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aarsyah0
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@ -44,47 +44,34 @@
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</head>
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<body class="g-sidenav-show bg-gray-100">
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{{-- ====================== --}}
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{{-- Navbar --}}
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{{-- ====================== --}}
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<nav class="navbar navbar-expand-lg navbar-light bg-white shadow rounded py-3">
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<div class="container">
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{{-- Brand --}}
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<a class="navbar-brand fs-4 fw-bold text-primary" href="{{ url('/') }}">
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Sentimen E-Wallet
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{{-- Brand dengan Logo dan Judul --}}
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<a class="navbar-brand d-flex align-items-center" href="{{ url('/') }}">
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<img src="{{ asset('assets/pj.png') }}" alt="Logo" style="height:40px; width:40px;" class="me-2">
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<div class="d-flex flex-column">
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<span class="h5 mb-0 text-primary">Sentiment Dashboard</span>
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<small class="text-muted">Manajemen Informatika</small>
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</div>
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</a>
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{{-- Toggle (mobile) --}}
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<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbarContent"
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aria-controls="navbarContent" aria-expanded="false" aria-label="Toggle navigation">
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<span class="navbar-toggler-icon"></span>
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</button>
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{{-- Login/Logout selalu terlihat, tanpa collapse --}}
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<div class="ms-auto d-flex align-items-center">
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@guest
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<a class="btn btn-sm btn-primary px-3 text-white d-flex align-items-center" href="{{ route('login') }}">
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<i class="fa fa-sign-in-alt me-1"></i>
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<span class="fw-medium">Login</span>
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</a>
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@endguest
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{{-- Links --}}
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<div class="collapse navbar-collapse justify-content-end" id="navbarContent">
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<ul class="navbar-nav align-items-center">
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@guest
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<li class="nav-item me-2">
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<a class="nav-link btn btn-sm btn-primary px-3 text-white d-flex align-items-center"
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href="{{ route('login') }}">
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<i class="fa fa-sign-in-alt me-1"></i>
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<span class="fw-medium">Login</span>
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</a>
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</li>
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@endguest
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@auth
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<li class="nav-item me-2">
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<a class="nav-link btn btn-sm btn-outline-secondary px-3 d-flex align-items-center"
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href="{{ route('logout') }}"
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onclick="event.preventDefault(); document.getElementById('logout-form').submit();">
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<i class="fa fa-sign-out-alt me-1"></i>
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<span class="fw-medium">Logout</span>
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</a>
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<form id="logout-form" action="{{ route('logout') }}" method="GET" class="d-none"></form>
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</li>
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@endauth
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</ul>
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@auth
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<a class="btn btn-sm btn-outline-secondary px-3 d-flex align-items-center" href="{{ route('logout') }}"
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onclick="event.preventDefault(); document.getElementById('logout-form').submit();">
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<i class="fa fa-sign-out-alt me-1"></i>
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<span class="fw-medium">Logout</span>
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</a>
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<form id="logout-form" action="{{ route('logout') }}" method="GET" class="d-none"></form>
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@endauth
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</div>
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</div>
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</nav>
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@ -106,7 +93,8 @@
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<div class="card {{ $badge }} shadow">
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<div class="card-body d-flex justify-content-between align-items-center p-4">
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<div>
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<p class="mb-1 text-sm text-uppercase opacity-7">{{ 'Total ' . ucfirst($sent) }}</p>
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<p class="mb-1 text-sm text-uppercase opacity-7">{{ 'Total ' . ucfirst($sent) }}
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</p>
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<h4 id="{{ $sent }}Count" class="mb-0 fw-bold text-white">
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{{ $counts['all'][$sent] }}
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</h4>
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@ -236,182 +224,6 @@
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</div>
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@endforeach
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</div>
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{{-- =========================================================== --}}
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{{-- Section: Confusion Matrix (Tailwind-like styling via utility) --}}
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{{-- =========================================================== --}}
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<div class="row gx-3 mb-4">
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@foreach (['dana', 'gopay', 'shopeepay'] as $key)
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<div class="col-md-4 mb-3">
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<div class="card h-100 shadow-sm">
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<div class="card-header bg-light">
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<h6 class="mb-0 text-capitalize">{{ $key }} Confusion Matrix</h6>
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</div>
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<div class="card-body p-3">
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@php
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$confusionPath = storage_path("app/public/confusion_matrix_{$key}.csv");
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$confusionData = [];
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if (file_exists($confusionPath)) {
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$confusionData = array_map('str_getcsv', file($confusionPath));
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}
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@endphp
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@if (count($confusionData) > 1)
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<div class="table-responsive">
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<table class="table table-bordered table-sm text-center mb-0">
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<thead class="table-light">
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<tr>
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<th class="text-start">Actual\Predicted</th>
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@foreach (array_slice($confusionData[0], 1) as $header)
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<th>{{ $header }}</th>
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@endforeach
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</tr>
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</thead>
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<tbody>
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@foreach (array_slice($confusionData, 1) as $rowIndex => $row)
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<tr class="{{ $rowIndex % 2 === 0 ? '' : 'table-light' }}">
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<th class="text-start">{{ $row[0] }}</th>
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@foreach (array_slice($row, 1) as $colIndex => $cell)
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@php
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$isDiagonal = $rowIndex === $colIndex;
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@endphp
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<td
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class="{{ $isDiagonal ? 'bg-dark text-white fw-bold' : '' }}">
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{{ $cell }}
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</td>
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@endforeach
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</tr>
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@endforeach
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</tbody>
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</table>
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</div>
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@else
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<p class="text-center text-muted mb-0">
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File <code>confusion_matrix_{{ $key }}.csv</code> tidak ditemukan atau
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kosong.
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</p>
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@endif
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</div>
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</div>
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</div>
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@endforeach
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</div>
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{{-- ====================================== --}}
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{{-- Section: Metrics Chart (Precision, F1) --}}
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{{-- ====================================== --}}
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@php
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$wallets = ['dana', 'gopay', 'shopeepay'];
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$metricsDetail = [];
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$kelasUrut = ['netral', 'positif', 'negatif'];
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foreach ($wallets as $key) {
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$fileKey = $key;
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$pathCsv = storage_path("app/public/evaluation_metrics_full{$fileKey}.csv");
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$rows = [];
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if (file_exists($pathCsv)) {
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$rows = array_map('str_getcsv', file($pathCsv));
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}
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$metricsDetail[$key] = [
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'labels' => [],
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'precision' => [],
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'recall' => [],
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'f1' => [],
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];
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if (count($rows) > 1) {
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$mapRowByKelas = [];
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foreach (array_slice($rows, 1) as $r) {
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$mapRowByKelas[strtolower(trim($r[0]))] = $r;
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}
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foreach ($kelasUrut as $kelas) {
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if (isset($mapRowByKelas[$kelas])) {
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$r = $mapRowByKelas[$kelas];
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$precision = isset($r[1]) ? (float) $r[1] : 0;
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$recall = isset($r[2]) ? (float) $r[2] : 0;
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$f1score = isset($r[3]) ? (float) $r[3] : 0;
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$metricsDetail[$key]['labels'][] = ucfirst($kelas);
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$metricsDetail[$key]['precision'][] = round($precision, 3);
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$metricsDetail[$key]['recall'][] = round($recall, 3);
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$metricsDetail[$key]['f1'][] = round($f1score, 3);
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} else {
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$metricsDetail[$key]['labels'][] = ucfirst($kelas);
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$metricsDetail[$key]['precision'][] = 0;
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$metricsDetail[$key]['recall'][] = 0;
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$metricsDetail[$key]['f1'][] = 0;
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}
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}
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}
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}
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@endphp
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<div class="row gx-3 mb-4">
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@foreach ($wallets as $key)
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<div class="col-md-4 mb-3">
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<div class="card h-100 shadow-sm">
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<div class="card-header bg-light">
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<h6 class="mb-0 text-capitalize">Metrik Klasifikasi: {{ ucfirst($key) }}</h6>
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</div>
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<div class="card-body p-3" style="height: 300px;">
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<canvas id="chart-{{ $key }}" class="w-100 h-100"></canvas>
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</div>
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</div>
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</div>
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@endforeach
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</div>
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{{-- ====================================== --}}
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{{-- Section: Top Features per e-Wallet --}}
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{{-- ====================================== --}}
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<div class="row gx-3 mb-4">
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@foreach (['dana', 'gopay', 'shopeepay'] as $key)
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@php
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$featuresPath = storage_path("app/public/top_features_{$key}.csv");
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$featuresRaw = [];
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if (file_exists($featuresPath)) {
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$featuresRaw = array_map('str_getcsv', file($featuresPath));
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}
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$classFeatures = ['neutral' => [], 'positive' => [], 'negative' => []];
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if (count($featuresRaw) > 1) {
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foreach (array_slice($featuresRaw, 1) as $row) {
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$classFeatures['neutral'][] = $row[1] ?? '';
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$classFeatures['positive'][] = $row[2] ?? '';
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$classFeatures['negative'][] = $row[3] ?? '';
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}
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}
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@endphp
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<div class="col-lg-4 col-md-6 mb-3">
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<div class="card h-100 shadow-sm">
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<div class="card-header bg-secondary text-white">
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<h6 class="mb-0 text-uppercase">{{ ucfirst($key) }} Top Features</h6>
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</div>
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<div class="card-body p-3">
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@if (count($featuresRaw) > 1)
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<div class="row">
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@foreach (['neutral' => 'Netral', 'positive' => 'Positif', 'negative' => 'Negatif'] as $clsKey => $clsLabel)
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<div class="col-4">
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<h6 class="text-secondary text-uppercase text-center small">
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{{ $clsLabel }}</h6>
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<ul class="list-group list-group-flush">
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@foreach ($classFeatures[$clsKey] as $feature)
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<li class="list-group-item py-1 small">{{ $feature }}</li>
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@endforeach
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</ul>
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</div>
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@endforeach
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</div>
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@else
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<p class="text-center text-muted mb-0 small">
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File <code>top_features_{{ $key }}.csv</code> tidak ditemukan atau kosong.
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</p>
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@endif
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</div>
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</div>
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</div>
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@endforeach
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</div>
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</div>
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{{-- ====================== --}}
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@ -598,89 +410,9 @@
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sourceSel.addEventListener('change', () => sentiments.forEach(drawWC));
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sentiments.forEach(drawWC);
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// ======================
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// Metrics Charts per Wallet
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// ======================
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const wallets = @json($wallets);
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const dataPHP = @json($metricsDetail);
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wallets.forEach(key => {
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const ctx = document.getElementById('chart-' + key).getContext('2d');
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const labels = dataPHP[key]['labels'];
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const dataPrecision = dataPHP[key]['precision'];
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const dataRecall = dataPHP[key]['recall'];
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const dataF1 = dataPHP[key]['f1'];
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new Chart(ctx, {
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type: 'bar',
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data: {
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labels: labels,
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datasets: [{
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label: 'Precision',
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data: dataPrecision,
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backgroundColor: 'rgba(54, 162, 235, 0.5)',
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borderColor: 'rgba(54, 162, 235, 1)',
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borderWidth: 1
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},
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{
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label: 'Recall',
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data: dataRecall,
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backgroundColor: 'rgba(255, 206, 86, 0.5)',
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borderColor: 'rgba(255, 206, 86, 1)',
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borderWidth: 1
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},
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{
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label: 'F1-Score',
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data: dataF1,
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backgroundColor: 'rgba(75, 192, 192, 0.5)',
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borderColor: 'rgba(75, 192, 192, 1)',
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borderWidth: 1
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}
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]
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},
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options: {
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responsive: true,
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maintainAspectRatio: false,
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scales: {
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y: {
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beginAtZero: true,
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max: 1,
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ticks: {
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callback: value => value.toFixed(2)
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},
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title: {
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display: true,
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text: 'Nilai'
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}
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},
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x: {
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grid: {
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display: false
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}
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}
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},
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plugins: {
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tooltip: {
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callbacks: {
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label: context => {
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let label = context.dataset.label || '';
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if (label) label += ': ';
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if (context.parsed.y !== null) {
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label += context.parsed.y.toFixed(3);
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}
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return label;
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}
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}
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},
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legend: {
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position: 'top'
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}
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}
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}
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});
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});
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});
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</script>
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<script src="https://cdn.jsdelivr.net/npm/bootstrap@5.2.3/dist/js/bootstrap.bundle.min.js"></script>
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</body>
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</html>
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