MIF_E31221446/resources/views/pages/admin/test-data.blade.php

682 lines
32 KiB
PHP

@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