[error logic]
This commit is contained in:
Zhaqian Rouf Alfauzi
parent
70975f8e4b
commit
bb34b7ab60
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@ -10,81 +10,68 @@
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class TestDataController extends Controller
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{
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public function showTestData(Request $request)
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{
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$trainPercentage = $request->input('train_percentage', 80); // Default 80%
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$testPercentage = 100 - $trainPercentage;
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$totalTrainData = TrainData::count();
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$totalTrainData = TrainData::count(); // Total data latih
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$trainLimit = round(($trainPercentage / 100) * $totalTrainData);
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$testLimit = round(($testPercentage / 100) * $totalTrainData);
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// **Hapus semua data uji sebelum insert baru**
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TestData::query()->delete();
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// **Ambil data latih acak sesuai persentase**
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$trainData = TrainData::inRandomOrder()->limit($trainLimit)->get();
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// **Gunakan array untuk memastikan NIS unik**
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$existingNIS = [];
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foreach ($trainData as $data) {
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if (!in_array($data->nis, $existingNIS)) {
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TestData::create([
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'nama' => $data->nama,
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'jenis_kelamin' => $data->jenis_kelamin,
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'nis' => $data->nis,
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'asal_daerah' => $data->asal_daerah,
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'tahun_angkatan' => $data->tahun_angkatan,
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'alquran' => $data->alquran,
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'alhadis' => $data->alhadis,
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'status' => $data->status,
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'created_at' => now(),
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'updated_at' => now(),
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]);
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$existingNIS[] = $data->nis;
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}
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}
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$testLimit = round(($testPercentage / 100) * $totalTrainData); // Total data uji
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// $totalTrainData = TrainData::count();
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dump($totalTrainData);
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// $trainLimit = round(($trainPercentage / 100) * $totalTrainData);
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// $testLimit = round(($testPercentage / 100) * $totalTrainData);
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dump($testLimit);
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// Ambil data latih sesuai dengan persentase yang dikirim
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$trainData = TrainData::inRandomOrder()->limit($trainLimit)->get(); // Ambil data latih sesuai persentase
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dump($trainData);
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// Ambil data uji sesuai dengan sisa data setelah pengambilan data latih
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$testData = TestData::inRandomOrder()->limit($testLimit)->get(); // Ambil data uji sesuai limit
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// **Jalankan klasifikasi otomatis**
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// Ganti pemanggilan classifyData() seperti ini
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$this->classifyData($request);
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$testData = TestData::limit($testLimit)->get();
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$this->classifyData($trainData, $testData);
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$totalTestData = $testData->count();
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dump($totalTestData);
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// Total Test Data
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dd($testData);
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// **Hitung Akurasi**
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// Akurasi dan Evaluasi
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$correctPredictions = $testData->filter(function ($item) {
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return $item->status === $item->predicted_status;
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})->count();
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$accuracy = ($totalTestData > 0) ? ($correctPredictions / max(1, $totalTestData)) * 100 : 0;
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// **Hitung True Positive, False Positive, dan False Negative**
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// Hitung TP, FP, FN, Precision, Recall, dan Probabilitas
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$TP = $testData->filter(function ($item) {
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return $item->status === 'Tercapai' && $item->predicted_status === 'Tercapai';
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})->count();
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return $item->status === 'Tercapai' && $item->predicted_status === 'Tercapai';
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})->count();
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$FP = $testData->filter(function ($item) {
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return $item->status === 'Tidak Tercapai' && $item->predicted_status === 'Tercapai';
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})->count();
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return $item->status === 'Tidak Tercapai' && $item->predicted_status === 'Tercapai';
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})->count();
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$FN = $testData->filter(function ($item) {
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return $item->status === 'Tercapai' && $item->predicted_status === 'Tidak Tercapai';
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})->count();
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return $item->status === 'Tercapai' && $item->predicted_status === 'Tidak Tercapai';
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})->count();
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// **Hitung Precision dan Recall**
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$precision = ($TP + $FP) > 0 ? ($TP / ($TP + $FP)) * 100 : 0;
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$recall = ($TP + $FN) > 0 ? ($TP / ($TP + $FN)) * 100 : 0;
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// **Hitung probabilitas status prediksi**
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$probStatus = [
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'Tepat' => $testData->filter(function ($item) {
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return $item->predicted_status === 'Tercapai';
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})->count() * 100 / max(1, $totalTestData),
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'Terlambat' => $testData->filter(function ($item) {
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return $item->predicted_status === 'Tidak Tercapai';
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})->count() * 100 / max(1, $totalTestData),
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'Tepat' => $testData->where('predicted_status', 'Tercapai')->count() * 100 / max(1, $totalTestData),
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'Terlambat' => $testData->where('predicted_status', 'Tidak Tercapai')->count() * 100 / max(1, $totalTestData),
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];
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$probRegion = [
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'Dalam Provinsi' => $probRegion['Dalam Provinsi'] ?? 0,
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'Luar Provinsi' => $probRegion['Luar Provinsi'] ?? 0,
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];
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// **Probabilitas berdasarkan jenis kelamin**
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@ -100,73 +87,7 @@ public function showTestData(Request $request)
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'Perempuan' => $probGender['Perempuan'] ?? 0,
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];
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// Hitung total jumlah "Tercapai" dan "Tidak Tercapai" untuk masing-masing kategori
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$totalTercapai = $testData->where('status', 'Tercapai')->count();
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$totalTidakTercapai = $testData->where('status', 'Tidak Tercapai')->count();
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$probKelamin = [
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'Tercapai' => [
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'Laki-laki' => [
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'probability' => $totalTercapai > 0 ? $testData->where('status', 'Tercapai')->where('jenis_kelamin', 'Laki-laki')->count() / $totalTercapai : 0,
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'count' => $testData->where('status', 'Tercapai')->where('jenis_kelamin', 'Laki-laki')->count(),
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],
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'Perempuan' => [
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'probability' => $totalTercapai > 0 ? $testData->where('status', 'Tercapai')->where('jenis_kelamin', 'Perempuan')->count() / $totalTercapai : 0,
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'count' => $testData->where('status', 'Tercapai')->where('jenis_kelamin', 'Perempuan')->count(),
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],
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],
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'Tidak Tercapai' => [
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'Laki-laki' => [
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'probability' => $totalTidakTercapai > 0 ? $testData->where('status', 'Tidak Tercapai')->where('jenis_kelamin', 'Laki-laki')->count() / $totalTidakTercapai : 0,
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'count' => $testData->where('status', 'Tidak Tercapai')->where('jenis_kelamin', 'Laki-laki')->count(),
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],
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'Perempuan' => [
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'probability' => $totalTidakTercapai > 0 ? $testData->where('status', 'Tidak Tercapai')->where('jenis_kelamin', 'Perempuan')->count() / $totalTidakTercapai : 0,
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'count' => $testData->where('status', 'Tidak Tercapai')->where('jenis_kelamin', 'Perempuan')->count(),
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],
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],
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];
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// **Probabilitas berdasarkan asal daerah**
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$probRegion = $testData->groupBy('asal_daerah')->map(function ($group) use ($totalTestData) {
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return [
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'probability' => ($group->count() * 100) / max(1, $totalTestData),
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'count' => $group->count()
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];
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})->toArray();
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$probRegion = [
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'Dalam Provinsi' => $probRegion['Dalam Provinsi'] ?? 0,
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'Luar Provinsi' => $probRegion['Luar Provinsi'] ?? 0,
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];
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$probProvinsi = [
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'Tercapai' => [
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'Dalam Provinsi' => [
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'probability' => $totalTercapai > 0 ? $testData->where('status', 'Tercapai')->where('asal_daerah', 'Dalam Provinsi')->count() / $totalTercapai : 0,
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'count' => $testData->where('status', 'Tercapai')->where('asal_daerah', 'Dalam Provinsi')->count(),
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],
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'Luar Provinsi' => [
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'probability' => $totalTercapai > 0 ? $testData->where('status', 'Tercapai')->where('asal_daerah', 'Luar Provinsi')->count() / $totalTercapai : 0,
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'count' => $testData->where('status', 'Tercapai')->where('asal_daerah', 'Luar Provinsi')->count(),
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],
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],
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'Tidak Tercapai' => [
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'Dalam Provinsi' => [
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'probability' => $totalTidakTercapai > 0 ? $testData->where('status', 'Tidak Tercapai')->where('asal_daerah', 'Dalam Provinsi')->count() / $totalTidakTercapai : 0,
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'count' => $testData->where('status', 'Tidak Tercapai')->where('asal_daerah', 'Dalam Provinsi')->count(),
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],
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'Luar Provinsi' => [
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'probability' => $totalTidakTercapai > 0 ? $testData->where('status', 'Tidak Tercapai')->where('asal_daerah', 'Luar Provinsi')->count() / $totalTidakTercapai : 0,
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'count' => $testData->where('status', 'Tidak Tercapai')->where('asal_daerah', 'Luar Provinsi')->count(),
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],
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],
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];
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// **Hitung peluang tepat waktu berdasarkan jenis kelamin**
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// **Hitung peluang tepat waktu berdasarkan jenis kelamin**
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$peluangGender = $testData->groupBy('jenis_kelamin')->map(function ($group) {
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$total = $group->count();
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$tercapai = $group->filter(function ($item) {
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@ -192,7 +113,7 @@ public function showTestData(Request $request)
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];
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})->toArray();
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$probNumerik = [
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$probNumerik = [
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'alquran' => [
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'Tercapai' => $this->calculateMeanStdDev('alquran', 'Tercapai', $testData),
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'Tidak Tercapai' => $this->calculateMeanStdDev('alquran', 'Tidak Tercapai', $testData),
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@ -207,9 +128,56 @@ public function showTestData(Request $request)
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],
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];
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$totalTercapai = $testData->where('status', 'Tercapai')->count();
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$totalTidakTercapai = $testData->where('status', 'Tidak Tercapai')->count();
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$probKelamin = [
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'Tercapai' => [
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'Laki-laki' => [
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'probability' => $totalTercapai > 0 ? $testData->where('status', 'Tercapai')->where('jenis_kelamin', 'Laki-laki')->count() / $totalTercapai : 0,
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'count' => $testData->where('status', 'Tercapai')->where('jenis_kelamin', 'Laki-laki')->count(),
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],
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'Perempuan' => [
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'probability' => $totalTercapai > 0 ? $testData->where('status', 'Tercapai')->where('jenis_kelamin', 'Perempuan')->count() / $totalTercapai : 0,
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'count' => $testData->where('status', 'Tercapai')->where('jenis_kelamin', 'Perempuan')->count(),
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],
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],
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'Tidak Tercapai' => [
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'Laki-laki' => [
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'probability' => $totalTidakTercapai > 0 ? $testData->where('status', 'Tidak Tercapai')->where('jenis_kelamin', 'Laki-laki')->count() / $totalTidakTercapai : 0,
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'count' => $testData->where('status', 'Tidak Tercapai')->where('jenis_kelamin', 'Laki-laki')->count(),
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],
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'Perempuan' => [
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'probability' => $totalTidakTercapai > 0 ? $testData->where('status', 'Tidak Tercapai')->where('jenis_kelamin', 'Perempuan')->count() / $totalTidakTercapai : 0,
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'count' => $testData->where('status', 'Tidak Tercapai')->where('jenis_kelamin', 'Perempuan')->count(),
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],
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],
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];
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$probProvinsi = [
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'Tercapai' => [
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'Dalam Provinsi' => [
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'probability' => $totalTercapai > 0 ? $testData->where('status', 'Tercapai')->where('asal_daerah', 'Dalam Provinsi')->count() / $totalTercapai : 0,
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'count' => $testData->where('status', 'Tercapai')->where('asal_daerah', 'Dalam Provinsi')->count(),
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],
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'Luar Provinsi' => [
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'probability' => $totalTercapai > 0 ? $testData->where('status', 'Tercapai')->where('asal_daerah', 'Luar Provinsi')->count() / $totalTercapai : 0,
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'count' => $testData->where('status', 'Tercapai')->where('asal_daerah', 'Luar Provinsi')->count(),
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],
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],
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'Tidak Tercapai' => [
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'Dalam Provinsi' => [
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'probability' => $totalTidakTercapai > 0 ? $testData->where('status', 'Tidak Tercapai')->where('asal_daerah', 'Dalam Provinsi')->count() / $totalTidakTercapai : 0,
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'count' => $testData->where('status', 'Tidak Tercapai')->where('asal_daerah', 'Dalam Provinsi')->count(),
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],
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'Luar Provinsi' => [
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'probability' => $totalTidakTercapai > 0 ? $testData->where('status', 'Tidak Tercapai')->where('asal_daerah', 'Luar Provinsi')->count() / $totalTidakTercapai : 0,
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'count' => $testData->where('status', 'Tidak Tercapai')->where('asal_daerah', 'Luar Provinsi')->count(),
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],
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],
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];
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return view('pages.admin.test-data', compact(
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'testData',
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'totalTestData',
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@ -231,7 +199,9 @@ public function showTestData(Request $request)
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'probProvinsi',
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'testLimit',
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'trainLimit',
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'FP',
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'TP',
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'FN'
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));
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}
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@ -241,57 +211,43 @@ public function showClassify()
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return view('pages.admin.class-result', compact('classifiedData'));
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}
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private function classifyData(Request $request)
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private function classifyData($trainData, $testData)
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{
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$trainPercentage = $request->input('train_percentage', 80); // Default 80%
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$testPercentage = 100 - $trainPercentage;
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$totalTrainData = TrainData::count();
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$trainLimit = round(($trainPercentage / 100) * $totalTrainData);
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$testLimit = round(($testPercentage / 100) * $totalTrainData);
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// Ambil data uji sesuai limit yang dihitung
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$testData = TestData::limit($testLimit)->get();
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$totalTestData = $testData->count();
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if ($totalTestData == 0) {
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return;
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}
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// Ambil data latih untuk model
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$trainSamples = TrainData::limit($trainLimit)->get()->map(function ($item) {
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// Ambil data latih dan pisahkan fitur dan label
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$trainSamples = $trainData->map(function ($item) {
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return [$item->alquran, $item->alhadis]; // Fitur
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})->toArray();
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$trainLabels = TrainData::limit($trainLimit)->pluck('status')->values()->toArray();
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$trainLabels = $trainData->pluck('status')->values()->toArray(); // Label
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// Ambil data uji
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// Cek jika data latih kosong
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if (empty($trainSamples) || empty($trainLabels)) {
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session()->flash('error', 'Data Latih 0. Model tidak mempelajari pola apapun');
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return;
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}
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// Ambil data uji dan pisahkan fitur
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$testSamples = $testData->map(function ($item) {
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return [$item->alquran, $item->alhadis]; // Fitur
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})->toArray();
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if (count($trainSamples) == 0 || count($testSamples) == 0) {
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return;
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}
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// Jalankan Naive Bayes
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$classifier = new NaiveBayes();
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$classifier->train($trainSamples, $trainLabels);
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$predictedLabels = $classifier->predict($testSamples);
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$classifier->train($trainSamples, $trainLabels); // Latih model dengan data latih
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$predictedLabels = $classifier->predict($testSamples); // Prediksi data uji
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// Simpan hasil prediksi
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// Simpan hasil prediksi ke dalam TestData
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foreach ($testData as $index => $data) {
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$data->predicted_status = $predictedLabels[$index] ?? 'Belum Diklasifikasi';
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$data->save();
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}
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// ✅ Tambahkan debug log untuk memastikan prediksi disimpan
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Log::info("DEBUG: Hasil Prediksi Naive Bayes", [
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"Total Test Data" => count($testSamples),
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"Predicted Labels" => $predictedLabels,
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]);
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Log::info("DEBUG: Predicted Labels", ["PredictedLabels" => $predictedLabels]);
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}
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public function resetData()
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{
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TestData::query()->delete();
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@ -99,7 +99,16 @@
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background-color: #fff;
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}
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</style>
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@if($errors->any())
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<script>
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Swal.fire({
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icon: 'error',
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title: 'Oops...',
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text: "{{ $errors->first() }}",
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confirmButtonColor: '#d33'
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});
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</script>
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@endif
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<main id="main" class="main">
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<div class="row">
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<div class="pagetitle d-flex justify-content-between align-items-center">
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@ -112,43 +121,123 @@
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<li class="breadcrumb-item active">Data Uji</li>
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</ol>
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</nav>
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<div class="row">
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<div class="col-md-6">
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<div class="card p-4 shadow-sm text-center border-0 hover-card">
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<div class="d-flex align-items-center gap-3">
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<i class="bx bxs-bar-chart-alt-2 fs-1 text-primary"></i>
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<div>
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<h5 class="mb-1 fw-semibold">Data Latih</h5>
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<p class="mb-0 fs-4 text-dark">{{ $trainPercentage }}%</p>
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</div>
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<div class="col-12">
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<div class="row text-white justify-content-center">
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<div class="col-md-6 ">
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<div class="card card-main bg-info">
|
||||
<i class="bx bxs-bar-chart-alt-2 fs-1 custom-icon text-white"></i>
|
||||
<h3 class="mb-0 text-white fs-4 ">{{ $trainPercentage }}%</h3>
|
||||
<h6 style="color: #fff">Data Latih</h6>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<!-- Precision -->
|
||||
<div class="col-md-6">
|
||||
<div class="card card-main bg-success">
|
||||
<i class="bx bxs-flask fs-1 custom-icon text-white "></i>
|
||||
<h3 class="mb-0 text-white fs-4 ">{{ $testPercentage }}%</h3>
|
||||
<h6 style="color: #fff">Data Uji</h6>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
</div>
|
||||
<div class="col-md-6">
|
||||
<div class="card p-4 shadow-sm text-center border-0 hover-card">
|
||||
<div class="d-flex align-items-center gap-3">
|
||||
<i class="bx bxs-flask fs-1 text-danger"></i>
|
||||
<div>
|
||||
<h5 class="mb-1 fw-semibold">Data Uji</h5>
|
||||
<p class="mb-0 fs-4 text-dark">{{ $testPercentage }}%</p>
|
||||
</div>
|
||||
</div>
|
||||
<div class="col-12">
|
||||
<div class="row">
|
||||
<div class="row justify-content-center text-center mt-4">
|
||||
<div class="col-12">
|
||||
<h2 class="status-title">Jumlah Data</h2>
|
||||
</div>
|
||||
</div>
|
||||
<div class="col-md-12">
|
||||
<div class="card card-main">
|
||||
<i class="bx bx-data custom-icon data-icon"></i>
|
||||
<h3>{{$totalTestData}}</h3>
|
||||
|
||||
<h6>Data yang di Uji</h6>
|
||||
<p>Diambil dari sejumlah {{ $totalTrainData }} dengan presentase {{ $testPercentage }}% data
|
||||
latih</p>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
<div class="col-12">
|
||||
<div class="row justify-content-center text-center mt-4">
|
||||
<div class="col-12">
|
||||
<h2 class="status-title">Confusion Matrix</h2>
|
||||
</div>
|
||||
</div>
|
||||
<div class="row">
|
||||
<!-- Akurasi -->
|
||||
<div class="col-md-4">
|
||||
<div class="card card-main">
|
||||
<i class="bx bx-bar-chart-alt-2 custom-icon accuracy-icon"></i>
|
||||
<h3>{{ number_format($accuracy, 2) }}%</h3>
|
||||
<h6>Akurasi Model</h6>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<!-- Precision -->
|
||||
<div class="col-md-4">
|
||||
<div class="card card-main">
|
||||
<i class="bx bx-target-lock custom-icon data-icon"></i>
|
||||
<h3>{{ number_format($precision, 2) }}%</h3>
|
||||
<h6>Precision</h6>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<!-- Recall -->
|
||||
<div class="col-md-4">
|
||||
<div class="card card-main">
|
||||
<i class="bx bx-refresh custom-icon data-icon"></i>
|
||||
<h3>{{ number_format($recall, 2) }}%</h3>
|
||||
<h6>Recall</h6>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<!-- Baris Baru untuk TP, FP, FN -->
|
||||
<div class="row mt-3">
|
||||
<!-- True Positive (TP) -->
|
||||
<div class="col-md-4">
|
||||
<div class="card card-main">
|
||||
<i class="bx bx-check-circle custom-icon tp-icon"></i>
|
||||
<h3>{{ number_format($TP) }}</h3>
|
||||
<h6>True Positive (TP)</h6>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<!-- False Positive (FP) -->
|
||||
<div class="col-md-4">
|
||||
<div class="card card-main">
|
||||
<i class="bx bx-x-circle custom-icon fp-icon"></i>
|
||||
<h3>{{ number_format($FP) }}</h3>
|
||||
<h6>False Positive (FP)</h6>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<!-- False Negative (FN) -->
|
||||
<div class="col-md-4">
|
||||
<div class="card card-main">
|
||||
<i class="bx bx-error custom-icon fn-icon"></i>
|
||||
<h3>{{ number_format($FN) }}</h3>
|
||||
<h6>False Negative (FN)</h6>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<style>
|
||||
.hover-card {
|
||||
transition: transform 0.3s ease, box-shadow 0.3s ease;
|
||||
}
|
||||
|
||||
.hover-card:hover {
|
||||
transform: translateY(-5px);
|
||||
box-shadow: 0 8px 20px rgba(0, 0, 0, 0.15);
|
||||
}
|
||||
</style>
|
||||
|
||||
{{--
|
||||
|
||||
{{--
|
||||
<div class="col-lg-12">
|
||||
<div class="card shadow-sm border-0">
|
||||
<div class="card-body">
|
||||
|
|
@ -157,10 +246,14 @@
|
|||
<div class="col-md-10">
|
||||
<form action="{{ route('testData.show') }}" method="GET" class="d-flex gap-2">
|
||||
<select name="test_percentage'" class="form-select">
|
||||
<option value="100" {{ request('test_percentage')==100 ? 'selected' : '' }}>100%</option>
|
||||
<option value="75" {{ request('test_percentage')==75 ? 'selected' : '' }}>75%</option>
|
||||
<option value="50" {{ request('test_percentage')==50 ? 'selected' : '' }}>50%</option>
|
||||
<option value="25" {{ request('test_percentage')==25 ? 'selected' : '' }}>25%</option>
|
||||
<option value="100" {{ request('test_percentage')==100 ? 'selected' : '' }}>100%
|
||||
</option>
|
||||
<option value="75" {{ request('test_percentage')==75 ? 'selected' : '' }}>75%
|
||||
</option>
|
||||
<option value="50" {{ request('test_percentage')==50 ? 'selected' : '' }}>50%
|
||||
</option>
|
||||
<option value="25" {{ request('test_percentage')==25 ? 'selected' : '' }}>25%
|
||||
</option>
|
||||
</select>
|
||||
<button type="submit" class="btn btn-primary">
|
||||
<i class="bx bxs-mouse-alt me-1"></i> Terapkan
|
||||
|
|
@ -179,26 +272,6 @@
|
|||
</div>
|
||||
</div>
|
||||
</div> --}}
|
||||
|
||||
<!-- Kartu Statistik -->
|
||||
<div class="col-12">
|
||||
<div class="row">
|
||||
<div class="row justify-content-center text-center mt-4">
|
||||
<div class="col-12">
|
||||
<h2 class="status-title">Jumlah Data</h2>
|
||||
</div>
|
||||
</div>
|
||||
<div class="col-md-12">
|
||||
<div class="card card-main">
|
||||
<i class="bx bx-data custom-icon data-icon"></i>
|
||||
<h3>{{$totalTestData}}</h3>
|
||||
|
||||
<h6>Data yang di Uji</h6>
|
||||
<p>Diambil dari sejumlah {{ $totalTrainData }} dengan presentase {{ $testPercentage }}% data latih</p>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div class="container mb-0">
|
||||
<!-- Judul -->
|
||||
|
|
@ -239,7 +312,8 @@
|
|||
<div class="text-start">
|
||||
<div class="number">{{ number_format($probStatus['Terlambat'] ?? 0, 2) }}%</div>
|
||||
<div class="status-label">Terlambat</div>
|
||||
<small>Sejumlah <b> {{ $totalTidakTercapai }} </b> dari {{ $totalTestData }} data</small>
|
||||
<small>Sejumlah <b> {{ $totalTidakTercapai }} </b> dari {{ $totalTestData }}
|
||||
data</small>
|
||||
</div>
|
||||
</div>
|
||||
<div class="progress mx-auto" style="width: 80%;">
|
||||
|
|
@ -261,7 +335,7 @@
|
|||
<h2 class="status-title">Probabilitas Atribut Numerik</h2>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
|
||||
<div class="row justify-content-center">
|
||||
<!-- Probabilitas Capaian Al-Qur'an -->
|
||||
<div class="col-md-4">
|
||||
|
|
@ -276,7 +350,8 @@
|
|||
<div class="d-flex justify-content-between">
|
||||
<div>
|
||||
<p class="small text-muted mb-1">Tercapai</p>
|
||||
<p class="fw-bold fs-5 ">{{ number_format($probNumerik['alquran']['Tercapai']['mean'], 2) }}</p>
|
||||
<p class="fw-bold fs-5 ">{{ number_format($probNumerik['alquran']['Tercapai']['mean'],
|
||||
2) }}</p>
|
||||
</div>
|
||||
<div>
|
||||
<p class="small text-muted mb-1">Tidak Tercapai</p>
|
||||
|
|
@ -288,7 +363,8 @@
|
|||
<div class="d-flex justify-content-between">
|
||||
<div>
|
||||
<p class="small text-muted mb-1">Tercapai</p>
|
||||
<p class="fw-bold fs-6 ">{{ number_format($probNumerik['alquran']['Tercapai']['std_dev'], 2) }}</p>
|
||||
<p class="fw-bold fs-6 ">{{
|
||||
number_format($probNumerik['alquran']['Tercapai']['std_dev'], 2) }}</p>
|
||||
</div>
|
||||
<div>
|
||||
<p class="small text-muted mb-1">Tidak Tercapai</p>
|
||||
|
|
@ -297,7 +373,7 @@
|
|||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
|
||||
<!-- Probabilitas Capaian Al-Hadis -->
|
||||
<div class="col-md-4">
|
||||
<div class="card shadow-sm border-0 text-center p-3">
|
||||
|
|
@ -311,7 +387,8 @@
|
|||
<div class="d-flex justify-content-between">
|
||||
<div>
|
||||
<p class="small text-muted mb-1">Tercapai</p>
|
||||
<p class="fw-bold fs-5 ">{{ number_format($probNumerik['alhadis']['Tercapai']['mean'], 2) }}</p>
|
||||
<p class="fw-bold fs-5 ">{{ number_format($probNumerik['alhadis']['Tercapai']['mean'],
|
||||
2) }}</p>
|
||||
</div>
|
||||
<div>
|
||||
<p class="small text-muted mb-1">Tidak Tercapai</p>
|
||||
|
|
@ -323,7 +400,8 @@
|
|||
<div class="d-flex justify-content-between">
|
||||
<div>
|
||||
<p class="small text-muted mb-1">Tercapai</p>
|
||||
<p class="fw-bold fs-6 ">{{ number_format($probNumerik['alhadis']['Tercapai']['std_dev'], 2) }}</p>
|
||||
<p class="fw-bold fs-6 ">{{
|
||||
number_format($probNumerik['alhadis']['Tercapai']['std_dev'], 2) }}</p>
|
||||
</div>
|
||||
<div>
|
||||
<p class="small text-muted mb-1">Tidak Tercapai</p>
|
||||
|
|
@ -332,7 +410,7 @@
|
|||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
|
||||
<!-- Probabilitas Tahun Angkatan -->
|
||||
<div class="col-md-4">
|
||||
<div class="card shadow-sm border-0 text-center p-3">
|
||||
|
|
@ -346,11 +424,13 @@
|
|||
<div class="d-flex justify-content-between">
|
||||
<div>
|
||||
<p class="small text-muted mb-1">Tercapai</p>
|
||||
<p class="fw-bold fs-5 ">{{ number_format($probNumerik['tahun_angkatan']['Tercapai']['mean'], 2) }}</p>
|
||||
<p class="fw-bold fs-5 ">{{
|
||||
number_format($probNumerik['tahun_angkatan']['Tercapai']['mean'], 2) }}</p>
|
||||
</div>
|
||||
<div>
|
||||
<p class="small text-muted mb-1">Tidak Tercapai</p>
|
||||
<p class="fw-bold fs-5 text-danger">{{ number_format($probNumerik['tahun_angkatan']['Tidak Tercapai']['mean'], 2) }}</p>
|
||||
<p class="fw-bold fs-5 text-danger">{{
|
||||
number_format($probNumerik['tahun_angkatan']['Tidak Tercapai']['mean'], 2) }}</p>
|
||||
</div>
|
||||
</div>
|
||||
<hr class="my-2">
|
||||
|
|
@ -358,20 +438,22 @@
|
|||
<div class="d-flex justify-content-between">
|
||||
<div>
|
||||
<p class="small text-muted mb-1">Tercapai</p>
|
||||
<p class="fw-bold fs-6 ">{{ number_format($probNumerik['tahun_angkatan']['Tercapai']['std_dev'], 2) }}</p>
|
||||
<p class="fw-bold fs-6 ">{{
|
||||
number_format($probNumerik['tahun_angkatan']['Tercapai']['std_dev'], 2) }}</p>
|
||||
</div>
|
||||
<div>
|
||||
<p class="small text-muted mb-1">Tidak Tercapai</p>
|
||||
<p class="fw-bold fs-6 text-danger">{{ number_format($probNumerik['tahun_angkatan']['Tidak Tercapai']['std_dev'], 2) }}</p>
|
||||
<p class="fw-bold fs-6 text-danger">{{
|
||||
number_format($probNumerik['tahun_angkatan']['Tidak Tercapai']['std_dev'], 2) }}</p>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
<div class="container mt-4">
|
||||
<div class="row justify-content-center text-center mt-4">
|
||||
<div class="col-12">
|
||||
|
|
@ -384,9 +466,9 @@
|
|||
<div class="card">
|
||||
<div class="card-header bg-danger text-white">
|
||||
<h5 class="align-items-center d-flex fw-bold" style="margin-bottom: 0"><i
|
||||
class="bx bx-universal-access me-2"></i> Jenis
|
||||
Kelamin
|
||||
</h5>
|
||||
class="bx bx-universal-access me-2"></i> Jenis
|
||||
Kelamin
|
||||
</h5>
|
||||
</div>
|
||||
<div class="card-body">
|
||||
<table class="table">
|
||||
|
|
@ -400,28 +482,36 @@ class="bx bx-universal-access me-2"></i> Jenis
|
|||
<tbody>
|
||||
<tr>
|
||||
<td>Tercapai</td>
|
||||
<td>{{ number_format($probKelamin['Tercapai']['Laki-laki']['probability'] * 100, 2) }}% ({{ $probKelamin['Tercapai']['Laki-laki']['count'] }}/{{ $totalTercapai }})</td>
|
||||
<td>{{ number_format($probKelamin['Tercapai']['Perempuan']['probability'] * 100, 2) }}% ({{ $probKelamin['Tercapai']['Perempuan']['count'] }}/{{ $totalTercapai }})</td>
|
||||
|
||||
<td>{{ number_format($probKelamin['Tercapai']['Laki-laki']['probability'] * 100,
|
||||
2) }}% ({{ $probKelamin['Tercapai']['Laki-laki']['count'] }}/{{
|
||||
$totalTercapai }})</td>
|
||||
<td>{{ number_format($probKelamin['Tercapai']['Perempuan']['probability'] * 100,
|
||||
2) }}% ({{ $probKelamin['Tercapai']['Perempuan']['count'] }}/{{
|
||||
$totalTercapai }})</td>
|
||||
|
||||
</tr>
|
||||
<tr>
|
||||
<td>Tidak Tercapai</td>
|
||||
<td>{{ number_format($probKelamin['Tidak Tercapai']['Laki-laki']['probability'] * 100, 2) }}% ({{ $probKelamin['Tidak Tercapai']['Laki-laki']['count'] }}/{{ $totalTidakTercapai }})</td>
|
||||
<td>{{ number_format($probKelamin['Tidak Tercapai']['Perempuan']['probability'] * 100, 2) }}% ({{ $probKelamin['Tidak Tercapai']['Perempuan']['count'] }}/{{ $totalTidakTercapai }})</td>
|
||||
<td>{{ number_format($probKelamin['Tidak Tercapai']['Laki-laki']['probability']
|
||||
* 100, 2) }}% ({{ $probKelamin['Tidak Tercapai']['Laki-laki']['count'] }}/{{
|
||||
$totalTidakTercapai }})</td>
|
||||
<td>{{ number_format($probKelamin['Tidak Tercapai']['Perempuan']['probability']
|
||||
* 100, 2) }}% ({{ $probKelamin['Tidak Tercapai']['Perempuan']['count'] }}/{{
|
||||
$totalTidakTercapai }})</td>
|
||||
</tr>
|
||||
</tbody>
|
||||
</table>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
|
||||
<!-- Probabilitas Asal Daerah -->
|
||||
<div class="col-md-6">
|
||||
<div class="card">
|
||||
<div class="card-header bg-primary text-white">
|
||||
<h5 class="align-items-center d-flex fw-bold" style="margin-bottom: 0"><i
|
||||
class="bx bx-buildings me-2"></i> Asal Daerah
|
||||
</h5>
|
||||
class="bx bx-buildings me-2"></i> Asal Daerah
|
||||
</h5>
|
||||
</div>
|
||||
<div class="card-body">
|
||||
<table class="table">
|
||||
|
|
@ -435,9 +525,13 @@ class="bx bx-buildings me-2"></i> Asal Daerah
|
|||
<tbody>
|
||||
<tr>
|
||||
<td>Tercapai</td>
|
||||
<td>{{ number_format($probProvinsi['Tercapai']['Dalam Provinsi']['probability'] * 100, 2) }}% ({{ $probProvinsi['Tercapai']['Dalam Provinsi']['count'] }}/{{ $totalTercapai }})</td>
|
||||
<td>{{ number_format($probProvinsi['Tercapai']['Luar Provinsi']['probability'] * 100, 2) }}% ({{ $probProvinsi['Tercapai']['Luar Provinsi']['count'] }}/{{ $totalTercapai }})</td>
|
||||
|
||||
<td>{{ number_format($probProvinsi['Tercapai']['Dalam Provinsi']['probability']
|
||||
* 100, 2) }}% ({{ $probProvinsi['Tercapai']['Dalam Provinsi']['count'] }}/{{
|
||||
$totalTercapai }})</td>
|
||||
<td>{{ number_format($probProvinsi['Tercapai']['Luar Provinsi']['probability'] *
|
||||
100, 2) }}% ({{ $probProvinsi['Tercapai']['Luar Provinsi']['count'] }}/{{
|
||||
$totalTercapai }})</td>
|
||||
|
||||
</tr>
|
||||
<tr>
|
||||
<td>Tidak Tercapai</td>
|
||||
|
|
@ -451,7 +545,7 @@ class="bx bx-buildings me-2"></i> Asal Daerah
|
|||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
|
||||
<div class="container">
|
||||
<div class="row justify-content-center text-center mt-4">
|
||||
<div class="col-12">
|
||||
|
|
@ -479,13 +573,17 @@ class="bx bx-map-pin me-2"></i> Asal Daerah
|
|||
<tbody>
|
||||
<tr>
|
||||
<td>Dalam Provinsi</td>
|
||||
<td>{{ number_format($probRegion['Dalam Provinsi']['probability'] ?? 0, 2) }}%</td>
|
||||
<td>{{ number_format($peluangRegion['Dalam Provinsi']['peluang'] ?? 0, 2) }}%</td>
|
||||
<td>{{ number_format($probRegion['Dalam Provinsi']['probability'] ?? 0, 2) }}%
|
||||
</td>
|
||||
<td>{{ number_format($peluangRegion['Dalam Provinsi']['peluang'] ?? 0, 2) }}%
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
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<td>Luar Provinsi</td>
|
||||
<td>{{ number_format($probRegion['Luar Provinsi']['probability'] ?? 0, 2) }}%</td>
|
||||
<td>{{ number_format($peluangRegion['Luar Provinsi']['peluang'] ?? 0, 2) }}%</td>
|
||||
<td>{{ number_format($probRegion['Luar Provinsi']['probability'] ?? 0, 2) }}%
|
||||
</td>
|
||||
<td>{{ number_format($peluangRegion['Luar Provinsi']['peluang'] ?? 0, 2) }}%
|
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</td>
|
||||
</tr>
|
||||
</tbody>
|
||||
</table>
|
||||
|
|
@ -546,8 +644,8 @@ class="bx bxs-user-badge me-2"></i> Jenis
|
|||
<i class='bx bx-file'></i> Export Excel
|
||||
</button>
|
||||
</div>
|
||||
|
||||
<div class="table-responsive">
|
||||
|
||||
<div class="table-responsive">
|
||||
<table id="dataTable" class="table table-striped table-bordered">
|
||||
<thead>
|
||||
<tr>
|
||||
|
|
@ -593,47 +691,13 @@ class="bx bxs-user-badge me-2"></i> Jenis
|
|||
</tbody>
|
||||
</table>
|
||||
</div>
|
||||
|
||||
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div class="col-12">
|
||||
<div class="row justify-content-center text-center mt-4">
|
||||
<div class="col-12">
|
||||
<h2 class="status-title">Conffusion Matrix</h2>
|
||||
</div>
|
||||
</div>
|
||||
<div class="row">
|
||||
<!-- Akurasi -->
|
||||
<div class="col-md-4">
|
||||
<div class="card card-main">
|
||||
<i class="bx bx-bar-chart-alt-2 custom-icon accuracy-icon"></i>
|
||||
<h3>{{ number_format($accuracy, 2) }}%</h3>
|
||||
<h6>Akurasi Model</h6>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<!-- Precision -->
|
||||
<div class="col-md-4">
|
||||
<div class="card card-main">
|
||||
<i class="bx bx-target-lock custom-icon data-icon"></i>
|
||||
<h3>{{ number_format($precision, 2) }}%</h3>
|
||||
<h6>Precision</h6>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<!-- Recall -->
|
||||
<div class="col-md-4">
|
||||
<div class="card card-main">
|
||||
<i class="bx bx-refresh custom-icon data-icon"></i>
|
||||
<h3>{{ number_format($recall, 2) }}%</h3>
|
||||
<h6>Recall</h6>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
|
||||
|
||||
</div>
|
||||
</main>
|
||||
|
||||
|
|
@ -648,7 +712,7 @@ class="bx bxs-user-badge me-2"></i> Jenis
|
|||
<script src="https://cdn.datatables.net/buttons/2.4.2/js/dataTables.buttons.min.js"></script>
|
||||
<script src="https://cdnjs.cloudflare.com/ajax/libs/jszip/3.10.1/jszip.min.js"></script>
|
||||
<script src="https://cdn.datatables.net/buttons/2.4.2/js/buttons.html5.min.js"></script>
|
||||
|
||||
|
||||
<script>
|
||||
$(document).ready(function () {
|
||||
var table = $('#dataTable').DataTable({
|
||||
|
|
|
|||
|
|
@ -65,27 +65,34 @@ class="btn btn-warning w-100 d-flex align-items-center justify-content-center ga
|
|||
</div>
|
||||
</div>
|
||||
|
||||
|
||||
|
||||
<div class="col-lg-12">
|
||||
<div class="card shadow-sm border-0">
|
||||
<div class="card-body">
|
||||
<h5 class="card-title mb-3">Bagi Data </h5>
|
||||
<h5 class="card-title mb-3">Bagi Data</h5>
|
||||
<div class="row g-2">
|
||||
<div class="col-md-12">
|
||||
<form action="{{ route('trainData.setPercentage') }}" method="GET"
|
||||
class="d-flex gap-2 card-body">
|
||||
<form action="{{ route('trainData.setPercentage') }}" method="GET" class="d-flex gap-2 card-body">
|
||||
<select name="train_percentage" class="form-select">
|
||||
<option value="90" {{ request('train_percentage')==10 ? 'selected' : '' }}>90% Data
|
||||
Latih 10% Data Uji</option>
|
||||
<option value="80" {{ request('train_percentage')==80 ? 'selected' : '' }}>80% Data
|
||||
Latih 20% Data Uji</option>
|
||||
<option value="70" {{ request('train_percentage')==70 ? 'selected' : '' }}>70% Data
|
||||
Latih 30% Data Uji</option>
|
||||
<option value="60" {{ request('train_percentage')==60 ? 'selected' : '' }}>60% Data
|
||||
Latih 40% Data Uji</option>
|
||||
<option value="50" {{ request('train_percentage')==50 ? 'selected' : '' }}>50% Data
|
||||
Latih 50% Data Uji</option>
|
||||
<option value="90" {{ request('train_percentage')==90 ? 'selected' : '' }}>90% Data Latih
|
||||
10% Data Uji</option>
|
||||
<option value="80" {{ request('train_percentage')==80 ? 'selected' : '' }}>80% Data Latih
|
||||
20% Data Uji</option>
|
||||
<option value="70" {{ request('train_percentage')==70 ? 'selected' : '' }}>70% Data Latih
|
||||
30% Data Uji</option>
|
||||
<option value="60" {{ request('train_percentage')==60 ? 'selected' : '' }}>60% Data Latih
|
||||
40% Data Uji</option>
|
||||
<option value="50" {{ request('train_percentage')==50 ? 'selected' : '' }}>50% Data Latih
|
||||
50% Data Uji</option>
|
||||
<option value="40" {{ request('train_percentage')==40 ? 'selected' : '' }}>40% Data Latih
|
||||
60% Data Uji</option>
|
||||
<option value="30" {{ request('train_percentage')==30 ? 'selected' : '' }}>30% Data Latih
|
||||
70% Data Uji</option>
|
||||
<option value="20" {{ request('train_percentage')==20 ? 'selected' : '' }}>20% Data Latih
|
||||
80% Data Uji</option>
|
||||
<option value="10" {{ request('train_percentage')==10 ? 'selected' : '' }}>10% Data Latih
|
||||
90% Data Uji</option>
|
||||
<option value="0" {{ request('train_percentage')==0 ? 'selected' : '' }}>100% Data Uji
|
||||
</option>
|
||||
</select>
|
||||
<button type="submit" class="btn btn-primary">
|
||||
<i class="bx bxs-mouse-alt me-1"></i> Terapkan
|
||||
|
|
|
|||
Loading…
Reference in New Issue