[v3]
This commit is contained in:
parent
5b1d90b273
commit
70975f8e4b
|
@ -79,7 +79,7 @@ public function register(Request $request)
|
|||
'email' => 'required|email|unique:users,email',
|
||||
'password' => 'required|min:6',
|
||||
'jenis_kelamin' => 'required|in:Laki-laki,Perempuan',
|
||||
'asal_daerah' => 'required|in:dalamProvinsi,luarProvinsi',
|
||||
'asal_daerah' => 'required|in:Dalam Provinsi,Luar Provinsi',
|
||||
]);
|
||||
|
||||
// Buat user baru
|
||||
|
|
|
@ -83,14 +83,6 @@ public function classificationResult()
|
|||
|
||||
return view('pages.admin.class-result'); // Pastikan view ini telah dibuat
|
||||
}
|
||||
|
||||
|
||||
|
||||
public function showExamData()
|
||||
{
|
||||
// Tambahkan logika untuk mengolah dan menampilkan hasil klasifikasi
|
||||
// Misalnya, menjalankan algoritma atau mengambil data dari model
|
||||
|
||||
return view('pages.admin.exam-data'); // Pastikan view ini telah dibuat
|
||||
}
|
||||
}
|
||||
|
||||
|
||||
|
|
|
@ -59,7 +59,7 @@ public function updateProfile(Request $request)
|
|||
$request->validate([
|
||||
'name' => 'required|string|max:255',
|
||||
'email' => 'required|email|unique:users,email,' . $user->id,
|
||||
'asal_daerah' => 'required|in:dalamProvinsi,luarProvinsi',
|
||||
'asal_daerah' => 'required|in:Dalam Provinsi,Luar Provinsi',
|
||||
'password' => 'nullable|min:6|same:password_confirmation',
|
||||
], [
|
||||
'password.same' => 'Konfirmasi password tidak cocok.',
|
||||
|
|
|
@ -12,15 +12,16 @@ class TestDataController extends Controller
|
|||
{
|
||||
public function showTestData(Request $request)
|
||||
{
|
||||
$percentage = $request->input('percentage', 100);
|
||||
$trainPercentage = $request->input('train_percentage', 80); // Default 80%
|
||||
$testPercentage = 100 - $trainPercentage;
|
||||
$totalTrainData = TrainData::count();
|
||||
$limit = round(($percentage / 100) * $totalTrainData);
|
||||
|
||||
$trainLimit = round(($trainPercentage / 100) * $totalTrainData);
|
||||
$testLimit = round(($testPercentage / 100) * $totalTrainData);
|
||||
// **Hapus semua data uji sebelum insert baru**
|
||||
TestData::query()->delete();
|
||||
|
||||
// **Ambil data latih acak sesuai persentase**
|
||||
$trainData = TrainData::inRandomOrder()->limit($limit)->get();
|
||||
$trainData = TrainData::inRandomOrder()->limit($trainLimit)->get();
|
||||
|
||||
// **Gunakan array untuk memastikan NIS unik**
|
||||
$existingNIS = [];
|
||||
|
@ -44,64 +45,193 @@ public function showTestData(Request $request)
|
|||
}
|
||||
|
||||
// **Jalankan klasifikasi otomatis**
|
||||
$this->classifyData();
|
||||
// Ganti pemanggilan classifyData() seperti ini
|
||||
$this->classifyData($request);
|
||||
|
||||
// **Ambil kembali data uji**
|
||||
$testData = TestData::all();
|
||||
|
||||
$testData = TestData::limit($testLimit)->get();
|
||||
$totalTestData = $testData->count();
|
||||
|
||||
// **Hitung akurasi berdasarkan prediksi**
|
||||
$correctPredictions = TestData::whereColumn('status', 'predicted_status')->count();
|
||||
|
||||
// **Hitung Akurasi**
|
||||
$correctPredictions = $testData->filter(function ($item) {
|
||||
return $item->status === $item->predicted_status;
|
||||
})->count();
|
||||
|
||||
$accuracy = ($totalTestData > 0) ? ($correctPredictions / max(1, $totalTestData)) * 100 : 0;
|
||||
|
||||
// **Hitung True Positive, False Positive, dan False Negative**
|
||||
$TP = $testData->filter(function ($item) {
|
||||
return $item->status === 'Tercapai' && $item->predicted_status === 'Tercapai';
|
||||
})->count();
|
||||
|
||||
$FP = $testData->filter(function ($item) {
|
||||
return $item->status === 'Tidak Tercapai' && $item->predicted_status === 'Tercapai';
|
||||
})->count();
|
||||
|
||||
$FN = $testData->filter(function ($item) {
|
||||
return $item->status === 'Tercapai' && $item->predicted_status === 'Tidak Tercapai';
|
||||
})->count();
|
||||
|
||||
// **Hitung Precision dan Recall**
|
||||
$precision = ($TP + $FP) > 0 ? ($TP / ($TP + $FP)) * 100 : 0;
|
||||
$recall = ($TP + $FN) > 0 ? ($TP / ($TP + $FN)) * 100 : 0;
|
||||
|
||||
// **Hitung probabilitas status prediksi**
|
||||
$probStatus = [
|
||||
'Tepat' => TestData::where('predicted_status', 'Tercapai')->count() * 100 / max(1, $totalTestData),
|
||||
'Terlambat' => TestData::where('predicted_status', 'Tidak Tercapai')->count() * 100 / max(1, $totalTestData),
|
||||
'Tepat' => $testData->filter(function ($item) {
|
||||
return $item->predicted_status === 'Tercapai';
|
||||
})->count() * 100 / max(1, $totalTestData),
|
||||
'Terlambat' => $testData->filter(function ($item) {
|
||||
return $item->predicted_status === 'Tidak Tercapai';
|
||||
})->count() * 100 / max(1, $totalTestData),
|
||||
];
|
||||
|
||||
// **Probabilitas berdasarkan jenis kelamin**
|
||||
$probGender = TestData::groupBy('jenis_kelamin')
|
||||
->selectRaw("jenis_kelamin, COUNT(*) * 100 / $totalTestData as probability")
|
||||
->pluck('probability', 'jenis_kelamin')
|
||||
->toArray();
|
||||
$probGender = $testData->groupBy('jenis_kelamin')->map(function ($group) use ($totalTestData) {
|
||||
return [
|
||||
'probability' => ($group->count() * 100) / max(1, $totalTestData),
|
||||
'count' => $group->count()
|
||||
];
|
||||
})->toArray();
|
||||
|
||||
$probGender = [
|
||||
'Laki-laki' => $probGender['Laki-laki'] ?? 0,
|
||||
'Perempuan' => $probGender['Perempuan'] ?? 0,
|
||||
];
|
||||
|
||||
|
||||
// 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')
|
||||
->selectRaw("asal_daerah, COUNT(*) * 100 / $totalTestData as probability")
|
||||
->pluck('probability', 'asal_daerah')
|
||||
->toArray();
|
||||
$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,
|
||||
];
|
||||
|
||||
// **Hitung peluang tepat waktu berdasarkan kategori**
|
||||
$peluangGender = TestData::groupBy('jenis_kelamin')
|
||||
->selectRaw("jenis_kelamin, SUM(CASE WHEN predicted_status = 'Tercapai' THEN 1 ELSE 0 END) * 100 / COUNT(*) as peluang")
|
||||
->pluck('peluang', 'jenis_kelamin')
|
||||
->toArray();
|
||||
$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(),
|
||||
],
|
||||
],
|
||||
];
|
||||
|
||||
$peluangRegion = TestData::groupBy('asal_daerah')
|
||||
->selectRaw("asal_daerah, SUM(CASE WHEN predicted_status = 'Tercapai' THEN 1 ELSE 0 END) * 100 / COUNT(*) as peluang")
|
||||
->pluck('peluang', 'asal_daerah')
|
||||
->toArray();
|
||||
// **Hitung peluang tepat waktu berdasarkan jenis kelamin**
|
||||
$peluangGender = $testData->groupBy('jenis_kelamin')->map(function ($group) {
|
||||
$total = $group->count();
|
||||
$tercapai = $group->filter(function ($item) {
|
||||
return $item->predicted_status === 'Tercapai';
|
||||
})->count();
|
||||
|
||||
return view('pages.admin.exam-data', compact(
|
||||
return [
|
||||
'peluang' => ($tercapai * 100) / max(1, $total),
|
||||
'count' => $total
|
||||
];
|
||||
})->toArray();
|
||||
|
||||
// **Hitung peluang tepat waktu berdasarkan asal daerah**
|
||||
$peluangRegion = $testData->groupBy('asal_daerah')->map(function ($group) {
|
||||
$total = $group->count();
|
||||
$tercapai = $group->filter(function ($item) {
|
||||
return $item->predicted_status === 'Tercapai';
|
||||
})->count();
|
||||
|
||||
return [
|
||||
'peluang' => ($tercapai * 100) / max(1, $total),
|
||||
'count' => $total
|
||||
];
|
||||
})->toArray();
|
||||
|
||||
$probNumerik = [
|
||||
'alquran' => [
|
||||
'Tercapai' => $this->calculateMeanStdDev('alquran', 'Tercapai', $testData),
|
||||
'Tidak Tercapai' => $this->calculateMeanStdDev('alquran', 'Tidak Tercapai', $testData),
|
||||
],
|
||||
'alhadis' => [
|
||||
'Tercapai' => $this->calculateMeanStdDev('alhadis', 'Tercapai', $testData),
|
||||
'Tidak Tercapai' => $this->calculateMeanStdDev('alhadis', 'Tidak Tercapai', $testData),
|
||||
],
|
||||
'tahun_angkatan' => [
|
||||
'Tercapai' => $this->calculateMeanStdDev('tahun_angkatan', 'Tercapai', $testData),
|
||||
'Tidak Tercapai' => $this->calculateMeanStdDev('tahun_angkatan', 'Tidak Tercapai', $testData),
|
||||
],
|
||||
];
|
||||
|
||||
|
||||
|
||||
|
||||
return view('pages.admin.test-data', compact(
|
||||
'testData',
|
||||
'totalTestData',
|
||||
'totalTrainData',
|
||||
'trainPercentage',
|
||||
'testPercentage',
|
||||
'accuracy',
|
||||
'probStatus',
|
||||
'probGender',
|
||||
'probRegion',
|
||||
'peluangGender',
|
||||
'peluangRegion'
|
||||
'peluangRegion',
|
||||
'precision',
|
||||
'recall',
|
||||
'probNumerik',
|
||||
'probKelamin',
|
||||
'totalTercapai',
|
||||
'totalTidakTercapai',
|
||||
'probProvinsi',
|
||||
'testLimit',
|
||||
'trainLimit',
|
||||
|
||||
));
|
||||
}
|
||||
|
||||
|
@ -111,22 +241,31 @@ public function showClassify()
|
|||
|
||||
return view('pages.admin.class-result', compact('classifiedData'));
|
||||
}
|
||||
|
||||
private function classifyData()
|
||||
private function classifyData(Request $request)
|
||||
{
|
||||
if (TestData::count() == 0) {
|
||||
$trainPercentage = $request->input('train_percentage', 80); // Default 80%
|
||||
$testPercentage = 100 - $trainPercentage;
|
||||
$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
|
||||
$trainSamples = TrainData::all()->map(function ($item) {
|
||||
$trainSamples = TrainData::limit($trainLimit)->get()->map(function ($item) {
|
||||
return [$item->alquran, $item->alhadis]; // Fitur
|
||||
})->toArray();
|
||||
|
||||
$trainLabels = TrainData::pluck('status')->values()->toArray();
|
||||
$trainLabels = TrainData::limit($trainLimit)->pluck('status')->values()->toArray();
|
||||
|
||||
// Ambil data uji
|
||||
$testSamples = TestData::all()->map(function ($item) {
|
||||
$testSamples = $testData->map(function ($item) {
|
||||
return [$item->alquran, $item->alhadis]; // Fitur
|
||||
})->toArray();
|
||||
|
||||
|
@ -140,7 +279,6 @@ private function classifyData()
|
|||
$predictedLabels = $classifier->predict($testSamples);
|
||||
|
||||
// Simpan hasil prediksi
|
||||
$testData = TestData::all();
|
||||
foreach ($testData as $index => $data) {
|
||||
$data->predicted_status = $predictedLabels[$index] ?? 'Belum Diklasifikasi';
|
||||
$data->save();
|
||||
|
@ -153,9 +291,41 @@ private function classifyData()
|
|||
]);
|
||||
}
|
||||
|
||||
|
||||
public function resetData()
|
||||
{
|
||||
TestData::query()->delete();
|
||||
return back()->with('success', 'Data uji telah direset.');
|
||||
}
|
||||
|
||||
private function calculateMeanStdDev($column, $status, $testData)
|
||||
{
|
||||
// Filter data sesuai status dan ambil nilai kolom yang diminta
|
||||
$data = $testData->where('status', $status)->pluck($column);
|
||||
|
||||
$count = $data->count();
|
||||
$mean = $count > 0 ? $data->average() : 0;
|
||||
|
||||
// Hitung standar deviasi
|
||||
$std_dev = $count > 1 ? sqrt($data->map(fn($x) => pow($x - $mean, 2))->sum() / ($count - 1)) : 0;
|
||||
|
||||
return [
|
||||
'mean' => $mean,
|
||||
'std_dev' => $std_dev
|
||||
];
|
||||
}
|
||||
|
||||
|
||||
public function setPercentage(Request $request)
|
||||
{
|
||||
// Mengambil persentase dari input pengguna atau default 80%
|
||||
$trainPercentage = $request->input('train_percentage', 80); // Default 80%
|
||||
$testPercentage = 100 - $trainPercentage;
|
||||
|
||||
// Redirect ke halaman test-data dengan persentase yang telah dipilih
|
||||
return redirect()->route('testData.show', [
|
||||
'train_percentage' => $trainPercentage,
|
||||
'test_percentage' => $testPercentage,
|
||||
]);
|
||||
}
|
||||
}
|
||||
|
|
|
@ -16,7 +16,7 @@ public function up(): void
|
|||
$table->string('password');
|
||||
$table->enum('role', ['admin', 'santri'])->default('santri');
|
||||
$table->enum('jenis_kelamin', ['Laki-laki', 'Perempuan'])->nullable();
|
||||
$table->enum('asal_daerah', ['dalamProvinsi', 'luarProvinsi'])->nullable();
|
||||
$table->enum('asal_daerah', ['Dalam Provinsi', 'Luar Provinsi'])->nullable();
|
||||
$table->timestamps();
|
||||
});
|
||||
}
|
||||
|
|
|
@ -36,7 +36,7 @@ public function run()
|
|||
'password' => Hash::make('123456'), // password: 123456
|
||||
'role' => 'santri',
|
||||
'jenis_kelamin' => 'Laki-laki',
|
||||
'asal_daerah' => 'dalamProvinsi',
|
||||
'asal_daerah' => 'Dalam Provinsi',
|
||||
]);
|
||||
}
|
||||
}
|
||||
|
|
|
@ -45,7 +45,13 @@
|
|||
<td>{{ $index + 1 }}</td>
|
||||
<td>{{ $santri->name }}</td>
|
||||
<td>{{ $santri->email }}</td>
|
||||
<td>{{ $santri->asal_daerah == 'dalamProvinsi' ? 'Dalam Daerah' : 'Luar Provinsi' }}</td>
|
||||
<td> @if ($santri->asal_daerah === 'dalamProvinsi')
|
||||
Dalam Provinsi
|
||||
@elseif ($santri->asal_daerah === 'luarProvinsi')
|
||||
Luar Provinsi
|
||||
@else
|
||||
{{ $santri->asal_daerah }}
|
||||
@endif</td>
|
||||
<td>{{ $santri->jenis_kelamin }}</td>
|
||||
<td>
|
||||
<!-- Tombol Delete dengan Form -->
|
||||
|
|
|
@ -1,382 +0,0 @@
|
|||
@extends('layouts.app-admin')
|
||||
<title>Data Uji | SR Klasifikasi</title>
|
||||
|
||||
@section('content')
|
||||
<style>
|
||||
.card-main {
|
||||
border-radius: 12px;
|
||||
box-shadow: 0 4px 10px rgba(0, 0, 0, 0.08);
|
||||
padding: 20px;
|
||||
text-align: center;
|
||||
transition: 0.3s ease-in-out;
|
||||
}
|
||||
|
||||
.card-main:hover {
|
||||
transform: translateY(-3px);
|
||||
box-shadow: 0 6px 15px rgba(0, 0, 0, 0.12);
|
||||
}
|
||||
|
||||
.custom-icon {
|
||||
font-size: 40px;
|
||||
margin-bottom: 10px;
|
||||
}
|
||||
|
||||
.accuracy-icon {
|
||||
color: #007bff;
|
||||
/* Biru */
|
||||
}
|
||||
|
||||
.data-icon {
|
||||
color: #28a745;
|
||||
/* Hijau */
|
||||
}
|
||||
|
||||
.card-main h3 {
|
||||
font-size: 28px;
|
||||
font-weight: 700;
|
||||
margin-bottom: 5px;
|
||||
color: #333;
|
||||
}
|
||||
|
||||
.card-main h6 {
|
||||
font-size: 16px;
|
||||
font-weight: 600;
|
||||
color: #555;
|
||||
margin-bottom: 8px;
|
||||
}
|
||||
|
||||
.card-main p {
|
||||
font-size: 14px;
|
||||
color: #777;
|
||||
margin: 0;
|
||||
}
|
||||
|
||||
.status-title {
|
||||
font-size: 1.8rem;
|
||||
font-weight: bold;
|
||||
margin-bottom: 2rem;
|
||||
}
|
||||
|
||||
.status-card {
|
||||
border: none;
|
||||
border-radius: 15px;
|
||||
overflow: hidden;
|
||||
transition: transform 0.3s;
|
||||
}
|
||||
|
||||
.status-card:hover {
|
||||
transform: scale(1.03);
|
||||
}
|
||||
|
||||
.status-card .card-body {
|
||||
padding: 2rem;
|
||||
}
|
||||
|
||||
.status-card .icon {
|
||||
font-size: 3rem;
|
||||
}
|
||||
|
||||
.status-card .number {
|
||||
font-size: 2.5rem;
|
||||
font-weight: bold;
|
||||
line-height: 1;
|
||||
}
|
||||
|
||||
.status-card .status-label {
|
||||
font-size: 1.2rem;
|
||||
margin-top: -0.3rem;
|
||||
}
|
||||
|
||||
/* Progress bar dengan track berwarna semi-transparan */
|
||||
.status-card .progress {
|
||||
background-color: rgba(255, 255, 255, 0.3);
|
||||
border-radius: 10px;
|
||||
height: 20px;
|
||||
}
|
||||
|
||||
.status-card .progress-bar {
|
||||
border-radius: 10px;
|
||||
background-color: #fff;
|
||||
}
|
||||
</style>
|
||||
|
||||
<main id="main" class="main">
|
||||
<div class="row">
|
||||
<div class="pagetitle d-flex justify-content-between align-items-center">
|
||||
<h1>Data Uji</h1>
|
||||
</div>
|
||||
|
||||
<nav>
|
||||
<ol class="breadcrumb">
|
||||
<li class="breadcrumb-item"><a href="#">Admin</a></li>
|
||||
<li class="breadcrumb-item active">Data Uji</li>
|
||||
</ol>
|
||||
</nav>
|
||||
|
||||
<!-- Pilih Persentase Data Uji -->
|
||||
<div class="col-lg-12">
|
||||
<div class="card shadow-sm border-0">
|
||||
<div class="card-body">
|
||||
<h5 class="card-title mb-3">Jumlah Data</h5>
|
||||
<div class="row g-2">
|
||||
<div class="col-md-10">
|
||||
<form action="{{ route('testData.show') }}" method="GET" class="d-flex gap-2">
|
||||
<select name="percentage" class="form-select">
|
||||
<option value="100" {{ request('percentage')==100 ? 'selected' : '' }}>100%</option>
|
||||
<option value="75" {{ request('percentage')==75 ? 'selected' : '' }}>75%</option>
|
||||
<option value="50" {{ request('percentage')==50 ? 'selected' : '' }}>50%</option>
|
||||
<option value="25" {{ request('percentage')==25 ? 'selected' : '' }}>25%</option>
|
||||
</select>
|
||||
<button type="submit" class="btn btn-primary">
|
||||
<i class="bx bxs-mouse-alt me-1"></i> Terapkan
|
||||
</button>
|
||||
</form>
|
||||
</div>
|
||||
<div class="col-md-2">
|
||||
<form action="{{ route('testData.reset') }}" method="POST">
|
||||
@csrf
|
||||
<button type="submit" class="btn btn-danger w-100">
|
||||
<i class="bx bx-reset me-1"></i> <br> Reset Data
|
||||
</button>
|
||||
</form>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<!-- Kartu Statistik -->
|
||||
<div class="col-12">
|
||||
<div class="row">
|
||||
<div class="col-md-6">
|
||||
<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>
|
||||
<p>Total data diuji: {{ $totalTestData }}</p>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div class="col-md-6">
|
||||
<div class="card card-main">
|
||||
<i class="bx bx-data custom-icon data-icon"></i>
|
||||
<h3>{{ $totalTestData }}</h3>
|
||||
<h6>Data yang di Uji</h6>
|
||||
<p>Diambil dari {{ request('percentage', 100) }}% data latih</p>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div class="container">
|
||||
<!-- Judul -->
|
||||
<div class="row justify-content-center text-center mt-4">
|
||||
<div class="col-12">
|
||||
<h2 class="status-title">Probabilitas Status</h2>
|
||||
</div>
|
||||
</div>
|
||||
<!-- Kartu Status -->
|
||||
<div class="row justify-content-center">
|
||||
<!-- Kartu Tepat -->
|
||||
<div class="col-md-5">
|
||||
<div class="card status-card bg-success text-white shadow-lg">
|
||||
<div class="card-body">
|
||||
<div class="d-flex align-items-center justify-content-center mb-3">
|
||||
<i class="bx bx-check-circle icon me-3"></i>
|
||||
<div class="text-start">
|
||||
<div class="number">{{ number_format($probStatus['Tepat'] ?? 0, 2) }}%</div>
|
||||
<div class="status-label">Tepat</div>
|
||||
</div>
|
||||
</div>
|
||||
<div class="progress mx-auto" style="width: 80%;">
|
||||
<div class="progress-bar" role="progressbar"
|
||||
style="width: {{ number_format($probStatus['Tepat'] ?? 0, 2) }}%"
|
||||
aria-valuenow="{{ number_format($probStatus['Tepat'] ?? 0, 2) }}" aria-valuemin="0"
|
||||
aria-valuemax="100"></div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
<!-- Kartu Terlambat -->
|
||||
<div class="col-md-5">
|
||||
<div class="card status-card bg-danger text-white shadow-lg">
|
||||
<div class="card-body">
|
||||
<div class="d-flex align-items-center justify-content-center mb-3">
|
||||
<i class="bx bx-x-circle icon me-3"></i>
|
||||
<div class="text-start">
|
||||
<div class="number">{{ number_format($probStatus['Terlambat'] ?? 0, 2) }}%</div>
|
||||
<div class="status-label">Terlambat</div>
|
||||
</div>
|
||||
</div>
|
||||
<div class="progress mx-auto" style="width: 80%;">
|
||||
<div class="progress-bar" role="progressbar"
|
||||
style="width: {{ number_format($probStatus['Terlambat'] ?? 0, 2) }}%"
|
||||
aria-valuenow="{{ number_format($probStatus['Terlambat'] ?? 0, 2) }}"
|
||||
aria-valuemin="0" aria-valuemax="100">
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
|
||||
|
||||
<div class="container">
|
||||
<div class="row justify-content-center text-center mt-4">
|
||||
<div class="col-12">
|
||||
<h2 class="status-title">Probabilitas Lain</h2>
|
||||
</div>
|
||||
</div>
|
||||
<div class="row">
|
||||
<!-- Probabilitas Berdasarkan Asal Daerah -->
|
||||
<div class="col-md-6">
|
||||
<div class="card">
|
||||
<div class="card-header bg-info text-white">
|
||||
<h5 class="align-items-center d-flex fw-bold" style="margin-bottom: 0"><i
|
||||
class="bx bx-map-pin me-2"></i> Asal Daerah
|
||||
</h5>
|
||||
</div>
|
||||
<div class="card-body">
|
||||
<table class="table">
|
||||
<thead>
|
||||
<tr>
|
||||
<th>Kategori</th>
|
||||
<th>Jumlah</th>
|
||||
<th>Peluang Tepat Waktu</th>
|
||||
</tr>
|
||||
</thead>
|
||||
<tbody>
|
||||
<tr>
|
||||
<td>Dalam Provinsi</td>
|
||||
<td>{{ number_format($probRegion['Dalam Provinsi'] ?? 0, 2) }}%</td>
|
||||
<td>{{ number_format($peluangRegion['Dalam Provinsi'] ?? 0, 2) }}%</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td>Luar Provinsi</td>
|
||||
<td>{{ number_format($probRegion['Luar Provinsi'] ?? 0, 2) }}%</td>
|
||||
<td>{{ number_format($peluangRegion['Luar Provinsi'] ?? 0, 2) }}%</td>
|
||||
</tr>
|
||||
</tbody>
|
||||
</table>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<!-- Probabilitas Berdasarkan Jenis Kelamin -->
|
||||
<div class="col-md-6">
|
||||
<div class="card">
|
||||
<div class="card-header bg-secondary text-white">
|
||||
<h5 class="align-items-center d-flex fw-bold" style="margin-bottom: 0"><i
|
||||
class="bx bxs-user-badge me-2"></i> Jenis
|
||||
Kelamin
|
||||
</h5>
|
||||
</div>
|
||||
<div class="card-body">
|
||||
<table class="table">
|
||||
<thead>
|
||||
<tr>
|
||||
<th>Kategori</th>
|
||||
<th>Jumlah</th>
|
||||
<th>Peluang Tepat Waktu</th>
|
||||
</tr>
|
||||
</thead>
|
||||
<tbody>
|
||||
<tr>
|
||||
<td>Laki Laki</td>
|
||||
<td>{{ number_format($probGender['Laki-laki'] ?? 0, 2) }}%</td>
|
||||
<td>{{ number_format($peluangGender['Laki-laki'] ?? 0, 2) }}%</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td>Perempuan</td>
|
||||
<td>{{ number_format($probGender['Perempuan'] ?? 0, 2) }}%</td>
|
||||
<td>{{ number_format($peluangGender['Perempuan'] ?? 0, 2) }}%</td>
|
||||
</tr>
|
||||
</tbody>
|
||||
</table>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<!-- Hasil Klasifikasi -->
|
||||
<div class="col-12">
|
||||
<div class="card">
|
||||
<div class="card-body">
|
||||
<h5 class="card-title">Hasil Uji</h5>
|
||||
<div class="table-responsive">
|
||||
<table class="dataTable">
|
||||
<thead>
|
||||
<tr>
|
||||
<th>Nama</th>
|
||||
<th>Jenis Kelamin</th>
|
||||
<th>NIS</th>
|
||||
<th>Asal Daerah</th>
|
||||
<th>Tahun Angkatan</th>
|
||||
<th>Capaian Hadis</th>
|
||||
<th>Capaian Al Qur'an</th>
|
||||
<th>Status Aktual</th>
|
||||
<th>Status Prediksi</th>
|
||||
</tr>
|
||||
</thead>
|
||||
<tbody>
|
||||
@foreach ($testData as $item)
|
||||
<tr>
|
||||
<td>{{ $item->nama }}</td>
|
||||
<td>{{ $item->jenis_kelamin }}</td>
|
||||
<td>{{ $item->nis }}</td>
|
||||
<td>@if ($item->asal_daerah === 'dalamProvinsi')
|
||||
Dalam Provinsi
|
||||
@elseif ($item->asal_daerah === 'luarProvinsi')
|
||||
Luar Provinsi
|
||||
@else
|
||||
{{ $item->asal_daerah }}
|
||||
@endif</td>
|
||||
<td>{{ $item->tahun_angkatan }}</td>
|
||||
<td>{{ $item->alhadis }}</td>
|
||||
<td>{{ $item->alquran }}</td>
|
||||
<td>{{ $item->status }}</td>
|
||||
<td>
|
||||
@if ($item->predicted_status == 'Tercapai')
|
||||
<span class="badge bg-success">Tepat</span>
|
||||
@else
|
||||
<span class="badge bg-danger">Terlambat</span>
|
||||
@endif
|
||||
</td>
|
||||
</tr>
|
||||
@endforeach
|
||||
</tbody>
|
||||
</table>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</main>
|
||||
|
||||
<!-- DataTables & SweetAlert -->
|
||||
<link rel="stylesheet" href="https://cdn.datatables.net/1.13.6/css/jquery.dataTables.min.css">
|
||||
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/sweetalert2@11.0.19/dist/sweetalert2.min.css">
|
||||
<script src="https://code.jquery.com/jquery-3.6.0.min.js"></script>
|
||||
<script src="https://cdn.datatables.net/1.13.6/js/jquery.dataTables.min.js"></script>
|
||||
<script src="https://cdn.jsdelivr.net/npm/sweetalert2@11.0.19/dist/sweetalert2.min.js"></script>
|
||||
|
||||
<script>
|
||||
$(document).ready(function () {
|
||||
$('#dataTable').DataTable({
|
||||
responsive: true,
|
||||
scrollX: true,
|
||||
autoWidth: false,
|
||||
"language": {
|
||||
"search": "Cari:",
|
||||
"lengthMenu": "Tampilkan _MENU_ data",
|
||||
"info": "Menampilkan _START_ sampai _END_ dari _TOTAL_ data",
|
||||
"infoEmpty": "Tidak ada data tersedia",
|
||||
"infoFiltered": "(disaring dari _MAX_ total data)"
|
||||
}
|
||||
});
|
||||
});
|
||||
</script>
|
||||
@endsection
|
|
@ -0,0 +1,682 @@
|
|||
@extends('layouts.app-admin')
|
||||
<title>Data Uji | SR Klasifikasi</title>
|
||||
|
||||
@section('content')
|
||||
<style>
|
||||
.card-main {
|
||||
border-radius: 12px;
|
||||
box-shadow: 0 4px 10px rgba(0, 0, 0, 0.08);
|
||||
padding: 20px;
|
||||
text-align: center;
|
||||
transition: 0.3s ease-in-out;
|
||||
}
|
||||
|
||||
.card-main:hover {
|
||||
transform: translateY(-3px);
|
||||
box-shadow: 0 6px 15px rgba(0, 0, 0, 0.12);
|
||||
}
|
||||
|
||||
.custom-icon {
|
||||
font-size: 40px;
|
||||
margin-bottom: 10px;
|
||||
}
|
||||
|
||||
.accuracy-icon {
|
||||
color: #007bff;
|
||||
/* Biru */
|
||||
}
|
||||
|
||||
.data-icon {
|
||||
color: #28a745;
|
||||
/* Hijau */
|
||||
}
|
||||
|
||||
.card-main h3 {
|
||||
font-size: 28px;
|
||||
font-weight: 700;
|
||||
margin-bottom: 5px;
|
||||
color: #333;
|
||||
}
|
||||
|
||||
.card-main h6 {
|
||||
font-size: 16px;
|
||||
font-weight: 600;
|
||||
color: #555;
|
||||
margin-bottom: 8px;
|
||||
}
|
||||
|
||||
.card-main p {
|
||||
font-size: 14px;
|
||||
color: #777;
|
||||
margin: 0;
|
||||
}
|
||||
|
||||
.status-title {
|
||||
font-size: 1.8rem;
|
||||
font-weight: bold;
|
||||
margin-bottom: 2rem;
|
||||
}
|
||||
|
||||
.status-card {
|
||||
border: none;
|
||||
border-radius: 15px;
|
||||
overflow: hidden;
|
||||
transition: transform 0.3s;
|
||||
}
|
||||
|
||||
.status-card:hover {
|
||||
transform: scale(1.03);
|
||||
}
|
||||
|
||||
.status-card .card-body {
|
||||
padding: 2rem;
|
||||
}
|
||||
|
||||
.status-card .icon {
|
||||
font-size: 3rem;
|
||||
}
|
||||
|
||||
.status-card .number {
|
||||
font-size: 2.5rem;
|
||||
font-weight: bold;
|
||||
line-height: 1;
|
||||
}
|
||||
|
||||
.status-card .status-label {
|
||||
font-size: 1.2rem;
|
||||
margin-top: -0.3rem;
|
||||
}
|
||||
|
||||
/* Progress bar dengan track berwarna semi-transparan */
|
||||
.status-card .progress {
|
||||
background-color: rgba(255, 255, 255, 0.3);
|
||||
border-radius: 10px;
|
||||
height: 20px;
|
||||
}
|
||||
|
||||
.status-card .progress-bar {
|
||||
border-radius: 10px;
|
||||
background-color: #fff;
|
||||
}
|
||||
</style>
|
||||
|
||||
<main id="main" class="main">
|
||||
<div class="row">
|
||||
<div class="pagetitle d-flex justify-content-between align-items-center">
|
||||
<h1>Data Uji</h1>
|
||||
</div>
|
||||
|
||||
<nav>
|
||||
<ol class="breadcrumb">
|
||||
<li class="breadcrumb-item"><a href="#">Admin</a></li>
|
||||
<li class="breadcrumb-item active">Data Uji</li>
|
||||
</ol>
|
||||
</nav>
|
||||
|
||||
<div class="row">
|
||||
<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-bar-chart-alt-2 fs-1 text-primary"></i>
|
||||
<div>
|
||||
<h5 class="mb-1 fw-semibold">Data Latih</h5>
|
||||
<p class="mb-0 fs-4 text-dark">{{ $trainPercentage }}%</p>
|
||||
</div>
|
||||
</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>
|
||||
</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">
|
||||
<h5 class="card-title mb-3">Jumlah Data</h5>
|
||||
<div class="row g-2">
|
||||
<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>
|
||||
</select>
|
||||
<button type="submit" class="btn btn-primary">
|
||||
<i class="bx bxs-mouse-alt me-1"></i> Terapkan
|
||||
</button>
|
||||
</form>
|
||||
</div>
|
||||
<div class="col-md-2">
|
||||
<form action="{{ route('testData.reset') }}" method="POST">
|
||||
@csrf
|
||||
<button type="submit" class="btn btn-danger w-100">
|
||||
<i class="bx bx-reset me-1"></i> <br> Reset Data
|
||||
</button>
|
||||
</form>
|
||||
</div>
|
||||
</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 {{ $testPercentage }}% data latih</p>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div class="container mb-0">
|
||||
<!-- Judul -->
|
||||
<div class="row justify-content-center text-center mt-4">
|
||||
<div class="col-12">
|
||||
<h2 class="status-title">Probabilitas Kelas</h2>
|
||||
</div>
|
||||
</div>
|
||||
<!-- Kartu Status -->
|
||||
<div class="row justify-content-center">
|
||||
<!-- Kartu Tepat -->
|
||||
<div class="col-md-5">
|
||||
<div class="card status-card bg-success text-white shadow-lg">
|
||||
<div class="card-body">
|
||||
<div class="d-flex align-items-center justify-content-center mb-3">
|
||||
<i class="bx bx-check-circle icon me-3"></i>
|
||||
<div class="text-start">
|
||||
<div class="number">{{ number_format($probStatus['Tepat'] ?? 0, 2) }}%</div>
|
||||
<div class="status-label">Tepat</div>
|
||||
<small>Sejumlah <b> {{ $totalTercapai }} </b> dari {{ $totalTestData }} data</small>
|
||||
</div>
|
||||
</div>
|
||||
<div class="progress mx-auto" style="width: 80%;">
|
||||
<div class="progress-bar" role="progressbar"
|
||||
style="width: {{ number_format($probStatus['Tepat'] ?? 0, 2) }}%"
|
||||
aria-valuenow="{{ number_format($probStatus['Tepat'] ?? 0, 2) }}" aria-valuemin="0"
|
||||
aria-valuemax="100"></div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
<!-- Kartu Terlambat -->
|
||||
<div class="col-md-5">
|
||||
<div class="card status-card bg-danger text-white shadow-lg">
|
||||
<div class="card-body">
|
||||
<div class="d-flex align-items-center justify-content-center mb-3">
|
||||
<i class="bx bx-x-circle icon me-3"></i>
|
||||
<div class="text-start">
|
||||
<div class="number">{{ number_format($probStatus['Terlambat'] ?? 0, 2) }}%</div>
|
||||
<div class="status-label">Terlambat</div>
|
||||
<small>Sejumlah <b> {{ $totalTidakTercapai }} </b> dari {{ $totalTestData }} data</small>
|
||||
</div>
|
||||
</div>
|
||||
<div class="progress mx-auto" style="width: 80%;">
|
||||
<div class="progress-bar" role="progressbar"
|
||||
style="width: {{ number_format($probStatus['Terlambat'] ?? 0, 2) }}%"
|
||||
aria-valuenow="{{ number_format($probStatus['Terlambat'] ?? 0, 2) }}"
|
||||
aria-valuemin="0" aria-valuemax="100">
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div class="container mt-4">
|
||||
<div class="row justify-content-center text-center mt-4">
|
||||
<div class="col-12">
|
||||
<h2 class="status-title">Probabilitas Atribut Numerik</h2>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div class="row justify-content-center">
|
||||
<!-- Probabilitas Capaian Al-Qur'an -->
|
||||
<div class="col-md-4">
|
||||
<div class="card shadow-sm border-0 text-center p-3">
|
||||
<div class="d-flex justify-content-center mb-2">
|
||||
<span class="rounded-circle bg-primary p-3">
|
||||
<i class="fas fa-book-open text-white fs-4"></i>
|
||||
</span>
|
||||
</div>
|
||||
<h5 class="fw-bold text-primary">Capaian Al-Qur'an</h5>
|
||||
<p class="small text-muted fw-bold">Mean</p>
|
||||
<div class="d-flex justify-content-between">
|
||||
<div>
|
||||
<p class="small text-muted mb-1">Tercapai</p>
|
||||
<p class="fw-bold fs-5 ">{{ number_format($probNumerik['alquran']['Tercapai']['mean'], 2) }}</p>
|
||||
</div>
|
||||
<div>
|
||||
<p class="small text-muted mb-1">Tidak Tercapai</p>
|
||||
<p class="fw-bold fs-5 text-danger">{{ number_format($probNumerik['alquran']['Tidak Tercapai']['mean'], 2) }}</p>
|
||||
</div>
|
||||
</div>
|
||||
<hr class="my-2">
|
||||
<p class="small text-muted fw-bold">Standar Deviasi</p>
|
||||
<div class="d-flex justify-content-between">
|
||||
<div>
|
||||
<p class="small text-muted mb-1">Tercapai</p>
|
||||
<p class="fw-bold fs-6 ">{{ number_format($probNumerik['alquran']['Tercapai']['std_dev'], 2) }}</p>
|
||||
</div>
|
||||
<div>
|
||||
<p class="small text-muted mb-1">Tidak Tercapai</p>
|
||||
<p class="fw-bold fs-6 text-danger">{{ number_format($probNumerik['alquran']['Tidak Tercapai']['std_dev'], 2) }}</p>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<!-- Probabilitas Capaian Al-Hadis -->
|
||||
<div class="col-md-4">
|
||||
<div class="card shadow-sm border-0 text-center p-3">
|
||||
<div class="d-flex justify-content-center mb-2">
|
||||
<span class="rounded-circle bg-success p-3">
|
||||
<i class="fas fa-scroll text-white fs-4"></i>
|
||||
</span>
|
||||
</div>
|
||||
<h5 class="fw-bold text-success">Capaian Al-Hadis</h5>
|
||||
<p class="small text-muted fw-bold">Mean</p>
|
||||
<div class="d-flex justify-content-between">
|
||||
<div>
|
||||
<p class="small text-muted mb-1">Tercapai</p>
|
||||
<p class="fw-bold fs-5 ">{{ number_format($probNumerik['alhadis']['Tercapai']['mean'], 2) }}</p>
|
||||
</div>
|
||||
<div>
|
||||
<p class="small text-muted mb-1">Tidak Tercapai</p>
|
||||
<p class="fw-bold fs-5 text-danger">{{ number_format($probNumerik['alhadis']['Tidak Tercapai']['mean'], 2) }}</p>
|
||||
</div>
|
||||
</div>
|
||||
<hr class="my-2">
|
||||
<p class="small text-muted fw-bold">Standar Deviasi</p>
|
||||
<div class="d-flex justify-content-between">
|
||||
<div>
|
||||
<p class="small text-muted mb-1">Tercapai</p>
|
||||
<p class="fw-bold fs-6 ">{{ number_format($probNumerik['alhadis']['Tercapai']['std_dev'], 2) }}</p>
|
||||
</div>
|
||||
<div>
|
||||
<p class="small text-muted mb-1">Tidak Tercapai</p>
|
||||
<p class="fw-bold fs-6 text-danger">{{ number_format($probNumerik['alhadis']['Tidak Tercapai']['std_dev'], 2) }}</p>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<!-- Probabilitas Tahun Angkatan -->
|
||||
<div class="col-md-4">
|
||||
<div class="card shadow-sm border-0 text-center p-3">
|
||||
<div class="d-flex justify-content-center mb-2">
|
||||
<span class="rounded-circle bg-warning p-3">
|
||||
<i class="fas fa-calendar-alt text-white fs-4"></i>
|
||||
</span>
|
||||
</div>
|
||||
<h5 class="fw-bold text-warning">Tahun Angkatan</h5>
|
||||
<p class="small text-muted fw-bold">Mean</p>
|
||||
<div class="d-flex justify-content-between">
|
||||
<div>
|
||||
<p class="small text-muted mb-1">Tercapai</p>
|
||||
<p class="fw-bold fs-5 ">{{ number_format($probNumerik['tahun_angkatan']['Tercapai']['mean'], 2) }}</p>
|
||||
</div>
|
||||
<div>
|
||||
<p class="small text-muted mb-1">Tidak Tercapai</p>
|
||||
<p class="fw-bold fs-5 text-danger">{{ number_format($probNumerik['tahun_angkatan']['Tidak Tercapai']['mean'], 2) }}</p>
|
||||
</div>
|
||||
</div>
|
||||
<hr class="my-2">
|
||||
<p class="small text-muted fw-bold">Standar Deviasi</p>
|
||||
<div class="d-flex justify-content-between">
|
||||
<div>
|
||||
<p class="small text-muted mb-1">Tercapai</p>
|
||||
<p class="fw-bold fs-6 ">{{ number_format($probNumerik['tahun_angkatan']['Tercapai']['std_dev'], 2) }}</p>
|
||||
</div>
|
||||
<div>
|
||||
<p class="small text-muted mb-1">Tidak Tercapai</p>
|
||||
<p class="fw-bold fs-6 text-danger">{{ number_format($probNumerik['tahun_angkatan']['Tidak Tercapai']['std_dev'], 2) }}</p>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
|
||||
|
||||
<div class="container mt-4">
|
||||
<div class="row justify-content-center text-center mt-4">
|
||||
<div class="col-12">
|
||||
<h2 class="status-title">Probabilitas Atribut Kategorik</h2>
|
||||
</div>
|
||||
</div>
|
||||
<div class="row">
|
||||
<!-- Probabilitas Jenis Kelamin -->
|
||||
<div class="col-md-6">
|
||||
<div class="card">
|
||||
<div class="card-header bg-danger text-white">
|
||||
<h5 class="align-items-center d-flex fw-bold" style="margin-bottom: 0"><i
|
||||
class="bx bx-universal-access me-2"></i> Jenis
|
||||
Kelamin
|
||||
</h5>
|
||||
</div>
|
||||
<div class="card-body">
|
||||
<table class="table">
|
||||
<thead>
|
||||
<tr>
|
||||
<th>Status</th>
|
||||
<th>Laki-laki</th>
|
||||
<th>Perempuan</th>
|
||||
</tr>
|
||||
</thead>
|
||||
<tbody>
|
||||
<tr>
|
||||
<td>Tercapai</td>
|
||||
<td>{{ number_format($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'] }}/{{ $totalTercapai }})</td>
|
||||
|
||||
</tr>
|
||||
<tr>
|
||||
<td>Tidak Tercapai</td>
|
||||
<td>{{ number_format($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'] }}/{{ $totalTidakTercapai }})</td>
|
||||
</tr>
|
||||
</tbody>
|
||||
</table>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<!-- Probabilitas Asal Daerah -->
|
||||
<div class="col-md-6">
|
||||
<div class="card">
|
||||
<div class="card-header bg-primary text-white">
|
||||
<h5 class="align-items-center d-flex fw-bold" style="margin-bottom: 0"><i
|
||||
class="bx bx-buildings me-2"></i> Asal Daerah
|
||||
</h5>
|
||||
</div>
|
||||
<div class="card-body">
|
||||
<table class="table">
|
||||
<thead>
|
||||
<tr>
|
||||
<th>Status</th>
|
||||
<th>Dalam Provinsi</th>
|
||||
<th>Luar Provinsi</th>
|
||||
</tr>
|
||||
</thead>
|
||||
<tbody>
|
||||
<tr>
|
||||
<td>Tercapai</td>
|
||||
<td>{{ number_format($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'] }}/{{ $totalTercapai }})</td>
|
||||
|
||||
</tr>
|
||||
<tr>
|
||||
<td>Tidak Tercapai</td>
|
||||
<td>{{ number_format($probProvinsi['Tidak Tercapai']['Dalam Provinsi']['probability'] * 100, 2) }}% ({{ $probProvinsi['Tidak Tercapai']['Dalam Provinsi']['count'] }}/{{ $totalTidakTercapai }})</td>
|
||||
<td>{{ number_format($probProvinsi['Tidak Tercapai']['Luar Provinsi']['probability'] * 100, 2) }}% ({{ $probProvinsi['Tidak Tercapai']['Luar Provinsi']['count'] }}/{{ $totalTidakTercapai }})</td>
|
||||
</tr>
|
||||
</tbody>
|
||||
</table>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div class="container">
|
||||
<div class="row justify-content-center text-center mt-4">
|
||||
<div class="col-12">
|
||||
<h2 class="status-title">Peluang</h2>
|
||||
</div>
|
||||
</div>
|
||||
<div class="row">
|
||||
<!-- Probabilitas Berdasarkan Asal Daerah -->
|
||||
<div class="col-md-6">
|
||||
<div class="card">
|
||||
<div class="card-header bg-info text-white">
|
||||
<h5 class="align-items-center d-flex fw-bold" style="margin-bottom: 0"><i
|
||||
class="bx bx-map-pin me-2"></i> Asal Daerah
|
||||
</h5>
|
||||
</div>
|
||||
<div class="card-body">
|
||||
<table class="table">
|
||||
<thead>
|
||||
<tr>
|
||||
<th>Kategori</th>
|
||||
<th>Jumlah</th>
|
||||
<th>Peluang Tepat Waktu</th>
|
||||
</tr>
|
||||
</thead>
|
||||
<tbody>
|
||||
<tr>
|
||||
<td>Dalam Provinsi</td>
|
||||
<td>{{ number_format($probRegion['Dalam Provinsi']['probability'] ?? 0, 2) }}%</td>
|
||||
<td>{{ number_format($peluangRegion['Dalam Provinsi']['peluang'] ?? 0, 2) }}%</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td>Luar Provinsi</td>
|
||||
<td>{{ number_format($probRegion['Luar Provinsi']['probability'] ?? 0, 2) }}%</td>
|
||||
<td>{{ number_format($peluangRegion['Luar Provinsi']['peluang'] ?? 0, 2) }}%</td>
|
||||
</tr>
|
||||
</tbody>
|
||||
</table>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<!-- Probabilitas Berdasarkan Jenis Kelamin -->
|
||||
<div class="col-md-6">
|
||||
<div class="card">
|
||||
<div class="card-header bg-secondary text-white">
|
||||
<h5 class="align-items-center d-flex fw-bold" style="margin-bottom: 0"><i
|
||||
class="bx bxs-user-badge me-2"></i> Jenis
|
||||
Kelamin
|
||||
</h5>
|
||||
</div>
|
||||
<div class="card-body">
|
||||
<table class="table">
|
||||
<thead>
|
||||
<tr>
|
||||
<th>Kategori</th>
|
||||
<th>Jumlah</th>
|
||||
<th>Peluang Tepat Waktu</th>
|
||||
</tr>
|
||||
</thead>
|
||||
<tbody>
|
||||
<tr>
|
||||
<td>Laki Laki</td>
|
||||
<td>{{ number_format($probGender['Laki-laki']['probability'] ?? 0, 2) }}%</td>
|
||||
<td>{{ number_format($peluangGender['Laki-laki']['peluang'] ?? 0, 2) }}%</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td>Perempuan</td>
|
||||
<td>{{ number_format($probGender['Perempuan']['probability'] ?? 0, 2) }}%</td>
|
||||
<td>{{ number_format($peluangGender['Perempuan']['peluang'] ?? 0, 2) }}%</td>
|
||||
</tr>
|
||||
</tbody>
|
||||
</table>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<!-- Hasil Klasifikasi -->
|
||||
<div class="col-12">
|
||||
<div class="row justify-content-center text-center mt-4">
|
||||
<div class="col-12">
|
||||
<h2 class="status-title">Hasil Klasifikasi</h2>
|
||||
</div>
|
||||
</div>
|
||||
<div class="card">
|
||||
<div class="card-body">
|
||||
<div class="d-flex justify-content-between align-items-center mb-3">
|
||||
<h5 class="card-title mb-0">Hasil</h5>
|
||||
<!-- Tombol Export Excel -->
|
||||
<button id="btnExcel" class="btn btn-success">
|
||||
<i class='bx bx-file'></i> Export Excel
|
||||
</button>
|
||||
</div>
|
||||
|
||||
<div class="table-responsive">
|
||||
<table id="dataTable" class="table table-striped table-bordered">
|
||||
<thead>
|
||||
<tr>
|
||||
<th>Nama</th>
|
||||
<th>Jenis Kelamin</th>
|
||||
<th>NIS</th>
|
||||
<th>Asal Daerah</th>
|
||||
<th>Tahun Angkatan</th>
|
||||
<th>Capaian Hadis</th>
|
||||
<th>Capaian Al Qur'an</th>
|
||||
<th>Status Aktual</th>
|
||||
<th>Status Prediksi</th>
|
||||
</tr>
|
||||
</thead>
|
||||
<tbody>
|
||||
@foreach ($testData as $item)
|
||||
<tr>
|
||||
<td>{{ $item->nama }}</td>
|
||||
<td>{{ $item->jenis_kelamin }}</td>
|
||||
<td>{{ $item->nis }}</td>
|
||||
<td>
|
||||
@if ($item->asal_daerah === 'dalamProvinsi')
|
||||
Dalam Provinsi
|
||||
@elseif ($item->asal_daerah === 'luarProvinsi')
|
||||
Luar Provinsi
|
||||
@else
|
||||
{{ $item->asal_daerah }}
|
||||
@endif
|
||||
</td>
|
||||
<td>{{ $item->tahun_angkatan }}</td>
|
||||
<td>{{ $item->alhadis }}</td>
|
||||
<td>{{ $item->alquran }}</td>
|
||||
<td>{{ $item->status }}</td>
|
||||
<td>
|
||||
@if ($item->predicted_status == 'Tercapai')
|
||||
<span class="badge bg-success">Tepat</span>
|
||||
@else
|
||||
<span class="badge bg-danger">Terlambat</span>
|
||||
@endif
|
||||
</td>
|
||||
</tr>
|
||||
@endforeach
|
||||
</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>
|
||||
|
||||
<!-- DataTables & SweetAlert -->
|
||||
<link rel="stylesheet" href="https://cdn.datatables.net/1.13.6/css/jquery.dataTables.min.css">
|
||||
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/sweetalert2@11.0.19/dist/sweetalert2.min.css">
|
||||
<script src="https://code.jquery.com/jquery-3.6.0.min.js"></script>
|
||||
<script src="https://cdn.datatables.net/1.13.6/js/jquery.dataTables.min.js"></script>
|
||||
<script src="https://cdn.jsdelivr.net/npm/sweetalert2@11.0.19/dist/sweetalert2.min.js"></script>
|
||||
<link rel="stylesheet" href="https://cdn.datatables.net/buttons/2.4.2/css/buttons.dataTables.min.css">
|
||||
<script src="https://cdn.datatables.net/1.13.6/js/jquery.dataTables.min.js"></script>
|
||||
<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({
|
||||
responsive: true,
|
||||
scrollX: true,
|
||||
autoWidth: false,
|
||||
dom: 'Bfrtip',
|
||||
buttons: [
|
||||
],
|
||||
language: {
|
||||
search: "Cari:",
|
||||
lengthMenu: "Tampilkan _MENU_ data",
|
||||
info: "Menampilkan _START_ sampai _END_ dari _TOTAL_ data",
|
||||
infoEmpty: "Tidak ada data tersedia",
|
||||
infoFiltered: "(disaring dari _MAX_ total data)"
|
||||
}
|
||||
});
|
||||
|
||||
// Event untuk tombol export
|
||||
$('#btnExcel').on('click', function () {
|
||||
table.button('.buttons-excel').trigger();
|
||||
});
|
||||
|
||||
new $.fn.dataTable.Buttons(table, {
|
||||
buttons: [
|
||||
{ extend: 'excelHtml5', className: 'buttons-excel', title: 'Data Klasifikasi' },
|
||||
]
|
||||
});
|
||||
});
|
||||
</script>
|
||||
@endsection
|
|
@ -25,6 +25,9 @@
|
|||
});
|
||||
</script>
|
||||
@endif
|
||||
|
||||
|
||||
|
||||
<div class="col-lg-12">
|
||||
<div class="card shadow-sm border-0">
|
||||
<div class="card-body">
|
||||
|
@ -62,6 +65,38 @@ 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>
|
||||
<div class="row g-2">
|
||||
<div class="col-md-12">
|
||||
<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>
|
||||
</select>
|
||||
<button type="submit" class="btn btn-primary">
|
||||
<i class="bx bxs-mouse-alt me-1"></i> Terapkan
|
||||
</button>
|
||||
</form>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div class="col-12 dashboard">
|
||||
<div class="row">
|
||||
<div class="col-lg-12">
|
||||
|
|
|
@ -94,8 +94,8 @@
|
|||
<label for="asalDaerah" class="form-label">Asal Daerah</label>
|
||||
<select class="form-select" name="asal_daerah" id="asalDaerah" required>
|
||||
<option value="" selected disabled>Pilih Asal Daerah</option>
|
||||
<option value="dalamProvinsi">Dalam Provinsi</option>
|
||||
<option value="luarProvinsi">Luar Provinsi</option>
|
||||
<option value="Dalam Provinsi">Dalam Provinsi</option>
|
||||
<option value="Luar Provinsi">Luar Provinsi</option>
|
||||
</select>
|
||||
<div class="invalid-feedback">Pilih Asal Daerah Anda</div>
|
||||
</div>
|
||||
|
|
|
@ -64,9 +64,9 @@
|
|||
<div class="col-md-6">
|
||||
<select id="asalDaerah" class="form-select" name="asal_daerah" required>
|
||||
<option value="" disabled>Pilih Asal Daerah...</option>
|
||||
<option value="dalamProvinsi" {{ $user->asal_daerah == 'dalamProvinsi' ? 'selected' : ''
|
||||
<option value="Dalam Provinsi" {{ $user->asal_daerah == 'Dalam Provinsi' ? 'selected' : ''
|
||||
}}>Dalam Provinsi</option>
|
||||
<option value="luarProvinsi" {{ $user->asal_daerah == 'luarProvinsi' ? 'selected' : ''
|
||||
<option value="Luar Provinsi" {{ $user->asal_daerah == 'Luar Provinsi' ? 'selected' : ''
|
||||
}}>Luar
|
||||
Provinsi</option>
|
||||
</select>
|
||||
|
|
|
@ -84,6 +84,7 @@
|
|||
->name('trainData.delete');
|
||||
Route::post('/admin/trainData/reset', [ClassificationController::class, 'resetTrainData'])
|
||||
->name('trainData.reset');
|
||||
Route::get('/trainData/setPercentage', [TestDataController::class, 'setPercentage'])->name('trainData.setPercentage');
|
||||
// Exam Data...........................
|
||||
Route::get('/admin/testData', [TestDataController::class, 'showTestData'])->name('testData.show');
|
||||
Route::post('/admin/testData/classify', [TestDataController::class, 'classifyData'])->name('testData.classify');
|
||||
|
|
Loading…
Reference in New Issue