9208d63d1bd205b9a38bd400011",
                 "shasum": ""
             },
             "require": {
-                "php": "^7.3|^8.0",
+                "kubawerlos/php-cs-fixer-custom-fixers": "^3.22",
+                "php": "^8.0",
                 "php-cs-fixer/shim": "^3.17"
             },
             "type": "library",
@@ -42,11 +95,14 @@
                 }
             ],
             "description": "Nextcloud coding standards for the php cs fixer",
+            "keywords": [
+                "dev"
+            ],
             "support": {
                 "issues": "https://github.com/nextcloud/coding-standard/issues",
-                "source": "https://github.com/nextcloud/coding-standard/tree/v1.2.1"
+                "source": "https://github.com/nextcloud/coding-standard/tree/v1.4.0"
             },
-            "time": "2024-02-01T14:54:37+00:00"
+            "time": "2025-06-19T12:27:27+00:00"
         },
         {
             "name": "php-cs-fixer/shim",
@@ -111,5 +167,5 @@
     "platform-overrides": {
         "php": "8.1"
     },
-    "plugin-api-version": "2.6.0"
+    "plugin-api-version": "2.9.0"
 }