WIP: confidence model
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@ -114,11 +114,11 @@
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<h4 class="card-title">
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<h4 class="card-title">
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Prediksi AI
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Prediksi AI
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</h4>
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</h4>
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<h5 class="mt-4">
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<h2 class="mt-4" id="result-model">
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Belum tersedia
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Loading...
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</h5>
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</h2>
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<p class="text-muted">
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<p class="text-muted">
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Model AI masih dalam tahap pengembangan
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Model Confidence: <span id="confidence-model"></span>
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</p>
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</p>
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</div>
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</div>
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<div class="col-md-2 d-flex justify-content-center align-items-center bg-primary-subtle border border primary rounded-circle" style="aspect-ratio: 1/1;">
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<div class="col-md-2 d-flex justify-content-center align-items-center bg-primary-subtle border border primary rounded-circle" style="aspect-ratio: 1/1;">
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@ -190,6 +190,23 @@
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</div>
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</div>
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</div>
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</div>
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<div class="row">
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<div class="row">
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<div class="col-md-4">
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<div class="bg-custom p-4 my-3 border rounded">
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<div class="row">
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<div class="col-md-10">
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<h5 class="text-body">Detail Confidence Prediksi Model</h5>
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</div>
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<div class="col-md-2 d-flex justify-content-center align-items-center bg-primary-subtle border border primary rounded-circle" style="aspect-ratio: 1/1;">
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<i class="bi bi-easel fs-4"></i>
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</div>
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</div>
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<ul class="list-unstyled">
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<li><strong>Normal:</strong> <span id="normal-confidence">0%</span></li>
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<li><strong>Sedang:</strong> <span id="sedang-confidence"></span></li>
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<li><strong>Tinggi:</strong> <span id="tinggi-confidence"></span></li>
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</ul>
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</div>
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</div>
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<div class="col-md-4">
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<div class="col-md-4">
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<div class="bg-custom p-4 my-3 border rounded">
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<div class="bg-custom p-4 my-3 border rounded">
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<div class="row">
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<div class="row">
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@ -412,6 +429,28 @@ function renderVelocityChart(timeseries) {
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});
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});
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heatmapContainer.style.removeProperty('position');
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heatmapContainer.style.removeProperty('position');
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renderStats(result.statistics);
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renderStats(result.statistics);
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}
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}
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async function getPredict(data) {
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const res = await fetch("{{ env('PYTHON_API_URL') }}/predict", {
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method: "POST",
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headers: {
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"Content-Type": "application/json"
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},
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body: JSON.stringify(data)
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});
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const result = await res.json();
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if(result != null) {
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let classBg = ['text-warning', 'text-danger'];
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let textResult = ['Sedang', 'Tinggi'];
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$('#result-model').addClass(classBg[result.hasil_prediksi]);
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$('#result-model').html(textResult[result.hasil_prediksi]);
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$('#confidence-model').html(result.confidence + '%');
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$('#normal-confidence').html(result.detail_probabilitas.normal + "%");
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$('#sedang-confidence').html(result.detail_probabilitas.sedang + "%");
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$('#tinggi-confidence').html(result.detail_probabilitas.tinggi + "%");
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Swal.close();
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Swal.close();
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}
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}
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}
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}
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@ -618,6 +657,7 @@ function showInsight(type) {
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ws.onmessage = (event) => {
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ws.onmessage = (event) => {
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const data = JSON.parse(event.data);
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const data = JSON.parse(event.data);
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console.log(data);
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if(data.type === 'json_file_data') {
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if(data.type === 'json_file_data') {
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if(data.data != null) {
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if(data.data != null) {
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data_tobii = null;
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data_tobii = null;
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@ -649,6 +689,7 @@ function showInsight(type) {
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blur: 0.85
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blur: 0.85
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});
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});
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loadData(data_tobii);
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loadData(data_tobii);
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getPredict(data_tobii.data);
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} else {
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} else {
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Swal.fire({
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Swal.fire({
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title: 'Error',
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title: 'Error',
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@ -664,6 +705,15 @@ function showInsight(type) {
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xhttp.open('GET', '{{ route('test-sessions.getScreen', ['id_test_sessions' => $id_session]) }}', true);
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xhttp.open('GET', '{{ route('test-sessions.getScreen', ['id_test_sessions' => $id_session]) }}', true);
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xhttp.send();
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xhttp.send();
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} else {
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Swal.fire({
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title: 'Error',
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text: 'Gagal memuat data mata, silahkan coba lagi nanti',
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icon: 'error',
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showConfirmButton: true,
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allowOutsideClick: false,
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allowEscapeKey: false
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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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};
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