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@@ -33,3 +33,17 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+test_results/test_run_20250702_143737/confidence_analysis.png filter=lfs diff=lfs merge=lfs -text
+test_results/test_run_20250702_143737/confusion_matrix_absolute.png filter=lfs diff=lfs merge=lfs -text
+test_results/test_run_20250702_143737/confusion_matrix_normalized.png filter=lfs diff=lfs merge=lfs -text
+test_results/test_run_20250702_143737/per_class_metrics.png filter=lfs diff=lfs merge=lfs -text
+test_results/test_run_20250702_152814/confidence_analysis.png filter=lfs diff=lfs merge=lfs -text
+test_results/test_run_20250702_152814/confusion_matrix_absolute.png filter=lfs diff=lfs merge=lfs -text
+test_results/test_run_20250702_152814/confusion_matrix_normalized.png filter=lfs diff=lfs merge=lfs -text
+test_results/test_run_20250702_152814/per_class_metrics.png filter=lfs diff=lfs merge=lfs -text
+test_results/test_run_20250702_152925/confidence_analysis.png filter=lfs diff=lfs merge=lfs -text
+test_results/test_run_20250702_152925/confusion_matrix_absolute.png filter=lfs diff=lfs merge=lfs -text
+test_results/test_run_20250702_152925/confusion_matrix_normalized.png filter=lfs diff=lfs merge=lfs -text
+test_results/test_run_20250702_152925/per_class_metrics.png filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text
+training_metrics.png filter=lfs diff=lfs merge=lfs -text

classification_report.csv

@@ -0,0 +1,14 @@
+,precision,recall,f1-score,support
+cara_pinjam,0.984,1.0,0.992,179.0
+cari_buku,0.989,0.983,0.986,180.0
+confirm,0.975,0.975,0.975,120.0
+denied,0.986,0.98,0.983,147.0
+fasilitas,0.989,0.983,0.986,178.0
+goodbye,0.993,0.978,0.985,136.0
+greeting,0.944,0.992,0.967,118.0
+jam_layanan,0.994,1.0,0.997,178.0
+keanggotaan,0.994,0.994,0.994,179.0
+peraturan,1.0,0.971,0.985,174.0
+accuracy,0.986,0.986,0.986,0.986
+macro avg,0.985,0.986,0.985,1589.0
+weighted avg,0.986,0.986,0.986,1589.0

classification_report.json

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+}

config.json

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+{
+  "architectures": [
+    "XLMRobertaForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "classifier_dropout": null,
+  "eos_token_id": 2,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "LABEL_0",
+    "1": "LABEL_1",
+    "2": "LABEL_2",
+    "3": "LABEL_3",
+    "4": "LABEL_4",
+    "5": "LABEL_5",
+    "6": "LABEL_6",
+    "7": "LABEL_7",
+    "8": "LABEL_8",
+    "9": "LABEL_9"
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+    "LABEL_9": 9
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+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 514,
+  "model_type": "xlm-roberta",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "output_past": true,
+  "pad_token_id": 1,
+  "position_embedding_type": "absolute",
+  "torch_dtype": "float32",
+  "transformers_version": "4.52.4",
+  "type_vocab_size": 1,
+  "use_cache": true,
+  "vocab_size": 250002
+}

intent_classes.pkl

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label_encoder.pkl

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model.safetensors

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ood_thresholds.json

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+{
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+}

sentencepiece.bpe.model

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special_tokens_map.json

@@ -0,0 +1,15 @@
+{
+  "bos_token": "<s>",
+  "cls_token": "<s>",
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+  "mask_token": {
+    "content": "<mask>",
+    "lstrip": true,
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+  "pad_token": "<pad>",
+  "sep_token": "</s>",
+  "unk_token": "<unk>"
+}

test_results/test_run_20250702_143737/classification_report.json

@@ -0,0 +1,75 @@
+{
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+}

test_results/test_run_20250702_143737/confidence_analysis.json

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+{
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+}

test_results/test_run_20250702_143737/confused_pairs.csv

@@ -0,0 +1,11 @@
+true_class,predicted_class,count,percentage
+goodbye,greeting,3,7.317073170731707
+confirm,greeting,3,7.317073170731707
+greeting,jam_layanan,3,7.317073170731707
+confirm,goodbye,2,4.878048780487805
+goodbye,denied,2,4.878048780487805
+confirm,cara_pinjam,1,2.4390243902439024
+confirm,denied,1,2.4390243902439024
+denied,cara_pinjam,1,2.4390243902439024
+denied,confirm,1,2.4390243902439024
+greeting,denied,1,2.4390243902439024

test_results/test_run_20250702_143737/detailed_predictions.csv

@@ -0,0 +1,411 @@
+text,true_label,predicted_label,confidence,correct,top_1_label,top_1_prob,top_2_label,top_2_prob,top_3_label,top_3_prob
+"Pagi, mau tanya tentang sebuah musholla di Perpustakaan?",fasilitas,fasilitas,0.970811128616333,True,fasilitas,0.970811128616333,peraturan,0.010321401059627533,cari_buku,0.005731714423745871
+tak nak,denied,denied,0.9665918350219727,True,denied,0.9665918350219727,greeting,0.01228742953389883,confirm,0.006002943962812424
+batalkan saja ,denied,denied,0.976658046245575,True,denied,0.976658046245575,greeting,0.006127007305622101,confirm,0.00604955293238163
+YEEEAAAHHH,confirm,confirm,0.9751171469688416,True,confirm,0.9751171469688416,denied,0.01646931655704975,goodbye,0.0030398813541978598
+selamat pagi mau cari buku tentang machine learning ada tidak?,cari_buku,cari_buku,0.970514178276062,True,cari_buku,0.970514178276062,cara_pinjam,0.012991880998015404,fasilitas,0.0061245085671544075
+saya bisa pinjam langsung atau harus isi formulir?,cara_pinjam,cara_pinjam,0.9537755846977234,True,cara_pinjam,0.9537755846977234,peraturan,0.018856819719076157,keanggotaan,0.015865515917539597
+apa semua pengunjung harus isi buku tamu?,peraturan,peraturan,0.978226363658905,True,peraturan,0.978226363658905,cara_pinjam,0.006748232524842024,fasilitas,0.004269950557500124
+"oke silakan, terima kasih ya, sangat informatif.",goodbye,goodbye,0.9789613485336304,True,goodbye,0.9789613485336304,confirm,0.006302579306066036,greeting,0.006071246694773436
+saya bisa datang setelah kuliah jam 4 sore?,jam_layanan,jam_layanan,0.9784712195396423,True,jam_layanan,0.9784712195396423,greeting,0.005775560159236193,peraturan,0.002874247031286359
+Fuck YouIm Out,goodbye,denied,0.7124276161193848,False,denied,0.7124276161193848,greeting,0.25723710656166077,goodbye,0.012418304570019245
+"emoh, ga butuh sekarang",denied,denied,0.9725918769836426,True,denied,0.9725918769836426,greeting,0.009925305843353271,confirm,0.008907929062843323
+Fuck You Im Out .,goodbye,greeting,0.8717375993728638,False,greeting,0.8717375993728638,goodbye,0.08066093921661377,denied,0.036181218922138214
+excuse me perpustakaan weekend buka ga kak?,jam_layanan,jam_layanan,0.9789410829544067,True,jam_layanan,0.9789410829544067,greeting,0.0050636823289096355,fasilitas,0.003773236181586981
+halo kak kartu anggota saya rusak bisa diganti tidak?,keanggotaan,keanggotaan,0.9718258380889893,True,keanggotaan,0.9718258380889893,cara_pinjam,0.010079680010676384,peraturan,0.009952192194759846
+g,denied,denied,0.9573424458503723,True,denied,0.9573424458503723,greeting,0.025703122839331627,confirm,0.006488856393843889
+betul lanjutkan bang lah,confirm,confirm,0.9758493900299072,True,confirm,0.9758493900299072,denied,0.015528203919529915,goodbye,0.0029321149922907352
+buka sampai jam berapa kalau hari Jumat?,jam_layanan,jam_layanan,0.9796305894851685,True,jam_layanan,0.9796305894851685,greeting,0.004011248238384724,peraturan,0.003443883964791894
+ada kitab tentang kecerdasan buatan di sini?,cari_buku,cari_buku,0.9672174453735352,True,cari_buku,0.9672174453735352,cara_pinjam,0.015997745096683502,fasilitas,0.006625518202781677
+siang kak tolong jelaskan step by step cara pinjam buku dong makasih,cara_pinjam,cara_pinjam,0.9326052665710449,True,cara_pinjam,0.9326052665710449,peraturan,0.04900995269417763,cari_buku,0.004815051332116127
+Bisa bantu cariin Buku Biografi Supriono?,cari_buku,cari_buku,0.9704689979553223,True,cari_buku,0.9704689979553223,cara_pinjam,0.011828104965388775,fasilitas,0.0072425976395606995
+boleh ngajak teman diskusi pelan di ruang baca?,peraturan,peraturan,0.9796991348266602,True,peraturan,0.9796991348266602,cara_pinjam,0.006825125776231289,fasilitas,0.003052367363125086
+udahan dulu ya makasih banget,goodbye,goodbye,0.9843554496765137,True,goodbye,0.9843554496765137,greeting,0.005561340134590864,confirm,0.002252348233014345
+gmn prosedur kalau mau pinjam buku untuk seminggu?,cara_pinjam,cara_pinjam,0.9330089688301086,True,cara_pinjam,0.9330089688301086,peraturan,0.04845843464136124,keanggotaan,0.004765745252370834
+: saya bertanya lokasi dari buku psikologi klinis.,cari_buku,cari_buku,0.9492125511169434,True,cari_buku,0.9492125511169434,fasilitas,0.023305106908082962,cara_pinjam,0.01651221700012684
+"Explain me, ada area santai atau area beristirahat ga?",fasilitas,fasilitas,0.9721190929412842,True,fasilitas,0.9721190929412842,peraturan,0.00878538005053997,cari_buku,0.007889754138886929
+saya mau tau lokasi buku tentang psikologi klinis,cari_buku,cari_buku,0.9695265293121338,True,cari_buku,0.9695265293121338,cara_pinjam,0.01131390780210495,fasilitas,0.009146972559392452
+hai admin boleh tidur di ruang baca kalau capek?,peraturan,peraturan,0.9791039228439331,True,peraturan,0.9791039228439331,cara_pinjam,0.006051382981240749,fasilitas,0.004593100398778915
+bisa pakai colokan listrik buat laptop?,fasilitas,fasilitas,0.9602419137954712,True,fasilitas,0.9602419137954712,peraturan,0.020762421190738678,cari_buku,0.0052306167781353
+"Halo bot, kamu ihdup?",greeting,greeting,0.9707053899765015,True,greeting,0.9707053899765015,goodbye,0.006784478668123484,keanggotaan,0.0066580818966031075
+sip mantap,confirm,confirm,0.9822106957435608,True,confirm,0.9822106957435608,denied,0.009653537534177303,goodbye,0.003083904506638646
+NB: mau tanya denda keterlambatan per harinya berapa ya?,peraturan,peraturan,0.9771818518638611,True,peraturan,0.9771818518638611,cara_pinjam,0.008645156398415565,confirm,0.0031969731207937002
+"Baiklah terima kasih banyak, kak ",goodbye,goodbye,0.9846643805503845,True,goodbye,0.9846643805503845,greeting,0.005757694598287344,confirm,0.0027220454066991806
+Ini pencerahan terima kasih ,goodbye,goodbye,0.9834866523742676,True,goodbye,0.9834866523742676,greeting,0.007372686173766851,confirm,0.0021784245036542416
+saya udah punya kartu tinggal tunjukin aja?,cara_pinjam,cara_pinjam,0.948784589767456,True,cara_pinjam,0.948784589767456,peraturan,0.02754124440252781,keanggotaan,0.010230639949440956
+Selamat malam apakah masih bisa dilayani?,greeting,jam_layanan,0.9547783136367798,False,jam_layanan,0.9547783136367798,greeting,0.026728056371212006,goodbye,0.003574937116354704
+hai admin durasi peminjaman buku maksimal berapa lama?,cara_pinjam,cara_pinjam,0.8428311944007874,True,cara_pinjam,0.8428311944007874,peraturan,0.13553059101104736,keanggotaan,0.005581715609878302
+saya jadi SMA bisa daftar anak anggota?,keanggotaan,keanggotaan,0.9839320182800293,True,keanggotaan,0.9839320182800293,cara_pinjam,0.003543560393154621,fasilitas,0.002809342462569475
+"Hai Admin, bisa kasih info?",greeting,greeting,0.9800194501876831,True,greeting,0.9800194501876831,goodbye,0.005905934609472752,denied,0.004283674526959658
+"Gaskan, min!",confirm,greeting,0.8514503240585327,False,greeting,0.8514503240585327,confirm,0.08214982599020004,denied,0.044998034834861755
+kapan terakhir pengunjung bisa masuk?,jam_layanan,jam_layanan,0.979385495185852,True,jam_layanan,0.979385495185852,greeting,0.00426750723272562,peraturan,0.0031083570793271065
+boleh tuh,confirm,confirm,0.9783847332000732,True,confirm,0.9783847332000732,denied,0.012563247233629227,goodbye,0.0027749105356633663
+sudah terjawab semua wassalamualaikum,goodbye,goodbye,0.9786374568939209,True,goodbye,0.9786374568939209,greeting,0.01198017131537199,confirm,0.001897185924462974
+"hai, halo, ada pertanyaan yang ingin ditanyakan .",greeting,greeting,0.9817476868629456,True,greeting,0.9817476868629456,denied,0.004622677341103554,goodbye,0.0044152089394629
+ada aturan soal pakaian di perpus?,peraturan,peraturan,0.9799054265022278,True,peraturan,0.9799054265022278,cara_pinjam,0.005812894087284803,fasilitas,0.0036603836342692375
+buku hukum internasional edisi 2020 tersedia?,cari_buku,cari_buku,0.9639418125152588,True,cari_buku,0.9639418125152588,cara_pinjam,0.02024351991713047,fasilitas,0.004534719046205282
+"Siang kak infokan tentang keanggotaan perpustakaan umum,",keanggotaan,keanggotaan,0.9803536534309387,True,keanggotaan,0.9803536534309387,peraturan,0.006812648382037878,cara_pinjam,0.004336323589086533
+siang kak info keanggotaan perpustakaan untuk umum dong makasih,keanggotaan,keanggotaan,0.9661700129508972,True,keanggotaan,0.9661700129508972,peraturan,0.019246840849518776,cara_pinjam,0.005875987932085991
+apa semua harus pengunjung isi buku tamu?,peraturan,peraturan,0.9773796200752258,True,peraturan,0.9773796200752258,cara_pinjam,0.007672066800296307,fasilitas,0.0040047955699265
+hyy kak ada koleksi buku sejarah Indonesia ga?,cari_buku,cari_buku,0.9703905582427979,True,cari_buku,0.9703905582427979,cara_pinjam,0.013232238590717316,fasilitas,0.005940709263086319
+assalamualaikum mau minta bantuan nih,greeting,greeting,0.9804803133010864,True,greeting,0.9804803133010864,goodbye,0.008338485844433308,denied,0.003893551416695118
+koleksi komik atau manga juga disediakan?,cari_buku,cari_buku,0.9639889597892761,True,cari_buku,0.9639889597892761,cara_pinjam,0.01606503315269947,fasilitas,0.009605861268937588
+excuse me kalau mau buku caranya gimana?,cara_pinjam,cara_pinjam,0.8732451796531677,True,cara_pinjam,0.8732451796531677,peraturan,0.06288766115903854,cari_buku,0.04734564572572708
+betul banget itu yang butuh aku,confirm,confirm,0.9606555104255676,True,confirm,0.9606555104255676,denied,0.029726875945925713,goodbye,0.0025416032876819372
+kalau udah nemu bukunya cara pinjamnya gimana?,cara_pinjam,cara_pinjam,0.9426850080490112,True,cara_pinjam,0.9426850080490112,peraturan,0.036518730223178864,cari_buku,0.0065078455954790115
+Ada ruang kecil untuk berkonsultasi dengan kelompok ``,fasilitas,fasilitas,0.9674656391143799,True,fasilitas,0.9674656391143799,peraturan,0.01615806855261326,cari_buku,0.0037311019841581583
+engga usah kelamaan juga,denied,denied,0.9083976149559021,True,denied,0.9083976149559021,confirm,0.04379326105117798,goodbye,0.02797367237508297
+"Hmm... Kak, ada fasilitas AC di ruang baca saya?",fasilitas,fasilitas,0.9690660834312439,True,fasilitas,0.9690660834312439,peraturan,0.015373592264950275,cari_buku,0.00382333155721426
+kalo ga punya kartu anggota boleh pinjam buku?,keanggotaan,keanggotaan,0.9707693457603455,True,keanggotaan,0.9707693457603455,cara_pinjam,0.014188881032168865,peraturan,0.006380446255207062
+"Saya sudah punya kartu, tunjukkan saja?",cara_pinjam,cara_pinjam,0.949945867061615,True,cara_pinjam,0.949945867061615,peraturan,0.02315058745443821,keanggotaan,0.013366272673010826
+"Oke, terima kasih banyak, sist ",goodbye,goodbye,0.9844841361045837,True,goodbye,0.9844841361045837,greeting,0.006014722399413586,confirm,0.0024346064310520887
+: Bisa bantu cariin buku biografi sami-sunga?,cari_buku,cari_buku,0.9707047343254089,True,cari_buku,0.9707047343254089,cara_pinjam,0.011028783395886421,fasilitas,0.007486709393560886
+Saya harus tinggal di ruang baca?,peraturan,peraturan,0.9732303619384766,True,peraturan,0.9732303619384766,cara_pinjam,0.00788628589361906,fasilitas,0.0067332410253584385
+Apakah anggota diperbolehkan membawa laptop mereka sendiri ke ruang baca?,keanggotaan,keanggotaan,0.9638504385948181,True,keanggotaan,0.9638504385948181,peraturan,0.019768986850976944,fasilitas,0.005978659261018038
+bisa bantu cariin buku biografi Soekarno?,cari_buku,cari_buku,0.9683175086975098,True,cari_buku,0.9683175086975098,cara_pinjam,0.013136597350239754,fasilitas,0.008049520663917065
+kalau ketahuan merusak buku kena sanksi apa?,peraturan,peraturan,0.9511639475822449,True,peraturan,0.9511639475822449,cara_pinjam,0.03363454341888428,fasilitas,0.0034647926222532988
+halo kak koleksi bkuu agama lengkap ga di sini?,cari_buku,cari_buku,0.971071183681488,True,cari_buku,0.971071183681488,fasilitas,0.009717668406665325,cara_pinjam,0.009415866807103157
+ruang multimedia-nya aktif sekarang?,fasilitas,fasilitas,0.9725239276885986,True,fasilitas,0.9725239276885986,peraturan,0.009253391996026039,cari_buku,0.005757349543273449
+Apakah meminjam buku harus meminta izin terlebih dahulu?,cara_pinjam,cara_pinjam,0.9273201823234558,True,cara_pinjam,0.9273201823234558,peraturan,0.05285182595252991,keanggotaan,0.007367887068539858
+Harus daftar dulu untuk meminjam buku?,cara_pinjam,cara_pinjam,0.949637770652771,True,cara_pinjam,0.949637770652771,peraturan,0.02962619997560978,keanggotaan,0.009002379141747952
+Bisakah kita memakai colokan listrik pada laptop?,fasilitas,fasilitas,0.9562971591949463,True,fasilitas,0.9562971591949463,peraturan,0.024411436170339584,cari_buku,0.005258653778582811
+"Permisi, apakah aturan untuk mahasiswa asing sama dengan aturan lokal?",peraturan,peraturan,0.9804546236991882,True,peraturan,0.9804546236991882,cara_pinjam,0.005274014547467232,keanggotaan,0.0037021434400230646
+selamat pagi prosedur pengembalian buku yang terlambat bagaimana?,cara_pinjam,cara_pinjam,0.9265709519386292,True,cara_pinjam,0.9265709519386292,peraturan,0.05609262362122536,cari_buku,0.004623521585017443
+Kapan terakhir kali pengunjung masuk?,jam_layanan,jam_layanan,0.9787800312042236,True,jam_layanan,0.9787800312042236,greeting,0.005201435182243586,fasilitas,0.002802753122523427
+permisi aturan untuk mahasiswa asing sama ga dgn lokal?,peraturan,peraturan,0.9804162383079529,True,peraturan,0.9804162383079529,cara_pinjam,0.005324023775756359,keanggotaan,0.0035580284893512726
+permisi toilet ada di lantai berapa ya?,fasilitas,fasilitas,0.9528740048408508,True,fasilitas,0.9528740048408508,peraturan,0.028200430795550346,jam_layanan,0.0058088223449885845
+excuse me boleh charge hp di ruang baca ga?,peraturan,peraturan,0.9779731631278992,True,peraturan,0.9779731631278992,cara_pinjam,0.008403195068240166,fasilitas,0.003056667745113373
+Buka sampai jam berapa jika jumat?,jam_layanan,jam_layanan,0.9798276424407959,True,jam_layanan,0.9798276424407959,greeting,0.004275374114513397,fasilitas,0.0030406357254832983
+enggak deh!,denied,denied,0.9767451882362366,True,denied,0.9767451882362366,confirm,0.009118159301578999,greeting,0.005673444364219904
+"Selamat sore, bolehkah meminjam lebih dari 3 buku sekaligus?",cara_pinjam,cara_pinjam,0.8870000839233398,True,cara_pinjam,0.8870000839233398,peraturan,0.09143422544002533,keanggotaan,0.006690407637506723
+halo kak koleksi buku agama lengkap ga di sini?,cari_buku,cari_buku,0.9702633619308472,True,cari_buku,0.9702633619308472,cara_pinjam,0.01386791467666626,fasilitas,0.006079177372157574
+ya gpp,confirm,confirm,0.8999102711677551,True,confirm,0.8999102711677551,denied,0.0899447575211525,goodbye,0.003331540385261178
+"Halo bot, kamu hidup?",greeting,greeting,0.9783151149749756,True,greeting,0.9783151149749756,goodbye,0.008031192235648632,denied,0.0038022270891815424
+betul banget itu yang aku butuh,confirm,confirm,0.9546796679496765,True,confirm,0.9546796679496765,denied,0.03557490557432175,goodbye,0.0027367149014025927
+siang kak tolong info tata tertib lengkap perpustakaan dong makasih,peraturan,peraturan,0.9802951216697693,True,peraturan,0.9802951216697693,cara_pinjam,0.005550688598304987,fasilitas,0.0033419900573790073
+"Pagi, aku disini.",greeting,greeting,0.9121858477592468,True,greeting,0.9121858477592468,goodbye,0.07217542827129364,jam_layanan,0.0034283518325537443
+ruang baca di lantai atas bebas dipakai siapa aja?,fasilitas,fasilitas,0.969354510307312,True,fasilitas,0.969354510307312,peraturan,0.014333886094391346,cari_buku,0.004669183865189552
+saya bisa pinjam langsung atau harus isi formulir? dong,cara_pinjam,cara_pinjam,0.9532433152198792,True,cara_pinjam,0.9532433152198792,peraturan,0.017893189564347267,keanggotaan,0.016934212297201157
+"Malam kak, tolong jelaskan step by stepnya untuk meminjam buku ini, jika ada.",cara_pinjam,cara_pinjam,0.939625084400177,True,cara_pinjam,0.939625084400177,peraturan,0.04298026114702225,cari_buku,0.004906055983155966
+teman ngajak boleh diskusi pelan di ruang baca?,peraturan,peraturan,0.9798540472984314,True,peraturan,0.9798540472984314,cara_pinjam,0.005962425842881203,confirm,0.0035508645232766867
+saya harus diam di ruang baca ya?,peraturan,peraturan,0.978844940662384,True,peraturan,0.978844940662384,cara_pinjam,0.006749225780367851,fasilitas,0.0034343027509748936
+Saya bisa mencetak atau fotokopi dari sini?,fasilitas,fasilitas,0.9666037559509277,True,fasilitas,0.9666037559509277,peraturan,0.007916725240647793,cari_buku,0.007563761901110411
+"Siang pak, tolong carikan buku tentang kepemimpinan dong,",cari_buku,cari_buku,0.9703931212425232,True,cari_buku,0.9703931212425232,cara_pinjam,0.012343388982117176,fasilitas,0.005308311898261309
+selamat sore ada larangan khusus untuk anak-anak tidak?,peraturan,peraturan,0.9795095324516296,True,peraturan,0.9795095324516296,cara_pinjam,0.006151929032057524,fasilitas,0.004158574156463146
+oke bang itu solusi yang tepat,confirm,confirm,0.9728956818580627,True,confirm,0.9728956818580627,denied,0.015682216733694077,goodbye,0.004629237577319145
+"Benar sekali, itu yang saya butuhkan ...",confirm,confirm,0.9699103236198425,True,confirm,0.9699103236198425,denied,0.020966267213225365,goodbye,0.002522063907235861
+"Siang, bagi informasi fasilitas apa yang tersedia di perpustakaan, silakan saja.",fasilitas,fasilitas,0.9736849069595337,True,fasilitas,0.9736849069595337,peraturan,0.009012620896100998,cari_buku,0.005114343483000994
+Ada respon nggak nih?,greeting,greeting,0.6645314693450928,True,greeting,0.6645314693450928,jam_layanan,0.2762695252895355,denied,0.015546397306025028
+Jangan sampai sampai sejauh itu merepotkan ,denied,denied,0.9562942981719971,True,denied,0.9562942981719971,confirm,0.012368877418339252,cara_pinjam,0.00752135319635272
+engga usah kelamaan juga min,denied,denied,0.8788774013519287,True,denied,0.8788774013519287,goodbye,0.06055772677063942,confirm,0.02707478776574135
+oke makasih infonya sangat membantu,goodbye,goodbye,0.9842832088470459,True,goodbye,0.9842832088470459,greeting,0.006044846493750811,confirm,0.0027228633407503366
+ada tempat untuk baca sambil diskusi pelan-pelan? lah,fasilitas,fasilitas,0.9715712070465088,True,fasilitas,0.9715712070465088,cari_buku,0.009370596148073673,peraturan,0.007700147107243538
+"Hai Admin, ada pertanyaan yang ingin Anda tanyakan ",greeting,greeting,0.9808552861213684,True,greeting,0.9808552861213684,goodbye,0.005171145312488079,denied,0.004343033768236637
+harus scan kartu setiap masuk ya?,peraturan,peraturan,0.9736756086349487,True,peraturan,0.9736756086349487,cara_pinjam,0.010714882053434849,keanggotaan,0.0044340044260025024
+halo kak saya mahasiswa daerah bisa jadi member ga?,keanggotaan,keanggotaan,0.9834238290786743,True,keanggotaan,0.9834238290786743,greeting,0.00388797908090055,cara_pinjam,0.002721758559346199
+"Aslmkm, mau minta maaf nih ",greeting,greeting,0.7689661383628845,True,greeting,0.7689661383628845,goodbye,0.1470431685447693,denied,0.06708917766809464
+bantu bisa cariin buku biografi Soekarno?,cari_buku,cari_buku,0.9685561656951904,True,cari_buku,0.9685561656951904,cara_pinjam,0.012697836384177208,fasilitas,0.00825408659875393
+ya itu boleh caranya,confirm,confirm,0.9802887439727783,True,confirm,0.9802887439727783,denied,0.01131172850728035,goodbye,0.0026302486658096313
+ya banget boleh itu caranya,confirm,confirm,0.9804565906524658,True,confirm,0.9804565906524658,denied,0.01172281801700592,goodbye,0.0026636971160769463
+halo kak mau cara tanya perpanjang pinjaman buku gimana?,cara_pinjam,cara_pinjam,0.8933896422386169,True,cara_pinjam,0.8933896422386169,peraturan,0.08566097915172577,keanggotaan,0.005987192504107952
+ada buku tentang kecerdasan buatan di sini?,cari_buku,cari_buku,0.9655534029006958,True,cari_buku,0.9655534029006958,cara_pinjam,0.01833864115178585,fasilitas,0.0058320011012256145
+batalkan itu,denied,denied,0.9729844927787781,True,denied,0.9729844927787781,greeting,0.010901305824518204,confirm,0.006509758532047272
+Harus daftar dulu dulu ga buay buku?,cara_pinjam,cara_pinjam,0.7328053116798401,True,cara_pinjam,0.7328053116798401,keanggotaan,0.2132289707660675,cari_buku,0.02537624165415764
+excuse me kalau mau booking buku caranya gimana?,cara_pinjam,cara_pinjam,0.8203752040863037,True,cara_pinjam,0.8203752040863037,peraturan,0.15250302851200104,cari_buku,0.008322494104504585
+Nooo I DONt want.,denied,denied,0.9668865203857422,True,denied,0.9668865203857422,confirm,0.013628563843667507,greeting,0.011342967860400677
+slmt sore ada larangan khusus untuk anak-anak tidak?,peraturan,peraturan,0.9798480868339539,True,peraturan,0.9798480868339539,cara_pinjam,0.0057428800500929356,fasilitas,0.004300365224480629
+jadi anggota bayar atau gratis?,keanggotaan,keanggotaan,0.9818981289863586,True,keanggotaan,0.9818981289863586,cara_pinjam,0.004954150877892971,peraturan,0.003876196686178446
+tepat bang itu solusi yang oke,confirm,confirm,0.9655121564865112,True,confirm,0.9655121564865112,denied,0.023292196914553642,goodbye,0.003770075272768736
+Bawa makanan ringan ke ruang baca?,peraturan,peraturan,0.9489734172821045,True,peraturan,0.9489734172821045,cara_pinjam,0.0166849996894598,keanggotaan,0.016122320666909218
+aktif sampai jam berapa kalau hari Jumat?,jam_layanan,jam_layanan,0.9785173535346985,True,jam_layanan,0.9785173535346985,greeting,0.0040333885699510574,peraturan,0.003884448204189539
+"Halo, kak, peraturan penggunaan laptop di Perpustakaan seperti apa?",peraturan,peraturan,0.979925274848938,True,peraturan,0.979925274848938,cara_pinjam,0.006237105466425419,fasilitas,0.004192549269646406
+Apakah saya bisa masuk setelah kuliah jam 4 sore?,jam_layanan,jam_layanan,0.9767190217971802,True,jam_layanan,0.9767190217971802,peraturan,0.005615684203803539,greeting,0.004115247633308172
+excuse me buku-buku bahasa Inggris ada di lantai berapa?,cari_buku,cari_buku,0.9678061604499817,True,cari_buku,0.9678061604499817,cara_pinjam,0.015892209485173225,fasilitas,0.0062126764096319675
+saya mau tau lokasi kitab tentang psikologi klinis,cari_buku,cari_buku,0.9696929454803467,True,cari_buku,0.9696929454803467,cara_pinjam,0.011063198558986187,fasilitas,0.009208330884575844
+siang kak info jam layanan perpustakaan dong makasih,jam_layanan,jam_layanan,0.9778327345848083,True,jam_layanan,0.9778327345848083,fasilitas,0.005148852244019508,greeting,0.004775104578584433
+"P, Periksa Fungsi",greeting,greeting,0.9148631691932678,True,greeting,0.9148631691932678,cari_buku,0.027536975219845772,fasilitas,0.020664207637310028
+"assalamualaikum, nyoba doang lah",greeting,greeting,0.9769733548164368,True,greeting,0.9769733548164368,goodbye,0.008347690105438232,denied,0.0047212266363203526
+saya anak SMA bisa dfatar jadi anggota?,keanggotaan,keanggotaan,0.9836175441741943,True,keanggotaan,0.9836175441741943,cara_pinjam,0.0032208848278969526,fasilitas,0.002713360358029604
+"Baiklah, Bang, itu solusi yang akurat.",confirm,confirm,0.9709154963493347,True,confirm,0.9709154963493347,denied,0.018863528966903687,goodbye,0.003381946124136448
+anggota perpus dapat akses semua buku ya?,keanggotaan,keanggotaan,0.983651340007782,True,keanggotaan,0.983651340007782,peraturan,0.004347531590610743,cara_pinjam,0.003229563357308507
+siang kak info fasilitas yang tersedia di perpus dong makasih,fasilitas,fasilitas,0.9710316061973572,True,fasilitas,0.9710316061973572,cari_buku,0.008233468979597092,peraturan,0.007340817712247372
+G:,denied,denied,0.9129233360290527,True,denied,0.9129233360290527,greeting,0.060682326555252075,confirm,0.015864841639995575
+"Selamat sore, ada persyaratan untuk menjadi anggota perpustakaan apa?",keanggotaan,keanggotaan,0.982016384601593,True,keanggotaan,0.982016384601593,cara_pinjam,0.005512049421668053,peraturan,0.004500858951359987
+"Hy bot, kamu hidup?",greeting,greeting,0.977573812007904,True,greeting,0.977573812007904,goodbye,0.008220421150326729,denied,0.0034624466206878424
+wes puas jawabannya terima kasih,goodbye,goodbye,0.9823397994041443,True,goodbye,0.9823397994041443,greeting,0.0072093019261956215,confirm,0.003470099763944745
+tidak usah repot-repot begitu,denied,denied,0.8093587160110474,True,denied,0.8093587160110474,cara_pinjam,0.11474935710430145,confirm,0.023488886654376984
+apakah boleh masuk perpus jam istirahat siang?,jam_layanan,jam_layanan,0.9760577082633972,True,jam_layanan,0.9760577082633972,peraturan,0.006450934801250696,fasilitas,0.0036669576074928045
+Apakah ada tempat untuk dibaca saat diskusi perlahan?,fasilitas,fasilitas,0.9642106890678406,True,fasilitas,0.9642106890678406,peraturan,0.015568510629236698,cari_buku,0.008047876879572868
+ayo dong,confirm,greeting,0.9697936177253723,False,greeting,0.9697936177253723,goodbye,0.01459282636642456,denied,0.0065811192616820335
+admin ada tempat parkir khusus untuk pengunjung perpus?,fasilitas,fasilitas,0.9607608914375305,True,fasilitas,0.9607608914375305,peraturan,0.021326567977666855,jam_layanan,0.00496687600389123
+fuck you out,goodbye,denied,0.7026045322418213,False,denied,0.7026045322418213,greeting,0.2378389835357666,goodbye,0.04108965024352074
+hell nah nigga sih,denied,denied,0.9745323657989502,True,denied,0.9745323657989502,greeting,0.00915269274264574,confirm,0.007061928976327181
+yaudah gw pergi,goodbye,goodbye,0.9674745202064514,True,goodbye,0.9674745202064514,confirm,0.014710821211338043,greeting,0.008733791299164295
+"Pagi kak, ada info terkait keanggotaan perpustakaan umum di sini ya...",keanggotaan,keanggotaan,0.9737072587013245,True,keanggotaan,0.9737072587013245,peraturan,0.012027326971292496,cara_pinjam,0.005853832233697176
+hai admin durasi lama? buku maksimal berapa peminjaman,cara_pinjam,cara_pinjam,0.9241793751716614,True,cara_pinjam,0.9241793751716614,peraturan,0.054896265268325806,cari_buku,0.006206240970641375
+Eh ngga usah lama-lama juga ,denied,denied,0.9367435574531555,True,denied,0.9367435574531555,goodbye,0.01645047590136528,confirm,0.015796734020113945
+gw bisa datang setelah kuliah jam 4 sore?,jam_layanan,jam_layanan,0.9783709049224854,True,jam_layanan,0.9783709049224854,greeting,0.00557958846911788,peraturan,0.0030426415614783764
+ga mau.,denied,denied,0.9731955528259277,True,denied,0.9731955528259277,greeting,0.011172334663569927,confirm,0.004845033399760723
+saya datang sore masih bisa pinjam buku ga?,jam_layanan,jam_layanan,0.9804607033729553,True,jam_layanan,0.9804607033729553,greeting,0.0035557798109948635,cara_pinjam,0.002695539267733693
+jadi anggota bayar gratis?,keanggotaan,keanggotaan,0.9832125306129456,True,keanggotaan,0.9832125306129456,cara_pinjam,0.004462516400963068,peraturan,0.0027323218528181314
+saya cari novel klasik katalog yang bisa dicek?,cari_buku,cari_buku,0.9708614349365234,True,cari_buku,0.9708614349365234,cara_pinjam,0.011711047030985355,fasilitas,0.007174422964453697
+oke cocok banget sama kebutuhan,confirm,confirm,0.9619444012641907,True,confirm,0.9619444012641907,denied,0.029502635821700096,goodbye,0.002918910700827837
+halo kak ruang diskusi bisa dibooking ga?,fasilitas,fasilitas,0.9721077084541321,True,fasilitas,0.9721077084541321,peraturan,0.008983810432255268,cari_buku,0.007196938619017601
+tempat duduk yang di pojok itu bisa dipakai mahasiswa?,fasilitas,fasilitas,0.9623731970787048,True,fasilitas,0.9623731970787048,peraturan,0.015918124467134476,keanggotaan,0.009112604893743992
+selamat pagi prosedur pengembalian bagaimana? yang terlambat buku,cara_pinjam,cara_pinjam,0.9255348443984985,True,cara_pinjam,0.9255348443984985,peraturan,0.056817904114723206,cari_buku,0.004721561912447214
+hai admin bisa bantu info cara keanggotaan?,keanggotaan,keanggotaan,0.9767309427261353,True,keanggotaan,0.9767309427261353,cara_pinjam,0.008381307125091553,greeting,0.004062789957970381
+permisi mau tanya-tanya dong,greeting,greeting,0.9815576672554016,True,greeting,0.9815576672554016,goodbye,0.004302929155528545,denied,0.0030245292000472546
+Hell Nah Niganiga,denied,denied,0.9693512916564941,True,denied,0.9693512916564941,greeting,0.01214777771383524,confirm,0.008303482085466385
+permisi bisa pinjam buku tanpa kartu anggota ga?,cara_pinjam,cara_pinjam,0.9403185248374939,True,cara_pinjam,0.9403185248374939,peraturan,0.03749409317970276,keanggotaan,0.009132144972682
+"Maaf, apakah ada kantin dan caffe di perpustakaan?",fasilitas,fasilitas,0.9704091548919678,True,fasilitas,0.9704091548919678,peraturan,0.010305081494152546,jam_layanan,0.006238083820790052
+k,confirm,confirm,0.7987638115882874,True,confirm,0.7987638115882874,denied,0.09973413497209549,greeting,0.08251124620437622
+halo kak ada koleksi buku sejarah Indonesia ga?,cari_buku,cari_buku,0.9691653847694397,True,cari_buku,0.9691653847694397,cara_pinjam,0.014261379837989807,fasilitas,0.005892709828913212
+oke terima kasih atas infonya sangat membantu,goodbye,goodbye,0.9842296242713928,True,goodbye,0.9842296242713928,greeting,0.006164331454783678,confirm,0.0025253240019083023
+salam sejahtera,greeting,greeting,0.9471684694290161,True,greeting,0.9471684694290161,goodbye,0.038719505071640015,denied,0.004808851983398199
+boleh telepon di dalam perpustakaan?,peraturan,peraturan,0.9694287180900574,True,peraturan,0.9694287180900574,fasilitas,0.008412891998887062,cara_pinjam,0.007579923141747713
+saya baru bisa daftar jadi anggota?,keanggotaan,keanggotaan,0.9762024283409119,True,keanggotaan,0.9762024283409119,cara_pinjam,0.006625567562878132,jam_layanan,0.004532929509878159
+Adios Negros,goodbye,greeting,0.9523565769195557,False,greeting,0.9523565769195557,goodbye,0.031132983043789864,denied,0.005192697513848543
+"Halo, kak mau tanya tentang aturan jam malam di Perpustakaan?",peraturan,peraturan,0.98015296459198,True,peraturan,0.98015296459198,cara_pinjam,0.006562533788383007,fasilitas,0.003387028817087412
+selamat malam masih bisa dilayani?,greeting,jam_layanan,0.9466872215270996,False,jam_layanan,0.9466872215270996,greeting,0.03329101949930191,goodbye,0.004002666100859642
+Alright Nigga ,confirm,confirm,0.9749050140380859,True,confirm,0.9749050140380859,denied,0.015897206962108612,goodbye,0.002996932016685605
+selamat pagi mau tanya ada mushola di perpustakaan tidak?,fasilitas,fasilitas,0.9704978466033936,True,fasilitas,0.9704978466033936,peraturan,0.012819236144423485,jam_layanan,0.004864647518843412
+hell nah nigga ah,denied,denied,0.9701817035675049,True,denied,0.9701817035675049,greeting,0.011312314309179783,confirm,0.005312773399055004
+nggak tertarik!,denied,denied,0.9749246835708618,True,denied,0.9749246835708618,greeting,0.009909596294164658,confirm,0.005139900837093592
+oke sampai ketemu lagi nanti,goodbye,goodbye,0.9822890758514404,True,goodbye,0.9822890758514404,greeting,0.006482213735580444,confirm,0.004351823590695858
+wise choice!,confirm,confirm,0.9707924723625183,True,confirm,0.9707924723625183,denied,0.020575128495693207,goodbye,0.0034083707723766565
+sy mau tau lokasi buku tentang psikologi klinis,cari_buku,cari_buku,0.9696305990219116,True,cari_buku,0.9696305990219116,cara_pinjam,0.011070819571614265,fasilitas,0.00928420014679432
+ga pengen,denied,denied,0.963954746723175,True,denied,0.963954746723175,greeting,0.018148384988307953,confirm,0.004182311240583658
+gaskan min!,confirm,greeting,0.9701930284500122,False,greeting,0.9701930284500122,denied,0.013813763856887817,goodbye,0.006028824020177126
+gausah repot report min,denied,denied,0.8318959474563599,True,denied,0.8318959474563599,cara_pinjam,0.04453933611512184,cari_buku,0.03494523838162422
+"Apakah saya datang pada tanggal merah, masih bisa?",jam_layanan,jam_layanan,0.9799305200576782,True,jam_layanan,0.9799305200576782,greeting,0.004378273617476225,peraturan,0.0032391767017543316
+: oke bang itu saran yang bagus ,confirm,confirm,0.9722673296928406,True,confirm,0.9722673296928406,denied,0.01693282462656498,goodbye,0.004493097309023142
+"Oke, siap untuk memberikan bimbingan ini ,",goodbye,greeting,0.5780179500579834,False,greeting,0.5780179500579834,goodbye,0.33484774827957153,confirm,0.027013087645173073
+"Maaf, apakah saya bisa membantu menyediakan buku statistik untuk penelitian Anda?",cari_buku,cari_buku,0.9706576466560364,True,cari_buku,0.9706576466560364,cara_pinjam,0.012540116906166077,fasilitas,0.0072469147853553295
+harus daftar buku? ga buat pinjam dulu,cara_pinjam,cara_pinjam,0.9587611556053162,True,cara_pinjam,0.9587611556053162,peraturan,0.020258324220776558,cari_buku,0.008582091890275478
+maaf mau tidak? bisa pinjam buku lewat online nanya,cara_pinjam,cara_pinjam,0.9549267888069153,True,cara_pinjam,0.9549267888069153,peraturan,0.027769293636083603,cari_buku,0.004991369787603617
+skip aja,denied,denied,0.9786752462387085,True,denied,0.9786752462387085,confirm,0.005941274110227823,greeting,0.004611476790159941
+I will do love it,confirm,confirm,0.7983757853507996,True,confirm,0.7983757853507996,denied,0.1490696668624878,goodbye,0.027177102863788605
+"Halo, bisakah kamu membalas?",greeting,greeting,0.9798436164855957,True,greeting,0.9798436164855957,goodbye,0.007164434064179659,denied,0.005106599535793066
+"Maaf, apakah ada kantin dan restoran di dalam perpustakaan?",fasilitas,fasilitas,0.9557849168777466,True,fasilitas,0.9557849168777466,peraturan,0.026655977591872215,jam_layanan,0.004982368554919958
+edisi hukum internasional buku 2020 tersedia?,cari_buku,cari_buku,0.9626790285110474,True,cari_buku,0.9626790285110474,cara_pinjam,0.020663943141698837,fasilitas,0.004875640384852886
+w udah daftar tapi belum punya kartu bisa dipakai?,keanggotaan,keanggotaan,0.9837186932563782,True,keanggotaan,0.9837186932563782,cara_pinjam,0.0037574737798422575,greeting,0.0026881254743784666
+baiklah terima kasih atas bantuannya,goodbye,goodbye,0.983430027961731,True,goodbye,0.983430027961731,greeting,0.006574290804564953,confirm,0.002859062049537897
+halo admin jam buka perpus hari ini sampai jam berapa?,jam_layanan,jam_layanan,0.9800097346305847,True,jam_layanan,0.9800097346305847,greeting,0.0051244827918708324,fasilitas,0.0031486202497035265
+saya ke perpus malam ini masih dilayani?,jam_layanan,jam_layanan,0.9804168343544006,True,jam_layanan,0.9804168343544006,greeting,0.005454609170556068,fasilitas,0.003061791183426976
+yaudah gw pergi!,goodbye,goodbye,0.9712835550308228,True,goodbye,0.9712835550308228,confirm,0.012527522630989552,greeting,0.007684796117246151
+"ga mau,",denied,denied,0.9727250933647156,True,denied,0.9727250933647156,greeting,0.011530016548931599,confirm,0.005446952767670155
+"Uh, gausah ",denied,denied,0.8267248272895813,True,denied,0.8267248272895813,confirm,0.1572446972131729,greeting,0.007877618074417114
+"Jika tidak memiliki kartu anggota, Anda bisa meminjam buku?",keanggotaan,keanggotaan,0.9685560464859009,True,keanggotaan,0.9685560464859009,cara_pinjam,0.015150845050811768,peraturan,0.007646357174962759
+wise choice,confirm,confirm,0.9711730480194092,True,confirm,0.9711730480194092,denied,0.02021339349448681,goodbye,0.003271781373769045
+permisi aturan untuk mahasiswa asing sama ga dengan lokal?,peraturan,peraturan,0.9804297685623169,True,peraturan,0.9804297685623169,cara_pinjam,0.005325879901647568,keanggotaan,0.0035406402312219143
+sudah dapat pencerahan terima kasih,goodbye,goodbye,0.9792526364326477,True,goodbye,0.9792526364326477,greeting,0.006725235376507044,confirm,0.003954202868044376
+"Selamat sore. Persyaratan pendaftaran anggota perpus, boleh minta tolong?",keanggotaan,keanggotaan,0.9641370177268982,True,keanggotaan,0.9641370177268982,peraturan,0.016019336879253387,cara_pinjam,0.011627898551523685
+halo kak mau tanya peraturan jam malam di perpustakaan gimana?,peraturan,peraturan,0.979874312877655,True,peraturan,0.979874312877655,cara_pinjam,0.0063749076798558235,fasilitas,0.003907637670636177
+"selamat pagi, saya disini",greeting,greeting,0.9380297660827637,True,greeting,0.9380297660827637,goodbye,0.0476265512406826,denied,0.002893472323194146
+"Kalau saya datang Minggu, apakah perpustakaan akan dibuka?",jam_layanan,jam_layanan,0.9797872304916382,True,jam_layanan,0.9797872304916382,greeting,0.004340812563896179,fasilitas,0.0032497127540409565
+excuse me ada ruang santai atau area istirahat ga?,fasilitas,fasilitas,0.9717674851417542,True,fasilitas,0.9717674851417542,peraturan,0.012076069600880146,cari_buku,0.0047942036762833595
+halo kak mau tanya perpus hari libur buka tidak?,jam_layanan,jam_layanan,0.9792295098304749,True,jam_layanan,0.9792295098304749,greeting,0.004885275382548571,fasilitas,0.003927710931748152
+halo kak mau tanya perpus hari buka libur tidak?,jam_layanan,jam_layanan,0.9789263606071472,True,jam_layanan,0.9789263606071472,greeting,0.005033204331994057,fasilitas,0.0036426405422389507
+"Halo, apakah kamu bisa dibalas?",greeting,greeting,0.9805936217308044,True,greeting,0.9805936217308044,goodbye,0.006209720391780138,denied,0.00547832204028964
+Jam berapa kalau hari Jumat dibuka?,jam_layanan,jam_layanan,0.9797196984291077,True,jam_layanan,0.9797196984291077,greeting,0.004064841195940971,peraturan,0.0033369860611855984
+"Emoh, tidak membutuhkannya sekarang",denied,denied,0.9727486371994019,True,denied,0.9727486371994019,greeting,0.010042205452919006,confirm,0.00834616832435131
+ada batas maksimal bacaan yang bisa dipinjam?,cara_pinjam,cara_pinjam,0.9429299235343933,True,cara_pinjam,0.9429299235343933,peraturan,0.0341496504843235,cari_buku,0.007942723110318184
+harus daftar dulu ga buat pinjam buku?,cara_pinjam,cara_pinjam,0.9485979080200195,True,cara_pinjam,0.9485979080200195,peraturan,0.031491316854953766,keanggotaan,0.008095304481685162
+peraturan untuk kamera ke dalam gimana?,peraturan,peraturan,0.9784092307090759,True,peraturan,0.9784092307090759,cara_pinjam,0.006259549874812365,fasilitas,0.004717085976153612
+selamat sore ada fasilitas scanner untuk dokumen tidak?,fasilitas,fasilitas,0.9717077016830444,True,fasilitas,0.9717077016830444,cari_buku,0.010420671664178371,peraturan,0.007713640574365854
+ya sudah gue keluar.,goodbye,goodbye,0.9804996848106384,True,goodbye,0.9804996848106384,greeting,0.009045746177434921,confirm,0.003454674733802676
+"Oh, benar, lanjutkan bang.",confirm,confirm,0.9758961200714111,True,confirm,0.9758961200714111,denied,0.015247723087668419,goodbye,0.0029039671644568443
+ada akses wifi buat pengunjung umum?,fasilitas,fasilitas,0.9524030685424805,True,fasilitas,0.9524030685424805,peraturan,0.025640377774834633,keanggotaan,0.006778406910598278
+permisi mau tanya perpus tutup jam berapa ya?,jam_layanan,jam_layanan,0.9805536270141602,True,jam_layanan,0.9805536270141602,greeting,0.004660101607441902,fasilitas,0.003340089228004217
+assalamualaikum mau bertanya nih,greeting,greeting,0.97934889793396,True,greeting,0.97934889793396,goodbye,0.00823273602873087,denied,0.004427581559866667
+cek cek halo? Mencoba!,greeting,greeting,0.9816941618919373,True,greeting,0.9816941618919373,denied,0.005258454941213131,goodbye,0.004549001809209585
+Alright Nigga,confirm,confirm,0.9749050140380859,True,confirm,0.9749050140380859,denied,0.01589719019830227,goodbye,0.0029969275929033756
+kalau telat balikin bkoo dendanya berapa?,peraturan,peraturan,0.9764861464500427,True,peraturan,0.9764861464500427,cara_pinjam,0.009814618155360222,confirm,0.0029683560132980347
+selamet siang apakah anda disana?,greeting,greeting,0.8875271081924438,True,greeting,0.8875271081924438,jam_layanan,0.07946331799030304,goodbye,0.014646927826106548
+boleh bawa makanan ringan ke ruang baca?,peraturan,peraturan,0.9762973189353943,True,peraturan,0.9762973189353943,cara_pinjam,0.007287849206477404,fasilitas,0.004950720351189375
+excuse me perpustakaan weekend buka kak?,jam_layanan,jam_layanan,0.9788985848426819,True,jam_layanan,0.9788985848426819,greeting,0.004939123056828976,fasilitas,0.003798831719905138
+Bolehkah teman-temanmu diajak diskusi pelan di ruang baca?,peraturan,peraturan,0.9806426167488098,True,peraturan,0.9806426167488098,cara_pinjam,0.0055289254523813725,fasilitas,0.0030753992032259703
+halo kak saya mahasiswa luar daerah bisa jadi member ga?,keanggotaan,keanggotaan,0.9849911332130432,True,keanggotaan,0.9849911332130432,cara_pinjam,0.0027905749157071114,greeting,0.0024471411015838385
+hai admin ada tempat parkir khusus untuk pengunjung perpus?,fasilitas,fasilitas,0.9654139280319214,True,fasilitas,0.9654139280319214,peraturan,0.016969729214906693,jam_layanan,0.004558157175779343
+gimana caranya kalau saya mau jadi anggota perpus?,keanggotaan,keanggotaan,0.9827425479888916,True,keanggotaan,0.9827425479888916,cara_pinjam,0.004729432053864002,peraturan,0.0030606279615312815
+nggak usah sampai segitu repotnya,denied,denied,0.9439958930015564,True,denied,0.9439958930015564,cara_pinjam,0.016641950234770775,confirm,0.012854949571192265
+Tidak usah dibuat susah :),denied,denied,0.9674774408340454,True,denied,0.9674774408340454,confirm,0.011361292563378811,cara_pinjam,0.005448122974485159
+perpus nyediain loker penyimpanan barang?,fasilitas,fasilitas,0.9695704579353333,True,fasilitas,0.9695704579353333,peraturan,0.010221552103757858,cari_buku,0.00964057631790638
+ada ruang rapat kecil untuk belajar kelompok?,fasilitas,fasilitas,0.9710580110549927,True,fasilitas,0.9710580110549927,peraturan,0.012180039659142494,cari_buku,0.004789682570844889
+"Selamat pagi, bisakah Anda membawa tas besar ke ruang baca atau tidak?",peraturan,peraturan,0.9504489302635193,True,peraturan,0.9504489302635193,keanggotaan,0.027888955548405647,cara_pinjam,0.007625969126820564
+"Halo, Kak. Cara cek status kredit buku gimana?",cara_pinjam,cara_pinjam,0.9185687899589539,True,cara_pinjam,0.9185687899589539,peraturan,0.04839688539505005,cari_buku,0.01408666092902422
+puas dengan jawabannya terima kasih ,goodbye,goodbye,0.980579674243927,True,goodbye,0.980579674243927,greeting,0.00798481609672308,confirm,0.004642402287572622
+halo kak ada fasilitas AC di ruang baca ga?,fasilitas,fasilitas,0.9707428216934204,True,fasilitas,0.9707428216934204,peraturan,0.013616342097520828,cari_buku,0.004331651609390974
+gua setuju,confirm,confirm,0.8585350513458252,True,confirm,0.8585350513458252,denied,0.1160016655921936,greeting,0.013354337774217129
+kalo ga punya kartu anggota pinjam buku?,keanggotaan,keanggotaan,0.9613273739814758,True,keanggotaan,0.9613273739814758,cara_pinjam,0.0189985278993845,peraturan,0.010751190595328808
+"omke, saya akan keluar sekarang ",goodbye,goodbye,0.9731384515762329,True,goodbye,0.9731384515762329,greeting,0.015208775177598,confirm,0.003618034301325679
+selamat buku bisa pinjam lebih dari 3 sore sekaligus ga?,cara_pinjam,cara_pinjam,0.9289925694465637,True,cara_pinjam,0.9289925694465637,peraturan,0.05011923611164093,cari_buku,0.00509169464930892
+betul lanjutkan bang,confirm,confirm,0.9741919636726379,True,confirm,0.9741919636726379,denied,0.01597730815410614,goodbye,0.003429139032959938
+siang info jam layanan perpustakaan dong makasih,jam_layanan,jam_layanan,0.9770969748497009,True,jam_layanan,0.9770969748497009,fasilitas,0.005252936389297247,greeting,0.004915933590382338
+oke siap terima kasih bimbingannya,goodbye,goodbye,0.9835401177406311,True,goodbye,0.9835401177406311,greeting,0.006252974737435579,confirm,0.0032305612694472075
+boleh telepon perpustakaan? dalam di,peraturan,peraturan,0.8877176642417908,True,peraturan,0.8877176642417908,jam_layanan,0.06556058675050735,fasilitas,0.018481595441699028
+"Info SIS sore tentang keanggotaan perpustakaan untuk umum, terima kasih",keanggotaan,keanggotaan,0.9677844047546387,True,keanggotaan,0.9677844047546387,peraturan,0.01684102788567543,cara_pinjam,0.0066537936218082905
+Maaf mau tanya apakah gedung perpustakaan sabtu minggu masih buka?,jam_layanan,jam_layanan,0.978532075881958,True,jam_layanan,0.978532075881958,fasilitas,0.005738416220992804,peraturan,0.004109998233616352
+"Pagi, mau daftar member perpustakaan, bagaimana caranya?",keanggotaan,keanggotaan,0.9830164313316345,True,keanggotaan,0.9830164313316345,cara_pinjam,0.004489338956773281,greeting,0.0026919266674667597
+hai admin ada yang pengen ditanyakan,greeting,greeting,0.9801331758499146,True,greeting,0.9801331758499146,goodbye,0.006410673260688782,denied,0.004387389402836561
+selamat bisa masih malam dilayani?,greeting,jam_layanan,0.9742974042892456,False,jam_layanan,0.9742974042892456,greeting,0.010535973124206066,fasilitas,0.002999823773279786
+tidak sekarang ya,denied,denied,0.976610004901886,True,denied,0.976610004901886,confirm,0.007979965768754482,greeting,0.006446145009249449
+saya cari novel klasik ada katalog yang bisa dicek?,cari_buku,cari_buku,0.9694264531135559,True,cari_buku,0.9694264531135559,cara_pinjam,0.013481891714036465,fasilitas,0.007384846452623606
+selamat pagi boleh bawa tas besar ke ruang baca tidak?,peraturan,peraturan,0.9772363901138306,True,peraturan,0.9772363901138306,cara_pinjam,0.006459011696279049,keanggotaan,0.00495960284024477
+setelah milih buku bawa ke mana buat diproses?,cara_pinjam,cara_pinjam,0.8995743989944458,True,cara_pinjam,0.8995743989944458,peraturan,0.07813934981822968,cari_buku,0.005949178244918585
+yaudah oke,confirm,confirm,0.9805124998092651,True,confirm,0.9805124998092651,denied,0.00887108314782381,goodbye,0.004427444655448198
+permisi mau tanya syarat jadi anggota perpus apa aja?,keanggotaan,keanggotaan,0.9811718463897705,True,keanggotaan,0.9811718463897705,cara_pinjam,0.005758882034569979,peraturan,0.005217572674155235
+oke bang itu solusi tepat,confirm,confirm,0.972387969493866,True,confirm,0.972387969493866,denied,0.014350458979606628,goodbye,0.005477266386151314
+"Selamat Siang, Apakah Perpustakaan Raya buka?",jam_layanan,jam_layanan,0.9734628796577454,True,jam_layanan,0.9734628796577454,greeting,0.010341759771108627,fasilitas,0.0035851728171110153
+enggak deh,denied,denied,0.9767169952392578,True,denied,0.9767169952392578,confirm,0.008662517182528973,greeting,0.0058116912841796875
+saya mau datang tanggal merah masih bisa?,jam_layanan,jam_layanan,0.9791401624679565,True,jam_layanan,0.9791401624679565,greeting,0.005004066042602062,peraturan,0.0029689311049878597
+"Selamat pagi, mau cari buku tentang metode pembelajaran mesin tidak?",cari_buku,cari_buku,0.966923177242279,True,cari_buku,0.966923177242279,cara_pinjam,0.016233038157224655,fasilitas,0.005898857023566961
+"Selamat sore, ada larangan khusus untuk bayi?",peraturan,peraturan,0.9787792563438416,True,peraturan,0.9787792563438416,cara_pinjam,0.006742144003510475,fasilitas,0.004488486796617508
+"Halo, kak, ada koleksi buku agama yang lengkap?",cari_buku,cari_buku,0.9687896370887756,True,cari_buku,0.9687896370887756,cara_pinjam,0.015650201588869095,fasilitas,0.0057051898911595345
+betul abnget itu yang aku butuh,confirm,confirm,0.967157781124115,True,confirm,0.967157781124115,denied,0.023501580581068993,goodbye,0.002567367861047387
+"Oh, cukup oke, terima kasih ya kak.",goodbye,goodbye,0.982923150062561,True,goodbye,0.982923150062561,greeting,0.005800758954137564,confirm,0.004040829371660948
+"Permisi, fasilitas toilet ada di lantai berapa?",fasilitas,fasilitas,0.9754765033721924,True,fasilitas,0.9754765033721924,peraturan,0.009006508626043797,cari_buku,0.0042647384107112885
+"Tidak saat ini, ya.",denied,denied,0.9746503829956055,True,denied,0.9746503829956055,confirm,0.008733735419809818,greeting,0.007426835596561432
+"Halo kak, bagaimana cara mempertahankan pinjaman buku?",cara_pinjam,cara_pinjam,0.9008811712265015,True,cara_pinjam,0.9008811712265015,peraturan,0.07742198556661606,keanggotaan,0.006232143845409155
+pinjam buku perlu minta izin dulu?,cara_pinjam,cara_pinjam,0.9290848970413208,True,cara_pinjam,0.9290848970413208,peraturan,0.050965938717126846,keanggotaan,0.006939037702977657
+Sistem peminjaman sekarang menggunakan barcode atau manual?,cara_pinjam,cara_pinjam,0.8830865025520325,True,cara_pinjam,0.8830865025520325,peraturan,0.09549640864133835,keanggotaan,0.006211517844349146
+Ruang baca lantai atas bebas untuk siapa saja?,fasilitas,fasilitas,0.9670099020004272,True,fasilitas,0.9670099020004272,peraturan,0.015712708234786987,cari_buku,0.004686328582465649
+nggak tertarik,denied,denied,0.9741925001144409,True,denied,0.9741925001144409,greeting,0.010532059706747532,confirm,0.006037924438714981
+Apakah mungkin untuk masuk kuliah jam istirahat siang?,jam_layanan,jam_layanan,0.9765808582305908,True,jam_layanan,0.9765808582305908,peraturan,0.00579617265611887,greeting,0.0037825938779860735
+OYO,greeting,greeting,0.962915301322937,True,greeting,0.962915301322937,goodbye,0.018788453191518784,denied,0.008358417078852654
+"Sudah dijawab semua, wasalamualaikum.",goodbye,goodbye,0.9700939655303955,True,goodbye,0.9700939655303955,greeting,0.020768029615283012,confirm,0.001817647134885192
+deal,confirm,cara_pinjam,0.667763352394104,False,cara_pinjam,0.667763352394104,peraturan,0.16409535706043243,cari_buku,0.07247691601514816
+permisi bisa bantu carikan buku statistik untuk penelitian?,cari_buku,cari_buku,0.9720012545585632,True,cari_buku,0.9720012545585632,cara_pinjam,0.010641364380717278,fasilitas,0.006969398818910122
+oke cukup segitu aja wassalamualaikum,goodbye,goodbye,0.9822469353675842,True,goodbye,0.9822469353675842,greeting,0.007325695361942053,confirm,0.00322399172000587
+saya kehilangan kartu masuk? bisa masih,keanggotaan,keanggotaan,0.8753966093063354,True,keanggotaan,0.8753966093063354,peraturan,0.09543830901384354,cara_pinjam,0.016695914790034294
+kalau saya datang hari minggu perpustakaan buka ga?,jam_layanan,jam_layanan,0.978853702545166,True,jam_layanan,0.978853702545166,peraturan,0.004299579653888941,greeting,0.003947929944843054
+saya bisa nge-print atau fotokopi dari sini?,fasilitas,fasilitas,0.9702521562576294,True,fasilitas,0.9702521562576294,peraturan,0.007259942591190338,cari_buku,0.0066245668567717075
+hai admin ada buku novel terbaru karya penulis Indonesia?,cari_buku,cari_buku,0.9707170724868774,True,cari_buku,0.9707170724868774,cara_pinjam,0.01283158827573061,fasilitas,0.005353778600692749
+selamat pagi bisa tanya jam operasional perpustakaan?,jam_layanan,jam_layanan,0.9790441393852234,True,jam_layanan,0.9790441393852234,peraturan,0.004593937192112207,fasilitas,0.003999846056103706
+Oke siap untuk berterima kasih kepada Anda,goodbye,goodbye,0.9835190176963806,True,goodbye,0.9835190176963806,greeting,0.006002560257911682,confirm,0.00278877979144454
+"Selamat sore, bisakah kita minta maaf?",greeting,denied,0.48898056149482727,False,denied,0.48898056149482727,greeting,0.32175758481025696,goodbye,0.08486912399530411
+selamat sore bisa minta,greeting,greeting,0.9609434604644775,True,greeting,0.9609434604644775,goodbye,0.026562228798866272,denied,0.0038647986948490143
+maaf mau nanya kalau bukan sivitas boleh daftar tidak?,keanggotaan,keanggotaan,0.9839419722557068,True,keanggotaan,0.9839419722557068,peraturan,0.0032595053780823946,cara_pinjam,0.002987428568303585
+halo kak cara cek status peminjaman buku bagaimana?,cara_pinjam,cara_pinjam,0.8615545034408569,True,cara_pinjam,0.8615545034408569,peraturan,0.11033134907484055,keanggotaan,0.00815639179199934
+are you on?,greeting,greeting,0.9761114120483398,True,greeting,0.9761114120483398,goodbye,0.006463116500526667,keanggotaan,0.005231501068919897
+hai admin bisa bantu info prosedur perpanjang keanggotaan?,keanggotaan,keanggotaan,0.8660537600517273,True,keanggotaan,0.8660537600517273,cara_pinjam,0.10722031444311142,peraturan,0.014000563882291317
+"Benar banget, itulah yang saya butuhkan",confirm,confirm,0.9708578586578369,True,confirm,0.9708578586578369,denied,0.020662182942032814,goodbye,0.0023320717737078667
+oke makasih ya sangat informatif,goodbye,goodbye,0.9826446175575256,True,goodbye,0.9826446175575256,greeting,0.005712081212550402,confirm,0.003708482952788472
+selamat sore persyaratan daftar anggota perpus apa ya?,keanggotaan,keanggotaan,0.9801082015037537,True,keanggotaan,0.9801082015037537,peraturan,0.006854611448943615,cara_pinjam,0.004992424976080656
+ckp sekian saja terima kasih,goodbye,goodbye,0.9846795201301575,True,goodbye,0.9846795201301575,greeting,0.006350823678076267,confirm,0.002283817855641246
+ada akses wifi buat pengunjung umum? deh,fasilitas,fasilitas,0.9555168747901917,True,fasilitas,0.9555168747901917,peraturan,0.023335186764597893,keanggotaan,0.005848099943250418
+I would love that,confirm,confirm,0.5403193831443787,True,confirm,0.5403193831443787,denied,0.4085497260093689,greeting,0.03465835377573967
+ane bisa datang setelah kuliah jam 4 sore?,jam_layanan,jam_layanan,0.9795794486999512,True,jam_layanan,0.9795794486999512,greeting,0.005462982691824436,fasilitas,0.0028480959590524435
+im gonna go,goodbye,goodbye,0.9269617199897766,True,goodbye,0.9269617199897766,greeting,0.058159712702035904,confirm,0.005656881257891655
+saya mau cari buku kedokteran yang bisa dibaca di tempat,cari_buku,cari_buku,0.968255341053009,True,cari_buku,0.968255341053009,cara_pinjam,0.016038985922932625,fasilitas,0.005012964829802513
+": excuse me, buku-buku bahasa inggris ada di lantai berapa?",cari_buku,cari_buku,0.9673286080360413,True,cari_buku,0.9673286080360413,cara_pinjam,0.01661507971584797,fasilitas,0.00584534602239728
+"tolong, bisa pinjam buku tanpa Kartu Anggota?",cara_pinjam,cara_pinjam,0.9336932301521301,True,cara_pinjam,0.9336932301521301,peraturan,0.039467453956604004,keanggotaan,0.014338469132781029
+selamat siang apakah anda disana?,greeting,greeting,0.9716441035270691,True,greeting,0.9716441035270691,goodbye,0.012917804531753063,jam_layanan,0.00522186141461134
+Apakah tempat duduk di sudut itu bisa digunakan oleh mahasiswa?,fasilitas,fasilitas,0.9526591897010803,True,fasilitas,0.9526591897010803,peraturan,0.0232185460627079,keanggotaan,0.011766030453145504
+Jadi anggota gratis atau bayar?,keanggotaan,keanggotaan,0.9820709824562073,True,keanggotaan,0.9820709824562073,cara_pinjam,0.004835307598114014,peraturan,0.0036088614724576473
+Tolong dijawab ya prosedur meminjam buku referensi gimana terima kasih :,cara_pinjam,cara_pinjam,0.940237283706665,True,cara_pinjam,0.940237283706665,peraturan,0.04061523824930191,cari_buku,0.005476787220686674
+saya bisa ke perpustakaan jam 7 malam?,jam_layanan,jam_layanan,0.980380117893219,True,jam_layanan,0.980380117893219,greeting,0.004535742104053497,fasilitas,0.0031333290971815586
+oke terima kasih banyak ya kak,goodbye,goodbye,0.9841878414154053,True,goodbye,0.9841878414154053,greeting,0.00667945621535182,confirm,0.0022155821789056063
+hai admin bisa kasih info ga?,greeting,greeting,0.9821915030479431,True,greeting,0.9821915030479431,goodbye,0.005394091829657555,denied,0.003897691611200571
+: Kapan terakhir kali pengunjung bisa masuk?,jam_layanan,jam_layanan,0.9798154830932617,True,jam_layanan,0.9798154830932617,greeting,0.004423073958605528,fasilitas,0.002790735336020589
+denied,denied,denied,0.7051553130149841,True,denied,0.7051553130149841,confirm,0.26818767189979553,greeting,0.013046166859567165
+excuse me saya guru bisa jadi anggota perpustakaan ga?,keanggotaan,keanggotaan,0.9840283989906311,True,keanggotaan,0.9840283989906311,peraturan,0.0035978525411337614,cara_pinjam,0.0033835929352790117
+NOOO I DON’T WANT IT,denied,denied,0.9560821056365967,True,denied,0.9560821056365967,greeting,0.019993379712104797,confirm,0.013622128404676914
+selamat sore ada buku tentang entrepreneurship tidak ya?,cari_buku,cari_buku,0.9670107960700989,True,cari_buku,0.9670107960700989,cara_pinjam,0.015960905700922012,fasilitas,0.006100294180214405
+"Baiklah sekarang, ya ",denied,confirm,0.9733632206916809,False,confirm,0.9733632206916809,denied,0.013237770646810532,goodbye,0.007439924869686365
+"udah, nggak usah lah",denied,denied,0.9482542276382446,True,denied,0.9482542276382446,confirm,0.015770595520734787,goodbye,0.014498571865260601
+q udah punya kartu tinggal tunjukin aja?,cara_pinjam,cara_pinjam,0.9454048871994019,True,cara_pinjam,0.9454048871994019,peraturan,0.03096647560596466,keanggotaan,0.010824792087078094
+komik atau manga juga disediakan?,cari_buku,cari_buku,0.9620287418365479,True,cari_buku,0.9620287418365479,cara_pinjam,0.018597925081849098,fasilitas,0.008861790411174297
+kalau long weekend gini perpus buka atau tutup?,jam_layanan,jam_layanan,0.9789533019065857,True,jam_layanan,0.9789533019065857,peraturan,0.0039579663425683975,greeting,0.0037163414526730776
+gimana prosedur kalau mau pinjam buku untuk seminggu?,cara_pinjam,cara_pinjam,0.921787679195404,True,cara_pinjam,0.921787679195404,peraturan,0.059676747769117355,keanggotaan,0.0049864621832966805
+nggak sampai segitu repotnya,denied,denied,0.9296044111251831,True,denied,0.9296044111251831,cara_pinjam,0.022264255210757256,confirm,0.013807791285216808
+halo kak mau tanya cara perpanjang pinjaman buku gimana?,cara_pinjam,cara_pinjam,0.9025309085845947,True,cara_pinjam,0.9025309085845947,peraturan,0.07686583697795868,keanggotaan,0.0059666503220796585
+Maaf nih. Maaf saya ingin bertanya kode pintu masuk perpustakaan ada ga?,peraturan,peraturan,0.7170239686965942,True,peraturan,0.7170239686965942,fasilitas,0.2368478626012802,jam_layanan,0.014817744493484497
+hai admin bisa bantu info tentang perpanjangan keanggotaan?,keanggotaan,keanggotaan,0.870066225528717,True,keanggotaan,0.870066225528717,cara_pinjam,0.09864279627799988,peraturan,0.018774280324578285
+sudah cukup makasih ya kak,goodbye,goodbye,0.9846103191375732,True,goodbye,0.9846103191375732,greeting,0.005972148384898901,confirm,0.0019976042676717043
+"assalamualaikum, nyoba doang",greeting,greeting,0.9779361486434937,True,greeting,0.9779361486434937,goodbye,0.007723107468336821,denied,0.004784770309925079
+saya bukan mahasiswa sini boleh masuk perpus?,keanggotaan,keanggotaan,0.9837895035743713,True,keanggotaan,0.9837895035743713,peraturan,0.0035018110647797585,cara_pinjam,0.002574788872152567
+oke noted terima kasih sarannya,goodbye,goodbye,0.9818752408027649,True,goodbye,0.9818752408027649,greeting,0.006433236412703991,confirm,0.004682093858718872
+"Yah, yaudah, aku pergi.",goodbye,goodbye,0.810311496257782,True,goodbye,0.810311496257782,confirm,0.16257452964782715,greeting,0.010981759056448936
+oke noted trims kasih sarannya,goodbye,goodbye,0.9780158400535583,True,goodbye,0.9780158400535583,greeting,0.007907560095191002,confirm,0.00667736679315567
+"Siang kak tolong berikan jam layanan perpustakaan, terima kasih",jam_layanan,jam_layanan,0.9781898856163025,True,jam_layanan,0.9781898856163025,greeting,0.006024504080414772,fasilitas,0.004760133568197489
+halo kak peraturan penggunaan laptop di perpus bagaimana?,peraturan,peraturan,0.979799211025238,True,peraturan,0.979799211025238,cara_pinjam,0.006363073829561472,fasilitas,0.004076248500496149
+Cek kabar? Coba!,greeting,greeting,0.9803231954574585,True,greeting,0.9803231954574585,goodbye,0.006365095730870962,denied,0.005015555303543806
+Harus scan kartu pada awal masuk ya?,peraturan,peraturan,0.9384484887123108,True,peraturan,0.9384484887123108,cara_pinjam,0.032113708555698395,keanggotaan,0.016946319490671158
+kak peraturan penggunaan laptop di perpus bagaimana?,peraturan,peraturan,0.9787796139717102,True,peraturan,0.9787796139717102,cara_pinjam,0.006134749855846167,fasilitas,0.005065816920250654
+kalau sy datang hari minggu perpustakaan buka ga?,jam_layanan,jam_layanan,0.9789503812789917,True,jam_layanan,0.9789503812789917,peraturan,0.004178278613835573,greeting,0.003938698209822178
+"kamu apakah Halo, bisa dibalas?",greeting,greeting,0.9782688021659851,True,greeting,0.9782688021659851,denied,0.006349867209792137,goodbye,0.0048643723130226135
+Ada internet yang bisa diakses oleh pengunjung umum?,fasilitas,fasilitas,0.9640967845916748,True,fasilitas,0.9640967845916748,peraturan,0.016499090939760208,jam_layanan,0.0052217827178537846
+g!,denied,denied,0.9727417826652527,True,denied,0.9727417826652527,greeting,0.012219988740980625,confirm,0.00593743659555912
+Ada buku referensi untuk skripsi teknik?,cari_buku,cari_buku,0.9685802459716797,True,cari_buku,0.9685802459716797,cara_pinjam,0.014498764649033546,fasilitas,0.006787764839828014
+sudah makasih ya kak,goodbye,goodbye,0.9843602776527405,True,goodbye,0.9843602776527405,greeting,0.00684739975258708,confirm,0.0018090467201545835
+ruang baca di lantai atas siapa dipakai bebas aja?,fasilitas,fasilitas,0.9693325757980347,True,fasilitas,0.9693325757980347,peraturan,0.014078937470912933,cari_buku,0.00465032085776329
+halo admin jam buka hari ini sampai jam berapa?,jam_layanan,jam_layanan,0.9792609810829163,True,jam_layanan,0.9792609810829163,greeting,0.005940389819443226,fasilitas,0.0030359732918441296
+oy,greeting,greeting,0.8666909337043762,True,greeting,0.8666909337043762,confirm,0.05331125855445862,denied,0.04814794287085533
+ya itu boleh banget caranya,confirm,confirm,0.9798818826675415,True,confirm,0.9798818826675415,denied,0.01215770747512579,goodbye,0.0025326842442154884
+Saya ingin tahu lokasi Buku Psikologi Klinis .,cari_buku,cari_buku,0.9661805033683777,True,cari_buku,0.9661805033683777,cara_pinjam,0.013508167117834091,fasilitas,0.010718555189669132
+Sistem pinjamannya hari ini menggunakan barcode atau manual?,cara_pinjam,cara_pinjam,0.9203192591667175,True,cara_pinjam,0.9203192591667175,peraturan,0.0604756660759449,keanggotaan,0.0052597252652049065
+saya mau cari literatur kedokteran yang bisa dibaca di tempat,cari_buku,cari_buku,0.9704141020774841,True,cari_buku,0.9704141020774841,cara_pinjam,0.012833994813263416,fasilitas,0.0062113371677696705
+Selamat pagi ingin menemukan buku tentang pembelajaran mesin atau tidak?,cari_buku,cari_buku,0.9665966629981995,True,cari_buku,0.9665966629981995,cara_pinjam,0.01620425097644329,fasilitas,0.0068810549564659595
+fuck you im out,goodbye,goodbye,0.6979156136512756,True,goodbye,0.6979156136512756,greeting,0.2678206264972687,denied,0.022135302424430847
+permisi dapat meminjam buku tanpa kartu anggota atau tidak?,cara_pinjam,cara_pinjam,0.9222175478935242,True,cara_pinjam,0.9222175478935242,peraturan,0.04843127727508545,keanggotaan,0.01656961254775524
+"hai admin, bisa bilang apa saja?",greeting,greeting,0.9785242080688477,True,greeting,0.9785242080688477,goodbye,0.006675163749605417,denied,0.005179641768336296
+anjut bos,confirm,goodbye,0.7663667798042297,False,goodbye,0.7663667798042297,greeting,0.2193935662508011,denied,0.004232499282807112
+saya kehilangan kartu masih bisa masuk?,keanggotaan,keanggotaan,0.9795072674751282,True,keanggotaan,0.9795072674751282,peraturan,0.00630685780197382,cara_pinjam,0.005241092294454575
+saya cari jurnal ekonomi ada?,cari_buku,cari_buku,0.9724278450012207,True,cari_buku,0.9724278450012207,cara_pinjam,0.008741031400859356,fasilitas,0.008354661986231804
+"Maaf saya akan bertanya, itu seharusnya tidak ada sivitas akademika, bolehkah daftar?",keanggotaan,keanggotaan,0.9843181371688843,True,keanggotaan,0.9843181371688843,cara_pinjam,0.003306241938844323,peraturan,0.0026832176372408867
+cek halomu? coba!,greeting,greeting,0.9790775179862976,True,greeting,0.9790775179862976,denied,0.005027418956160545,goodbye,0.004580338019877672
+yaudah gw cabut,goodbye,goodbye,0.9533272981643677,True,goodbye,0.9533272981643677,confirm,0.027434464544057846,greeting,0.009619123302400112
+kalau pinjam buku digital caranya beda?,cara_pinjam,cara_pinjam,0.8879904747009277,True,cara_pinjam,0.8879904747009277,peraturan,0.08718465268611908,keanggotaan,0.009019999764859676
+selamat siang perpustakaan ya? raya buka tidak hari,jam_layanan,jam_layanan,0.9772534966468811,True,jam_layanan,0.9772534966468811,greeting,0.005479349754750729,fasilitas,0.0036365282721817493
+approved,confirm,confirm,0.9654433727264404,True,confirm,0.9654433727264404,denied,0.019888082519173622,greeting,0.004957078490406275
+selamat siang disana? anda apakah,greeting,greeting,0.9692345857620239,True,greeting,0.9692345857620239,goodbye,0.01662490703165531,jam_layanan,0.004006777890026569
+Perpus menyediakan loker penyimpanan barang?,fasilitas,fasilitas,0.971262514591217,True,fasilitas,0.971262514591217,peraturan,0.011365663260221481,cari_buku,0.006806332152336836
+hai admin bisa bantu info cara perpanjang keanggotaan?,keanggotaan,keanggotaan,0.9190530776977539,True,keanggotaan,0.9190530776977539,cara_pinjam,0.060758076608181,peraturan,0.00799276027828455
+kalau telat balikin buku dendanya berapa?,peraturan,peraturan,0.9751561284065247,True,peraturan,0.9751561284065247,cara_pinjam,0.011333907954394817,confirm,0.002834294456988573
+hell nah nigga,denied,denied,0.9708976149559021,True,denied,0.9708976149559021,greeting,0.012289540842175484,confirm,0.005029588937759399
+hai kak perpus bulan puasa jam berapa tutupnya?,jam_layanan,jam_layanan,0.9809369444847107,True,jam_layanan,0.9809369444847107,greeting,0.004280698485672474,fasilitas,0.0034594142343848944
+excuse me boleh ga? hp di ruang baca charge,peraturan,peraturan,0.9778375029563904,True,peraturan,0.9778375029563904,cara_pinjam,0.007245717104524374,confirm,0.003365454263985157
+"Selamat siang, apakah perpustakaan hari raya buka?",jam_layanan,jam_layanan,0.9784340262413025,True,jam_layanan,0.9784340262413025,greeting,0.0056906030513346195,fasilitas,0.0038903572130948305
+Baiklah terima kasih ,goodbye,goodbye,0.9837913513183594,True,goodbye,0.9837913513183594,greeting,0.005119084846228361,confirm,0.0038224898744374514
+ada buku-buku referensi untuk skripsi teknik?,cari_buku,cari_buku,0.9701371192932129,True,cari_buku,0.9701371192932129,cara_pinjam,0.01363708358258009,fasilitas,0.006418739445507526
+saya baru pindahan bisa daftar jadi anggota?,keanggotaan,keanggotaan,0.9831953644752502,True,keanggotaan,0.9831953644752502,cara_pinjam,0.004438909236341715,peraturan,0.0028340027201920748
+siang kak tolong carikan buku tentang leadership dong makasih,cari_buku,cari_buku,0.9705716371536255,True,cari_buku,0.9705716371536255,cara_pinjam,0.01240494754165411,fasilitas,0.004919426515698433
+permisi fasilitas toilet ada di lantai berapa ya?,fasilitas,fasilitas,0.9746274948120117,True,fasilitas,0.9746274948120117,peraturan,0.009920126758515835,cari_buku,0.004044467583298683
+apakah ada komputer umum di perpus?,fasilitas,fasilitas,0.9686797857284546,True,fasilitas,0.9686797857284546,peraturan,0.015234836377203465,cari_buku,0.004621993284672499
+Ada aturan tentang pakaian di Perpustakaan?,peraturan,peraturan,0.9794236421585083,True,peraturan,0.9794236421585083,cara_pinjam,0.005961468908935785,fasilitas,0.003780934726819396
+"Excuse me, ada ruang santai atau ruang tamu?",fasilitas,fasilitas,0.9712181091308594,True,fasilitas,0.9712181091308594,peraturan,0.010647082701325417,cari_buku,0.006720482837408781
+"Halo Kak, Ruang Diskusi bisa dipesan ga?",fasilitas,fasilitas,0.9731321334838867,True,fasilitas,0.9731321334838867,peraturan,0.008709241636097431,cari_buku,0.006845186930149794
+A: mau tanya ada buku komputasi awan ga ya?,cari_buku,cari_buku,0.9677661061286926,True,cari_buku,0.9677661061286926,cara_pinjam,0.015633750706911087,fasilitas,0.005639935377985239
+hai admin ada bacaan novel terbaru karya penulis Indonesia?,cari_buku,cari_buku,0.9714453220367432,True,cari_buku,0.9714453220367432,cara_pinjam,0.01117037981748581,fasilitas,0.0054073454812169075
+maaf mau nanya kalau bukan sivitas akademika boleh list tidak?,keanggotaan,keanggotaan,0.9843533635139465,True,keanggotaan,0.9843533635139465,peraturan,0.003489033319056034,cara_pinjam,0.0028780517168343067
+"Udahan dulu ya, aku senang sekali ",goodbye,goodbye,0.9765918850898743,True,goodbye,0.9765918850898743,greeting,0.009193946607410908,confirm,0.005757731385529041
+Periksa halo? Mencoba!,greeting,greeting,0.9798378348350525,True,greeting,0.9798378348350525,denied,0.006459372583776712,goodbye,0.004386903252452612
+selamat sore bisa pinjam lebih dari 3 buku sekaligus ga?,cara_pinjam,cara_pinjam,0.9278655648231506,True,cara_pinjam,0.9278655648231506,peraturan,0.05253671482205391,cari_buku,0.00540866469964385
+: apakah aku mau ke kampus malam ini masih dilayani?,jam_layanan,jam_layanan,0.9803439378738403,True,jam_layanan,0.9803439378738403,greeting,0.0056237815879285336,fasilitas,0.0031941665802150965
+males ah!,denied,denied,0.9783397912979126,True,denied,0.9783397912979126,confirm,0.008734597824513912,greeting,0.005379064939916134
+"halo, salam kenal saya ",greeting,greeting,0.9729204773902893,True,greeting,0.9729204773902893,goodbye,0.013607374392449856,denied,0.004313762299716473
+"Siapa ruang baca di lantai atas, siapa yang bebas digunakan?",fasilitas,fasilitas,0.9518630504608154,True,fasilitas,0.9518630504608154,peraturan,0.029971467331051826,keanggotaan,0.004878241568803787
+boleh bawa ringan ke ruang baca?,peraturan,peraturan,0.9720450639724731,True,peraturan,0.9720450639724731,cara_pinjam,0.013394924812018871,fasilitas,0.004292575176805258
+Halo kak mau tanya perpus buka hari libur?,jam_layanan,jam_layanan,0.979721188545227,True,jam_layanan,0.979721188545227,greeting,0.004826504271477461,fasilitas,0.004014573525637388
+saya anak SMA bisa daftar jadi anggota?,keanggotaan,keanggotaan,0.9840273857116699,True,keanggotaan,0.9840273857116699,cara_pinjam,0.0031994434539228678,fasilitas,0.002762761665508151
+selamat sore bisa minta tolong?,greeting,greeting,0.9744943380355835,True,greeting,0.9744943380355835,goodbye,0.008453382179141045,jam_layanan,0.0057504428550601006
+selamat siang perpustakaan hari raya buka tidak ya?,jam_layanan,jam_layanan,0.977820873260498,True,jam_layanan,0.977820873260498,greeting,0.004329109098762274,peraturan,0.004205937962979078
+tidak usah repot-repot beigtu,denied,cara_pinjam,0.8457208871841431,False,cara_pinjam,0.8457208871841431,denied,0.07614707946777344,peraturan,0.0229210052639246
+engga usah dibuat susah bro,denied,denied,0.9683103561401367,True,denied,0.9683103561401367,confirm,0.012638827785849571,cara_pinjam,0.005828775465488434
+engga usah dibuat susah,denied,denied,0.9676405787467957,True,denied,0.9676405787467957,confirm,0.014706002548336983,cara_pinjam,0.005799705628305674
+selamat pagi mau daftar anggota perpustakaan caranya gimana?,keanggotaan,keanggotaan,0.9839832782745361,True,keanggotaan,0.9839832782745361,cara_pinjam,0.004239085596054792,peraturan,0.0029605061281472445
+oke cocok banget sama kebutuhannya,confirm,confirm,0.9569249749183655,True,confirm,0.9569249749183655,denied,0.034349724650382996,goodbye,0.0028232824988663197
+mau tanya dong denda keterlambatan per berapa ya terima kasih,peraturan,peraturan,0.9775843024253845,True,peraturan,0.9775843024253845,cara_pinjam,0.008354833349585533,confirm,0.0031538165640085936
+approved.,confirm,confirm,0.9566153883934021,True,confirm,0.9566153883934021,denied,0.027549922466278076,greeting,0.006076295394450426
+Anggota perpustakaan dapat mengakses semua buku ya?,keanggotaan,keanggotaan,0.982084333896637,True,keanggotaan,0.982084333896637,peraturan,0.006162852980196476,cara_pinjam,0.0032649512868374586
+makasih bang,goodbye,goodbye,0.9766604900360107,True,goodbye,0.9766604900360107,greeting,0.013892201706767082,confirm,0.0021944630425423384
+gua setuju!,confirm,confirm,0.8990122675895691,True,confirm,0.8990122675895691,denied,0.08357860893011093,greeting,0.007597676478326321
+"halo kak, peraturan penggunaan laptop di setiap UKM itu apa?",peraturan,peraturan,0.9801764488220215,True,peraturan,0.9801764488220215,cara_pinjam,0.0058443667367100716,fasilitas,0.004355394281446934
+sistem pinjam sekarang pake barcode atau manual?,cara_pinjam,cara_pinjam,0.949652373790741,True,cara_pinjam,0.949652373790741,peraturan,0.032807301729917526,keanggotaan,0.0042806509882211685
+tanya mau dong ada lift untuk ke lantai atas terima kasih,fasilitas,fasilitas,0.9713273048400879,True,fasilitas,0.9713273048400879,peraturan,0.01221711840480566,cari_buku,0.00391737325116992
+Maaf. Bolehkah saya membantu menemukan buku statistik untuk penelitian Anda?,cari_buku,cari_buku,0.970687985420227,True,cari_buku,0.970687985420227,cara_pinjam,0.011775994673371315,fasilitas,0.007315783761441708
+would I love that,confirm,denied,0.6096466779708862,False,denied,0.6096466779708862,confirm,0.27617374062538147,greeting,0.09589315950870514
+"P, Check fungsi.",greeting,greeting,0.9644579291343689,True,greeting,0.9644579291343689,denied,0.010563685558736324,cari_buku,0.009428846649825573
+anggota bisa bawa laptop sendiri ke ruang baca?,keanggotaan,keanggotaan,0.9774479866027832,True,keanggotaan,0.9774479866027832,peraturan,0.0079722935333848,fasilitas,0.005162633024156094
+anjut bos!,confirm,goodbye,0.8608898520469666,False,goodbye,0.8608898520469666,greeting,0.1272485852241516,denied,0.002451694803312421

test_results/test_run_20250702_143737/misclassified_examples.csv

@@ -0,0 +1,19 @@
+sample_id,text,true_label,predicted_label,confidence,true_probability,top_1_label,top_1_prob,top_2_label,top_2_prob,top_3_label,top_3_prob,text_length,word_count
+9,Fuck YouIm Out,goodbye,denied,0.7124276,0.012418305,denied,0.7124276,greeting,0.2572371,goodbye,0.012418305,14,3
+11,Fuck You Im Out .,goodbye,greeting,0.8717376,0.08066094,greeting,0.8717376,goodbye,0.08066094,denied,0.03618122,17,5
+34,Selamat malam apakah masih bisa dilayani?,greeting,jam_layanan,0.9547783,0.026728056,jam_layanan,0.9547783,greeting,0.026728056,goodbye,0.003574937,41,6
+38,"Gaskan, min!",confirm,greeting,0.8514503,0.082149826,greeting,0.8514503,confirm,0.082149826,denied,0.044998035,12,2
+137,ayo dong,confirm,greeting,0.9697936,0.0028635522,greeting,0.9697936,goodbye,0.014592826,denied,0.0065811193,8,2
+139,fuck you out,goodbye,denied,0.70260453,0.04108965,denied,0.70260453,greeting,0.23783898,goodbye,0.04108965,12,3
+165,Adios Negros,goodbye,greeting,0.9523566,0.031132983,greeting,0.9523566,goodbye,0.031132983,denied,0.0051926975,12,2
+167,selamat malam masih bisa dilayani?,greeting,jam_layanan,0.9466872,0.03329102,jam_layanan,0.9466872,greeting,0.03329102,goodbye,0.004002666,34,5
+176,gaskan min!,confirm,greeting,0.970193,0.0037800777,greeting,0.970193,denied,0.013813764,goodbye,0.006028824,11,2
+180,"Oke, siap untuk memberikan bimbingan ini ,",goodbye,greeting,0.57801795,0.33484775,greeting,0.57801795,goodbye,0.33484775,confirm,0.027013088,42,7
+249,selamat bisa masih malam dilayani?,greeting,jam_layanan,0.9742974,0.010535973,jam_layanan,0.9742974,greeting,0.010535973,fasilitas,0.0029998238,34,5
+275,deal,confirm,cara_pinjam,0.66776335,0.005165348,cara_pinjam,0.66776335,peraturan,0.16409536,cari_buku,0.072476916,4,1
+284,"Selamat sore, bisakah kita minta maaf?",greeting,denied,0.48898056,0.32175758,denied,0.48898056,greeting,0.32175758,goodbye,0.084869124,38,6
+313,"Baiklah sekarang, ya ",denied,confirm,0.9733632,0.013237771,confirm,0.9733632,denied,0.013237771,goodbye,0.007439925,21,3
+351,anjut bos,confirm,goodbye,0.7663668,0.0016258571,goodbye,0.7663668,greeting,0.21939357,denied,0.0042324993,9,2
+392,tidak usah repot-repot beigtu,denied,cara_pinjam,0.8457209,0.07614708,cara_pinjam,0.8457209,denied,0.07614708,peraturan,0.022921005,29,4
+406,would I love that,confirm,denied,0.6096467,0.27617374,denied,0.6096467,confirm,0.27617374,greeting,0.09589316,17,4
+409,anjut bos!,confirm,goodbye,0.86088985,0.0014431525,goodbye,0.86088985,greeting,0.12724859,denied,0.0024516948,10,2

test_results/test_run_20250702_143737/overall_metrics.json

@@ -0,0 +1,15 @@
+{
+    "accuracy": 0.9560975609756097,
+    "macro_precision": 0.9571545406857525,
+    "macro_recall": 0.9560975609756097,
+    "macro_f1": 0.9556549415235782,
+    "micro_precision": 0.9560975609756097,
+    "micro_recall": 0.9560975609756097,
+    "micro_f1": 0.9560975609756097,
+    "weighted_precision": 0.9571545406857526,
+    "weighted_recall": 0.9560975609756097,
+    "weighted_f1": 0.955654941523578,
+    "matthews_corr_coef": 0.9514270640365666,
+    "total_samples": 410,
+    "num_classes": 10
+}

test_results/test_run_20250702_143737/per_class_metrics.csv

@@ -0,0 +1,11 @@
+class,precision,recall,f1_score,support
+cara_pinjam,0.9534883720930233,1.0,0.9761904761904762,41
+cari_buku,1.0,1.0,1.0,41
+confirm,0.9714285714285714,0.8292682926829268,0.8947368421052632,41
+denied,0.9069767441860465,0.9512195121951219,0.9285714285714286,41
+fasilitas,1.0,1.0,1.0,41
+goodbye,0.9473684210526315,0.8780487804878049,0.9113924050632911,41
+greeting,0.8604651162790697,0.9024390243902439,0.8809523809523809,41
+jam_layanan,0.9318181818181818,1.0,0.9647058823529412,41
+keanggotaan,1.0,1.0,1.0,41
+peraturan,1.0,1.0,1.0,41

test_results/test_run_20250702_143737/summary_report.txt

@@ -0,0 +1,64 @@
+================================================================================
+MODEL EVALUATION SUMMARY REPORT
+================================================================================
+Test Run Timestamp: 20250702_143737
+Model Path: /content/drive/MyDrive/newtest/final please 2
+Test Data: /content/ChatbotPerpusBipa/test_balanced.csv
+Device Used: cuda
+
+DATASET INFORMATION
+----------------------------------------
+Total test samples: 410
+Number of classes: 10
+Classes: cara_pinjam, cari_buku, confirm, denied, fasilitas, goodbye, greeting, jam_layanan, keanggotaan, peraturan
+
+OVERALL PERFORMANCE
+----------------------------------------
+Accuracy: 0.9561
+Macro F1-Score: 0.9557
+Weighted F1-Score: 0.9557
+Matthews Correlation Coefficient: 0.9514
+
+CONFIDENCE ANALYSIS
+----------------------------------------
+Mean confidence: 0.9510
+Std confidence: 0.0642
+Mean confidence (correct): 0.9572
+Mean confidence (incorrect): 0.8165
+
+TOP 5 PERFORMING CLASSES (by F1-Score)
+----------------------------------------
+cari_buku: F1=1.000, Precision=1.000, Recall=1.000
+fasilitas: F1=1.000, Precision=1.000, Recall=1.000
+keanggotaan: F1=1.000, Precision=1.000, Recall=1.000
+peraturan: F1=1.000, Precision=1.000, Recall=1.000
+cara_pinjam: F1=0.976, Precision=0.953, Recall=1.000
+
+WORST 5 PERFORMING CLASSES (by F1-Score)
+----------------------------------------
+greeting: F1=0.881, Precision=0.860, Recall=0.902
+confirm: F1=0.895, Precision=0.971, Recall=0.829
+goodbye: F1=0.911, Precision=0.947, Recall=0.878
+denied: F1=0.929, Precision=0.907, Recall=0.951
+jam_layanan: F1=0.965, Precision=0.932, Recall=1.000
+
+TOP 10 MOST CONFUSED CLASS PAIRS
+----------------------------------------
+goodbye → greeting: 3 errors (7.3%)
+confirm → greeting: 3 errors (7.3%)
+greeting → jam_layanan: 3 errors (7.3%)
+confirm → goodbye: 2 errors (4.9%)
+goodbye → denied: 2 errors (4.9%)
+confirm → cara_pinjam: 1 errors (2.4%)
+confirm → denied: 1 errors (2.4%)
+denied → cara_pinjam: 1 errors (2.4%)
+denied → confirm: 1 errors (2.4%)
+greeting → denied: 1 errors (2.4%)
+
+MISCLASSIFICATION SUMMARY
+----------------------------------------
+Total misclassified: 18
+Misclassification rate: 4.39%
+Mean confidence of misclassified: 0.8165
+
+================================================================================

test_results/test_run_20250702_143737/top_confused_examples.csv

@@ -0,0 +1,19 @@
+sample_id,text,true_label,predicted_label,confidence,true_probability,top_1_label,top_1_prob,top_2_label,top_2_prob,top_3_label,top_3_prob,text_length,word_count
+284,"Selamat sore, bisakah kita minta maaf?",greeting,denied,0.48898056,0.32175758,denied,0.48898056,greeting,0.32175758,goodbye,0.084869124,38,6
+180,"Oke, siap untuk memberikan bimbingan ini ,",goodbye,greeting,0.57801795,0.33484775,greeting,0.57801795,goodbye,0.33484775,confirm,0.027013088,42,7
+406,would I love that,confirm,denied,0.6096467,0.27617374,denied,0.6096467,confirm,0.27617374,greeting,0.09589316,17,4
+275,deal,confirm,cara_pinjam,0.66776335,0.005165348,cara_pinjam,0.66776335,peraturan,0.16409536,cari_buku,0.072476916,4,1
+139,fuck you out,goodbye,denied,0.70260453,0.04108965,denied,0.70260453,greeting,0.23783898,goodbye,0.04108965,12,3
+9,Fuck YouIm Out,goodbye,denied,0.7124276,0.012418305,denied,0.7124276,greeting,0.2572371,goodbye,0.012418305,14,3
+351,anjut bos,confirm,goodbye,0.7663668,0.0016258571,goodbye,0.7663668,greeting,0.21939357,denied,0.0042324993,9,2
+392,tidak usah repot-repot beigtu,denied,cara_pinjam,0.8457209,0.07614708,cara_pinjam,0.8457209,denied,0.07614708,peraturan,0.022921005,29,4
+38,"Gaskan, min!",confirm,greeting,0.8514503,0.082149826,greeting,0.8514503,confirm,0.082149826,denied,0.044998035,12,2
+409,anjut bos!,confirm,goodbye,0.86088985,0.0014431525,goodbye,0.86088985,greeting,0.12724859,denied,0.0024516948,10,2
+11,Fuck You Im Out .,goodbye,greeting,0.8717376,0.08066094,greeting,0.8717376,goodbye,0.08066094,denied,0.03618122,17,5
+167,selamat malam masih bisa dilayani?,greeting,jam_layanan,0.9466872,0.03329102,jam_layanan,0.9466872,greeting,0.03329102,goodbye,0.004002666,34,5
+165,Adios Negros,goodbye,greeting,0.9523566,0.031132983,greeting,0.9523566,goodbye,0.031132983,denied,0.0051926975,12,2
+34,Selamat malam apakah masih bisa dilayani?,greeting,jam_layanan,0.9547783,0.026728056,jam_layanan,0.9547783,greeting,0.026728056,goodbye,0.003574937,41,6
+137,ayo dong,confirm,greeting,0.9697936,0.0028635522,greeting,0.9697936,goodbye,0.014592826,denied,0.0065811193,8,2
+176,gaskan min!,confirm,greeting,0.970193,0.0037800777,greeting,0.970193,denied,0.013813764,goodbye,0.006028824,11,2
+313,"Baiklah sekarang, ya ",denied,confirm,0.9733632,0.013237771,confirm,0.9733632,denied,0.013237771,goodbye,0.007439925,21,3
+249,selamat bisa masih malam dilayani?,greeting,jam_layanan,0.9742974,0.010535973,jam_layanan,0.9742974,greeting,0.010535973,fasilitas,0.0029998238,34,5

test_results/test_run_20250702_152814/classification_report.json

@@ -0,0 +1,75 @@
+{
+    "cara_pinjam": {
+        "precision": 1.0,
+        "recall": 0.9512195121951219,
+        "f1-score": 0.975,
+        "support": 41.0
+    },
+    "cari_buku": {
+        "precision": 0.9761904761904762,
+        "recall": 1.0,
+        "f1-score": 0.9879518072289156,
+        "support": 41.0
+    },
+    "confirm": {
+        "precision": 0.972972972972973,
+        "recall": 0.8780487804878049,
+        "f1-score": 0.9230769230769231,
+        "support": 41.0
+    },
+    "denied": {
+        "precision": 0.9302325581395349,
+        "recall": 0.975609756097561,
+        "f1-score": 0.9523809523809523,
+        "support": 41.0
+    },
+    "fasilitas": {
+        "precision": 1.0,
+        "recall": 1.0,
+        "f1-score": 1.0,
+        "support": 41.0
+    },
+    "goodbye": {
+        "precision": 0.9024390243902439,
+        "recall": 0.9024390243902439,
+        "f1-score": 0.9024390243902439,
+        "support": 41.0
+    },
+    "greeting": {
+        "precision": 0.8974358974358975,
+        "recall": 0.8536585365853658,
+        "f1-score": 0.875,
+        "support": 41.0
+    },
+    "jam_layanan": {
+        "precision": 0.9111111111111111,
+        "recall": 1.0,
+        "f1-score": 0.9534883720930233,
+        "support": 41.0
+    },
+    "keanggotaan": {
+        "precision": 0.9761904761904762,
+        "recall": 1.0,
+        "f1-score": 0.9879518072289156,
+        "support": 41.0
+    },
+    "peraturan": {
+        "precision": 1.0,
+        "recall": 1.0,
+        "f1-score": 1.0,
+        "support": 41.0
+    },
+    "accuracy": 0.9560975609756097,
+    "macro avg": {
+        "precision": 0.9566572516430712,
+        "recall": 0.9560975609756097,
+        "f1-score": 0.9557288886398974,
+        "support": 410.0
+    },
+    "weighted avg": {
+        "precision": 0.9566572516430714,
+        "recall": 0.9560975609756097,
+        "f1-score": 0.9557288886398972,
+        "support": 410.0
+    }
+}

test_results/test_run_20250702_152814/confidence_analysis.json

@@ -0,0 +1,13 @@
+{
+    "mean_confidence": 0.9711014628410339,
+    "std_confidence": 0.054377444088459015,
+    "min_confidence": 0.45503783226013184,
+    "max_confidence": 0.9876546263694763,
+    "median_confidence": 0.9827935695648193,
+    "q25_confidence": 0.979893684387207,
+    "q75_confidence": 0.9853489995002747,
+    "mean_confidence_correct": 0.977287769317627,
+    "mean_confidence_incorrect": 0.8363781571388245,
+    "std_confidence_correct": 0.03137499839067459,
+    "std_confidence_incorrect": 0.1641039252281189
+}

test_results/test_run_20250702_152814/confused_pairs.csv

@@ -0,0 +1,11 @@
+true_class,predicted_class,count,percentage
+greeting,jam_layanan,4,9.75609756097561
+confirm,goodbye,2,4.878048780487805
+goodbye,greeting,2,4.878048780487805
+greeting,goodbye,2,4.878048780487805
+goodbye,denied,2,4.878048780487805
+confirm,greeting,2,4.878048780487805
+cara_pinjam,keanggotaan,1,2.4390243902439024
+cara_pinjam,cari_buku,1,2.4390243902439024
+denied,confirm,1,2.4390243902439024
+confirm,denied,1,2.4390243902439024