Zhaqian-Rouf
/
MIF_E31221446
1
0
Fork 0
Code Issues Pull Requests Packages Projects Releases Wiki Activity

[error logic]

This commit is contained in:
Zhaqian Rouf Alfauzi 2025-02-21 11:00:51 +07:00
parent 70975f8e4b
commit bb34b7ab60
3 changed files with 311 additions and 284 deletions
Show Stats Download Patch File Download Diff File Expand all files Collapse all files

250
app/Http/Controllers/TestDataController.php
View File

@ -10,81 +10,68 @@
class TestDataController extends Controller class TestDataController extends Controller
{ {
public function showTestData(Request $request) public function showTestData(Request $request)
{ {
$trainPercentage = $request->input('train_percentage', 80); // Default 80% $trainPercentage = $request->input('train_percentage', 80); // Default 80%
$testPercentage = 100 - $trainPercentage; $testPercentage = 100 - $trainPercentage;
$totalTrainData = TrainData::count();
$totalTrainData = TrainData::count(); // Total data latih
$trainLimit = round(($trainPercentage / 100) * $totalTrainData); $trainLimit = round(($trainPercentage / 100) * $totalTrainData);
$testLimit = round(($testPercentage / 100) * $totalTrainData); $testLimit = round(($testPercentage / 100) * $totalTrainData); // Total data uji
// **Hapus semua data uji sebelum insert baru**
TestData::query()->delete();
// **Ambil data latih acak sesuai persentase**
$trainData = TrainData::inRandomOrder()->limit($trainLimit)->get();
// **Gunakan array untuk memastikan NIS unik** // $totalTrainData = TrainData::count();
$existingNIS = []; dump($totalTrainData);
// $trainLimit = round(($trainPercentage / 100) * $totalTrainData);
foreach ($trainData as $data) { // $testLimit = round(($testPercentage / 100) * $totalTrainData);
if (!in_array($data->nis, $existingNIS)) { dump($testLimit);
TestData::create([ // Ambil data latih sesuai dengan persentase yang dikirim
'nama' => $data->nama, $trainData = TrainData::inRandomOrder()->limit($trainLimit)->get(); // Ambil data latih sesuai persentase
'jenis_kelamin' => $data->jenis_kelamin, dump($trainData);
'nis' => $data->nis, // Ambil data uji sesuai dengan sisa data setelah pengambilan data latih
'asal_daerah' => $data->asal_daerah, $testData = TestData::inRandomOrder()->limit($testLimit)->get(); // Ambil data uji sesuai limit
'tahun_angkatan' => $data->tahun_angkatan,
'alquran' => $data->alquran,
'alhadis' => $data->alhadis,
'status' => $data->status,
'created_at' => now(),
'updated_at' => now(),
]);
$existingNIS[] = $data->nis;
}
}
// **Jalankan klasifikasi otomatis** // **Jalankan klasifikasi otomatis**
// Ganti pemanggilan classifyData() seperti ini $this->classifyData($trainData, $testData);
$this->classifyData($request);
$testData = TestData::limit($testLimit)->get();
$totalTestData = $testData->count(); $totalTestData = $testData->count();
dump($totalTestData);
// Total Test Data
dd($testData);
// Akurasi dan Evaluasi
// **Hitung Akurasi**
$correctPredictions = $testData->filter(function ($item) { $correctPredictions = $testData->filter(function ($item) {
return $item->status === $item->predicted_status; return $item->status === $item->predicted_status;
})->count(); })->count();
$accuracy = ($totalTestData > 0) ? ($correctPredictions / max(1, $totalTestData)) * 100 : 0; $accuracy = ($totalTestData > 0) ? ($correctPredictions / max(1, $totalTestData)) * 100 : 0;
// **Hitung True Positive, False Positive, dan False Negative** // Hitung TP, FP, FN, Precision, Recall, dan Probabilitas
$TP = $testData->filter(function ($item) { $TP = $testData->filter(function ($item) {
return $item->status === 'Tercapai' && $item->predicted_status === 'Tercapai'; return $item->status === 'Tercapai' && $item->predicted_status === 'Tercapai';
})->count(); })->count();
$FP = $testData->filter(function ($item) { $FP = $testData->filter(function ($item) {
return $item->status === 'Tidak Tercapai' && $item->predicted_status === 'Tercapai'; return $item->status === 'Tidak Tercapai' && $item->predicted_status === 'Tercapai';
})->count(); })->count();
$FN = $testData->filter(function ($item) { $FN = $testData->filter(function ($item) {
return $item->status === 'Tercapai' && $item->predicted_status === 'Tidak Tercapai'; return $item->status === 'Tercapai' && $item->predicted_status === 'Tidak Tercapai';
})->count(); })->count();
// **Hitung Precision dan Recall**
$precision = ($TP + $FP) > 0 ? ($TP / ($TP + $FP)) * 100 : 0; $precision = ($TP + $FP) > 0 ? ($TP / ($TP + $FP)) * 100 : 0;
$recall = ($TP + $FN) > 0 ? ($TP / ($TP + $FN)) * 100 : 0; $recall = ($TP + $FN) > 0 ? ($TP / ($TP + $FN)) * 100 : 0;
// **Hitung probabilitas status prediksi** // **Hitung probabilitas status prediksi**
$probStatus = [ $probStatus = [
'Tepat' => $testData->filter(function ($item) { 'Tepat' => $testData->where('predicted_status', 'Tercapai')->count() * 100 / max(1, $totalTestData),
return $item->predicted_status === 'Tercapai'; 'Terlambat' => $testData->where('predicted_status', 'Tidak Tercapai')->count() * 100 / max(1, $totalTestData),
})->count() * 100 / max(1, $totalTestData), ];
'Terlambat' => $testData->filter(function ($item) {
return $item->predicted_status === 'Tidak Tercapai'; $probRegion = [
})->count() * 100 / max(1, $totalTestData), 'Dalam Provinsi' => $probRegion['Dalam Provinsi'] ?? 0,
'Luar Provinsi' => $probRegion['Luar Provinsi'] ?? 0,
]; ];
// **Probabilitas berdasarkan jenis kelamin** // **Probabilitas berdasarkan jenis kelamin**
@ -100,73 +87,7 @@ public function showTestData(Request $request)
'Perempuan' => $probGender['Perempuan'] ?? 0, 'Perempuan' => $probGender['Perempuan'] ?? 0,
]; ];
// **Hitung peluang tepat waktu berdasarkan jenis kelamin**
// Hitung total jumlah "Tercapai" dan "Tidak Tercapai" untuk masing-masing kategori
$totalTercapai = $testData->where('status', 'Tercapai')->count();
$totalTidakTercapai = $testData->where('status', 'Tidak Tercapai')->count();
$probKelamin = [
'Tercapai' => [
'Laki-laki' => [
'probability' => $totalTercapai > 0 ? $testData->where('status', 'Tercapai')->where('jenis_kelamin', 'Laki-laki')->count() / $totalTercapai : 0,
'count' => $testData->where('status', 'Tercapai')->where('jenis_kelamin', 'Laki-laki')->count(),
],
'Perempuan' => [
'probability' => $totalTercapai > 0 ? $testData->where('status', 'Tercapai')->where('jenis_kelamin', 'Perempuan')->count() / $totalTercapai : 0,
'count' => $testData->where('status', 'Tercapai')->where('jenis_kelamin', 'Perempuan')->count(),
],
],
'Tidak Tercapai' => [
'Laki-laki' => [
'probability' => $totalTidakTercapai > 0 ? $testData->where('status', 'Tidak Tercapai')->where('jenis_kelamin', 'Laki-laki')->count() / $totalTidakTercapai : 0,
'count' => $testData->where('status', 'Tidak Tercapai')->where('jenis_kelamin', 'Laki-laki')->count(),
],
'Perempuan' => [
'probability' => $totalTidakTercapai > 0 ? $testData->where('status', 'Tidak Tercapai')->where('jenis_kelamin', 'Perempuan')->count() / $totalTidakTercapai : 0,
'count' => $testData->where('status', 'Tidak Tercapai')->where('jenis_kelamin', 'Perempuan')->count(),
],
],
];
// **Probabilitas berdasarkan asal daerah**
$probRegion = $testData->groupBy('asal_daerah')->map(function ($group) use ($totalTestData) {
return [
'probability' => ($group->count() * 100) / max(1, $totalTestData),
'count' => $group->count()
];
})->toArray();
$probRegion = [
'Dalam Provinsi' => $probRegion['Dalam Provinsi'] ?? 0,
'Luar Provinsi' => $probRegion['Luar Provinsi'] ?? 0,
];
$probProvinsi = [
'Tercapai' => [
'Dalam Provinsi' => [
'probability' => $totalTercapai > 0 ? $testData->where('status', 'Tercapai')->where('asal_daerah', 'Dalam Provinsi')->count() / $totalTercapai : 0,
'count' => $testData->where('status', 'Tercapai')->where('asal_daerah', 'Dalam Provinsi')->count(),
],
'Luar Provinsi' => [
'probability' => $totalTercapai > 0 ? $testData->where('status', 'Tercapai')->where('asal_daerah', 'Luar Provinsi')->count() / $totalTercapai : 0,
'count' => $testData->where('status', 'Tercapai')->where('asal_daerah', 'Luar Provinsi')->count(),
],
],
'Tidak Tercapai' => [
'Dalam Provinsi' => [
'probability' => $totalTidakTercapai > 0 ? $testData->where('status', 'Tidak Tercapai')->where('asal_daerah', 'Dalam Provinsi')->count() / $totalTidakTercapai : 0,
'count' => $testData->where('status', 'Tidak Tercapai')->where('asal_daerah', 'Dalam Provinsi')->count(),
],
'Luar Provinsi' => [
'probability' => $totalTidakTercapai > 0 ? $testData->where('status', 'Tidak Tercapai')->where('asal_daerah', 'Luar Provinsi')->count() / $totalTidakTercapai : 0,
'count' => $testData->where('status', 'Tidak Tercapai')->where('asal_daerah', 'Luar Provinsi')->count(),
],
],
];
// **Hitung peluang tepat waktu berdasarkan jenis kelamin**
$peluangGender = $testData->groupBy('jenis_kelamin')->map(function ($group) { $peluangGender = $testData->groupBy('jenis_kelamin')->map(function ($group) {
$total = $group->count(); $total = $group->count();
$tercapai = $group->filter(function ($item) { $tercapai = $group->filter(function ($item) {
@ -192,7 +113,7 @@ public function showTestData(Request $request)
]; ];
})->toArray(); })->toArray();
$probNumerik = [ $probNumerik = [
'alquran' => [ 'alquran' => [
'Tercapai' => $this->calculateMeanStdDev('alquran', 'Tercapai', $testData), 'Tercapai' => $this->calculateMeanStdDev('alquran', 'Tercapai', $testData),
'Tidak Tercapai' => $this->calculateMeanStdDev('alquran', 'Tidak Tercapai', $testData), 'Tidak Tercapai' => $this->calculateMeanStdDev('alquran', 'Tidak Tercapai', $testData),
@ -207,7 +128,54 @@ public function showTestData(Request $request)
], ],
]; ];
$totalTercapai = $testData->where('status', 'Tercapai')->count();
$totalTidakTercapai = $testData->where('status', 'Tidak Tercapai')->count();
$probKelamin = [
'Tercapai' => [
'Laki-laki' => [
'probability' => $totalTercapai > 0 ? $testData->where('status', 'Tercapai')->where('jenis_kelamin', 'Laki-laki')->count() / $totalTercapai : 0,
'count' => $testData->where('status', 'Tercapai')->where('jenis_kelamin', 'Laki-laki')->count(),
],
'Perempuan' => [
'probability' => $totalTercapai > 0 ? $testData->where('status', 'Tercapai')->where('jenis_kelamin', 'Perempuan')->count() / $totalTercapai : 0,
'count' => $testData->where('status', 'Tercapai')->where('jenis_kelamin', 'Perempuan')->count(),
],
],
'Tidak Tercapai' => [
'Laki-laki' => [
'probability' => $totalTidakTercapai > 0 ? $testData->where('status', 'Tidak Tercapai')->where('jenis_kelamin', 'Laki-laki')->count() / $totalTidakTercapai : 0,
'count' => $testData->where('status', 'Tidak Tercapai')->where('jenis_kelamin', 'Laki-laki')->count(),
],
'Perempuan' => [
'probability' => $totalTidakTercapai > 0 ? $testData->where('status', 'Tidak Tercapai')->where('jenis_kelamin', 'Perempuan')->count() / $totalTidakTercapai : 0,
'count' => $testData->where('status', 'Tidak Tercapai')->where('jenis_kelamin', 'Perempuan')->count(),
],
],
];
$probProvinsi = [
'Tercapai' => [
'Dalam Provinsi' => [
'probability' => $totalTercapai > 0 ? $testData->where('status', 'Tercapai')->where('asal_daerah', 'Dalam Provinsi')->count() / $totalTercapai : 0,
'count' => $testData->where('status', 'Tercapai')->where('asal_daerah', 'Dalam Provinsi')->count(),
],
'Luar Provinsi' => [
'probability' => $totalTercapai > 0 ? $testData->where('status', 'Tercapai')->where('asal_daerah', 'Luar Provinsi')->count() / $totalTercapai : 0,
'count' => $testData->where('status', 'Tercapai')->where('asal_daerah', 'Luar Provinsi')->count(),
],
],
'Tidak Tercapai' => [
'Dalam Provinsi' => [
'probability' => $totalTidakTercapai > 0 ? $testData->where('status', 'Tidak Tercapai')->where('asal_daerah', 'Dalam Provinsi')->count() / $totalTidakTercapai : 0,
'count' => $testData->where('status', 'Tidak Tercapai')->where('asal_daerah', 'Dalam Provinsi')->count(),
],
'Luar Provinsi' => [
'probability' => $totalTidakTercapai > 0 ? $testData->where('status', 'Tidak Tercapai')->where('asal_daerah', 'Luar Provinsi')->count() / $totalTidakTercapai : 0,
'count' => $testData->where('status', 'Tidak Tercapai')->where('asal_daerah', 'Luar Provinsi')->count(),
],
],
];
return view('pages.admin.test-data', compact( return view('pages.admin.test-data', compact(
@ -231,7 +199,9 @@ public function showTestData(Request $request)
'probProvinsi', 'probProvinsi',
'testLimit', 'testLimit',
'trainLimit', 'trainLimit',
'FP',
'TP',
'FN'
)); ));
} }
@ -241,57 +211,43 @@ public function showClassify()
return view('pages.admin.class-result', compact('classifiedData')); return view('pages.admin.class-result', compact('classifiedData'));
} }
private function classifyData(Request $request)
private function classifyData($trainData, $testData)
{ {
$trainPercentage = $request->input('train_percentage', 80); // Default 80% // Ambil data latih dan pisahkan fitur dan label
$testPercentage = 100 - $trainPercentage; $trainSamples = $trainData->map(function ($item) {
$totalTrainData = TrainData::count();
$trainLimit = round(($trainPercentage / 100) * $totalTrainData);
$testLimit = round(($testPercentage / 100) * $totalTrainData);
// Ambil data uji sesuai limit yang dihitung
$testData = TestData::limit($testLimit)->get();
$totalTestData = $testData->count();
if ($totalTestData == 0) {
return;
}
// Ambil data latih untuk model
$trainSamples = TrainData::limit($trainLimit)->get()->map(function ($item) {
return [$item->alquran, $item->alhadis]; // Fitur return [$item->alquran, $item->alhadis]; // Fitur
})->toArray(); })->toArray();
$trainLabels = TrainData::limit($trainLimit)->pluck('status')->values()->toArray(); $trainLabels = $trainData->pluck('status')->values()->toArray(); // Label
// Ambil data uji // Cek jika data latih kosong
if (empty($trainSamples) || empty($trainLabels)) {
session()->flash('error', 'Data Latih 0. Model tidak mempelajari pola apapun');
return;
}
// Ambil data uji dan pisahkan fitur
$testSamples = $testData->map(function ($item) { $testSamples = $testData->map(function ($item) {
return [$item->alquran, $item->alhadis]; // Fitur return [$item->alquran, $item->alhadis]; // Fitur
})->toArray(); })->toArray();
if (count($trainSamples) == 0 || count($testSamples) == 0) {
return;
}
// Jalankan Naive Bayes // Jalankan Naive Bayes
$classifier = new NaiveBayes(); $classifier = new NaiveBayes();
$classifier->train($trainSamples, $trainLabels); $classifier->train($trainSamples, $trainLabels); // Latih model dengan data latih
$predictedLabels = $classifier->predict($testSamples); $predictedLabels = $classifier->predict($testSamples); // Prediksi data uji
// Simpan hasil prediksi // Simpan hasil prediksi ke dalam TestData
foreach ($testData as $index => $data) { foreach ($testData as $index => $data) {
$data->predicted_status = $predictedLabels[$index] ?? 'Belum Diklasifikasi'; $data->predicted_status = $predictedLabels[$index] ?? 'Belum Diklasifikasi';
$data->save(); $data->save();
} }
// ✅ Tambahkan debug log untuk memastikan prediksi disimpan Log::info("DEBUG: Predicted Labels", ["PredictedLabels" => $predictedLabels]);
Log::info("DEBUG: Hasil Prediksi Naive Bayes", [
"Total Test Data" => count($testSamples),
"Predicted Labels" => $predictedLabels,
]);
} }
public function resetData() public function resetData()
{ {
TestData::query()->delete(); TestData::query()->delete();

270
resources/views/pages/admin/test-data.blade.php
View File

@ -99,7 +99,16 @@
background-color: #fff; background-color: #fff;
} }
</style> </style>
@if($errors->any())
<script>
Swal.fire({
icon: 'error',
title: 'Oops...',
text: "{{ $errors->first() }}",
confirmButtonColor: '#d33'
});
</script>
@endif
<main id="main" class="main"> <main id="main" class="main">
<div class="row"> <div class="row">
<div class="pagetitle d-flex justify-content-between align-items-center"> <div class="pagetitle d-flex justify-content-between align-items-center">
@ -112,43 +121,123 @@
<li class="breadcrumb-item active">Data Uji</li> <li class="breadcrumb-item active">Data Uji</li>
</ol> </ol>
</nav> </nav>
<div class="col-12">
<div class="row"> <div class="row text-white justify-content-center">
<div class="col-md-6"> <div class="col-md-6 ">
<div class="card p-4 shadow-sm text-center border-0 hover-card"> <div class="card card-main bg-info">
<div class="d-flex align-items-center gap-3"> <i class="bx bxs-bar-chart-alt-2 fs-1 custom-icon text-white"></i>
<i class="bx bxs-bar-chart-alt-2 fs-1 text-primary"></i> <h3 class="mb-0 text-white fs-4 ">{{ $trainPercentage }}%</h3>
<div> <h6 style="color: #fff">Data Latih</h6>
<h5 class="mb-1 fw-semibold">Data Latih</h5>
<p class="mb-0 fs-4 text-dark">{{ $trainPercentage }}%</p>
</div>
</div> </div>
</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>
<div class="col-md-6"> </div>
<div class="card p-4 shadow-sm text-center border-0 hover-card"> <div class="col-12">
<div class="d-flex align-items-center gap-3"> <div class="row">
<i class="bx bxs-flask fs-1 text-danger"></i> <div class="row justify-content-center text-center mt-4">
<div> <div class="col-12">
<h5 class="mb-1 fw-semibold">Data Uji</h5> <h2 class="status-title">Jumlah Data</h2>
<p class="mb-0 fs-4 text-dark">{{ $testPercentage }}%</p> </div>
</div> </div>
<div class="col-md-12">
<div class="card card-main">
<i class="bx bx-data custom-icon data-icon"></i>
<h3>{{$totalTestData}}</h3>
<h6>Data yang di Uji</h6>
<p>Diambil dari sejumlah {{ $totalTrainData }} dengan presentase {{ $testPercentage }}% data
latih</p>
</div> </div>
</div> </div>
</div> </div>
</div> </div>
<div class="col-12">
<div class="row justify-content-center text-center mt-4">
<div class="col-12">
<h2 class="status-title">Confusion Matrix</h2>
</div>
</div>
<div class="row">
<!-- Akurasi -->
<div class="col-md-4">
<div class="card card-main">
<i class="bx bx-bar-chart-alt-2 custom-icon accuracy-icon"></i>
<h3>{{ number_format($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> <style>
.hover-card { .hover-card {
transition: transform 0.3s ease, box-shadow 0.3s ease; transition: transform 0.3s ease, box-shadow 0.3s ease;
} }
.hover-card:hover { .hover-card:hover {
transform: translateY(-5px); transform: translateY(-5px);
box-shadow: 0 8px 20px rgba(0, 0, 0, 0.15); box-shadow: 0 8px 20px rgba(0, 0, 0, 0.15);
} }
</style> </style>
{{-- {{--
<div class="col-lg-12"> <div class="col-lg-12">
<div class="card shadow-sm border-0"> <div class="card shadow-sm border-0">
<div class="card-body"> <div class="card-body">
@ -157,10 +246,14 @@
<div class="col-md-10"> <div class="col-md-10">
<form action="{{ route('testData.show') }}" method="GET" class="d-flex gap-2"> <form action="{{ route('testData.show') }}" method="GET" class="d-flex gap-2">
<select name="test_percentage'" class="form-select"> <select name="test_percentage'" class="form-select">
<option value="100" {{ request('test_percentage')==100 ? 'selected' : '' }}>100%</option> <option value="100" {{ request('test_percentage')==100 ? 'selected' : '' }}>100%
<option value="75" {{ request('test_percentage')==75 ? 'selected' : '' }}>75%</option> </option>
<option value="50" {{ request('test_percentage')==50 ? 'selected' : '' }}>50%</option> <option value="75" {{ request('test_percentage')==75 ? 'selected' : '' }}>75%
<option value="25" {{ request('test_percentage')==25 ? 'selected' : '' }}>25%</option> </option>
<option value="50" {{ request('test_percentage')==50 ? 'selected' : '' }}>50%
</option>
<option value="25" {{ request('test_percentage')==25 ? 'selected' : '' }}>25%
</option>
</select> </select>
<button type="submit" class="btn btn-primary"> <button type="submit" class="btn btn-primary">
<i class="bx bxs-mouse-alt me-1"></i> Terapkan <i class="bx bxs-mouse-alt me-1"></i> Terapkan
@ -180,26 +273,6 @@
</div> </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 {{ $testPercentage }}% data latih</p>
</div>
</div>
</div>
</div>
<div class="container mb-0"> <div class="container mb-0">
<!-- Judul --> <!-- Judul -->
<div class="row justify-content-center text-center mt-4"> <div class="row justify-content-center text-center mt-4">
@ -239,7 +312,8 @@
<div class="text-start"> <div class="text-start">
<div class="number">{{ number_format($probStatus['Terlambat'] ?? 0, 2) }}%</div> <div class="number">{{ number_format($probStatus['Terlambat'] ?? 0, 2) }}%</div>
<div class="status-label">Terlambat</div> <div class="status-label">Terlambat</div>
<small>Sejumlah <b> {{ $totalTidakTercapai }} </b> dari {{ $totalTestData }} data</small> <small>Sejumlah <b> {{ $totalTidakTercapai }} </b> dari {{ $totalTestData }}
data</small>
</div> </div>
</div> </div>
<div class="progress mx-auto" style="width: 80%;"> <div class="progress mx-auto" style="width: 80%;">
@ -276,7 +350,8 @@
<div class="d-flex justify-content-between"> <div class="d-flex justify-content-between">
<div> <div>
<p class="small text-muted mb-1">Tercapai</p> <p class="small text-muted mb-1">Tercapai</p>
<p class="fw-bold fs-5 ">{{ number_format($probNumerik['alquran']['Tercapai']['mean'], 2) }}</p> <p class="fw-bold fs-5 ">{{ number_format($probNumerik['alquran']['Tercapai']['mean'],
2) }}</p>
</div> </div>
<div> <div>
<p class="small text-muted mb-1">Tidak Tercapai</p> <p class="small text-muted mb-1">Tidak Tercapai</p>
@ -288,7 +363,8 @@
<div class="d-flex justify-content-between"> <div class="d-flex justify-content-between">
<div> <div>
<p class="small text-muted mb-1">Tercapai</p> <p class="small text-muted mb-1">Tercapai</p>
<p class="fw-bold fs-6 ">{{ number_format($probNumerik['alquran']['Tercapai']['std_dev'], 2) }}</p> <p class="fw-bold fs-6 ">{{
number_format($probNumerik['alquran']['Tercapai']['std_dev'], 2) }}</p>
</div> </div>
<div> <div>
<p class="small text-muted mb-1">Tidak Tercapai</p> <p class="small text-muted mb-1">Tidak Tercapai</p>
@ -311,7 +387,8 @@
<div class="d-flex justify-content-between"> <div class="d-flex justify-content-between">
<div> <div>
<p class="small text-muted mb-1">Tercapai</p> <p class="small text-muted mb-1">Tercapai</p>
<p class="fw-bold fs-5 ">{{ number_format($probNumerik['alhadis']['Tercapai']['mean'], 2) }}</p> <p class="fw-bold fs-5 ">{{ number_format($probNumerik['alhadis']['Tercapai']['mean'],
2) }}</p>
</div> </div>
<div> <div>
<p class="small text-muted mb-1">Tidak Tercapai</p> <p class="small text-muted mb-1">Tidak Tercapai</p>
@ -323,7 +400,8 @@
<div class="d-flex justify-content-between"> <div class="d-flex justify-content-between">
<div> <div>
<p class="small text-muted mb-1">Tercapai</p> <p class="small text-muted mb-1">Tercapai</p>
<p class="fw-bold fs-6 ">{{ number_format($probNumerik['alhadis']['Tercapai']['std_dev'], 2) }}</p> <p class="fw-bold fs-6 ">{{
number_format($probNumerik['alhadis']['Tercapai']['std_dev'], 2) }}</p>
</div> </div>
<div> <div>
<p class="small text-muted mb-1">Tidak Tercapai</p> <p class="small text-muted mb-1">Tidak Tercapai</p>
@ -346,11 +424,13 @@
<div class="d-flex justify-content-between"> <div class="d-flex justify-content-between">
<div> <div>
<p class="small text-muted mb-1">Tercapai</p> <p class="small text-muted mb-1">Tercapai</p>
<p class="fw-bold fs-5 ">{{ number_format($probNumerik['tahun_angkatan']['Tercapai']['mean'], 2) }}</p> <p class="fw-bold fs-5 ">{{
number_format($probNumerik['tahun_angkatan']['Tercapai']['mean'], 2) }}</p>
</div> </div>
<div> <div>
<p class="small text-muted mb-1">Tidak Tercapai</p> <p class="small text-muted mb-1">Tidak Tercapai</p>
<p class="fw-bold fs-5 text-danger">{{ number_format($probNumerik['tahun_angkatan']['Tidak Tercapai']['mean'], 2) }}</p> <p class="fw-bold fs-5 text-danger">{{
number_format($probNumerik['tahun_angkatan']['Tidak Tercapai']['mean'], 2) }}</p>
</div> </div>
</div> </div>
<hr class="my-2"> <hr class="my-2">
@ -358,11 +438,13 @@
<div class="d-flex justify-content-between"> <div class="d-flex justify-content-between">
<div> <div>
<p class="small text-muted mb-1">Tercapai</p> <p class="small text-muted mb-1">Tercapai</p>
<p class="fw-bold fs-6 ">{{ number_format($probNumerik['tahun_angkatan']['Tercapai']['std_dev'], 2) }}</p> <p class="fw-bold fs-6 ">{{
number_format($probNumerik['tahun_angkatan']['Tercapai']['std_dev'], 2) }}</p>
</div> </div>
<div> <div>
<p class="small text-muted mb-1">Tidak Tercapai</p> <p class="small text-muted mb-1">Tidak Tercapai</p>
<p class="fw-bold fs-6 text-danger">{{ number_format($probNumerik['tahun_angkatan']['Tidak Tercapai']['std_dev'], 2) }}</p> <p class="fw-bold fs-6 text-danger">{{
number_format($probNumerik['tahun_angkatan']['Tidak Tercapai']['std_dev'], 2) }}</p>
</div> </div>
</div> </div>
</div> </div>
@ -384,9 +466,9 @@
<div class="card"> <div class="card">
<div class="card-header bg-danger text-white"> <div class="card-header bg-danger text-white">
<h5 class="align-items-center d-flex fw-bold" style="margin-bottom: 0"><i <h5 class="align-items-center d-flex fw-bold" style="margin-bottom: 0"><i
class="bx bx-universal-access me-2"></i> Jenis class="bx bx-universal-access me-2"></i> Jenis
Kelamin Kelamin
</h5> </h5>
</div> </div>
<div class="card-body"> <div class="card-body">
<table class="table"> <table class="table">
@ -400,14 +482,22 @@ class="bx bx-universal-access me-2"></i> Jenis
<tbody> <tbody>
<tr> <tr>
<td>Tercapai</td> <td>Tercapai</td>
<td>{{ number_format($probKelamin['Tercapai']['Laki-laki']['probability'] * 100, 2) }}% ({{ $probKelamin['Tercapai']['Laki-laki']['count'] }}/{{ $totalTercapai }})</td> <td>{{ number_format($probKelamin['Tercapai']['Laki-laki']['probability'] * 100,
<td>{{ number_format($probKelamin['Tercapai']['Perempuan']['probability'] * 100, 2) }}% ({{ $probKelamin['Tercapai']['Perempuan']['count'] }}/{{ $totalTercapai }})</td> 2) }}% ({{ $probKelamin['Tercapai']['Laki-laki']['count'] }}/{{
$totalTercapai }})</td>
<td>{{ number_format($probKelamin['Tercapai']['Perempuan']['probability'] * 100,
2) }}% ({{ $probKelamin['Tercapai']['Perempuan']['count'] }}/{{
$totalTercapai }})</td>
</tr> </tr>
<tr> <tr>
<td>Tidak Tercapai</td> <td>Tidak Tercapai</td>
<td>{{ number_format($probKelamin['Tidak Tercapai']['Laki-laki']['probability'] * 100, 2) }}% ({{ $probKelamin['Tidak Tercapai']['Laki-laki']['count'] }}/{{ $totalTidakTercapai }})</td> <td>{{ number_format($probKelamin['Tidak Tercapai']['Laki-laki']['probability']
<td>{{ number_format($probKelamin['Tidak Tercapai']['Perempuan']['probability'] * 100, 2) }}% ({{ $probKelamin['Tidak Tercapai']['Perempuan']['count'] }}/{{ $totalTidakTercapai }})</td> * 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'] }}/{{
$totalTidakTercapai }})</td>
</tr> </tr>
</tbody> </tbody>
</table> </table>
@ -420,8 +510,8 @@ class="bx bx-universal-access me-2"></i> Jenis
<div class="card"> <div class="card">
<div class="card-header bg-primary text-white"> <div class="card-header bg-primary text-white">
<h5 class="align-items-center d-flex fw-bold" style="margin-bottom: 0"><i <h5 class="align-items-center d-flex fw-bold" style="margin-bottom: 0"><i
class="bx bx-buildings me-2"></i> Asal Daerah class="bx bx-buildings me-2"></i> Asal Daerah
</h5> </h5>
</div> </div>
<div class="card-body"> <div class="card-body">
<table class="table"> <table class="table">
@ -435,8 +525,12 @@ class="bx bx-buildings me-2"></i> Asal Daerah
<tbody> <tbody>
<tr> <tr>
<td>Tercapai</td> <td>Tercapai</td>
<td>{{ number_format($probProvinsi['Tercapai']['Dalam Provinsi']['probability'] * 100, 2) }}% ({{ $probProvinsi['Tercapai']['Dalam Provinsi']['count'] }}/{{ $totalTercapai }})</td> <td>{{ number_format($probProvinsi['Tercapai']['Dalam Provinsi']['probability']
<td>{{ number_format($probProvinsi['Tercapai']['Luar Provinsi']['probability'] * 100, 2) }}% ({{ $probProvinsi['Tercapai']['Luar Provinsi']['count'] }}/{{ $totalTercapai }})</td> * 100, 2) }}% ({{ $probProvinsi['Tercapai']['Dalam Provinsi']['count'] }}/{{
$totalTercapai }})</td>
<td>{{ number_format($probProvinsi['Tercapai']['Luar Provinsi']['probability'] *
100, 2) }}% ({{ $probProvinsi['Tercapai']['Luar Provinsi']['count'] }}/{{
$totalTercapai }})</td>
</tr> </tr>
<tr> <tr>
@ -479,13 +573,17 @@ class="bx bx-map-pin me-2"></i> Asal Daerah
<tbody> <tbody>
<tr> <tr>
<td>Dalam Provinsi</td> <td>Dalam Provinsi</td>
<td>{{ number_format($probRegion['Dalam Provinsi']['probability'] ?? 0, 2) }}%</td> <td>{{ number_format($probRegion['Dalam Provinsi']['probability'] ?? 0, 2) }}%
<td>{{ number_format($peluangRegion['Dalam Provinsi']['peluang'] ?? 0, 2) }}%</td> </td>
<td>{{ number_format($peluangRegion['Dalam Provinsi']['peluang'] ?? 0, 2) }}%
</td>
</tr> </tr>
<tr> <tr>
<td>Luar Provinsi</td> <td>Luar Provinsi</td>
<td>{{ number_format($probRegion['Luar Provinsi']['probability'] ?? 0, 2) }}%</td> <td>{{ number_format($probRegion['Luar Provinsi']['probability'] ?? 0, 2) }}%
<td>{{ number_format($peluangRegion['Luar Provinsi']['peluang'] ?? 0, 2) }}%</td> </td>
<td>{{ number_format($peluangRegion['Luar Provinsi']['peluang'] ?? 0, 2) }}%
</td>
</tr> </tr>
</tbody> </tbody>
</table> </table>
@ -547,7 +645,7 @@ class="bx bxs-user-badge me-2"></i> Jenis
</button> </button>
</div> </div>
<div class="table-responsive"> <div class="table-responsive">
<table id="dataTable" class="table table-striped table-bordered"> <table id="dataTable" class="table table-striped table-bordered">
<thead> <thead>
<tr> <tr>
@ -598,41 +696,7 @@ class="bx bxs-user-badge me-2"></i> Jenis
</div> </div>
</div> </div>
<div class="col-12">
<div class="row justify-content-center text-center mt-4">
<div class="col-12">
<h2 class="status-title">Conffusion Matrix</h2>
</div>
</div>
<div class="row">
<!-- Akurasi -->
<div class="col-md-4">
<div class="card card-main">
<i class="bx bx-bar-chart-alt-2 custom-icon accuracy-icon"></i>
<h3>{{ number_format($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> </div>
</main> </main>

37
resources/views/pages/admin/train-data.blade.php
View File

@ -65,27 +65,34 @@ class="btn btn-warning w-100 d-flex align-items-center justify-content-center ga
</div> </div>
</div> </div>
<div class="col-lg-12"> <div class="col-lg-12">
<div class="card shadow-sm border-0"> <div class="card shadow-sm border-0">
<div class="card-body"> <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="row g-2">
<div class="col-md-12"> <div class="col-md-12">
<form action="{{ route('trainData.setPercentage') }}" method="GET" <form action="{{ route('trainData.setPercentage') }}" method="GET" class="d-flex gap-2 card-body">
class="d-flex gap-2 card-body">
<select name="train_percentage" class="form-select"> <select name="train_percentage" class="form-select">
<option value="90" {{ request('train_percentage')==10 ? 'selected' : '' }}>90% Data <option value="90" {{ request('train_percentage')==90 ? 'selected' : '' }}>90% Data Latih
Latih 10% Data Uji</option> 10% Data Uji</option>
<option value="80" {{ request('train_percentage')==80 ? 'selected' : '' }}>80% Data <option value="80" {{ request('train_percentage')==80 ? 'selected' : '' }}>80% Data Latih
Latih 20% Data Uji</option> 20% Data Uji</option>
<option value="70" {{ request('train_percentage')==70 ? 'selected' : '' }}>70% Data <option value="70" {{ request('train_percentage')==70 ? 'selected' : '' }}>70% Data Latih
Latih 30% Data Uji</option> 30% Data Uji</option>
<option value="60" {{ request('train_percentage')==60 ? 'selected' : '' }}>60% Data <option value="60" {{ request('train_percentage')==60 ? 'selected' : '' }}>60% Data Latih
Latih 40% Data Uji</option> 40% Data Uji</option>
<option value="50" {{ request('train_percentage')==50 ? 'selected' : '' }}>50% Data <option value="50" {{ request('train_percentage')==50 ? 'selected' : '' }}>50% Data Latih
Latih 50% Data Uji</option> 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> </select>
<button type="submit" class="btn btn-primary"> <button type="submit" class="btn btn-primary">
<i class="bx bxs-mouse-alt me-1"></i> Terapkan <i class="bx bxs-mouse-alt me-1"></i> Terapkan