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0.9024390243902439, + "f1-score": 0.8809523809523809, + "support": 41.0 + }, + "jam_layanan": { + "precision": 0.9318181818181818, + "recall": 1.0, + "f1-score": 0.9647058823529412, + "support": 41.0 + }, + "keanggotaan": { + "precision": 1.0, + "recall": 1.0, + "f1-score": 1.0, + "support": 41.0 + }, + "peraturan": { + "precision": 1.0, + "recall": 1.0, + "f1-score": 1.0, + "support": 41.0 + }, + "accuracy": 0.9560975609756097, + "macro avg": { + "precision": 0.9571545406857525, + "recall": 0.9560975609756097, + "f1-score": 0.9556549415235782, + "support": 410.0 + }, + "weighted avg": { + "precision": 0.9571545406857526, + "recall": 0.9560975609756097, + "f1-score": 0.955654941523578, + "support": 410.0 + } +} \ No newline at end of file diff --git a/test_results/test_run_20250702_143737/confidence_analysis.json b/test_results/test_run_20250702_143737/confidence_analysis.json new file mode 100644 index 0000000000000000000000000000000000000000..6f5460bf7f958173b21bda359f0b012d672a7f9a --- /dev/null +++ b/test_results/test_run_20250702_143737/confidence_analysis.json @@ -0,0 +1,13 @@ +{ + "mean_confidence": 0.9509811997413635, + "std_confidence": 0.06421167403459549, + "min_confidence": 0.48898056149482727, + "max_confidence": 0.9849911332130432, + "median_confidence": 0.9713054299354553, + "q25_confidence": 0.9562950134277344, + "q75_confidence": 0.979069173336029, + "mean_confidence_correct": 0.9571561217308044, + "mean_confidence_incorrect": 0.816504180431366, + "std_confidence_correct": 0.048875272274017334, + "std_confidence_incorrect": 0.15158796310424805 +} \ No newline at end of file diff --git a/test_results/test_run_20250702_143737/confidence_analysis.png b/test_results/test_run_20250702_143737/confidence_analysis.png new file mode 100644 index 0000000000000000000000000000000000000000..56fd30cdd30177c74df65655c6a24e0d1e167c55 --- /dev/null +++ b/test_results/test_run_20250702_143737/confidence_analysis.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c17a3315cf83d3fdb7ac3e7494798f4042b8c951af62a0aaebc2de44042f6e08 +size 353658 diff --git a/test_results/test_run_20250702_143737/confused_pairs.csv b/test_results/test_run_20250702_143737/confused_pairs.csv new file mode 100644 index 0000000000000000000000000000000000000000..bc02afd94130ec28b0ea24c241145ed04b30fbed --- /dev/null +++ b/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 diff --git a/test_results/test_run_20250702_143737/confusion_matrix_absolute.png 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b/test_results/test_run_20250702_143737/detailed_predictions.csv new file mode 100644 index 0000000000000000000000000000000000000000..8d87f923b70f11139605db0179e267c8fdd058fe --- /dev/null +++ b/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 diff --git a/test_results/test_run_20250702_143737/misclassified_examples.csv b/test_results/test_run_20250702_143737/misclassified_examples.csv new file mode 100644 index 0000000000000000000000000000000000000000..ea4a046798b8a29e96d8674bbd019b184acd6d89 --- /dev/null +++ b/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 diff --git a/test_results/test_run_20250702_143737/overall_metrics.json b/test_results/test_run_20250702_143737/overall_metrics.json new file mode 100644 index 0000000000000000000000000000000000000000..543bf8f1d7260ad687279624e00e5d6dc9717c96 --- /dev/null +++ b/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 +} \ No newline at end of file diff --git a/test_results/test_run_20250702_143737/per_class_metrics.csv b/test_results/test_run_20250702_143737/per_class_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..3d8278c8ba7562da4c479d9291da604f6fc19a60 --- /dev/null +++ b/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 diff --git a/test_results/test_run_20250702_143737/per_class_metrics.png b/test_results/test_run_20250702_143737/per_class_metrics.png new file mode 100644 index 0000000000000000000000000000000000000000..779b9d512354f465dbaa04ca945ad4a70aa059e9 --- /dev/null +++ b/test_results/test_run_20250702_143737/per_class_metrics.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d508b2bd4c7ba318da3bb32dc5ea644ebb2000999b7e3fd308f2ae391f516f22 +size 146752 diff --git a/test_results/test_run_20250702_143737/summary_report.txt b/test_results/test_run_20250702_143737/summary_report.txt new file mode 100644 index 0000000000000000000000000000000000000000..34a8af38c44e2cb2aa60d7fddab217c5fbb0c149 --- /dev/null +++ b/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 + +================================================================================ \ No newline at end of file diff --git a/test_results/test_run_20250702_143737/top_confused_examples.csv b/test_results/test_run_20250702_143737/top_confused_examples.csv new file mode 100644 index 0000000000000000000000000000000000000000..b51e0e17ebf7c7ca08b38397b804db0168723650 --- /dev/null +++ b/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 diff --git a/test_results/test_run_20250702_152814/classification_report.json b/test_results/test_run_20250702_152814/classification_report.json new file mode 100644 index 0000000000000000000000000000000000000000..0a076ba7efe12ca393c6e09b3d623749d637880a --- /dev/null +++ b/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 + } +} \ No newline at end of file diff --git a/test_results/test_run_20250702_152814/confidence_analysis.json b/test_results/test_run_20250702_152814/confidence_analysis.json new file mode 100644 index 0000000000000000000000000000000000000000..82b303a6129075b56bc852ede230e2adeec7de79 --- /dev/null +++ b/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 +} \ No newline at end of file diff --git a/test_results/test_run_20250702_152814/confidence_analysis.png b/test_results/test_run_20250702_152814/confidence_analysis.png new file mode 100644 index 0000000000000000000000000000000000000000..3a8e0dc5fd3110169cf61f1c01bc24b2a9843017 --- /dev/null +++ b/test_results/test_run_20250702_152814/confidence_analysis.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7d5008883b1ddf2ef6adb5f00c2969612665f584635546e7105fc2a3d3294c63 +size 370271 diff --git a/test_results/test_run_20250702_152814/confused_pairs.csv b/test_results/test_run_20250702_152814/confused_pairs.csv new file mode 100644 index 0000000000000000000000000000000000000000..781dcba84c5897f5cb4adf06d0dd1c278452b835 --- /dev/null +++ b/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 diff --git a/test_results/test_run_20250702_152814/confusion_matrix_absolute.png b/test_results/test_run_20250702_152814/confusion_matrix_absolute.png new file mode 100644 index 0000000000000000000000000000000000000000..a171b10b234f7ecd58d9199fe51443b9340b3d80 --- /dev/null +++ b/test_results/test_run_20250702_152814/confusion_matrix_absolute.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:72a43c6d3db50305e249fcd934d9d051267459145337024f26253ddfd8478811 +size 286081 diff --git a/test_results/test_run_20250702_152814/confusion_matrix_normalized.png b/test_results/test_run_20250702_152814/confusion_matrix_normalized.png new file mode 100644 index 0000000000000000000000000000000000000000..223479239ffd8202e637f57031159f413f15c936 --- /dev/null +++ b/test_results/test_run_20250702_152814/confusion_matrix_normalized.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c765d599e4b8d1b9bb90cb6fff73f13126b9cd03f9ecc4e10ccafd00287f21c4 +size 333486 diff --git a/test_results/test_run_20250702_152814/detailed_predictions.csv b/test_results/test_run_20250702_152814/detailed_predictions.csv new file mode 100644 index 0000000000000000000000000000000000000000..6d93fd0e6b495018c2a68f641f994f0a3ab32018 --- /dev/null +++ b/test_results/test_run_20250702_152814/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,0.9793941378593445,True,fasilitas,0.9793941378593445,cari_buku,0.006888165138661861,peraturan,0.006724915001541376 +tak nak,denied,denied,0.9851464629173279,True,denied,0.9851464629173279,confirm,0.005437616258859634,goodbye,0.003127273404970765 +batalkan saja ,denied,denied,0.9841485023498535,True,denied,0.9841485023498535,confirm,0.007813574746251106,goodbye,0.0023004424292594194 +YEEEAAAHHH,confirm,confirm,0.980890154838562,True,confirm,0.980890154838562,denied,0.009882883168756962,goodbye,0.00219126814045012 +selamat pagi mau cari buku tentang machine learning ada tidak?,cari_buku,cari_buku,0.9857004880905151,True,cari_buku,0.9857004880905151,fasilitas,0.005812222603708506,cara_pinjam,0.003220911603420973 +saya bisa pinjam langsung atau harus isi formulir?,cara_pinjam,cara_pinjam,0.9636459350585938,True,cara_pinjam,0.9636459350585938,keanggotaan,0.023385675624012947,peraturan,0.0035560782998800278 +apa semua pengunjung harus isi buku tamu?,peraturan,peraturan,0.985931396484375,True,peraturan,0.985931396484375,cara_pinjam,0.0038765438366681337,keanggotaan,0.002918224548920989 +"oke silakan, terima kasih ya, sangat informatif.",goodbye,goodbye,0.98554927110672,True,goodbye,0.98554927110672,greeting,0.004630416631698608,confirm,0.002234285231679678 +saya bisa datang setelah kuliah jam 4 sore?,jam_layanan,jam_layanan,0.9790462255477905,True,jam_layanan,0.9790462255477905,cara_pinjam,0.004451468121260405,greeting,0.0032033107709139585 +Fuck YouIm Out,goodbye,denied,0.9772554039955139,False,denied,0.9772554039955139,goodbye,0.007800254970788956,confirm,0.00715708639472723 +"emoh, ga butuh sekarang",denied,denied,0.9831055998802185,True,denied,0.9831055998802185,confirm,0.0061149438843131065,goodbye,0.004526086617261171 +Fuck You Im Out .,goodbye,denied,0.8079320788383484,False,denied,0.8079320788383484,goodbye,0.1599206030368805,confirm,0.012856030836701393 +excuse me perpustakaan weekend buka ga kak?,jam_layanan,jam_layanan,0.9836428165435791,True,jam_layanan,0.9836428165435791,cara_pinjam,0.002915621269494295,greeting,0.0023488884326070547 +halo kak kartu anggota saya rusak bisa diganti tidak?,keanggotaan,keanggotaan,0.9844468235969543,True,keanggotaan,0.9844468235969543,cara_pinjam,0.00532825430855155,peraturan,0.0026791135314852 +g,denied,denied,0.982329785823822,True,denied,0.982329785823822,confirm,0.007380451541393995,goodbye,0.0030185526702553034 +betul lanjutkan bang lah,confirm,confirm,0.9833472371101379,True,confirm,0.9833472371101379,denied,0.007412132807075977,goodbye,0.00262124789878726 +buka sampai jam berapa kalau hari Jumat?,jam_layanan,jam_layanan,0.98296058177948,True,jam_layanan,0.98296058177948,cara_pinjam,0.0034986636601388454,peraturan,0.0027324960101395845 +ada kitab tentang kecerdasan buatan di sini?,cari_buku,cari_buku,0.9864192605018616,True,cari_buku,0.9864192605018616,fasilitas,0.0044005261734128,cara_pinjam,0.00408799946308136 +siang kak tolong jelaskan step by step cara pinjam buku dong makasih,cara_pinjam,cara_pinjam,0.9823576211929321,True,cara_pinjam,0.9823576211929321,peraturan,0.004713104106485844,keanggotaan,0.004441378638148308 +Bisa bantu cariin Buku Biografi Supriono?,cari_buku,cari_buku,0.9861305356025696,True,cari_buku,0.9861305356025696,fasilitas,0.004341192543506622,cara_pinjam,0.003942635841667652 +boleh ngajak teman diskusi pelan di ruang baca?,peraturan,peraturan,0.9867962598800659,True,peraturan,0.9867962598800659,keanggotaan,0.002933785319328308,cara_pinjam,0.002914383541792631 +udahan dulu ya makasih banget,goodbye,goodbye,0.9874994158744812,True,goodbye,0.9874994158744812,greeting,0.004196709953248501,denied,0.0018366267904639244 +gmn prosedur kalau mau pinjam buku untuk seminggu?,cara_pinjam,cara_pinjam,0.981419563293457,True,cara_pinjam,0.981419563293457,keanggotaan,0.005914154928177595,peraturan,0.004162123892456293 +: saya bertanya lokasi dari buku psikologi klinis.,cari_buku,cari_buku,0.9720244407653809,True,cari_buku,0.9720244407653809,fasilitas,0.01793861761689186,greeting,0.002673937939107418 +"Explain me, ada area santai atau area beristirahat ga?",fasilitas,fasilitas,0.9810457229614258,True,fasilitas,0.9810457229614258,cari_buku,0.006683330051600933,peraturan,0.004576302133500576 +saya mau tau lokasi buku tentang psikologi klinis,cari_buku,cari_buku,0.9859236478805542,True,cari_buku,0.9859236478805542,cara_pinjam,0.004264180548489094,fasilitas,0.0042047095485031605 +hai admin boleh tidur di ruang baca kalau capek?,peraturan,peraturan,0.9855895638465881,True,peraturan,0.9855895638465881,keanggotaan,0.0035894927568733692,cara_pinjam,0.0028296513482928276 +bisa pakai colokan listrik buat laptop?,fasilitas,fasilitas,0.9824686050415039,True,fasilitas,0.9824686050415039,cari_buku,0.005097490269690752,peraturan,0.004988779779523611 +"Halo bot, kamu ihdup?",greeting,greeting,0.9816001057624817,True,greeting,0.9816001057624817,goodbye,0.006634484976530075,denied,0.003749179420992732 +sip mantap,confirm,confirm,0.9848009347915649,True,confirm,0.9848009347915649,denied,0.006158886477351189,goodbye,0.0025292234495282173 +NB: mau tanya denda keterlambatan per harinya berapa ya?,peraturan,peraturan,0.9867983460426331,True,peraturan,0.9867983460426331,cara_pinjam,0.003781601320952177,keanggotaan,0.0023015826009213924 +"Baiklah terima kasih banyak, kak ",goodbye,goodbye,0.9872307181358337,True,goodbye,0.9872307181358337,greeting,0.0044813817366957664,denied,0.0016869324026629329 +Ini pencerahan terima kasih ,goodbye,goodbye,0.9865342378616333,True,goodbye,0.9865342378616333,greeting,0.005107598379254341,confirm,0.0018343277042731643 +saya udah punya kartu tinggal tunjukin aja?,cara_pinjam,cara_pinjam,0.9813344478607178,True,cara_pinjam,0.9813344478607178,keanggotaan,0.004525383934378624,cari_buku,0.0034352464135736227 +Selamat malam apakah masih bisa dilayani?,greeting,jam_layanan,0.9606884121894836,False,jam_layanan,0.9606884121894836,greeting,0.018054639920592308,cara_pinjam,0.004284373018890619 +hai admin durasi peminjaman buku maksimal berapa lama?,cara_pinjam,cara_pinjam,0.9791553616523743,True,cara_pinjam,0.9791553616523743,peraturan,0.008056920021772385,keanggotaan,0.004064456559717655 +saya jadi SMA bisa daftar anak anggota?,keanggotaan,keanggotaan,0.9841247797012329,True,keanggotaan,0.9841247797012329,cara_pinjam,0.00353075354360044,denied,0.0022461977787315845 +"Hai Admin, bisa kasih info?",greeting,greeting,0.9851969480514526,True,greeting,0.9851969480514526,goodbye,0.005723949987441301,denied,0.0018806541338562965 +"Gaskan, min!",confirm,confirm,0.9691036939620972,True,confirm,0.9691036939620972,greeting,0.011697729118168354,denied,0.008639289066195488 +kapan terakhir pengunjung bisa masuk?,jam_layanan,jam_layanan,0.9832683205604553,True,jam_layanan,0.9832683205604553,peraturan,0.0031681330874562263,cara_pinjam,0.0029522981494665146 +boleh tuh,confirm,confirm,0.9853671789169312,True,confirm,0.9853671789169312,denied,0.0057394253090023994,greeting,0.0016290133353322744 +sudah terjawab semua wassalamualaikum,goodbye,goodbye,0.9869503378868103,True,goodbye,0.9869503378868103,greeting,0.005537498742341995,denied,0.0016682238783687353 +"hai, halo, ada pertanyaan yang ingin ditanyakan .",greeting,greeting,0.9813597202301025,True,greeting,0.9813597202301025,goodbye,0.006673906929790974,denied,0.0029940239619463682 +ada aturan soal pakaian di perpus?,peraturan,peraturan,0.9866371154785156,True,peraturan,0.9866371154785156,cara_pinjam,0.003378387773409486,keanggotaan,0.0028767785988748074 +buku hukum internasional edisi 2020 tersedia?,cari_buku,cari_buku,0.9850562214851379,True,cari_buku,0.9850562214851379,cara_pinjam,0.005883901380002499,fasilitas,0.0032370660919696093 +"Siang kak infokan tentang keanggotaan perpustakaan umum,",keanggotaan,keanggotaan,0.985995352268219,True,keanggotaan,0.985995352268219,cara_pinjam,0.0035468372516334057,fasilitas,0.00199427199549973 +siang kak info keanggotaan perpustakaan untuk umum dong makasih,keanggotaan,keanggotaan,0.9858019948005676,True,keanggotaan,0.9858019948005676,cara_pinjam,0.0037539289332926273,peraturan,0.0023230870719999075 +apa semua harus pengunjung isi buku tamu?,peraturan,peraturan,0.9861695766448975,True,peraturan,0.9861695766448975,cara_pinjam,0.0037485305219888687,fasilitas,0.002232589526101947 +hyy kak ada koleksi buku sejarah Indonesia ga?,cari_buku,cari_buku,0.9862150549888611,True,cari_buku,0.9862150549888611,fasilitas,0.00532427616417408,cara_pinjam,0.0031706183217465878 +assalamualaikum mau minta bantuan nih,greeting,greeting,0.9839921593666077,True,greeting,0.9839921593666077,goodbye,0.006742146331816912,denied,0.0021744389086961746 +koleksi komik atau manga juga disediakan?,cari_buku,cari_buku,0.9849244952201843,True,cari_buku,0.9849244952201843,fasilitas,0.004589033778756857,cara_pinjam,0.004361486062407494 +excuse me kalau mau buku caranya gimana?,cara_pinjam,cari_buku,0.5353628993034363,False,cari_buku,0.5353628993034363,cara_pinjam,0.43831565976142883,peraturan,0.007263049017637968 +betul banget itu yang butuh aku,confirm,confirm,0.9816857576370239,True,confirm,0.9816857576370239,denied,0.010424398817121983,goodbye,0.001786339795216918 +kalau udah nemu bukunya cara pinjamnya gimana?,cara_pinjam,cara_pinjam,0.9813621640205383,True,cara_pinjam,0.9813621640205383,keanggotaan,0.005784031469374895,peraturan,0.004560231696814299 +Ada ruang kecil untuk berkonsultasi dengan kelompok ``,fasilitas,fasilitas,0.980791449546814,True,fasilitas,0.980791449546814,peraturan,0.005778328515589237,cari_buku,0.0048362575471401215 +engga usah kelamaan juga,denied,denied,0.8883676528930664,True,denied,0.8883676528930664,confirm,0.08555862307548523,goodbye,0.016686465591192245 +"Hmm... Kak, ada fasilitas AC di ruang baca saya?",fasilitas,fasilitas,0.9779284000396729,True,fasilitas,0.9779284000396729,peraturan,0.0086429538205266,cari_buku,0.006640304811298847 +kalo ga punya kartu anggota boleh pinjam buku?,keanggotaan,keanggotaan,0.9776208996772766,True,keanggotaan,0.9776208996772766,cara_pinjam,0.011909792199730873,peraturan,0.0027324133552610874 +"Saya sudah punya kartu, tunjukkan saja?",cara_pinjam,cara_pinjam,0.9814684391021729,True,cara_pinjam,0.9814684391021729,keanggotaan,0.004482432268559933,cari_buku,0.004425096791237593 +"Oke, terima kasih banyak, sist ",goodbye,goodbye,0.9870635271072388,True,goodbye,0.9870635271072388,greeting,0.004944098647683859,confirm,0.0016303758602589369 +: Bisa bantu cariin buku biografi sami-sunga?,cari_buku,cari_buku,0.9843910932540894,True,cari_buku,0.9843910932540894,cara_pinjam,0.004566056188195944,fasilitas,0.0044976030476391315 +Saya harus tinggal di ruang baca?,peraturan,peraturan,0.9861782789230347,True,peraturan,0.9861782789230347,keanggotaan,0.0031849557999521494,cara_pinjam,0.0025813118554651737 +Apakah anggota diperbolehkan membawa laptop mereka sendiri ke ruang baca?,keanggotaan,keanggotaan,0.866956353187561,True,keanggotaan,0.866956353187561,peraturan,0.11019548028707504,cara_pinjam,0.007108569610863924 +bisa bantu cariin buku biografi Soekarno?,cari_buku,cari_buku,0.9854946136474609,True,cari_buku,0.9854946136474609,fasilitas,0.004358148202300072,cara_pinjam,0.004329380579292774 +kalau ketahuan merusak buku kena sanksi apa?,peraturan,peraturan,0.9806171655654907,True,peraturan,0.9806171655654907,cara_pinjam,0.007755866274237633,keanggotaan,0.0033058873377740383 +halo kak koleksi bkuu agama lengkap ga di sini?,cari_buku,cari_buku,0.979682981967926,True,cari_buku,0.979682981967926,fasilitas,0.011575963348150253,cara_pinjam,0.0026544141583144665 +ruang multimedia-nya aktif sekarang?,fasilitas,fasilitas,0.9826527833938599,True,fasilitas,0.9826527833938599,cari_buku,0.005993388127535582,peraturan,0.0040345643647015095 +Apakah meminjam buku harus meminta izin terlebih dahulu?,cara_pinjam,cara_pinjam,0.9801729321479797,True,cara_pinjam,0.9801729321479797,keanggotaan,0.006608110852539539,peraturan,0.005168600007891655 +Harus daftar dulu untuk meminjam buku?,cara_pinjam,cara_pinjam,0.976889431476593,True,cara_pinjam,0.976889431476593,keanggotaan,0.010083101689815521,peraturan,0.00485240388661623 +Bisakah kita memakai colokan listrik pada laptop?,fasilitas,fasilitas,0.9797728061676025,True,fasilitas,0.9797728061676025,peraturan,0.0079189483076334,cari_buku,0.004420768469572067 +"Permisi, apakah aturan untuk mahasiswa asing sama dengan aturan lokal?",peraturan,peraturan,0.9866837859153748,True,peraturan,0.9866837859153748,keanggotaan,0.003802250837907195,cara_pinjam,0.0027490733191370964 +selamat pagi prosedur pengembalian buku yang terlambat bagaimana?,cara_pinjam,cara_pinjam,0.9555426836013794,True,cara_pinjam,0.9555426836013794,peraturan,0.027605712413787842,keanggotaan,0.005381294991821051 +Kapan terakhir kali pengunjung masuk?,jam_layanan,jam_layanan,0.9834549427032471,True,jam_layanan,0.9834549427032471,peraturan,0.003151838667690754,cara_pinjam,0.0026808094698935747 +permisi aturan untuk mahasiswa asing sama ga dgn lokal?,peraturan,peraturan,0.9871568083763123,True,peraturan,0.9871568083763123,keanggotaan,0.003035476431250572,cara_pinjam,0.0028634297195822 +permisi toilet ada di lantai berapa ya?,fasilitas,fasilitas,0.9616241455078125,True,fasilitas,0.9616241455078125,peraturan,0.02221384085714817,cari_buku,0.007252467796206474 +excuse me boleh charge hp di ruang baca ga?,peraturan,peraturan,0.9858507513999939,True,peraturan,0.9858507513999939,keanggotaan,0.0038173210341483355,cara_pinjam,0.002628035144880414 +Buka sampai jam berapa jika jumat?,jam_layanan,jam_layanan,0.9830706715583801,True,jam_layanan,0.9830706715583801,cara_pinjam,0.003678977955132723,greeting,0.002448716200888157 +enggak deh!,denied,denied,0.9839900732040405,True,denied,0.9839900732040405,confirm,0.007617494091391563,goodbye,0.0022942230571061373 +"Selamat sore, bolehkah meminjam lebih dari 3 buku sekaligus?",cara_pinjam,cara_pinjam,0.9805760979652405,True,cara_pinjam,0.9805760979652405,keanggotaan,0.007078586611896753,peraturan,0.004181357566267252 +halo kak koleksi buku agama lengkap ga di sini?,cari_buku,cari_buku,0.9859290719032288,True,cari_buku,0.9859290719032288,fasilitas,0.0056763384491205215,cara_pinjam,0.0032627538312226534 +ya gpp,confirm,confirm,0.9838067293167114,True,confirm,0.9838067293167114,denied,0.007509429939091206,goodbye,0.0022219668608158827 +"Halo bot, kamu hidup?",greeting,greeting,0.9820517897605896,True,greeting,0.9820517897605896,goodbye,0.007685457356274128,denied,0.0029910937882959843 +betul banget itu yang aku butuh,confirm,confirm,0.9812120199203491,True,confirm,0.9812120199203491,denied,0.010523836128413677,goodbye,0.0018837139941751957 +siang kak tolong info tata tertib lengkap perpustakaan dong makasih,peraturan,peraturan,0.9874163269996643,True,peraturan,0.9874163269996643,cara_pinjam,0.003251562127843499,keanggotaan,0.0020031030289828777 +"Pagi, aku disini.",greeting,goodbye,0.5945980548858643,False,goodbye,0.5945980548858643,greeting,0.3867308497428894,denied,0.006382781080901623 +ruang baca di lantai atas bebas dipakai siapa aja?,fasilitas,fasilitas,0.9785505533218384,True,fasilitas,0.9785505533218384,peraturan,0.008598409593105316,cari_buku,0.005523476749658585 +saya bisa pinjam langsung atau harus isi formulir? dong,cara_pinjam,cara_pinjam,0.960140585899353,True,cara_pinjam,0.960140585899353,keanggotaan,0.026900356635451317,peraturan,0.003334469860419631 +"Malam kak, tolong jelaskan step by stepnya untuk meminjam buku ini, jika ada.",cara_pinjam,cara_pinjam,0.9811798334121704,True,cara_pinjam,0.9811798334121704,peraturan,0.005955732427537441,keanggotaan,0.004767699632793665 +teman ngajak boleh diskusi pelan di ruang baca?,peraturan,peraturan,0.9865352511405945,True,peraturan,0.9865352511405945,keanggotaan,0.0031339332927018404,cara_pinjam,0.0029394063167274 +saya harus diam di ruang baca ya?,peraturan,peraturan,0.9858905076980591,True,peraturan,0.9858905076980591,cara_pinjam,0.0032846846152096987,keanggotaan,0.0027945591136813164 +Saya bisa mencetak atau fotokopi dari sini?,fasilitas,fasilitas,0.9824389219284058,True,fasilitas,0.9824389219284058,cari_buku,0.006014475133270025,peraturan,0.004391285590827465 +"Siang pak, tolong carikan buku tentang kepemimpinan dong,",cari_buku,cari_buku,0.9863393306732178,True,cari_buku,0.9863393306732178,fasilitas,0.004636403173208237,cara_pinjam,0.0034885541535913944 +selamat sore ada larangan khusus untuk anak-anak tidak?,peraturan,peraturan,0.9840947985649109,True,peraturan,0.9840947985649109,keanggotaan,0.005566257517784834,cara_pinjam,0.0029834406450390816 +oke bang itu solusi yang tepat,confirm,confirm,0.9855061769485474,True,confirm,0.9855061769485474,denied,0.0053208754397928715,goodbye,0.002487672958523035 +"Benar sekali, itu yang saya butuhkan ...",confirm,confirm,0.9830765724182129,True,confirm,0.9830765724182129,denied,0.008723095059394836,goodbye,0.0017353167058899999 +"Siang, bagi informasi fasilitas apa yang tersedia di perpustakaan, silakan saja.",fasilitas,fasilitas,0.981473982334137,True,fasilitas,0.981473982334137,peraturan,0.006060341838747263,cari_buku,0.004945021588355303 +Ada respon nggak nih?,greeting,jam_layanan,0.6266289353370667,False,jam_layanan,0.6266289353370667,greeting,0.2529818117618561,cari_buku,0.030581779778003693 +Jangan sampai sampai sejauh itu merepotkan ,denied,denied,0.9791873693466187,True,denied,0.9791873693466187,goodbye,0.007058634888380766,confirm,0.006009893026202917 +engga usah kelamaan juga min,denied,denied,0.9367831349372864,True,denied,0.9367831349372864,confirm,0.035769011825323105,goodbye,0.019611116498708725 +oke makasih infonya sangat membantu,goodbye,goodbye,0.9867657423019409,True,goodbye,0.9867657423019409,greeting,0.005258227698504925,confirm,0.0016261182026937604 +ada tempat untuk baca sambil diskusi pelan-pelan? lah,fasilitas,fasilitas,0.9772443771362305,True,fasilitas,0.9772443771362305,cari_buku,0.007435432635247707,peraturan,0.00705601554363966 +"Hai Admin, ada pertanyaan yang ingin Anda tanyakan ",greeting,greeting,0.9817158579826355,True,greeting,0.9817158579826355,goodbye,0.006976274773478508,confirm,0.0027468327898532152 +harus scan kartu setiap masuk ya?,peraturan,peraturan,0.9809213876724243,True,peraturan,0.9809213876724243,keanggotaan,0.00596806313842535,cara_pinjam,0.005144353024661541 +halo kak saya mahasiswa daerah bisa jadi member ga?,keanggotaan,keanggotaan,0.9804292917251587,True,keanggotaan,0.9804292917251587,cara_pinjam,0.004010867327451706,greeting,0.003665798343718052 +"Aslmkm, mau minta maaf nih ",greeting,goodbye,0.9009111523628235,False,goodbye,0.9009111523628235,greeting,0.06206934526562691,denied,0.02871544100344181 +bantu bisa cariin buku biografi Soekarno?,cari_buku,cari_buku,0.9855491518974304,True,cari_buku,0.9855491518974304,fasilitas,0.0044420333579182625,cara_pinjam,0.004265220370143652 +ya itu boleh caranya,confirm,confirm,0.9864059090614319,True,confirm,0.9864059090614319,denied,0.005032886750996113,goodbye,0.0018560612807050347 +ya banget boleh itu caranya,confirm,confirm,0.9865244626998901,True,confirm,0.9865244626998901,denied,0.005286244209855795,goodbye,0.0017086301231756806 +halo kak mau cara tanya perpanjang pinjaman buku gimana?,cara_pinjam,cara_pinjam,0.9783355593681335,True,cara_pinjam,0.9783355593681335,keanggotaan,0.006650971714407206,peraturan,0.006595355924218893 +ada buku tentang kecerdasan buatan di sini?,cari_buku,cari_buku,0.9865431785583496,True,cari_buku,0.9865431785583496,cara_pinjam,0.004373297560960054,fasilitas,0.003942705690860748 +batalkan itu,denied,denied,0.985074520111084,True,denied,0.985074520111084,confirm,0.006405623629689217,goodbye,0.0027831115294247866 +Harus daftar dulu dulu ga buay buku?,cara_pinjam,keanggotaan,0.9226423501968384,False,keanggotaan,0.9226423501968384,cara_pinjam,0.05713420733809471,cari_buku,0.004603841342031956 +excuse me kalau mau booking buku caranya gimana?,cara_pinjam,cara_pinjam,0.9732632040977478,True,cara_pinjam,0.9732632040977478,peraturan,0.0080513134598732,cari_buku,0.007965986616909504 +Nooo I DONt want.,denied,denied,0.9824079871177673,True,denied,0.9824079871177673,confirm,0.00945155881345272,goodbye,0.0024185702204704285 +slmt sore ada larangan khusus untuk anak-anak tidak?,peraturan,peraturan,0.986244261264801,True,peraturan,0.986244261264801,keanggotaan,0.004105263389647007,cara_pinjam,0.002565499860793352 +jadi anggota bayar atau gratis?,keanggotaan,keanggotaan,0.9859366416931152,True,keanggotaan,0.9859366416931152,cara_pinjam,0.004239311907440424,peraturan,0.0019243265269324183 +tepat bang itu solusi yang oke,confirm,confirm,0.9855404496192932,True,confirm,0.9855404496192932,denied,0.005942900199443102,goodbye,0.0020216642878949642 +Bawa makanan ringan ke ruang baca?,peraturan,peraturan,0.9806953072547913,True,peraturan,0.9806953072547913,keanggotaan,0.007711779326200485,cara_pinjam,0.0032663943711668253 +aktif sampai jam berapa kalau hari Jumat?,jam_layanan,jam_layanan,0.9822840094566345,True,jam_layanan,0.9822840094566345,cara_pinjam,0.003921846859157085,peraturan,0.0026250542141497135 +"Halo, kak, peraturan penggunaan laptop di Perpustakaan seperti apa?",peraturan,peraturan,0.9845637083053589,True,peraturan,0.9845637083053589,fasilitas,0.004949415568262339,keanggotaan,0.0030317571945488453 +Apakah saya bisa masuk setelah kuliah jam 4 sore?,jam_layanan,jam_layanan,0.9821670055389404,True,jam_layanan,0.9821670055389404,cara_pinjam,0.003688644850626588,keanggotaan,0.002929663984104991 +excuse me buku-buku bahasa Inggris ada di lantai berapa?,cari_buku,cari_buku,0.9841846227645874,True,cari_buku,0.9841846227645874,fasilitas,0.006124114152044058,cara_pinjam,0.004166204947978258 +saya mau tau lokasi kitab tentang psikologi klinis,cari_buku,cari_buku,0.9860545992851257,True,cari_buku,0.9860545992851257,fasilitas,0.004855858627706766,cara_pinjam,0.0037588286213576794 +siang kak info jam layanan perpustakaan dong makasih,jam_layanan,jam_layanan,0.9839324951171875,True,jam_layanan,0.9839324951171875,cara_pinjam,0.0028602706734091043,peraturan,0.0025045713409781456 +"P, Periksa Fungsi",greeting,greeting,0.5848898887634277,True,greeting,0.5848898887634277,fasilitas,0.276490181684494,peraturan,0.055477045476436615 +"assalamualaikum, nyoba doang lah",greeting,greeting,0.9808329343795776,True,greeting,0.9808329343795776,goodbye,0.004372874740511179,cari_buku,0.004026220645755529 +saya anak SMA bisa dfatar jadi anggota?,keanggotaan,keanggotaan,0.9833785891532898,True,keanggotaan,0.9833785891532898,cara_pinjam,0.003909489139914513,greeting,0.002395611023530364 +"Baiklah, Bang, itu solusi yang akurat.",confirm,confirm,0.9855809807777405,True,confirm,0.9855809807777405,denied,0.005301946774125099,goodbye,0.0025770445354282856 +anggota perpus dapat akses semua buku ya?,keanggotaan,keanggotaan,0.9866792559623718,True,keanggotaan,0.9866792559623718,cara_pinjam,0.003223717911168933,peraturan,0.002737488131970167 +siang kak info fasilitas yang tersedia di perpus dong makasih,fasilitas,fasilitas,0.9819984436035156,True,fasilitas,0.9819984436035156,cari_buku,0.005095725879073143,peraturan,0.004671639297157526 +G:,denied,denied,0.9699733853340149,True,denied,0.9699733853340149,confirm,0.019400686025619507,greeting,0.002953069284558296 +"Selamat sore, ada persyaratan untuk menjadi anggota perpustakaan apa?",keanggotaan,keanggotaan,0.9838075041770935,True,keanggotaan,0.9838075041770935,cara_pinjam,0.005009495187550783,denied,0.001853179419413209 +"Hy bot, kamu hidup?",greeting,greeting,0.9806314706802368,True,greeting,0.9806314706802368,goodbye,0.009387985803186893,denied,0.0029268318321555853 +wes puas jawabannya terima kasih,goodbye,goodbye,0.9865618348121643,True,goodbye,0.9865618348121643,greeting,0.004891133867204189,denied,0.0018346599536016583 +tidak usah repot-repot begitu,denied,denied,0.9829650521278381,True,denied,0.9829650521278381,confirm,0.005537875462323427,goodbye,0.005098139867186546 +apakah boleh masuk perpus jam istirahat siang?,jam_layanan,jam_layanan,0.9832698106765747,True,jam_layanan,0.9832698106765747,cara_pinjam,0.002887902082875371,peraturan,0.002881729742512107 +Apakah ada tempat untuk dibaca saat diskusi perlahan?,fasilitas,fasilitas,0.9798272848129272,True,fasilitas,0.9798272848129272,peraturan,0.007270888891071081,cari_buku,0.0052185384556651115 +ayo dong,confirm,greeting,0.981652021408081,False,greeting,0.981652021408081,goodbye,0.008132426999509335,denied,0.0031523164361715317 +admin ada tempat parkir khusus untuk pengunjung perpus?,fasilitas,fasilitas,0.9814713597297668,True,fasilitas,0.9814713597297668,peraturan,0.007190979551523924,cari_buku,0.0038769070524722338 +fuck you out,goodbye,goodbye,0.6915768980979919,True,goodbye,0.6915768980979919,denied,0.2736905813217163,confirm,0.015162792056798935 +hell nah nigga sih,denied,denied,0.977247416973114,True,denied,0.977247416973114,confirm,0.015315547585487366,goodbye,0.0020130074117332697 +yaudah gw pergi,goodbye,goodbye,0.986856997013092,True,goodbye,0.986856997013092,greeting,0.004708527587354183,denied,0.002463235054165125 +"Pagi kak, ada info terkait keanggotaan perpustakaan umum di sini ya...",keanggotaan,keanggotaan,0.986528754234314,True,keanggotaan,0.986528754234314,cara_pinjam,0.00324470573104918,fasilitas,0.0024715596809983253 +hai admin durasi lama? buku maksimal berapa peminjaman,cara_pinjam,cara_pinjam,0.9816717505455017,True,cara_pinjam,0.9816717505455017,peraturan,0.00598487863317132,keanggotaan,0.004174086265265942 +Eh ngga usah lama-lama juga ,denied,denied,0.9593462347984314,True,denied,0.9593462347984314,confirm,0.022988468408584595,goodbye,0.010337029583752155 +gw bisa datang setelah kuliah jam 4 sore?,jam_layanan,jam_layanan,0.9798616170883179,True,jam_layanan,0.9798616170883179,cara_pinjam,0.004237349610775709,greeting,0.002999683143571019 +ga mau.,denied,denied,0.9842404127120972,True,denied,0.9842404127120972,confirm,0.006039866711944342,goodbye,0.0028957787435501814 +saya datang sore masih bisa pinjam buku ga?,jam_layanan,jam_layanan,0.9818629622459412,True,jam_layanan,0.9818629622459412,cara_pinjam,0.004530864302068949,cari_buku,0.0024805988650768995 +jadi anggota bayar gratis?,keanggotaan,keanggotaan,0.9855189323425293,True,keanggotaan,0.9855189323425293,cara_pinjam,0.004590739496052265,fasilitas,0.0019940147176384926 +saya cari novel klasik katalog yang bisa dicek?,cari_buku,cari_buku,0.9835575819015503,True,cari_buku,0.9835575819015503,fasilitas,0.0063806865364313126,cara_pinjam,0.004067388828843832 +oke cocok banget sama kebutuhan,confirm,confirm,0.9823264479637146,True,confirm,0.9823264479637146,denied,0.009527964517474174,goodbye,0.0014923003036528826 +halo kak ruang diskusi bisa dibooking ga?,fasilitas,fasilitas,0.9795560240745544,True,fasilitas,0.9795560240745544,cari_buku,0.008547245524823666,peraturan,0.005267866887152195 +tempat duduk yang di pojok itu bisa dipakai mahasiswa?,fasilitas,fasilitas,0.9790635704994202,True,fasilitas,0.9790635704994202,peraturan,0.008110973052680492,cari_buku,0.004859274253249168 +selamat pagi prosedur pengembalian bagaimana? yang terlambat buku,cara_pinjam,cara_pinjam,0.967786967754364,True,cara_pinjam,0.967786967754364,peraturan,0.016372816637158394,keanggotaan,0.0053156474605202675 +hai admin bisa bantu info cara keanggotaan?,keanggotaan,keanggotaan,0.9843851327896118,True,keanggotaan,0.9843851327896118,cara_pinjam,0.005421292502433062,greeting,0.0022007718216627836 +permisi mau tanya-tanya dong,greeting,greeting,0.9827849268913269,True,greeting,0.9827849268913269,goodbye,0.003313046880066395,denied,0.0026989392936229706 +Hell Nah Niganiga,denied,denied,0.9833289384841919,True,denied,0.9833289384841919,confirm,0.008533578366041183,goodbye,0.0026165544986724854 +permisi bisa pinjam buku tanpa kartu anggota ga?,cara_pinjam,cara_pinjam,0.9827226400375366,True,cara_pinjam,0.9827226400375366,keanggotaan,0.0060111163184046745,peraturan,0.0033565210178494453 +"Maaf, apakah ada kantin dan caffe di perpustakaan?",fasilitas,fasilitas,0.9797548651695251,True,fasilitas,0.9797548651695251,peraturan,0.008293315768241882,cari_buku,0.0046472689136862755 +k,confirm,confirm,0.9676517844200134,True,confirm,0.9676517844200134,denied,0.01929377391934395,greeting,0.003427259624004364 +halo kak ada koleksi buku sejarah Indonesia ga?,cari_buku,cari_buku,0.9859035015106201,True,cari_buku,0.9859035015106201,fasilitas,0.005471639335155487,cara_pinjam,0.003077946836128831 +oke terima kasih atas infonya sangat membantu,goodbye,goodbye,0.9857710599899292,True,goodbye,0.9857710599899292,greeting,0.005801606923341751,confirm,0.001711890334263444 +salam sejahtera,greeting,greeting,0.9539471864700317,True,greeting,0.9539471864700317,goodbye,0.03514377772808075,denied,0.0033526683691889048 +boleh telepon di dalam perpustakaan?,peraturan,peraturan,0.9830575585365295,True,peraturan,0.9830575585365295,keanggotaan,0.005287481937557459,cara_pinjam,0.0036678847391158342 +saya baru bisa daftar jadi anggota?,keanggotaan,keanggotaan,0.984534740447998,True,keanggotaan,0.984534740447998,cara_pinjam,0.004953897558152676,denied,0.0020543979480862617 +Adios Negros,goodbye,greeting,0.820909321308136,False,greeting,0.820909321308136,goodbye,0.16319651901721954,denied,0.0052238148637115955 +"Halo, kak mau tanya tentang aturan jam malam di Perpustakaan?",peraturan,peraturan,0.9863485097885132,True,peraturan,0.9863485097885132,cara_pinjam,0.0038518912624567747,keanggotaan,0.0029123793356120586 +selamat malam masih bisa dilayani?,greeting,jam_layanan,0.9126695990562439,False,jam_layanan,0.9126695990562439,greeting,0.06007366627454758,cara_pinjam,0.005463925190269947 +Alright Nigga ,confirm,confirm,0.9821457266807556,True,confirm,0.9821457266807556,denied,0.008964089676737785,goodbye,0.0018407437019050121 +selamat pagi mau tanya ada mushola di perpustakaan tidak?,fasilitas,fasilitas,0.9796493649482727,True,fasilitas,0.9796493649482727,cari_buku,0.007108097430318594,peraturan,0.006806147750467062 +hell nah nigga ah,denied,denied,0.9855345487594604,True,denied,0.9855345487594604,confirm,0.006133298389613628,goodbye,0.002482905751094222 +nggak tertarik!,denied,denied,0.9857810139656067,True,denied,0.9857810139656067,confirm,0.005443898495286703,goodbye,0.0025272732600569725 +oke sampai ketemu lagi nanti,goodbye,goodbye,0.9858396053314209,True,goodbye,0.9858396053314209,greeting,0.0066334097646176815,confirm,0.001896589295938611 +wise choice!,confirm,confirm,0.9786938428878784,True,confirm,0.9786938428878784,denied,0.01053687185049057,goodbye,0.0026950088795274496 +sy mau tau lokasi buku tentang psikologi klinis,cari_buku,cari_buku,0.9858385920524597,True,cari_buku,0.9858385920524597,cara_pinjam,0.004311494529247284,fasilitas,0.004186650272458792 +ga pengen,denied,denied,0.9859008193016052,True,denied,0.9859008193016052,confirm,0.0049583823420107365,goodbye,0.002605984453111887 +gaskan min!,confirm,greeting,0.9672175049781799,False,greeting,0.9672175049781799,confirm,0.011866524815559387,goodbye,0.009934118017554283 +gausah repot report min,denied,denied,0.8824300765991211,True,denied,0.8824300765991211,greeting,0.05579525977373123,goodbye,0.02360772155225277 +"Apakah saya datang pada tanggal merah, masih bisa?",jam_layanan,jam_layanan,0.98337721824646,True,jam_layanan,0.98337721824646,greeting,0.002754008397459984,cara_pinjam,0.002619172213599086 +: oke bang itu saran yang bagus ,confirm,confirm,0.9825617074966431,True,confirm,0.9825617074966431,denied,0.007094279862940311,goodbye,0.002686781110242009 +"Oke, siap untuk memberikan bimbingan ini ,",goodbye,greeting,0.45503783226013184,False,greeting,0.45503783226013184,goodbye,0.3200943171977997,confirm,0.17768162488937378 +"Maaf, apakah saya bisa membantu menyediakan buku statistik untuk penelitian Anda?",cari_buku,cari_buku,0.9852251410484314,True,cari_buku,0.9852251410484314,fasilitas,0.006518227979540825,cara_pinjam,0.003323760349303484 +harus daftar buku? ga buat pinjam dulu,cara_pinjam,cara_pinjam,0.9808351397514343,True,cara_pinjam,0.9808351397514343,keanggotaan,0.006041885353624821,cari_buku,0.004312898963689804 +maaf mau tidak? bisa pinjam buku lewat online nanya,cara_pinjam,cara_pinjam,0.9811989068984985,True,cara_pinjam,0.9811989068984985,keanggotaan,0.0077491081319749355,peraturan,0.0033002151176333427 +skip aja,denied,denied,0.9828018546104431,True,denied,0.9828018546104431,confirm,0.008015614002943039,goodbye,0.003597100032493472 +I will do love it,confirm,confirm,0.9415532946586609,True,confirm,0.9415532946586609,denied,0.02854715660214424,goodbye,0.02154161036014557 +"Halo, bisakah kamu membalas?",greeting,greeting,0.9813889861106873,True,greeting,0.9813889861106873,goodbye,0.00783411506563425,denied,0.0029603191651403904 +"Maaf, apakah ada kantin dan restoran di dalam perpustakaan?",fasilitas,fasilitas,0.9747861623764038,True,fasilitas,0.9747861623764038,peraturan,0.013081933371722698,cari_buku,0.004268869291990995 +edisi hukum internasional buku 2020 tersedia?,cari_buku,cari_buku,0.9838765263557434,True,cari_buku,0.9838765263557434,cara_pinjam,0.006338750012218952,fasilitas,0.003562384285032749 +w udah daftar tapi belum punya kartu bisa dipakai?,keanggotaan,keanggotaan,0.9796959161758423,True,keanggotaan,0.9796959161758423,cara_pinjam,0.009642408229410648,denied,0.0019097960321232677 +baiklah terima kasih atas bantuannya,goodbye,goodbye,0.9860885739326477,True,goodbye,0.9860885739326477,greeting,0.005783529486507177,confirm,0.0017235132399946451 +halo admin jam buka perpus hari ini sampai jam berapa?,jam_layanan,jam_layanan,0.9836736917495728,True,jam_layanan,0.9836736917495728,cara_pinjam,0.0031372616067528725,peraturan,0.0028228089213371277 +saya ke perpus malam ini masih dilayani?,jam_layanan,jam_layanan,0.9831152558326721,True,jam_layanan,0.9831152558326721,cara_pinjam,0.0030517096165567636,greeting,0.002377741504460573 +yaudah gw pergi!,goodbye,goodbye,0.986952543258667,True,goodbye,0.986952543258667,greeting,0.004631780553609133,denied,0.0024232612922787666 +"ga mau,",denied,denied,0.9846998453140259,True,denied,0.9846998453140259,confirm,0.006033242680132389,goodbye,0.0028025719802826643 +"Uh, gausah ",denied,denied,0.763351321220398,True,denied,0.763351321220398,confirm,0.2225579470396042,goodbye,0.005578026175498962 +"Jika tidak memiliki kartu anggota, Anda bisa meminjam buku?",keanggotaan,keanggotaan,0.9428007006645203,True,keanggotaan,0.9428007006645203,cara_pinjam,0.04407165199518204,peraturan,0.003982006572186947 +wise choice,confirm,confirm,0.9790815114974976,True,confirm,0.9790815114974976,denied,0.009908630512654781,goodbye,0.0027326534036546946 +permisi aturan untuk mahasiswa asing sama ga dengan lokal?,peraturan,peraturan,0.98723965883255,True,peraturan,0.98723965883255,keanggotaan,0.00296472548507154,cara_pinjam,0.0028734009247273207 +sudah dapat pencerahan terima kasih,goodbye,goodbye,0.9854318499565125,True,goodbye,0.9854318499565125,greeting,0.006230846978724003,confirm,0.0018357884837314487 +"Selamat sore. Persyaratan pendaftaran anggota perpus, boleh minta tolong?",keanggotaan,keanggotaan,0.9837566614151001,True,keanggotaan,0.9837566614151001,cara_pinjam,0.006005112547427416,greeting,0.001784961554221809 +halo kak mau tanya peraturan jam malam di perpustakaan gimana?,peraturan,peraturan,0.9869658946990967,True,peraturan,0.9869658946990967,cara_pinjam,0.003403024049475789,keanggotaan,0.002604786306619644 +"selamat pagi, saya disini",greeting,greeting,0.8942979574203491,True,greeting,0.8942979574203491,goodbye,0.08329857140779495,denied,0.009916001930832863 +"Kalau saya datang Minggu, apakah perpustakaan akan dibuka?",jam_layanan,jam_layanan,0.983895480632782,True,jam_layanan,0.983895480632782,cara_pinjam,0.0028839909937232733,peraturan,0.0022931930143386126 +excuse me ada ruang santai atau area istirahat ga?,fasilitas,fasilitas,0.981571614742279,True,fasilitas,0.981571614742279,cari_buku,0.005979542154818773,peraturan,0.005375596694648266 +halo kak mau tanya perpus hari libur buka tidak?,jam_layanan,jam_layanan,0.9835494756698608,True,jam_layanan,0.9835494756698608,cara_pinjam,0.0029460552614182234,peraturan,0.0026183847803622484 +halo kak mau tanya perpus hari buka libur tidak?,jam_layanan,jam_layanan,0.9834885001182556,True,jam_layanan,0.9834885001182556,cara_pinjam,0.0030042424332350492,peraturan,0.002568858675658703 +"Halo, apakah kamu bisa dibalas?",greeting,greeting,0.9831395745277405,True,greeting,0.9831395745277405,goodbye,0.007509574759751558,denied,0.0023278258740901947 +Jam berapa kalau hari Jumat dibuka?,jam_layanan,jam_layanan,0.9833784699440002,True,jam_layanan,0.9833784699440002,cara_pinjam,0.0032634460367262363,peraturan,0.0028602296952158213 +"Emoh, tidak membutuhkannya sekarang",denied,denied,0.9841852188110352,True,denied,0.9841852188110352,confirm,0.006774088367819786,goodbye,0.003271058900281787 +ada batas maksimal bacaan yang bisa dipinjam?,cara_pinjam,cara_pinjam,0.9809427261352539,True,cara_pinjam,0.9809427261352539,keanggotaan,0.005274768453091383,peraturan,0.00498568220064044 +harus daftar dulu ga buat pinjam buku?,cara_pinjam,cara_pinjam,0.9738262891769409,True,cara_pinjam,0.9738262891769409,keanggotaan,0.012977220118045807,peraturan,0.004693394526839256 +peraturan untuk kamera ke dalam gimana?,peraturan,peraturan,0.9853635430335999,True,peraturan,0.9853635430335999,fasilitas,0.004447478801012039,keanggotaan,0.003049413440749049 +selamat sore ada fasilitas scanner untuk dokumen tidak?,fasilitas,fasilitas,0.9793184995651245,True,fasilitas,0.9793184995651245,cari_buku,0.00997657049447298,peraturan,0.004008430987596512 +ya sudah gue keluar.,goodbye,goodbye,0.9860702157020569,True,goodbye,0.9860702157020569,greeting,0.005636418238282204,denied,0.002275883685797453 +"Oh, benar, lanjutkan bang.",confirm,confirm,0.985079824924469,True,confirm,0.985079824924469,denied,0.006120490375906229,goodbye,0.002560489811003208 +ada akses wifi buat pengunjung umum?,fasilitas,fasilitas,0.9804201126098633,True,fasilitas,0.9804201126098633,peraturan,0.0076278699561953545,cari_buku,0.00412621907889843 +permisi mau tanya perpus tutup jam berapa ya?,jam_layanan,jam_layanan,0.9833179712295532,True,jam_layanan,0.9833179712295532,cara_pinjam,0.0030839070677757263,peraturan,0.0027920797001570463 +assalamualaikum mau bertanya nih,greeting,greeting,0.9833674430847168,True,greeting,0.9833674430847168,goodbye,0.006877477280795574,denied,0.0026978012174367905 +cek cek halo? Mencoba!,greeting,greeting,0.981365442276001,True,greeting,0.981365442276001,goodbye,0.004143489059060812,denied,0.0034390571527183056 +Alright Nigga,confirm,confirm,0.9821457266807556,True,confirm,0.9821457266807556,denied,0.008964110165834427,goodbye,0.0018407461466267705 +kalau telat balikin bkoo dendanya berapa?,peraturan,peraturan,0.9805458784103394,True,peraturan,0.9805458784103394,cara_pinjam,0.008042695000767708,keanggotaan,0.003829371649771929 +selamet siang apakah anda disana?,greeting,greeting,0.9830883145332336,True,greeting,0.9830883145332336,goodbye,0.006887669675052166,denied,0.002650786656886339 +boleh bawa makanan ringan ke ruang baca?,peraturan,peraturan,0.9806580543518066,True,peraturan,0.9806580543518066,keanggotaan,0.008084386587142944,cara_pinjam,0.003349550999701023 +excuse me perpustakaan weekend buka kak?,jam_layanan,jam_layanan,0.9837537407875061,True,jam_layanan,0.9837537407875061,cara_pinjam,0.0029681033920496702,greeting,0.002367601729929447 +Bolehkah teman-temanmu diajak diskusi pelan di ruang baca?,peraturan,peraturan,0.9870193004608154,True,peraturan,0.9870193004608154,keanggotaan,0.003375404281541705,fasilitas,0.0025081695057451725 +halo kak saya mahasiswa luar daerah bisa jadi member ga?,keanggotaan,keanggotaan,0.982384979724884,True,keanggotaan,0.982384979724884,cara_pinjam,0.0035976064391434193,greeting,0.003116380190476775 +hai admin ada tempat parkir khusus untuk pengunjung perpus?,fasilitas,fasilitas,0.9817913770675659,True,fasilitas,0.9817913770675659,peraturan,0.006572866812348366,cari_buku,0.004545644391328096 +gimana caranya kalau saya mau jadi anggota perpus?,keanggotaan,keanggotaan,0.9856985211372375,True,keanggotaan,0.9856985211372375,cara_pinjam,0.0034961195196956396,fasilitas,0.0023176411632448435 +nggak usah sampai segitu repotnya,denied,denied,0.9814772009849548,True,denied,0.9814772009849548,goodbye,0.006410816218703985,confirm,0.005411917809396982 +Tidak usah dibuat susah :),denied,denied,0.9830228686332703,True,denied,0.9830228686332703,confirm,0.007638993207365274,goodbye,0.0034528959076851606 +perpus nyediain loker penyimpanan barang?,fasilitas,fasilitas,0.9814396500587463,True,fasilitas,0.9814396500587463,peraturan,0.006701996084302664,cari_buku,0.005180736072361469 +ada ruang rapat kecil untuk belajar kelompok?,fasilitas,fasilitas,0.9819648861885071,True,fasilitas,0.9819648861885071,peraturan,0.00627760449424386,cari_buku,0.004700294695794582 +"Selamat pagi, bisakah Anda membawa tas besar ke ruang baca atau tidak?",peraturan,peraturan,0.975227415561676,True,peraturan,0.975227415561676,keanggotaan,0.01104104146361351,fasilitas,0.006375719327479601 +"Halo, Kak. Cara cek status kredit buku gimana?",cara_pinjam,cara_pinjam,0.9755909442901611,True,cara_pinjam,0.9755909442901611,keanggotaan,0.008230398409068584,peraturan,0.0069367242977023125 +puas dengan jawabannya terima kasih ,goodbye,goodbye,0.98638516664505,True,goodbye,0.98638516664505,greeting,0.005286939442157745,denied,0.001931763137690723 +halo kak ada fasilitas AC di ruang baca ga?,fasilitas,fasilitas,0.9777076244354248,True,fasilitas,0.9777076244354248,cari_buku,0.007688047364354134,peraturan,0.007605822756886482 +gua setuju,confirm,confirm,0.9730911254882812,True,confirm,0.9730911254882812,denied,0.01783342845737934,goodbye,0.002116748597472906 +kalo ga punya kartu anggota pinjam buku?,keanggotaan,keanggotaan,0.8201580047607422,True,keanggotaan,0.8201580047607422,cara_pinjam,0.16160094738006592,peraturan,0.005698304157704115 +"omke, saya akan keluar sekarang ",goodbye,goodbye,0.9854092001914978,True,goodbye,0.9854092001914978,greeting,0.005598469637334347,denied,0.002617266960442066 +selamat buku bisa pinjam lebih dari 3 sore sekaligus ga?,cara_pinjam,cara_pinjam,0.9827033281326294,True,cara_pinjam,0.9827033281326294,keanggotaan,0.004086553119122982,peraturan,0.0037195272743701935 +betul lanjutkan bang,confirm,confirm,0.98232102394104,True,confirm,0.98232102394104,denied,0.007767082657665014,goodbye,0.0027998427394777536 +siang info jam layanan perpustakaan dong makasih,jam_layanan,jam_layanan,0.9840519428253174,True,jam_layanan,0.9840519428253174,cara_pinjam,0.002846324350684881,peraturan,0.0025027934461832047 +oke siap terima kasih bimbingannya,goodbye,goodbye,0.9854851365089417,True,goodbye,0.9854851365089417,greeting,0.0056672957725822926,confirm,0.002045836765319109 +boleh telepon perpustakaan? dalam di,peraturan,peraturan,0.968261182308197,True,peraturan,0.968261182308197,keanggotaan,0.01687796600162983,cara_pinjam,0.005252231378108263 +"Info SIS sore tentang keanggotaan perpustakaan untuk umum, terima kasih",keanggotaan,keanggotaan,0.985626757144928,True,keanggotaan,0.985626757144928,cara_pinjam,0.0033221200574189425,peraturan,0.0024317053612321615 +Maaf mau tanya apakah gedung perpustakaan sabtu minggu masih buka?,jam_layanan,jam_layanan,0.9834172129631042,True,jam_layanan,0.9834172129631042,fasilitas,0.002762288087978959,cara_pinjam,0.002488455967977643 +"Pagi, mau daftar member perpustakaan, bagaimana caranya?",keanggotaan,keanggotaan,0.9851528406143188,True,keanggotaan,0.9851528406143188,cara_pinjam,0.004165033344179392,denied,0.0017670447705313563 +hai admin ada yang pengen ditanyakan,greeting,greeting,0.9826933145523071,True,greeting,0.9826933145523071,goodbye,0.006867452524602413,denied,0.002700971206650138 +selamat bisa masih malam dilayani?,greeting,jam_layanan,0.9789913892745972,False,jam_layanan,0.9789913892745972,greeting,0.004896380938589573,cara_pinjam,0.004095125012099743 +tidak sekarang ya,denied,denied,0.9821382761001587,True,denied,0.9821382761001587,confirm,0.006840350106358528,goodbye,0.005148112773895264 +saya cari novel klasik ada katalog yang bisa dicek?,cari_buku,cari_buku,0.9821760058403015,True,cari_buku,0.9821760058403015,fasilitas,0.007309583481401205,cara_pinjam,0.004708497319370508 +selamat pagi boleh bawa tas besar ke ruang baca tidak?,peraturan,peraturan,0.9838331341743469,True,peraturan,0.9838331341743469,keanggotaan,0.005641112104058266,fasilitas,0.0030448995530605316 +setelah milih buku bawa ke mana buat diproses?,cara_pinjam,cara_pinjam,0.9764251112937927,True,cara_pinjam,0.9764251112937927,keanggotaan,0.008466718718409538,peraturan,0.00637176213786006 +yaudah oke,confirm,confirm,0.9853727221488953,True,confirm,0.9853727221488953,denied,0.0053747775964438915,goodbye,0.002925601089373231 +permisi mau tanya syarat jadi anggota perpus apa aja?,keanggotaan,keanggotaan,0.9855234622955322,True,keanggotaan,0.9855234622955322,cara_pinjam,0.0042211273685097694,peraturan,0.002029045484960079 +oke bang itu solusi tepat,confirm,confirm,0.9853053689002991,True,confirm,0.9853053689002991,denied,0.005428412463515997,goodbye,0.0025024120695888996 +"Selamat Siang, Apakah Perpustakaan Raya buka?",jam_layanan,jam_layanan,0.9830862283706665,True,jam_layanan,0.9830862283706665,greeting,0.0029913231264799833,cara_pinjam,0.0026998233515769243 +enggak deh,denied,denied,0.9842235445976257,True,denied,0.9842235445976257,confirm,0.007555102463811636,goodbye,0.0021266078110784292 +saya mau datang tanggal merah masih bisa?,jam_layanan,jam_layanan,0.9827885031700134,True,jam_layanan,0.9827885031700134,cara_pinjam,0.003240062389522791,greeting,0.0026661597657948732 +"Selamat pagi, mau cari buku tentang metode pembelajaran mesin tidak?",cari_buku,cari_buku,0.986434817314148,True,cari_buku,0.986434817314148,fasilitas,0.004715323448181152,cara_pinjam,0.0035894340835511684 +"Selamat sore, ada larangan khusus untuk bayi?",peraturan,peraturan,0.9839897155761719,True,peraturan,0.9839897155761719,keanggotaan,0.005412740632891655,cara_pinjam,0.0033778855577111244 +"Halo, kak, ada koleksi buku agama yang lengkap?",cari_buku,cari_buku,0.9864457249641418,True,cari_buku,0.9864457249641418,fasilitas,0.004829798825085163,cara_pinjam,0.0036616732832044363 +betul abnget itu yang aku butuh,confirm,confirm,0.9819438457489014,True,confirm,0.9819438457489014,denied,0.009794050827622414,goodbye,0.0019588028080761433 +"Oh, cukup oke, terima kasih ya kak.",goodbye,goodbye,0.9871383309364319,True,goodbye,0.9871383309364319,greeting,0.0042144861072301865,denied,0.0018443253356963396 +"Permisi, fasilitas toilet ada di lantai berapa?",fasilitas,fasilitas,0.9785330891609192,True,fasilitas,0.9785330891609192,peraturan,0.007281117606908083,cari_buku,0.006793874781578779 +"Tidak saat ini, ya.",denied,denied,0.9816158413887024,True,denied,0.9816158413887024,confirm,0.007244993932545185,goodbye,0.004982869606465101 +"Halo kak, bagaimana cara mempertahankan pinjaman buku?",cara_pinjam,cara_pinjam,0.9778720736503601,True,cara_pinjam,0.9778720736503601,keanggotaan,0.0064154756255447865,peraturan,0.006287916097790003 +pinjam buku perlu minta izin dulu?,cara_pinjam,cara_pinjam,0.9799899458885193,True,cara_pinjam,0.9799899458885193,keanggotaan,0.007595927454531193,peraturan,0.004041390493512154 +Sistem peminjaman sekarang menggunakan barcode atau manual?,cara_pinjam,cara_pinjam,0.9813732504844666,True,cara_pinjam,0.9813732504844666,peraturan,0.005361852236092091,keanggotaan,0.0050201257690787315 +Ruang baca lantai atas bebas untuk siapa saja?,fasilitas,fasilitas,0.978593111038208,True,fasilitas,0.978593111038208,peraturan,0.007978319190442562,cari_buku,0.005667765624821186 +nggak tertarik,denied,denied,0.9859181642532349,True,denied,0.9859181642532349,confirm,0.005579888820648193,goodbye,0.0023442746605724096 +Apakah mungkin untuk masuk kuliah jam istirahat siang?,jam_layanan,jam_layanan,0.9821960926055908,True,jam_layanan,0.9821960926055908,cara_pinjam,0.003711976110935211,peraturan,0.003030613763257861 +OYO,greeting,greeting,0.973168134689331,True,greeting,0.973168134689331,goodbye,0.013147132471203804,confirm,0.005756566300988197 +"Sudah dijawab semua, wasalamualaikum.",goodbye,goodbye,0.9865418672561646,True,goodbye,0.9865418672561646,greeting,0.006181654054671526,denied,0.0016699294792488217 +deal,confirm,denied,0.8282389640808105,False,denied,0.8282389640808105,confirm,0.10927128791809082,greeting,0.020067555829882622 +permisi bisa bantu carikan buku statistik untuk penelitian?,cari_buku,cari_buku,0.9860500693321228,True,cari_buku,0.9860500693321228,fasilitas,0.005561807192862034,cara_pinjam,0.0033666223753243685 +oke cukup segitu aja wassalamualaikum,goodbye,goodbye,0.9876546263694763,True,goodbye,0.9876546263694763,greeting,0.0044686459004879,denied,0.00214851601049304 +saya kehilangan kartu masuk? bisa masih,keanggotaan,keanggotaan,0.9831924438476562,True,keanggotaan,0.9831924438476562,cara_pinjam,0.005742134526371956,peraturan,0.003614952554926276 +kalau saya datang hari minggu perpustakaan buka ga?,jam_layanan,jam_layanan,0.9838072657585144,True,jam_layanan,0.9838072657585144,cara_pinjam,0.0028654744382947683,peraturan,0.002444051904603839 +saya bisa nge-print atau fotokopi dari sini?,fasilitas,fasilitas,0.9828470945358276,True,fasilitas,0.9828470945358276,cari_buku,0.005926894024014473,peraturan,0.004030241165310144 +hai admin ada buku novel terbaru karya penulis Indonesia?,cari_buku,cari_buku,0.985615611076355,True,cari_buku,0.985615611076355,fasilitas,0.005518827121704817,cara_pinjam,0.0037734340876340866 +selamat pagi bisa tanya jam operasional perpustakaan?,jam_layanan,jam_layanan,0.9826437830924988,True,jam_layanan,0.9826437830924988,cara_pinjam,0.0030261350329965353,peraturan,0.0028189728036522865 +Oke siap untuk berterima kasih kepada Anda,goodbye,goodbye,0.9868543148040771,True,goodbye,0.9868543148040771,greeting,0.00441480940207839,confirm,0.0024054483510553837 +"Selamat sore, bisakah kita minta maaf?",greeting,greeting,0.950594961643219,True,greeting,0.950594961643219,goodbye,0.0377986766397953,denied,0.0036088409833610058 +selamat sore bisa minta,greeting,greeting,0.9816283583641052,True,greeting,0.9816283583641052,goodbye,0.008478389121592045,denied,0.0024035105016082525 +maaf mau nanya kalau bukan sivitas boleh daftar tidak?,keanggotaan,keanggotaan,0.9855926632881165,True,keanggotaan,0.9855926632881165,cara_pinjam,0.0038058580830693245,denied,0.0020597067195922136 +halo kak cara cek status peminjaman buku bagaimana?,cara_pinjam,cara_pinjam,0.9705595374107361,True,cara_pinjam,0.9705595374107361,peraturan,0.01507794763892889,keanggotaan,0.005257831886410713 +are you on?,greeting,greeting,0.9666525721549988,True,greeting,0.9666525721549988,jam_layanan,0.011847684159874916,goodbye,0.008533937856554985 +hai admin bisa bantu info prosedur perpanjang keanggotaan?,keanggotaan,keanggotaan,0.9740064144134521,True,keanggotaan,0.9740064144134521,cara_pinjam,0.015477748587727547,peraturan,0.002703049685806036 +"Benar banget, itulah yang saya butuhkan",confirm,confirm,0.9833515286445618,True,confirm,0.9833515286445618,denied,0.008693013340234756,goodbye,0.0017026962013915181 +oke makasih ya sangat informatif,goodbye,goodbye,0.9866800904273987,True,goodbye,0.9866800904273987,greeting,0.004525159019976854,confirm,0.0018235808238387108 +selamat sore persyaratan daftar anggota perpus apa ya?,keanggotaan,keanggotaan,0.985665500164032,True,keanggotaan,0.985665500164032,cara_pinjam,0.0036940325517207384,peraturan,0.0022153060417622328 +ckp sekian saja terima kasih,goodbye,goodbye,0.987606942653656,True,goodbye,0.987606942653656,greeting,0.004190144129097462,denied,0.0019612633623182774 +ada akses wifi buat pengunjung umum? deh,fasilitas,fasilitas,0.9809867739677429,True,fasilitas,0.9809867739677429,peraturan,0.006996985990554094,cari_buku,0.004381726495921612 +I would love that,confirm,confirm,0.9596162438392639,True,confirm,0.9596162438392639,denied,0.03147432580590248,goodbye,0.001935156062245369 +ane bisa datang setelah kuliah jam 4 sore?,jam_layanan,jam_layanan,0.9801042079925537,True,jam_layanan,0.9801042079925537,cara_pinjam,0.004308043979108334,keanggotaan,0.003252154914662242 +im gonna go,goodbye,goodbye,0.9746861457824707,True,goodbye,0.9746861457824707,denied,0.011716138571500778,greeting,0.006936582271009684 +saya mau cari buku kedokteran yang bisa dibaca di tempat,cari_buku,cari_buku,0.9848704934120178,True,cari_buku,0.9848704934120178,fasilitas,0.005398423410952091,cara_pinjam,0.004624342545866966 +": excuse me, buku-buku bahasa inggris ada di lantai berapa?",cari_buku,cari_buku,0.9854654669761658,True,cari_buku,0.9854654669761658,fasilitas,0.004849799908697605,cara_pinjam,0.004304877482354641 +"tolong, bisa pinjam buku tanpa Kartu Anggota?",cara_pinjam,cara_pinjam,0.9806423783302307,True,cara_pinjam,0.9806423783302307,keanggotaan,0.00784935150295496,peraturan,0.003690953366458416 +selamat siang apakah anda disana?,greeting,greeting,0.983127236366272,True,greeting,0.983127236366272,goodbye,0.007057384122163057,denied,0.0025123211089521646 +Apakah tempat duduk di sudut itu bisa digunakan oleh mahasiswa?,fasilitas,fasilitas,0.9791377782821655,True,fasilitas,0.9791377782821655,peraturan,0.008660291321575642,cari_buku,0.0036801029928028584 +Jadi anggota gratis atau bayar?,keanggotaan,keanggotaan,0.9855105876922607,True,keanggotaan,0.9855105876922607,cara_pinjam,0.004628636874258518,peraturan,0.0020777303725481033 +Tolong dijawab ya prosedur meminjam buku referensi gimana terima kasih :,cara_pinjam,cara_pinjam,0.9824451804161072,True,cara_pinjam,0.9824451804161072,peraturan,0.004661449696868658,keanggotaan,0.003979365341365337 +saya bisa ke perpustakaan jam 7 malam?,jam_layanan,jam_layanan,0.9825255870819092,True,jam_layanan,0.9825255870819092,cara_pinjam,0.0035254713147878647,peraturan,0.0025858599692583084 +oke terima kasih banyak ya kak,goodbye,goodbye,0.9872586131095886,True,goodbye,0.9872586131095886,greeting,0.004705720115453005,denied,0.0016450174152851105 +hai admin bisa kasih info ga?,greeting,greeting,0.9847042560577393,True,greeting,0.9847042560577393,goodbye,0.0047788601368665695,denied,0.0023276770953089 +: Kapan terakhir kali pengunjung bisa masuk?,jam_layanan,jam_layanan,0.9835736751556396,True,jam_layanan,0.9835736751556396,cara_pinjam,0.003026817459613085,peraturan,0.002770615043118596 +denied,denied,denied,0.9523486495018005,True,denied,0.9523486495018005,confirm,0.035790540277957916,goodbye,0.004435108974575996 +excuse me saya guru bisa jadi anggota perpustakaan ga?,keanggotaan,keanggotaan,0.9835975766181946,True,keanggotaan,0.9835975766181946,cara_pinjam,0.004292069468647242,fasilitas,0.0023824216332286596 +NOOO I DON’T WANT IT,denied,denied,0.9836648106575012,True,denied,0.9836648106575012,confirm,0.00804155319929123,goodbye,0.002714415080845356 +selamat sore ada buku tentang entrepreneurship tidak ya?,cari_buku,cari_buku,0.9863199591636658,True,cari_buku,0.9863199591636658,fasilitas,0.004434856120496988,cara_pinjam,0.003928856924176216 +"Baiklah sekarang, ya ",denied,confirm,0.961792528629303,False,confirm,0.961792528629303,goodbye,0.022430554032325745,denied,0.0069749196991324425 +"udah, nggak usah lah",denied,denied,0.9817419648170471,True,denied,0.9817419648170471,confirm,0.006884261500090361,goodbye,0.005284463986754417 +q udah punya kartu tinggal tunjukin aja?,cara_pinjam,cara_pinjam,0.9806023836135864,True,cara_pinjam,0.9806023836135864,keanggotaan,0.005054866895079613,cari_buku,0.003095044521614909 +komik atau manga juga disediakan?,cari_buku,cari_buku,0.9850548505783081,True,cari_buku,0.9850548505783081,fasilitas,0.004554321523755789,cara_pinjam,0.004055175464600325 +kalau long weekend gini perpus buka atau tutup?,jam_layanan,jam_layanan,0.9835469722747803,True,jam_layanan,0.9835469722747803,cara_pinjam,0.0032181483693420887,peraturan,0.002776340115815401 +gimana prosedur kalau mau pinjam buku untuk seminggu?,cara_pinjam,cara_pinjam,0.9805538654327393,True,cara_pinjam,0.9805538654327393,keanggotaan,0.0065968711860477924,peraturan,0.004316588863730431 +nggak sampai segitu repotnya,denied,denied,0.9821703433990479,True,denied,0.9821703433990479,confirm,0.005963828880339861,goodbye,0.00540110282599926 +halo kak mau tanya cara perpanjang pinjaman buku gimana?,cara_pinjam,cara_pinjam,0.9781252145767212,True,cara_pinjam,0.9781252145767212,keanggotaan,0.006836865562945604,peraturan,0.006508656777441502 +Maaf nih. Maaf saya ingin bertanya kode pintu masuk perpustakaan ada ga?,peraturan,peraturan,0.968258798122406,True,peraturan,0.968258798122406,fasilitas,0.019681593403220177,keanggotaan,0.0029978000093251467 +hai admin bisa bantu info tentang perpanjangan keanggotaan?,keanggotaan,keanggotaan,0.9812520742416382,True,keanggotaan,0.9812520742416382,cara_pinjam,0.008733876049518585,peraturan,0.0021486959885805845 +sudah cukup makasih ya kak,goodbye,goodbye,0.9874150156974792,True,goodbye,0.9874150156974792,greeting,0.004827511962503195,denied,0.0018833978101611137 +"assalamualaikum, nyoba doang",greeting,greeting,0.983244001865387,True,greeting,0.983244001865387,goodbye,0.005637406371533871,denied,0.002817286876961589 +saya bukan mahasiswa sini boleh masuk perpus?,keanggotaan,keanggotaan,0.9840176701545715,True,keanggotaan,0.9840176701545715,cara_pinjam,0.003547876374796033,denied,0.0026233289390802383 +oke noted terima kasih sarannya,goodbye,goodbye,0.9866173267364502,True,goodbye,0.9866173267364502,greeting,0.005239119753241539,confirm,0.001939416746608913 +"Yah, yaudah, aku pergi.",goodbye,goodbye,0.9854345321655273,True,goodbye,0.9854345321655273,greeting,0.0046258545480668545,confirm,0.003715270198881626 +oke noted trims kasih sarannya,goodbye,goodbye,0.9850528836250305,True,goodbye,0.9850528836250305,greeting,0.006811009719967842,confirm,0.0018345252610743046 +"Siang kak tolong berikan jam layanan perpustakaan, terima kasih",jam_layanan,jam_layanan,0.9814210534095764,True,jam_layanan,0.9814210534095764,cara_pinjam,0.004056589677929878,greeting,0.002818261506035924 +halo kak peraturan penggunaan laptop di perpus bagaimana?,peraturan,peraturan,0.984946608543396,True,peraturan,0.984946608543396,fasilitas,0.004670438356697559,cara_pinjam,0.0030492832884192467 +Cek kabar? Coba!,greeting,greeting,0.9824272394180298,True,greeting,0.9824272394180298,goodbye,0.004151789005845785,denied,0.0031749012414366007 +Harus scan kartu pada awal masuk ya?,peraturan,peraturan,0.9498921632766724,True,peraturan,0.9498921632766724,keanggotaan,0.028578683733940125,cara_pinjam,0.012092254124581814 +kak peraturan penggunaan laptop di perpus bagaimana?,peraturan,peraturan,0.9848504066467285,True,peraturan,0.9848504066467285,fasilitas,0.004272315185517073,keanggotaan,0.003321176627650857 +kalau sy datang hari minggu perpustakaan buka ga?,jam_layanan,jam_layanan,0.9838796257972717,True,jam_layanan,0.9838796257972717,cara_pinjam,0.002836444415152073,peraturan,0.002412040252238512 +"kamu apakah Halo, bisa dibalas?",greeting,greeting,0.983299970626831,True,greeting,0.983299970626831,goodbye,0.005588921718299389,denied,0.0032126556616276503 +Ada internet yang bisa diakses oleh pengunjung umum?,fasilitas,fasilitas,0.9805204272270203,True,fasilitas,0.9805204272270203,peraturan,0.00672032218426466,cari_buku,0.005148499272763729 +g!,denied,denied,0.9814683198928833,True,denied,0.9814683198928833,confirm,0.008332239463925362,goodbye,0.0030021686106920242 +Ada buku referensi untuk skripsi teknik?,cari_buku,cari_buku,0.9846609234809875,True,cari_buku,0.9846609234809875,fasilitas,0.004750831518322229,cara_pinjam,0.004604248329997063 +sudah makasih ya kak,goodbye,goodbye,0.9873637557029724,True,goodbye,0.9873637557029724,greeting,0.004654822405427694,denied,0.00178929278627038 +ruang baca di lantai atas siapa dipakai bebas aja?,fasilitas,fasilitas,0.9773804545402527,True,fasilitas,0.9773804545402527,peraturan,0.009365355595946312,cari_buku,0.005875615403056145 +halo admin jam buka hari ini sampai jam berapa?,jam_layanan,jam_layanan,0.9833598136901855,True,jam_layanan,0.9833598136901855,cara_pinjam,0.0031369575299322605,peraturan,0.002661825390532613 +oy,greeting,greeting,0.9679810404777527,True,greeting,0.9679810404777527,goodbye,0.01982523314654827,confirm,0.004506226629018784 +ya itu boleh banget caranya,confirm,confirm,0.9857518076896667,True,confirm,0.9857518076896667,denied,0.00568782864138484,goodbye,0.0018605571240186691 +Saya ingin tahu lokasi Buku Psikologi Klinis .,cari_buku,cari_buku,0.9859656095504761,True,cari_buku,0.9859656095504761,fasilitas,0.0049364869482815266,cara_pinjam,0.004007101524621248 +Sistem pinjamannya hari ini menggunakan barcode atau manual?,cara_pinjam,cara_pinjam,0.982780933380127,True,cara_pinjam,0.982780933380127,keanggotaan,0.004573488142341375,peraturan,0.004272365476936102 +saya mau cari literatur kedokteran yang bisa dibaca di tempat,cari_buku,cari_buku,0.983617901802063,True,cari_buku,0.983617901802063,fasilitas,0.007729161996394396,cara_pinjam,0.0033408626914024353 +Selamat pagi ingin menemukan buku tentang pembelajaran mesin atau tidak?,cari_buku,cari_buku,0.9867188334465027,True,cari_buku,0.9867188334465027,fasilitas,0.0045901695266366005,cara_pinjam,0.003407206851989031 +fuck you im out,goodbye,goodbye,0.8452131748199463,True,goodbye,0.8452131748199463,denied,0.13100507855415344,greeting,0.00909939780831337 +permisi dapat meminjam buku tanpa kartu anggota atau tidak?,cara_pinjam,cara_pinjam,0.9824801683425903,True,cara_pinjam,0.9824801683425903,keanggotaan,0.0057606929913163185,peraturan,0.0036799039226025343 +"hai admin, bisa bilang apa saja?",greeting,greeting,0.9823022484779358,True,greeting,0.9823022484779358,goodbye,0.005579705815762281,denied,0.003533500013872981 +anjut bos,confirm,goodbye,0.85219407081604,False,goodbye,0.85219407081604,greeting,0.13565075397491455,confirm,0.003798173973336816 +saya kehilangan kartu masih bisa masuk?,keanggotaan,keanggotaan,0.9831204414367676,True,keanggotaan,0.9831204414367676,cara_pinjam,0.006470106076449156,peraturan,0.0027144888881593943 +saya cari jurnal ekonomi ada?,cari_buku,cari_buku,0.9833266139030457,True,cari_buku,0.9833266139030457,fasilitas,0.008705594576895237,cara_pinjam,0.002276141894981265 +"Maaf saya akan bertanya, itu seharusnya tidak ada sivitas akademika, bolehkah daftar?",keanggotaan,keanggotaan,0.9802958369255066,True,keanggotaan,0.9802958369255066,cara_pinjam,0.004024372901767492,denied,0.0039049573242664337 +cek halomu? coba!,greeting,greeting,0.9834094047546387,True,greeting,0.9834094047546387,goodbye,0.004062959924340248,denied,0.0033507945481687784 +yaudah gw cabut,goodbye,goodbye,0.9874134063720703,True,goodbye,0.9874134063720703,greeting,0.00401411484926939,denied,0.002281716326251626 +kalau pinjam buku digital caranya beda?,cara_pinjam,cara_pinjam,0.9771471619606018,True,cara_pinjam,0.9771471619606018,keanggotaan,0.007726582232862711,peraturan,0.006718844175338745 +selamat siang perpustakaan ya? raya buka tidak hari,jam_layanan,jam_layanan,0.9833780527114868,True,jam_layanan,0.9833780527114868,cara_pinjam,0.003034267807379365,greeting,0.002740878378972411 +approved,confirm,confirm,0.9777377843856812,True,confirm,0.9777377843856812,denied,0.010224171914160252,goodbye,0.0025393147952854633 +selamat siang disana? anda apakah,greeting,greeting,0.982677161693573,True,greeting,0.982677161693573,goodbye,0.0067418040707707405,denied,0.002851318335160613 +Perpus menyediakan loker penyimpanan barang?,fasilitas,fasilitas,0.9806247353553772,True,fasilitas,0.9806247353553772,peraturan,0.0075586289167404175,cari_buku,0.005021767225116491 +hai admin bisa bantu info cara perpanjang keanggotaan?,keanggotaan,keanggotaan,0.9826111197471619,True,keanggotaan,0.9826111197471619,cara_pinjam,0.007501276675611734,greeting,0.0019036552403122187 +kalau telat balikin buku dendanya berapa?,peraturan,peraturan,0.9801779389381409,True,peraturan,0.9801779389381409,cara_pinjam,0.008653620257973671,keanggotaan,0.0031968725379556417 +hell nah nigga,denied,denied,0.9851875305175781,True,denied,0.9851875305175781,confirm,0.006286280229687691,goodbye,0.0025111022405326366 +hai kak perpus bulan puasa jam berapa tutupnya?,jam_layanan,jam_layanan,0.9835184812545776,True,jam_layanan,0.9835184812545776,cara_pinjam,0.0030470462515950203,peraturan,0.0026274260599166155 +excuse me boleh ga? hp di ruang baca charge,peraturan,peraturan,0.9655578136444092,True,peraturan,0.9655578136444092,denied,0.007886795327067375,keanggotaan,0.007327754981815815 +"Selamat siang, apakah perpustakaan hari raya buka?",jam_layanan,jam_layanan,0.9834591746330261,True,jam_layanan,0.9834591746330261,cara_pinjam,0.00286174681968987,greeting,0.002669941633939743 +Baiklah terima kasih ,goodbye,goodbye,0.9869678616523743,True,goodbye,0.9869678616523743,greeting,0.004067103844136,confirm,0.0021604448556900024 +ada buku-buku referensi untuk skripsi teknik?,cari_buku,cari_buku,0.9851818680763245,True,cari_buku,0.9851818680763245,fasilitas,0.004985528998076916,cara_pinjam,0.0042880382388830185 +saya baru pindahan bisa daftar jadi anggota?,keanggotaan,keanggotaan,0.9817853569984436,True,keanggotaan,0.9817853569984436,cara_pinjam,0.007058638148009777,denied,0.0020874678157269955 +siang kak tolong carikan buku tentang leadership dong makasih,cari_buku,cari_buku,0.9868942499160767,True,cari_buku,0.9868942499160767,fasilitas,0.003989565651863813,cara_pinjam,0.003649127436801791 +permisi fasilitas toilet ada di lantai berapa ya?,fasilitas,fasilitas,0.9740593433380127,True,fasilitas,0.9740593433380127,peraturan,0.01134305540472269,cari_buku,0.006782064214348793 +apakah ada komputer umum di perpus?,fasilitas,fasilitas,0.9751244783401489,True,fasilitas,0.9751244783401489,peraturan,0.011610685847699642,cari_buku,0.006517508998513222 +Ada aturan tentang pakaian di Perpustakaan?,peraturan,peraturan,0.9867772459983826,True,peraturan,0.9867772459983826,cara_pinjam,0.003159161191433668,keanggotaan,0.002835487248376012 +"Excuse me, ada ruang santai atau ruang tamu?",fasilitas,fasilitas,0.9804465174674988,True,fasilitas,0.9804465174674988,cari_buku,0.00691625289618969,peraturan,0.005209582392126322 +"Halo Kak, Ruang Diskusi bisa dipesan ga?",fasilitas,fasilitas,0.9797652363777161,True,fasilitas,0.9797652363777161,cari_buku,0.00784418173134327,peraturan,0.005367009434849024 +A: mau tanya ada buku komputasi awan ga ya?,cari_buku,cari_buku,0.9862655997276306,True,cari_buku,0.9862655997276306,fasilitas,0.004490142688155174,cara_pinjam,0.0037439612206071615 +hai admin ada bacaan novel terbaru karya penulis Indonesia?,cari_buku,cari_buku,0.9846847057342529,True,cari_buku,0.9846847057342529,fasilitas,0.00635365629568696,cara_pinjam,0.0032362539786845446 +maaf mau nanya kalau bukan sivitas akademika boleh list tidak?,keanggotaan,keanggotaan,0.9806429147720337,True,keanggotaan,0.9806429147720337,cara_pinjam,0.005240435246378183,denied,0.0027991358656436205 +"Udahan dulu ya, aku senang sekali ",goodbye,goodbye,0.9855872392654419,True,goodbye,0.9855872392654419,greeting,0.00440165214240551,denied,0.00279021798633039 +Periksa halo? Mencoba!,greeting,greeting,0.9829234480857849,True,greeting,0.9829234480857849,goodbye,0.004479521419852972,denied,0.0035841946955770254 +selamat sore bisa pinjam lebih dari 3 buku sekaligus ga?,cara_pinjam,cara_pinjam,0.9825676083564758,True,cara_pinjam,0.9825676083564758,keanggotaan,0.0059616537764668465,peraturan,0.003331756917759776 +: apakah aku mau ke kampus malam ini masih dilayani?,jam_layanan,jam_layanan,0.9822099208831787,True,jam_layanan,0.9822099208831787,cara_pinjam,0.0030121055897325277,keanggotaan,0.002760743023827672 +males ah!,denied,denied,0.9850032925605774,True,denied,0.9850032925605774,confirm,0.005984993185847998,goodbye,0.00316977733746171 +"halo, salam kenal saya ",greeting,greeting,0.9532003402709961,True,greeting,0.9532003402709961,goodbye,0.03647705912590027,denied,0.0031836992129683495 +"Siapa ruang baca di lantai atas, siapa yang bebas digunakan?",fasilitas,fasilitas,0.974024772644043,True,fasilitas,0.974024772644043,peraturan,0.012441154569387436,cari_buku,0.006386290304362774 +boleh bawa ringan ke ruang baca?,peraturan,peraturan,0.9705498814582825,True,peraturan,0.9705498814582825,keanggotaan,0.01590222306549549,cara_pinjam,0.004187033046036959 +Halo kak mau tanya perpus buka hari libur?,jam_layanan,jam_layanan,0.9831288456916809,True,jam_layanan,0.9831288456916809,cara_pinjam,0.0029012798331677914,peraturan,0.0027192081324756145 +saya anak SMA bisa daftar jadi anggota?,keanggotaan,keanggotaan,0.9822484254837036,True,keanggotaan,0.9822484254837036,cara_pinjam,0.003732641227543354,greeting,0.0029797551687806845 +selamat sore bisa minta tolong?,greeting,greeting,0.9804250597953796,True,greeting,0.9804250597953796,goodbye,0.007838360965251923,jam_layanan,0.0030372801702469587 +selamat siang perpustakaan hari raya buka tidak ya?,jam_layanan,jam_layanan,0.9838623404502869,True,jam_layanan,0.9838623404502869,cara_pinjam,0.0027601653710007668,greeting,0.002663092687726021 +tidak usah repot-repot beigtu,denied,denied,0.9827986359596252,True,denied,0.9827986359596252,goodbye,0.005694210529327393,confirm,0.004760771058499813 +engga usah dibuat susah bro,denied,denied,0.9832709431648254,True,denied,0.9832709431648254,confirm,0.007728959433734417,goodbye,0.003414330305531621 +engga usah dibuat susah,denied,denied,0.9823071956634521,True,denied,0.9823071956634521,confirm,0.008886901661753654,goodbye,0.003010175423696637 +selamat pagi mau daftar anggota perpustakaan caranya gimana?,keanggotaan,keanggotaan,0.9846659898757935,True,keanggotaan,0.9846659898757935,cara_pinjam,0.0047437818720936775,denied,0.001861214404925704 +oke cocok banget sama kebutuhannya,confirm,confirm,0.9827432632446289,True,confirm,0.9827432632446289,denied,0.009501570835709572,goodbye,0.0014400356449186802 +mau tanya dong denda keterlambatan per berapa ya terima kasih,peraturan,peraturan,0.9867189526557922,True,peraturan,0.9867189526557922,cara_pinjam,0.0033707860857248306,keanggotaan,0.002694707131013274 +approved.,confirm,confirm,0.980960488319397,True,confirm,0.980960488319397,denied,0.009067556820809841,goodbye,0.0022672784980386496 +Anggota perpustakaan dapat mengakses semua buku ya?,keanggotaan,keanggotaan,0.9858736991882324,True,keanggotaan,0.9858736991882324,cara_pinjam,0.004094074014574289,peraturan,0.0026747260708361864 +makasih bang,goodbye,goodbye,0.9843420386314392,True,goodbye,0.9843420386314392,greeting,0.006237944588065147,confirm,0.002246690448373556 +gua setuju!,confirm,confirm,0.9754689931869507,True,confirm,0.9754689931869507,denied,0.01513609103858471,goodbye,0.002062708605080843 +"halo kak, peraturan penggunaan laptop di setiap UKM itu apa?",peraturan,peraturan,0.985612154006958,True,peraturan,0.985612154006958,fasilitas,0.0035020546056330204,cara_pinjam,0.0030688478145748377 +sistem pinjam sekarang pake barcode atau manual?,cara_pinjam,cara_pinjam,0.981567919254303,True,cara_pinjam,0.981567919254303,keanggotaan,0.006221889518201351,peraturan,0.0037862882018089294 +tanya mau dong ada lift untuk ke lantai atas terima kasih,fasilitas,fasilitas,0.9758267998695374,True,fasilitas,0.9758267998695374,peraturan,0.008362464606761932,cari_buku,0.006949513219296932 +Maaf. Bolehkah saya membantu menemukan buku statistik untuk penelitian Anda?,cari_buku,cari_buku,0.9859975576400757,True,cari_buku,0.9859975576400757,fasilitas,0.005437888670712709,cara_pinjam,0.003065564436838031 +would I love that,confirm,confirm,0.9404199719429016,True,confirm,0.9404199719429016,denied,0.04733023792505264,greeting,0.004796250723302364 +"P, Check fungsi.",greeting,greeting,0.9776293039321899,True,greeting,0.9776293039321899,cari_buku,0.004578531254082918,confirm,0.0038809028919786215 +anggota bisa bawa laptop sendiri ke ruang baca?,keanggotaan,keanggotaan,0.9788560271263123,True,keanggotaan,0.9788560271263123,peraturan,0.0073453099466860294,fasilitas,0.004554884508252144 +anjut bos!,confirm,goodbye,0.9700844287872314,False,goodbye,0.9700844287872314,greeting,0.021766722202301025,confirm,0.00245694094337523 diff --git a/test_results/test_run_20250702_152814/misclassified_examples.csv b/test_results/test_run_20250702_152814/misclassified_examples.csv new file mode 100644 index 0000000000000000000000000000000000000000..786a2e72c5f0409ca11842fedf3f042764e94117 --- /dev/null +++ b/test_results/test_run_20250702_152814/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,0.9772554,0.007800255,denied,0.9772554,goodbye,0.007800255,confirm,0.0071570864,14,3 +11,Fuck You Im Out .,goodbye,denied,0.8079321,0.1599206,denied,0.8079321,goodbye,0.1599206,confirm,0.012856031,17,5 +34,Selamat malam apakah masih bisa dilayani?,greeting,jam_layanan,0.9606884,0.01805464,jam_layanan,0.9606884,greeting,0.01805464,cara_pinjam,0.004284373,41,6 +51,excuse me kalau mau buku caranya gimana?,cara_pinjam,cari_buku,0.5353629,0.43831566,cari_buku,0.5353629,cara_pinjam,0.43831566,peraturan,0.007263049,40,7 +84,"Pagi, aku disini.",greeting,goodbye,0.59459805,0.38673085,goodbye,0.59459805,greeting,0.38673085,denied,0.006382781,17,3 +96,Ada respon nggak nih?,greeting,jam_layanan,0.62662894,0.2529818,jam_layanan,0.62662894,greeting,0.2529818,cari_buku,0.03058178,21,4 +104,"Aslmkm, mau minta maaf nih ",greeting,goodbye,0.90091115,0.062069345,goodbye,0.90091115,greeting,0.062069345,denied,0.028715441,27,5 +111,Harus daftar dulu dulu ga buay buku?,cara_pinjam,keanggotaan,0.92264235,0.057134207,keanggotaan,0.92264235,cara_pinjam,0.057134207,cari_buku,0.0046038413,36,7 +137,ayo dong,confirm,greeting,0.981652,0.0023018494,greeting,0.981652,goodbye,0.008132427,denied,0.0031523164,8,2 +165,Adios Negros,goodbye,greeting,0.8209093,0.16319652,greeting,0.8209093,goodbye,0.16319652,denied,0.005223815,12,2 +167,selamat malam masih bisa dilayani?,greeting,jam_layanan,0.9126696,0.060073666,jam_layanan,0.9126696,greeting,0.060073666,cara_pinjam,0.005463925,34,5 +176,gaskan min!,confirm,greeting,0.9672175,0.011866525,greeting,0.9672175,confirm,0.011866525,goodbye,0.009934118,11,2 +180,"Oke, siap untuk memberikan bimbingan ini ,",goodbye,greeting,0.45503783,0.32009432,greeting,0.45503783,goodbye,0.32009432,confirm,0.17768162,42,7 +249,selamat bisa masih malam dilayani?,greeting,jam_layanan,0.9789914,0.004896381,jam_layanan,0.9789914,greeting,0.004896381,cara_pinjam,0.004095125,34,5 +275,deal,confirm,denied,0.82823896,0.10927129,denied,0.82823896,confirm,0.10927129,greeting,0.020067556,4,1 +313,"Baiklah sekarang, ya ",denied,confirm,0.9617925,0.0069749197,confirm,0.9617925,goodbye,0.022430554,denied,0.0069749197,21,3 +351,anjut bos,confirm,goodbye,0.8521941,0.003798174,goodbye,0.8521941,greeting,0.13565075,confirm,0.003798174,9,2 +409,anjut bos!,confirm,goodbye,0.9700844,0.002456941,goodbye,0.9700844,greeting,0.021766722,confirm,0.002456941,10,2 diff --git a/test_results/test_run_20250702_152814/overall_metrics.json b/test_results/test_run_20250702_152814/overall_metrics.json new file mode 100644 index 0000000000000000000000000000000000000000..4962a7320c5f640cfeaeac2628394b222538edf3 --- /dev/null +++ b/test_results/test_run_20250702_152814/overall_metrics.json @@ -0,0 +1,15 @@ +{ + "accuracy": 0.9560975609756097, + "macro_precision": 0.9566572516430712, + "macro_recall": 0.9560975609756097, + "macro_f1": 0.9557288886398974, + "micro_precision": 0.9560975609756097, + "micro_recall": 0.9560975609756097, + "micro_f1": 0.9560975609756097, + "weighted_precision": 0.9566572516430714, + "weighted_recall": 0.9560975609756097, + "weighted_f1": 0.9557288886398972, + "matthews_corr_coef": 0.9513641551926126, + "total_samples": 410, + "num_classes": 10 +} \ No newline at end of file diff --git a/test_results/test_run_20250702_152814/per_class_metrics.csv b/test_results/test_run_20250702_152814/per_class_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..3e62d5bcb97b83d3a1379b32ab7e32545c53150c --- /dev/null +++ b/test_results/test_run_20250702_152814/per_class_metrics.csv @@ -0,0 +1,11 @@ +class,precision,recall,f1_score,support +cara_pinjam,1.0,0.9512195121951219,0.975,41 +cari_buku,0.9761904761904762,1.0,0.9879518072289156,41 +confirm,0.972972972972973,0.8780487804878049,0.9230769230769231,41 +denied,0.9302325581395349,0.975609756097561,0.9523809523809523,41 +fasilitas,1.0,1.0,1.0,41 +goodbye,0.9024390243902439,0.9024390243902439,0.9024390243902439,41 +greeting,0.8974358974358975,0.8536585365853658,0.875,41 +jam_layanan,0.9111111111111111,1.0,0.9534883720930233,41 +keanggotaan,0.9761904761904762,1.0,0.9879518072289156,41 +peraturan,1.0,1.0,1.0,41 diff --git a/test_results/test_run_20250702_152814/per_class_metrics.png b/test_results/test_run_20250702_152814/per_class_metrics.png new file mode 100644 index 0000000000000000000000000000000000000000..2dff534b44cc1daf3ebb26a5c1dc66c0365aecbd --- /dev/null +++ b/test_results/test_run_20250702_152814/per_class_metrics.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c433eb44801f1b505be91f79ecee186875fa3938f91244a1de4a4b8505b2a3e4 +size 146807 diff --git a/test_results/test_run_20250702_152814/summary_report.txt b/test_results/test_run_20250702_152814/summary_report.txt new file mode 100644 index 0000000000000000000000000000000000000000..a4ecef8489809924d348428d53b7d5cb9be4790a --- /dev/null +++ b/test_results/test_run_20250702_152814/summary_report.txt @@ -0,0 +1,64 @@ +================================================================================ +MODEL EVALUATION SUMMARY REPORT +================================================================================ +Test Run Timestamp: 20250702_152814 +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: 0.9711 +Std confidence: 0.0544 +Mean confidence (correct): 0.9773 +Mean confidence (incorrect): 0.8364 + +TOP 5 PERFORMING CLASSES (by F1-Score) +---------------------------------------- +fasilitas: F1=1.000, Precision=1.000, Recall=1.000 +peraturan: F1=1.000, Precision=1.000, Recall=1.000 +cari_buku: F1=0.988, Precision=0.976, Recall=1.000 +keanggotaan: F1=0.988, Precision=0.976, Recall=1.000 +cara_pinjam: F1=0.975, Precision=1.000, Recall=0.951 + +WORST 5 PERFORMING CLASSES (by F1-Score) +---------------------------------------- +greeting: F1=0.875, Precision=0.897, Recall=0.854 +goodbye: F1=0.902, Precision=0.902, Recall=0.902 +confirm: F1=0.923, Precision=0.973, Recall=0.878 +denied: F1=0.952, Precision=0.930, Recall=0.976 +jam_layanan: F1=0.953, Precision=0.911, Recall=1.000 + +TOP 10 MOST CONFUSED CLASS PAIRS +---------------------------------------- +greeting → jam_layanan: 4 errors (9.8%) +confirm → goodbye: 2 errors (4.9%) +goodbye → greeting: 2 errors (4.9%) +greeting → goodbye: 2 errors (4.9%) +goodbye → denied: 2 errors (4.9%) +confirm → greeting: 2 errors (4.9%) +cara_pinjam → keanggotaan: 1 errors (2.4%) +cara_pinjam → cari_buku: 1 errors (2.4%) +denied → confirm: 1 errors (2.4%) +confirm → denied: 1 errors (2.4%) + +MISCLASSIFICATION SUMMARY +---------------------------------------- +Total misclassified: 18 +Misclassification rate: 4.39% +Mean confidence of misclassified: 0.8364 + +================================================================================ \ No newline at end of file diff --git a/test_results/test_run_20250702_152814/top_confused_examples.csv b/test_results/test_run_20250702_152814/top_confused_examples.csv new file mode 100644 index 0000000000000000000000000000000000000000..ec8bcd6512c492dde793a9543086402de6ff24dc --- /dev/null +++ b/test_results/test_run_20250702_152814/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 +180,"Oke, siap untuk memberikan bimbingan ini ,",goodbye,greeting,0.45503783,0.32009432,greeting,0.45503783,goodbye,0.32009432,confirm,0.17768162,42,7 +51,excuse me kalau mau buku caranya gimana?,cara_pinjam,cari_buku,0.5353629,0.43831566,cari_buku,0.5353629,cara_pinjam,0.43831566,peraturan,0.007263049,40,7 +84,"Pagi, aku disini.",greeting,goodbye,0.59459805,0.38673085,goodbye,0.59459805,greeting,0.38673085,denied,0.006382781,17,3 +96,Ada respon nggak nih?,greeting,jam_layanan,0.62662894,0.2529818,jam_layanan,0.62662894,greeting,0.2529818,cari_buku,0.03058178,21,4 +11,Fuck You Im Out .,goodbye,denied,0.8079321,0.1599206,denied,0.8079321,goodbye,0.1599206,confirm,0.012856031,17,5 +165,Adios Negros,goodbye,greeting,0.8209093,0.16319652,greeting,0.8209093,goodbye,0.16319652,denied,0.005223815,12,2 +275,deal,confirm,denied,0.82823896,0.10927129,denied,0.82823896,confirm,0.10927129,greeting,0.020067556,4,1 +351,anjut bos,confirm,goodbye,0.8521941,0.003798174,goodbye,0.8521941,greeting,0.13565075,confirm,0.003798174,9,2 +104,"Aslmkm, mau minta maaf nih ",greeting,goodbye,0.90091115,0.062069345,goodbye,0.90091115,greeting,0.062069345,denied,0.028715441,27,5 +167,selamat malam masih bisa dilayani?,greeting,jam_layanan,0.9126696,0.060073666,jam_layanan,0.9126696,greeting,0.060073666,cara_pinjam,0.005463925,34,5 +111,Harus daftar dulu dulu ga buay buku?,cara_pinjam,keanggotaan,0.92264235,0.057134207,keanggotaan,0.92264235,cara_pinjam,0.057134207,cari_buku,0.0046038413,36,7 +34,Selamat malam apakah masih bisa dilayani?,greeting,jam_layanan,0.9606884,0.01805464,jam_layanan,0.9606884,greeting,0.01805464,cara_pinjam,0.004284373,41,6 +313,"Baiklah sekarang, ya ",denied,confirm,0.9617925,0.0069749197,confirm,0.9617925,goodbye,0.022430554,denied,0.0069749197,21,3 +176,gaskan min!,confirm,greeting,0.9672175,0.011866525,greeting,0.9672175,confirm,0.011866525,goodbye,0.009934118,11,2 +409,anjut bos!,confirm,goodbye,0.9700844,0.002456941,goodbye,0.9700844,greeting,0.021766722,confirm,0.002456941,10,2 +9,Fuck YouIm Out,goodbye,denied,0.9772554,0.007800255,denied,0.9772554,goodbye,0.007800255,confirm,0.0071570864,14,3 +249,selamat bisa masih malam dilayani?,greeting,jam_layanan,0.9789914,0.004896381,jam_layanan,0.9789914,greeting,0.004896381,cara_pinjam,0.004095125,34,5 +137,ayo dong,confirm,greeting,0.981652,0.0023018494,greeting,0.981652,goodbye,0.008132427,denied,0.0031523164,8,2 diff --git a/test_results/test_run_20250702_152925/classification_report.json b/test_results/test_run_20250702_152925/classification_report.json new file mode 100644 index 0000000000000000000000000000000000000000..0a076ba7efe12ca393c6e09b3d623749d637880a --- /dev/null +++ b/test_results/test_run_20250702_152925/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 + } +} \ No newline at end of file diff --git a/test_results/test_run_20250702_152925/confidence_analysis.json b/test_results/test_run_20250702_152925/confidence_analysis.json new file mode 100644 index 0000000000000000000000000000000000000000..82b303a6129075b56bc852ede230e2adeec7de79 --- /dev/null +++ b/test_results/test_run_20250702_152925/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 +} \ No newline at end of file diff --git a/test_results/test_run_20250702_152925/confidence_analysis.png b/test_results/test_run_20250702_152925/confidence_analysis.png new file mode 100644 index 0000000000000000000000000000000000000000..3a8e0dc5fd3110169cf61f1c01bc24b2a9843017 --- /dev/null +++ b/test_results/test_run_20250702_152925/confidence_analysis.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7d5008883b1ddf2ef6adb5f00c2969612665f584635546e7105fc2a3d3294c63 +size 370271 diff --git a/test_results/test_run_20250702_152925/confused_pairs.csv b/test_results/test_run_20250702_152925/confused_pairs.csv new file mode 100644 index 0000000000000000000000000000000000000000..781dcba84c5897f5cb4adf06d0dd1c278452b835 --- /dev/null +++ b/test_results/test_run_20250702_152925/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 diff --git a/test_results/test_run_20250702_152925/confusion_matrix_absolute.png b/test_results/test_run_20250702_152925/confusion_matrix_absolute.png new file mode 100644 index 0000000000000000000000000000000000000000..a171b10b234f7ecd58d9199fe51443b9340b3d80 --- /dev/null +++ b/test_results/test_run_20250702_152925/confusion_matrix_absolute.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:72a43c6d3db50305e249fcd934d9d051267459145337024f26253ddfd8478811 +size 286081 diff --git a/test_results/test_run_20250702_152925/confusion_matrix_normalized.png b/test_results/test_run_20250702_152925/confusion_matrix_normalized.png new file mode 100644 index 0000000000000000000000000000000000000000..223479239ffd8202e637f57031159f413f15c936 --- /dev/null +++ b/test_results/test_run_20250702_152925/confusion_matrix_normalized.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c765d599e4b8d1b9bb90cb6fff73f13126b9cd03f9ecc4e10ccafd00287f21c4 +size 333486 diff --git a/test_results/test_run_20250702_152925/detailed_predictions.csv b/test_results/test_run_20250702_152925/detailed_predictions.csv new file mode 100644 index 0000000000000000000000000000000000000000..6d93fd0e6b495018c2a68f641f994f0a3ab32018 --- /dev/null +++ b/test_results/test_run_20250702_152925/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,0.9793941378593445,True,fasilitas,0.9793941378593445,cari_buku,0.006888165138661861,peraturan,0.006724915001541376 +tak nak,denied,denied,0.9851464629173279,True,denied,0.9851464629173279,confirm,0.005437616258859634,goodbye,0.003127273404970765 +batalkan saja ,denied,denied,0.9841485023498535,True,denied,0.9841485023498535,confirm,0.007813574746251106,goodbye,0.0023004424292594194 +YEEEAAAHHH,confirm,confirm,0.980890154838562,True,confirm,0.980890154838562,denied,0.009882883168756962,goodbye,0.00219126814045012 +selamat pagi mau cari buku tentang machine learning ada tidak?,cari_buku,cari_buku,0.9857004880905151,True,cari_buku,0.9857004880905151,fasilitas,0.005812222603708506,cara_pinjam,0.003220911603420973 +saya bisa pinjam langsung atau harus isi formulir?,cara_pinjam,cara_pinjam,0.9636459350585938,True,cara_pinjam,0.9636459350585938,keanggotaan,0.023385675624012947,peraturan,0.0035560782998800278 +apa semua pengunjung harus isi buku tamu?,peraturan,peraturan,0.985931396484375,True,peraturan,0.985931396484375,cara_pinjam,0.0038765438366681337,keanggotaan,0.002918224548920989 +"oke silakan, terima kasih ya, sangat informatif.",goodbye,goodbye,0.98554927110672,True,goodbye,0.98554927110672,greeting,0.004630416631698608,confirm,0.002234285231679678 +saya bisa datang setelah kuliah jam 4 sore?,jam_layanan,jam_layanan,0.9790462255477905,True,jam_layanan,0.9790462255477905,cara_pinjam,0.004451468121260405,greeting,0.0032033107709139585 +Fuck YouIm Out,goodbye,denied,0.9772554039955139,False,denied,0.9772554039955139,goodbye,0.007800254970788956,confirm,0.00715708639472723 +"emoh, ga butuh sekarang",denied,denied,0.9831055998802185,True,denied,0.9831055998802185,confirm,0.0061149438843131065,goodbye,0.004526086617261171 +Fuck You Im Out .,goodbye,denied,0.8079320788383484,False,denied,0.8079320788383484,goodbye,0.1599206030368805,confirm,0.012856030836701393 +excuse me perpustakaan weekend buka ga kak?,jam_layanan,jam_layanan,0.9836428165435791,True,jam_layanan,0.9836428165435791,cara_pinjam,0.002915621269494295,greeting,0.0023488884326070547 +halo kak kartu anggota saya rusak bisa diganti tidak?,keanggotaan,keanggotaan,0.9844468235969543,True,keanggotaan,0.9844468235969543,cara_pinjam,0.00532825430855155,peraturan,0.0026791135314852 +g,denied,denied,0.982329785823822,True,denied,0.982329785823822,confirm,0.007380451541393995,goodbye,0.0030185526702553034 +betul lanjutkan bang lah,confirm,confirm,0.9833472371101379,True,confirm,0.9833472371101379,denied,0.007412132807075977,goodbye,0.00262124789878726 +buka sampai jam berapa kalau hari Jumat?,jam_layanan,jam_layanan,0.98296058177948,True,jam_layanan,0.98296058177948,cara_pinjam,0.0034986636601388454,peraturan,0.0027324960101395845 +ada kitab tentang kecerdasan buatan di sini?,cari_buku,cari_buku,0.9864192605018616,True,cari_buku,0.9864192605018616,fasilitas,0.0044005261734128,cara_pinjam,0.00408799946308136 +siang kak tolong jelaskan step by step cara pinjam buku dong makasih,cara_pinjam,cara_pinjam,0.9823576211929321,True,cara_pinjam,0.9823576211929321,peraturan,0.004713104106485844,keanggotaan,0.004441378638148308 +Bisa bantu cariin Buku Biografi Supriono?,cari_buku,cari_buku,0.9861305356025696,True,cari_buku,0.9861305356025696,fasilitas,0.004341192543506622,cara_pinjam,0.003942635841667652 +boleh ngajak teman diskusi pelan di ruang baca?,peraturan,peraturan,0.9867962598800659,True,peraturan,0.9867962598800659,keanggotaan,0.002933785319328308,cara_pinjam,0.002914383541792631 +udahan dulu ya makasih banget,goodbye,goodbye,0.9874994158744812,True,goodbye,0.9874994158744812,greeting,0.004196709953248501,denied,0.0018366267904639244 +gmn prosedur kalau mau pinjam buku untuk seminggu?,cara_pinjam,cara_pinjam,0.981419563293457,True,cara_pinjam,0.981419563293457,keanggotaan,0.005914154928177595,peraturan,0.004162123892456293 +: saya bertanya lokasi dari buku psikologi klinis.,cari_buku,cari_buku,0.9720244407653809,True,cari_buku,0.9720244407653809,fasilitas,0.01793861761689186,greeting,0.002673937939107418 +"Explain me, ada area santai atau area beristirahat ga?",fasilitas,fasilitas,0.9810457229614258,True,fasilitas,0.9810457229614258,cari_buku,0.006683330051600933,peraturan,0.004576302133500576 +saya mau tau lokasi buku tentang psikologi klinis,cari_buku,cari_buku,0.9859236478805542,True,cari_buku,0.9859236478805542,cara_pinjam,0.004264180548489094,fasilitas,0.0042047095485031605 +hai admin boleh tidur di ruang baca kalau capek?,peraturan,peraturan,0.9855895638465881,True,peraturan,0.9855895638465881,keanggotaan,0.0035894927568733692,cara_pinjam,0.0028296513482928276 +bisa pakai colokan listrik buat laptop?,fasilitas,fasilitas,0.9824686050415039,True,fasilitas,0.9824686050415039,cari_buku,0.005097490269690752,peraturan,0.004988779779523611 +"Halo bot, kamu ihdup?",greeting,greeting,0.9816001057624817,True,greeting,0.9816001057624817,goodbye,0.006634484976530075,denied,0.003749179420992732 +sip mantap,confirm,confirm,0.9848009347915649,True,confirm,0.9848009347915649,denied,0.006158886477351189,goodbye,0.0025292234495282173 +NB: mau tanya denda keterlambatan per harinya berapa ya?,peraturan,peraturan,0.9867983460426331,True,peraturan,0.9867983460426331,cara_pinjam,0.003781601320952177,keanggotaan,0.0023015826009213924 +"Baiklah terima kasih banyak, kak ",goodbye,goodbye,0.9872307181358337,True,goodbye,0.9872307181358337,greeting,0.0044813817366957664,denied,0.0016869324026629329 +Ini pencerahan terima kasih ,goodbye,goodbye,0.9865342378616333,True,goodbye,0.9865342378616333,greeting,0.005107598379254341,confirm,0.0018343277042731643 +saya udah punya kartu tinggal tunjukin aja?,cara_pinjam,cara_pinjam,0.9813344478607178,True,cara_pinjam,0.9813344478607178,keanggotaan,0.004525383934378624,cari_buku,0.0034352464135736227 +Selamat malam apakah masih bisa dilayani?,greeting,jam_layanan,0.9606884121894836,False,jam_layanan,0.9606884121894836,greeting,0.018054639920592308,cara_pinjam,0.004284373018890619 +hai admin durasi peminjaman buku maksimal berapa lama?,cara_pinjam,cara_pinjam,0.9791553616523743,True,cara_pinjam,0.9791553616523743,peraturan,0.008056920021772385,keanggotaan,0.004064456559717655 +saya jadi SMA bisa daftar anak anggota?,keanggotaan,keanggotaan,0.9841247797012329,True,keanggotaan,0.9841247797012329,cara_pinjam,0.00353075354360044,denied,0.0022461977787315845 +"Hai Admin, bisa kasih info?",greeting,greeting,0.9851969480514526,True,greeting,0.9851969480514526,goodbye,0.005723949987441301,denied,0.0018806541338562965 +"Gaskan, min!",confirm,confirm,0.9691036939620972,True,confirm,0.9691036939620972,greeting,0.011697729118168354,denied,0.008639289066195488 +kapan terakhir pengunjung bisa masuk?,jam_layanan,jam_layanan,0.9832683205604553,True,jam_layanan,0.9832683205604553,peraturan,0.0031681330874562263,cara_pinjam,0.0029522981494665146 +boleh tuh,confirm,confirm,0.9853671789169312,True,confirm,0.9853671789169312,denied,0.0057394253090023994,greeting,0.0016290133353322744 +sudah terjawab semua wassalamualaikum,goodbye,goodbye,0.9869503378868103,True,goodbye,0.9869503378868103,greeting,0.005537498742341995,denied,0.0016682238783687353 +"hai, halo, ada pertanyaan yang ingin ditanyakan .",greeting,greeting,0.9813597202301025,True,greeting,0.9813597202301025,goodbye,0.006673906929790974,denied,0.0029940239619463682 +ada aturan soal pakaian di perpus?,peraturan,peraturan,0.9866371154785156,True,peraturan,0.9866371154785156,cara_pinjam,0.003378387773409486,keanggotaan,0.0028767785988748074 +buku hukum internasional edisi 2020 tersedia?,cari_buku,cari_buku,0.9850562214851379,True,cari_buku,0.9850562214851379,cara_pinjam,0.005883901380002499,fasilitas,0.0032370660919696093 +"Siang kak infokan tentang keanggotaan perpustakaan umum,",keanggotaan,keanggotaan,0.985995352268219,True,keanggotaan,0.985995352268219,cara_pinjam,0.0035468372516334057,fasilitas,0.00199427199549973 +siang kak info keanggotaan perpustakaan untuk umum dong makasih,keanggotaan,keanggotaan,0.9858019948005676,True,keanggotaan,0.9858019948005676,cara_pinjam,0.0037539289332926273,peraturan,0.0023230870719999075 +apa semua harus pengunjung isi buku tamu?,peraturan,peraturan,0.9861695766448975,True,peraturan,0.9861695766448975,cara_pinjam,0.0037485305219888687,fasilitas,0.002232589526101947 +hyy kak ada koleksi buku sejarah Indonesia ga?,cari_buku,cari_buku,0.9862150549888611,True,cari_buku,0.9862150549888611,fasilitas,0.00532427616417408,cara_pinjam,0.0031706183217465878 +assalamualaikum mau minta bantuan nih,greeting,greeting,0.9839921593666077,True,greeting,0.9839921593666077,goodbye,0.006742146331816912,denied,0.0021744389086961746 +koleksi komik atau manga juga disediakan?,cari_buku,cari_buku,0.9849244952201843,True,cari_buku,0.9849244952201843,fasilitas,0.004589033778756857,cara_pinjam,0.004361486062407494 +excuse me kalau mau buku caranya gimana?,cara_pinjam,cari_buku,0.5353628993034363,False,cari_buku,0.5353628993034363,cara_pinjam,0.43831565976142883,peraturan,0.007263049017637968 +betul banget itu yang butuh aku,confirm,confirm,0.9816857576370239,True,confirm,0.9816857576370239,denied,0.010424398817121983,goodbye,0.001786339795216918 +kalau udah nemu bukunya cara pinjamnya gimana?,cara_pinjam,cara_pinjam,0.9813621640205383,True,cara_pinjam,0.9813621640205383,keanggotaan,0.005784031469374895,peraturan,0.004560231696814299 +Ada ruang kecil untuk berkonsultasi dengan kelompok ``,fasilitas,fasilitas,0.980791449546814,True,fasilitas,0.980791449546814,peraturan,0.005778328515589237,cari_buku,0.0048362575471401215 +engga usah kelamaan juga,denied,denied,0.8883676528930664,True,denied,0.8883676528930664,confirm,0.08555862307548523,goodbye,0.016686465591192245 +"Hmm... Kak, ada fasilitas AC di ruang baca saya?",fasilitas,fasilitas,0.9779284000396729,True,fasilitas,0.9779284000396729,peraturan,0.0086429538205266,cari_buku,0.006640304811298847 +kalo ga punya kartu anggota boleh pinjam buku?,keanggotaan,keanggotaan,0.9776208996772766,True,keanggotaan,0.9776208996772766,cara_pinjam,0.011909792199730873,peraturan,0.0027324133552610874 +"Saya sudah punya kartu, tunjukkan saja?",cara_pinjam,cara_pinjam,0.9814684391021729,True,cara_pinjam,0.9814684391021729,keanggotaan,0.004482432268559933,cari_buku,0.004425096791237593 +"Oke, terima kasih banyak, sist ",goodbye,goodbye,0.9870635271072388,True,goodbye,0.9870635271072388,greeting,0.004944098647683859,confirm,0.0016303758602589369 +: Bisa bantu cariin buku biografi sami-sunga?,cari_buku,cari_buku,0.9843910932540894,True,cari_buku,0.9843910932540894,cara_pinjam,0.004566056188195944,fasilitas,0.0044976030476391315 +Saya harus tinggal di ruang baca?,peraturan,peraturan,0.9861782789230347,True,peraturan,0.9861782789230347,keanggotaan,0.0031849557999521494,cara_pinjam,0.0025813118554651737 +Apakah anggota diperbolehkan membawa laptop mereka sendiri ke ruang baca?,keanggotaan,keanggotaan,0.866956353187561,True,keanggotaan,0.866956353187561,peraturan,0.11019548028707504,cara_pinjam,0.007108569610863924 +bisa bantu cariin buku biografi Soekarno?,cari_buku,cari_buku,0.9854946136474609,True,cari_buku,0.9854946136474609,fasilitas,0.004358148202300072,cara_pinjam,0.004329380579292774 +kalau ketahuan merusak buku kena sanksi apa?,peraturan,peraturan,0.9806171655654907,True,peraturan,0.9806171655654907,cara_pinjam,0.007755866274237633,keanggotaan,0.0033058873377740383 +halo kak koleksi bkuu agama lengkap ga di sini?,cari_buku,cari_buku,0.979682981967926,True,cari_buku,0.979682981967926,fasilitas,0.011575963348150253,cara_pinjam,0.0026544141583144665 +ruang multimedia-nya aktif sekarang?,fasilitas,fasilitas,0.9826527833938599,True,fasilitas,0.9826527833938599,cari_buku,0.005993388127535582,peraturan,0.0040345643647015095 +Apakah meminjam buku harus meminta izin terlebih dahulu?,cara_pinjam,cara_pinjam,0.9801729321479797,True,cara_pinjam,0.9801729321479797,keanggotaan,0.006608110852539539,peraturan,0.005168600007891655 +Harus daftar dulu untuk meminjam buku?,cara_pinjam,cara_pinjam,0.976889431476593,True,cara_pinjam,0.976889431476593,keanggotaan,0.010083101689815521,peraturan,0.00485240388661623 +Bisakah kita memakai colokan listrik pada laptop?,fasilitas,fasilitas,0.9797728061676025,True,fasilitas,0.9797728061676025,peraturan,0.0079189483076334,cari_buku,0.004420768469572067 +"Permisi, apakah aturan untuk mahasiswa asing sama dengan aturan lokal?",peraturan,peraturan,0.9866837859153748,True,peraturan,0.9866837859153748,keanggotaan,0.003802250837907195,cara_pinjam,0.0027490733191370964 +selamat pagi prosedur pengembalian buku yang terlambat bagaimana?,cara_pinjam,cara_pinjam,0.9555426836013794,True,cara_pinjam,0.9555426836013794,peraturan,0.027605712413787842,keanggotaan,0.005381294991821051 +Kapan terakhir kali pengunjung masuk?,jam_layanan,jam_layanan,0.9834549427032471,True,jam_layanan,0.9834549427032471,peraturan,0.003151838667690754,cara_pinjam,0.0026808094698935747 +permisi aturan untuk mahasiswa asing sama ga dgn lokal?,peraturan,peraturan,0.9871568083763123,True,peraturan,0.9871568083763123,keanggotaan,0.003035476431250572,cara_pinjam,0.0028634297195822 +permisi toilet ada di lantai berapa ya?,fasilitas,fasilitas,0.9616241455078125,True,fasilitas,0.9616241455078125,peraturan,0.02221384085714817,cari_buku,0.007252467796206474 +excuse me boleh charge hp di ruang baca ga?,peraturan,peraturan,0.9858507513999939,True,peraturan,0.9858507513999939,keanggotaan,0.0038173210341483355,cara_pinjam,0.002628035144880414 +Buka sampai jam berapa jika jumat?,jam_layanan,jam_layanan,0.9830706715583801,True,jam_layanan,0.9830706715583801,cara_pinjam,0.003678977955132723,greeting,0.002448716200888157 +enggak deh!,denied,denied,0.9839900732040405,True,denied,0.9839900732040405,confirm,0.007617494091391563,goodbye,0.0022942230571061373 +"Selamat sore, bolehkah meminjam lebih dari 3 buku sekaligus?",cara_pinjam,cara_pinjam,0.9805760979652405,True,cara_pinjam,0.9805760979652405,keanggotaan,0.007078586611896753,peraturan,0.004181357566267252 +halo kak koleksi buku agama lengkap ga di sini?,cari_buku,cari_buku,0.9859290719032288,True,cari_buku,0.9859290719032288,fasilitas,0.0056763384491205215,cara_pinjam,0.0032627538312226534 +ya gpp,confirm,confirm,0.9838067293167114,True,confirm,0.9838067293167114,denied,0.007509429939091206,goodbye,0.0022219668608158827 +"Halo bot, kamu hidup?",greeting,greeting,0.9820517897605896,True,greeting,0.9820517897605896,goodbye,0.007685457356274128,denied,0.0029910937882959843 +betul banget itu yang aku butuh,confirm,confirm,0.9812120199203491,True,confirm,0.9812120199203491,denied,0.010523836128413677,goodbye,0.0018837139941751957 +siang kak tolong info tata tertib lengkap perpustakaan dong makasih,peraturan,peraturan,0.9874163269996643,True,peraturan,0.9874163269996643,cara_pinjam,0.003251562127843499,keanggotaan,0.0020031030289828777 +"Pagi, aku disini.",greeting,goodbye,0.5945980548858643,False,goodbye,0.5945980548858643,greeting,0.3867308497428894,denied,0.006382781080901623 +ruang baca di lantai atas bebas dipakai siapa aja?,fasilitas,fasilitas,0.9785505533218384,True,fasilitas,0.9785505533218384,peraturan,0.008598409593105316,cari_buku,0.005523476749658585 +saya bisa pinjam langsung atau harus isi formulir? dong,cara_pinjam,cara_pinjam,0.960140585899353,True,cara_pinjam,0.960140585899353,keanggotaan,0.026900356635451317,peraturan,0.003334469860419631 +"Malam kak, tolong jelaskan step by stepnya untuk meminjam buku ini, jika ada.",cara_pinjam,cara_pinjam,0.9811798334121704,True,cara_pinjam,0.9811798334121704,peraturan,0.005955732427537441,keanggotaan,0.004767699632793665 +teman ngajak boleh diskusi pelan di ruang baca?,peraturan,peraturan,0.9865352511405945,True,peraturan,0.9865352511405945,keanggotaan,0.0031339332927018404,cara_pinjam,0.0029394063167274 +saya harus diam di ruang baca ya?,peraturan,peraturan,0.9858905076980591,True,peraturan,0.9858905076980591,cara_pinjam,0.0032846846152096987,keanggotaan,0.0027945591136813164 +Saya bisa mencetak atau fotokopi dari sini?,fasilitas,fasilitas,0.9824389219284058,True,fasilitas,0.9824389219284058,cari_buku,0.006014475133270025,peraturan,0.004391285590827465 +"Siang pak, tolong carikan buku tentang kepemimpinan dong,",cari_buku,cari_buku,0.9863393306732178,True,cari_buku,0.9863393306732178,fasilitas,0.004636403173208237,cara_pinjam,0.0034885541535913944 +selamat sore ada larangan khusus untuk anak-anak tidak?,peraturan,peraturan,0.9840947985649109,True,peraturan,0.9840947985649109,keanggotaan,0.005566257517784834,cara_pinjam,0.0029834406450390816 +oke bang itu solusi yang tepat,confirm,confirm,0.9855061769485474,True,confirm,0.9855061769485474,denied,0.0053208754397928715,goodbye,0.002487672958523035 +"Benar sekali, itu yang saya butuhkan ...",confirm,confirm,0.9830765724182129,True,confirm,0.9830765724182129,denied,0.008723095059394836,goodbye,0.0017353167058899999 +"Siang, bagi informasi fasilitas apa yang tersedia di perpustakaan, silakan saja.",fasilitas,fasilitas,0.981473982334137,True,fasilitas,0.981473982334137,peraturan,0.006060341838747263,cari_buku,0.004945021588355303 +Ada respon nggak nih?,greeting,jam_layanan,0.6266289353370667,False,jam_layanan,0.6266289353370667,greeting,0.2529818117618561,cari_buku,0.030581779778003693 +Jangan sampai sampai sejauh itu merepotkan ,denied,denied,0.9791873693466187,True,denied,0.9791873693466187,goodbye,0.007058634888380766,confirm,0.006009893026202917 +engga usah kelamaan juga min,denied,denied,0.9367831349372864,True,denied,0.9367831349372864,confirm,0.035769011825323105,goodbye,0.019611116498708725 +oke makasih infonya sangat membantu,goodbye,goodbye,0.9867657423019409,True,goodbye,0.9867657423019409,greeting,0.005258227698504925,confirm,0.0016261182026937604 +ada tempat untuk baca sambil diskusi pelan-pelan? lah,fasilitas,fasilitas,0.9772443771362305,True,fasilitas,0.9772443771362305,cari_buku,0.007435432635247707,peraturan,0.00705601554363966 +"Hai Admin, ada pertanyaan yang ingin Anda tanyakan ",greeting,greeting,0.9817158579826355,True,greeting,0.9817158579826355,goodbye,0.006976274773478508,confirm,0.0027468327898532152 +harus scan kartu setiap masuk ya?,peraturan,peraturan,0.9809213876724243,True,peraturan,0.9809213876724243,keanggotaan,0.00596806313842535,cara_pinjam,0.005144353024661541 +halo kak saya mahasiswa daerah bisa jadi member ga?,keanggotaan,keanggotaan,0.9804292917251587,True,keanggotaan,0.9804292917251587,cara_pinjam,0.004010867327451706,greeting,0.003665798343718052 +"Aslmkm, mau minta maaf nih ",greeting,goodbye,0.9009111523628235,False,goodbye,0.9009111523628235,greeting,0.06206934526562691,denied,0.02871544100344181 +bantu bisa cariin buku biografi Soekarno?,cari_buku,cari_buku,0.9855491518974304,True,cari_buku,0.9855491518974304,fasilitas,0.0044420333579182625,cara_pinjam,0.004265220370143652 +ya itu boleh caranya,confirm,confirm,0.9864059090614319,True,confirm,0.9864059090614319,denied,0.005032886750996113,goodbye,0.0018560612807050347 +ya banget boleh itu caranya,confirm,confirm,0.9865244626998901,True,confirm,0.9865244626998901,denied,0.005286244209855795,goodbye,0.0017086301231756806 +halo kak mau cara tanya perpanjang pinjaman buku gimana?,cara_pinjam,cara_pinjam,0.9783355593681335,True,cara_pinjam,0.9783355593681335,keanggotaan,0.006650971714407206,peraturan,0.006595355924218893 +ada buku tentang kecerdasan buatan di sini?,cari_buku,cari_buku,0.9865431785583496,True,cari_buku,0.9865431785583496,cara_pinjam,0.004373297560960054,fasilitas,0.003942705690860748 +batalkan itu,denied,denied,0.985074520111084,True,denied,0.985074520111084,confirm,0.006405623629689217,goodbye,0.0027831115294247866 +Harus daftar dulu dulu ga buay buku?,cara_pinjam,keanggotaan,0.9226423501968384,False,keanggotaan,0.9226423501968384,cara_pinjam,0.05713420733809471,cari_buku,0.004603841342031956 +excuse me kalau mau booking buku caranya gimana?,cara_pinjam,cara_pinjam,0.9732632040977478,True,cara_pinjam,0.9732632040977478,peraturan,0.0080513134598732,cari_buku,0.007965986616909504 +Nooo I DONt want.,denied,denied,0.9824079871177673,True,denied,0.9824079871177673,confirm,0.00945155881345272,goodbye,0.0024185702204704285 +slmt sore ada larangan khusus untuk anak-anak tidak?,peraturan,peraturan,0.986244261264801,True,peraturan,0.986244261264801,keanggotaan,0.004105263389647007,cara_pinjam,0.002565499860793352 +jadi anggota bayar atau gratis?,keanggotaan,keanggotaan,0.9859366416931152,True,keanggotaan,0.9859366416931152,cara_pinjam,0.004239311907440424,peraturan,0.0019243265269324183 +tepat bang itu solusi yang oke,confirm,confirm,0.9855404496192932,True,confirm,0.9855404496192932,denied,0.005942900199443102,goodbye,0.0020216642878949642 +Bawa makanan ringan ke ruang baca?,peraturan,peraturan,0.9806953072547913,True,peraturan,0.9806953072547913,keanggotaan,0.007711779326200485,cara_pinjam,0.0032663943711668253 +aktif sampai jam berapa kalau hari Jumat?,jam_layanan,jam_layanan,0.9822840094566345,True,jam_layanan,0.9822840094566345,cara_pinjam,0.003921846859157085,peraturan,0.0026250542141497135 +"Halo, kak, peraturan penggunaan laptop di Perpustakaan seperti apa?",peraturan,peraturan,0.9845637083053589,True,peraturan,0.9845637083053589,fasilitas,0.004949415568262339,keanggotaan,0.0030317571945488453 +Apakah saya bisa masuk setelah kuliah jam 4 sore?,jam_layanan,jam_layanan,0.9821670055389404,True,jam_layanan,0.9821670055389404,cara_pinjam,0.003688644850626588,keanggotaan,0.002929663984104991 +excuse me buku-buku bahasa Inggris ada di lantai berapa?,cari_buku,cari_buku,0.9841846227645874,True,cari_buku,0.9841846227645874,fasilitas,0.006124114152044058,cara_pinjam,0.004166204947978258 +saya mau tau lokasi kitab tentang psikologi klinis,cari_buku,cari_buku,0.9860545992851257,True,cari_buku,0.9860545992851257,fasilitas,0.004855858627706766,cara_pinjam,0.0037588286213576794 +siang kak info jam layanan perpustakaan dong makasih,jam_layanan,jam_layanan,0.9839324951171875,True,jam_layanan,0.9839324951171875,cara_pinjam,0.0028602706734091043,peraturan,0.0025045713409781456 +"P, Periksa Fungsi",greeting,greeting,0.5848898887634277,True,greeting,0.5848898887634277,fasilitas,0.276490181684494,peraturan,0.055477045476436615 +"assalamualaikum, nyoba doang lah",greeting,greeting,0.9808329343795776,True,greeting,0.9808329343795776,goodbye,0.004372874740511179,cari_buku,0.004026220645755529 +saya anak SMA bisa dfatar jadi anggota?,keanggotaan,keanggotaan,0.9833785891532898,True,keanggotaan,0.9833785891532898,cara_pinjam,0.003909489139914513,greeting,0.002395611023530364 +"Baiklah, Bang, itu solusi yang akurat.",confirm,confirm,0.9855809807777405,True,confirm,0.9855809807777405,denied,0.005301946774125099,goodbye,0.0025770445354282856 +anggota perpus dapat akses semua buku ya?,keanggotaan,keanggotaan,0.9866792559623718,True,keanggotaan,0.9866792559623718,cara_pinjam,0.003223717911168933,peraturan,0.002737488131970167 +siang kak info fasilitas yang tersedia di perpus dong makasih,fasilitas,fasilitas,0.9819984436035156,True,fasilitas,0.9819984436035156,cari_buku,0.005095725879073143,peraturan,0.004671639297157526 +G:,denied,denied,0.9699733853340149,True,denied,0.9699733853340149,confirm,0.019400686025619507,greeting,0.002953069284558296 +"Selamat sore, ada persyaratan untuk menjadi anggota perpustakaan apa?",keanggotaan,keanggotaan,0.9838075041770935,True,keanggotaan,0.9838075041770935,cara_pinjam,0.005009495187550783,denied,0.001853179419413209 +"Hy bot, kamu hidup?",greeting,greeting,0.9806314706802368,True,greeting,0.9806314706802368,goodbye,0.009387985803186893,denied,0.0029268318321555853 +wes puas jawabannya terima kasih,goodbye,goodbye,0.9865618348121643,True,goodbye,0.9865618348121643,greeting,0.004891133867204189,denied,0.0018346599536016583 +tidak usah repot-repot begitu,denied,denied,0.9829650521278381,True,denied,0.9829650521278381,confirm,0.005537875462323427,goodbye,0.005098139867186546 +apakah boleh masuk perpus jam istirahat siang?,jam_layanan,jam_layanan,0.9832698106765747,True,jam_layanan,0.9832698106765747,cara_pinjam,0.002887902082875371,peraturan,0.002881729742512107 +Apakah ada tempat untuk dibaca saat diskusi perlahan?,fasilitas,fasilitas,0.9798272848129272,True,fasilitas,0.9798272848129272,peraturan,0.007270888891071081,cari_buku,0.0052185384556651115 +ayo dong,confirm,greeting,0.981652021408081,False,greeting,0.981652021408081,goodbye,0.008132426999509335,denied,0.0031523164361715317 +admin ada tempat parkir khusus untuk pengunjung perpus?,fasilitas,fasilitas,0.9814713597297668,True,fasilitas,0.9814713597297668,peraturan,0.007190979551523924,cari_buku,0.0038769070524722338 +fuck you out,goodbye,goodbye,0.6915768980979919,True,goodbye,0.6915768980979919,denied,0.2736905813217163,confirm,0.015162792056798935 +hell nah nigga sih,denied,denied,0.977247416973114,True,denied,0.977247416973114,confirm,0.015315547585487366,goodbye,0.0020130074117332697 +yaudah gw pergi,goodbye,goodbye,0.986856997013092,True,goodbye,0.986856997013092,greeting,0.004708527587354183,denied,0.002463235054165125 +"Pagi kak, ada info terkait keanggotaan perpustakaan umum di sini ya...",keanggotaan,keanggotaan,0.986528754234314,True,keanggotaan,0.986528754234314,cara_pinjam,0.00324470573104918,fasilitas,0.0024715596809983253 +hai admin durasi lama? buku maksimal berapa peminjaman,cara_pinjam,cara_pinjam,0.9816717505455017,True,cara_pinjam,0.9816717505455017,peraturan,0.00598487863317132,keanggotaan,0.004174086265265942 +Eh ngga usah lama-lama juga ,denied,denied,0.9593462347984314,True,denied,0.9593462347984314,confirm,0.022988468408584595,goodbye,0.010337029583752155 +gw bisa datang setelah kuliah jam 4 sore?,jam_layanan,jam_layanan,0.9798616170883179,True,jam_layanan,0.9798616170883179,cara_pinjam,0.004237349610775709,greeting,0.002999683143571019 +ga mau.,denied,denied,0.9842404127120972,True,denied,0.9842404127120972,confirm,0.006039866711944342,goodbye,0.0028957787435501814 +saya datang sore masih bisa pinjam buku ga?,jam_layanan,jam_layanan,0.9818629622459412,True,jam_layanan,0.9818629622459412,cara_pinjam,0.004530864302068949,cari_buku,0.0024805988650768995 +jadi anggota bayar gratis?,keanggotaan,keanggotaan,0.9855189323425293,True,keanggotaan,0.9855189323425293,cara_pinjam,0.004590739496052265,fasilitas,0.0019940147176384926 +saya cari novel klasik katalog yang bisa dicek?,cari_buku,cari_buku,0.9835575819015503,True,cari_buku,0.9835575819015503,fasilitas,0.0063806865364313126,cara_pinjam,0.004067388828843832 +oke cocok banget sama kebutuhan,confirm,confirm,0.9823264479637146,True,confirm,0.9823264479637146,denied,0.009527964517474174,goodbye,0.0014923003036528826 +halo kak ruang diskusi bisa dibooking ga?,fasilitas,fasilitas,0.9795560240745544,True,fasilitas,0.9795560240745544,cari_buku,0.008547245524823666,peraturan,0.005267866887152195 +tempat duduk yang di pojok itu bisa dipakai mahasiswa?,fasilitas,fasilitas,0.9790635704994202,True,fasilitas,0.9790635704994202,peraturan,0.008110973052680492,cari_buku,0.004859274253249168 +selamat pagi prosedur pengembalian bagaimana? yang terlambat buku,cara_pinjam,cara_pinjam,0.967786967754364,True,cara_pinjam,0.967786967754364,peraturan,0.016372816637158394,keanggotaan,0.0053156474605202675 +hai admin bisa bantu info cara keanggotaan?,keanggotaan,keanggotaan,0.9843851327896118,True,keanggotaan,0.9843851327896118,cara_pinjam,0.005421292502433062,greeting,0.0022007718216627836 +permisi mau tanya-tanya dong,greeting,greeting,0.9827849268913269,True,greeting,0.9827849268913269,goodbye,0.003313046880066395,denied,0.0026989392936229706 +Hell Nah Niganiga,denied,denied,0.9833289384841919,True,denied,0.9833289384841919,confirm,0.008533578366041183,goodbye,0.0026165544986724854 +permisi bisa pinjam buku tanpa kartu anggota ga?,cara_pinjam,cara_pinjam,0.9827226400375366,True,cara_pinjam,0.9827226400375366,keanggotaan,0.0060111163184046745,peraturan,0.0033565210178494453 +"Maaf, apakah ada kantin dan caffe di perpustakaan?",fasilitas,fasilitas,0.9797548651695251,True,fasilitas,0.9797548651695251,peraturan,0.008293315768241882,cari_buku,0.0046472689136862755 +k,confirm,confirm,0.9676517844200134,True,confirm,0.9676517844200134,denied,0.01929377391934395,greeting,0.003427259624004364 +halo kak ada koleksi buku sejarah Indonesia ga?,cari_buku,cari_buku,0.9859035015106201,True,cari_buku,0.9859035015106201,fasilitas,0.005471639335155487,cara_pinjam,0.003077946836128831 +oke terima kasih atas infonya sangat membantu,goodbye,goodbye,0.9857710599899292,True,goodbye,0.9857710599899292,greeting,0.005801606923341751,confirm,0.001711890334263444 +salam sejahtera,greeting,greeting,0.9539471864700317,True,greeting,0.9539471864700317,goodbye,0.03514377772808075,denied,0.0033526683691889048 +boleh telepon di dalam perpustakaan?,peraturan,peraturan,0.9830575585365295,True,peraturan,0.9830575585365295,keanggotaan,0.005287481937557459,cara_pinjam,0.0036678847391158342 +saya baru bisa daftar jadi anggota?,keanggotaan,keanggotaan,0.984534740447998,True,keanggotaan,0.984534740447998,cara_pinjam,0.004953897558152676,denied,0.0020543979480862617 +Adios Negros,goodbye,greeting,0.820909321308136,False,greeting,0.820909321308136,goodbye,0.16319651901721954,denied,0.0052238148637115955 +"Halo, kak mau tanya tentang aturan jam malam di Perpustakaan?",peraturan,peraturan,0.9863485097885132,True,peraturan,0.9863485097885132,cara_pinjam,0.0038518912624567747,keanggotaan,0.0029123793356120586 +selamat malam masih bisa dilayani?,greeting,jam_layanan,0.9126695990562439,False,jam_layanan,0.9126695990562439,greeting,0.06007366627454758,cara_pinjam,0.005463925190269947 +Alright Nigga ,confirm,confirm,0.9821457266807556,True,confirm,0.9821457266807556,denied,0.008964089676737785,goodbye,0.0018407437019050121 +selamat pagi mau tanya ada mushola di perpustakaan tidak?,fasilitas,fasilitas,0.9796493649482727,True,fasilitas,0.9796493649482727,cari_buku,0.007108097430318594,peraturan,0.006806147750467062 +hell nah nigga ah,denied,denied,0.9855345487594604,True,denied,0.9855345487594604,confirm,0.006133298389613628,goodbye,0.002482905751094222 +nggak tertarik!,denied,denied,0.9857810139656067,True,denied,0.9857810139656067,confirm,0.005443898495286703,goodbye,0.0025272732600569725 +oke sampai ketemu lagi nanti,goodbye,goodbye,0.9858396053314209,True,goodbye,0.9858396053314209,greeting,0.0066334097646176815,confirm,0.001896589295938611 +wise choice!,confirm,confirm,0.9786938428878784,True,confirm,0.9786938428878784,denied,0.01053687185049057,goodbye,0.0026950088795274496 +sy mau tau lokasi buku tentang psikologi klinis,cari_buku,cari_buku,0.9858385920524597,True,cari_buku,0.9858385920524597,cara_pinjam,0.004311494529247284,fasilitas,0.004186650272458792 +ga pengen,denied,denied,0.9859008193016052,True,denied,0.9859008193016052,confirm,0.0049583823420107365,goodbye,0.002605984453111887 +gaskan min!,confirm,greeting,0.9672175049781799,False,greeting,0.9672175049781799,confirm,0.011866524815559387,goodbye,0.009934118017554283 +gausah repot report min,denied,denied,0.8824300765991211,True,denied,0.8824300765991211,greeting,0.05579525977373123,goodbye,0.02360772155225277 +"Apakah saya datang pada tanggal merah, masih bisa?",jam_layanan,jam_layanan,0.98337721824646,True,jam_layanan,0.98337721824646,greeting,0.002754008397459984,cara_pinjam,0.002619172213599086 +: oke bang itu saran yang bagus ,confirm,confirm,0.9825617074966431,True,confirm,0.9825617074966431,denied,0.007094279862940311,goodbye,0.002686781110242009 +"Oke, siap untuk memberikan bimbingan ini ,",goodbye,greeting,0.45503783226013184,False,greeting,0.45503783226013184,goodbye,0.3200943171977997,confirm,0.17768162488937378 +"Maaf, apakah saya bisa membantu menyediakan buku statistik untuk penelitian Anda?",cari_buku,cari_buku,0.9852251410484314,True,cari_buku,0.9852251410484314,fasilitas,0.006518227979540825,cara_pinjam,0.003323760349303484 +harus daftar buku? ga buat pinjam dulu,cara_pinjam,cara_pinjam,0.9808351397514343,True,cara_pinjam,0.9808351397514343,keanggotaan,0.006041885353624821,cari_buku,0.004312898963689804 +maaf mau tidak? bisa pinjam buku lewat online nanya,cara_pinjam,cara_pinjam,0.9811989068984985,True,cara_pinjam,0.9811989068984985,keanggotaan,0.0077491081319749355,peraturan,0.0033002151176333427 +skip aja,denied,denied,0.9828018546104431,True,denied,0.9828018546104431,confirm,0.008015614002943039,goodbye,0.003597100032493472 +I will do love it,confirm,confirm,0.9415532946586609,True,confirm,0.9415532946586609,denied,0.02854715660214424,goodbye,0.02154161036014557 +"Halo, bisakah kamu membalas?",greeting,greeting,0.9813889861106873,True,greeting,0.9813889861106873,goodbye,0.00783411506563425,denied,0.0029603191651403904 +"Maaf, apakah ada kantin dan restoran di dalam perpustakaan?",fasilitas,fasilitas,0.9747861623764038,True,fasilitas,0.9747861623764038,peraturan,0.013081933371722698,cari_buku,0.004268869291990995 +edisi hukum internasional buku 2020 tersedia?,cari_buku,cari_buku,0.9838765263557434,True,cari_buku,0.9838765263557434,cara_pinjam,0.006338750012218952,fasilitas,0.003562384285032749 +w udah daftar tapi belum punya kartu bisa dipakai?,keanggotaan,keanggotaan,0.9796959161758423,True,keanggotaan,0.9796959161758423,cara_pinjam,0.009642408229410648,denied,0.0019097960321232677 +baiklah terima kasih atas bantuannya,goodbye,goodbye,0.9860885739326477,True,goodbye,0.9860885739326477,greeting,0.005783529486507177,confirm,0.0017235132399946451 +halo admin jam buka perpus hari ini sampai jam berapa?,jam_layanan,jam_layanan,0.9836736917495728,True,jam_layanan,0.9836736917495728,cara_pinjam,0.0031372616067528725,peraturan,0.0028228089213371277 +saya ke perpus malam ini masih dilayani?,jam_layanan,jam_layanan,0.9831152558326721,True,jam_layanan,0.9831152558326721,cara_pinjam,0.0030517096165567636,greeting,0.002377741504460573 +yaudah gw pergi!,goodbye,goodbye,0.986952543258667,True,goodbye,0.986952543258667,greeting,0.004631780553609133,denied,0.0024232612922787666 +"ga mau,",denied,denied,0.9846998453140259,True,denied,0.9846998453140259,confirm,0.006033242680132389,goodbye,0.0028025719802826643 +"Uh, gausah ",denied,denied,0.763351321220398,True,denied,0.763351321220398,confirm,0.2225579470396042,goodbye,0.005578026175498962 +"Jika tidak memiliki kartu anggota, Anda bisa meminjam buku?",keanggotaan,keanggotaan,0.9428007006645203,True,keanggotaan,0.9428007006645203,cara_pinjam,0.04407165199518204,peraturan,0.003982006572186947 +wise choice,confirm,confirm,0.9790815114974976,True,confirm,0.9790815114974976,denied,0.009908630512654781,goodbye,0.0027326534036546946 +permisi aturan untuk mahasiswa asing sama ga dengan lokal?,peraturan,peraturan,0.98723965883255,True,peraturan,0.98723965883255,keanggotaan,0.00296472548507154,cara_pinjam,0.0028734009247273207 +sudah dapat pencerahan terima kasih,goodbye,goodbye,0.9854318499565125,True,goodbye,0.9854318499565125,greeting,0.006230846978724003,confirm,0.0018357884837314487 +"Selamat sore. Persyaratan pendaftaran anggota perpus, boleh minta tolong?",keanggotaan,keanggotaan,0.9837566614151001,True,keanggotaan,0.9837566614151001,cara_pinjam,0.006005112547427416,greeting,0.001784961554221809 +halo kak mau tanya peraturan jam malam di perpustakaan gimana?,peraturan,peraturan,0.9869658946990967,True,peraturan,0.9869658946990967,cara_pinjam,0.003403024049475789,keanggotaan,0.002604786306619644 +"selamat pagi, saya disini",greeting,greeting,0.8942979574203491,True,greeting,0.8942979574203491,goodbye,0.08329857140779495,denied,0.009916001930832863 +"Kalau saya datang Minggu, apakah perpustakaan akan dibuka?",jam_layanan,jam_layanan,0.983895480632782,True,jam_layanan,0.983895480632782,cara_pinjam,0.0028839909937232733,peraturan,0.0022931930143386126 +excuse me ada ruang santai atau area istirahat ga?,fasilitas,fasilitas,0.981571614742279,True,fasilitas,0.981571614742279,cari_buku,0.005979542154818773,peraturan,0.005375596694648266 +halo kak mau tanya perpus hari libur buka tidak?,jam_layanan,jam_layanan,0.9835494756698608,True,jam_layanan,0.9835494756698608,cara_pinjam,0.0029460552614182234,peraturan,0.0026183847803622484 +halo kak mau tanya perpus hari buka libur tidak?,jam_layanan,jam_layanan,0.9834885001182556,True,jam_layanan,0.9834885001182556,cara_pinjam,0.0030042424332350492,peraturan,0.002568858675658703 +"Halo, apakah kamu bisa dibalas?",greeting,greeting,0.9831395745277405,True,greeting,0.9831395745277405,goodbye,0.007509574759751558,denied,0.0023278258740901947 +Jam berapa kalau hari Jumat dibuka?,jam_layanan,jam_layanan,0.9833784699440002,True,jam_layanan,0.9833784699440002,cara_pinjam,0.0032634460367262363,peraturan,0.0028602296952158213 +"Emoh, tidak membutuhkannya sekarang",denied,denied,0.9841852188110352,True,denied,0.9841852188110352,confirm,0.006774088367819786,goodbye,0.003271058900281787 +ada batas maksimal bacaan yang bisa dipinjam?,cara_pinjam,cara_pinjam,0.9809427261352539,True,cara_pinjam,0.9809427261352539,keanggotaan,0.005274768453091383,peraturan,0.00498568220064044 +harus daftar dulu ga buat pinjam buku?,cara_pinjam,cara_pinjam,0.9738262891769409,True,cara_pinjam,0.9738262891769409,keanggotaan,0.012977220118045807,peraturan,0.004693394526839256 +peraturan untuk kamera ke dalam gimana?,peraturan,peraturan,0.9853635430335999,True,peraturan,0.9853635430335999,fasilitas,0.004447478801012039,keanggotaan,0.003049413440749049 +selamat sore ada fasilitas scanner untuk dokumen tidak?,fasilitas,fasilitas,0.9793184995651245,True,fasilitas,0.9793184995651245,cari_buku,0.00997657049447298,peraturan,0.004008430987596512 +ya sudah gue keluar.,goodbye,goodbye,0.9860702157020569,True,goodbye,0.9860702157020569,greeting,0.005636418238282204,denied,0.002275883685797453 +"Oh, benar, lanjutkan bang.",confirm,confirm,0.985079824924469,True,confirm,0.985079824924469,denied,0.006120490375906229,goodbye,0.002560489811003208 +ada akses wifi buat pengunjung umum?,fasilitas,fasilitas,0.9804201126098633,True,fasilitas,0.9804201126098633,peraturan,0.0076278699561953545,cari_buku,0.00412621907889843 +permisi mau tanya perpus tutup jam berapa ya?,jam_layanan,jam_layanan,0.9833179712295532,True,jam_layanan,0.9833179712295532,cara_pinjam,0.0030839070677757263,peraturan,0.0027920797001570463 +assalamualaikum mau bertanya nih,greeting,greeting,0.9833674430847168,True,greeting,0.9833674430847168,goodbye,0.006877477280795574,denied,0.0026978012174367905 +cek cek halo? Mencoba!,greeting,greeting,0.981365442276001,True,greeting,0.981365442276001,goodbye,0.004143489059060812,denied,0.0034390571527183056 +Alright Nigga,confirm,confirm,0.9821457266807556,True,confirm,0.9821457266807556,denied,0.008964110165834427,goodbye,0.0018407461466267705 +kalau telat balikin bkoo dendanya berapa?,peraturan,peraturan,0.9805458784103394,True,peraturan,0.9805458784103394,cara_pinjam,0.008042695000767708,keanggotaan,0.003829371649771929 +selamet siang apakah anda disana?,greeting,greeting,0.9830883145332336,True,greeting,0.9830883145332336,goodbye,0.006887669675052166,denied,0.002650786656886339 +boleh bawa makanan ringan ke ruang baca?,peraturan,peraturan,0.9806580543518066,True,peraturan,0.9806580543518066,keanggotaan,0.008084386587142944,cara_pinjam,0.003349550999701023 +excuse me perpustakaan weekend buka kak?,jam_layanan,jam_layanan,0.9837537407875061,True,jam_layanan,0.9837537407875061,cara_pinjam,0.0029681033920496702,greeting,0.002367601729929447 +Bolehkah teman-temanmu diajak diskusi pelan di ruang baca?,peraturan,peraturan,0.9870193004608154,True,peraturan,0.9870193004608154,keanggotaan,0.003375404281541705,fasilitas,0.0025081695057451725 +halo kak saya mahasiswa luar daerah bisa jadi member ga?,keanggotaan,keanggotaan,0.982384979724884,True,keanggotaan,0.982384979724884,cara_pinjam,0.0035976064391434193,greeting,0.003116380190476775 +hai admin ada tempat parkir khusus untuk pengunjung perpus?,fasilitas,fasilitas,0.9817913770675659,True,fasilitas,0.9817913770675659,peraturan,0.006572866812348366,cari_buku,0.004545644391328096 +gimana caranya kalau saya mau jadi anggota perpus?,keanggotaan,keanggotaan,0.9856985211372375,True,keanggotaan,0.9856985211372375,cara_pinjam,0.0034961195196956396,fasilitas,0.0023176411632448435 +nggak usah sampai segitu repotnya,denied,denied,0.9814772009849548,True,denied,0.9814772009849548,goodbye,0.006410816218703985,confirm,0.005411917809396982 +Tidak usah dibuat susah :),denied,denied,0.9830228686332703,True,denied,0.9830228686332703,confirm,0.007638993207365274,goodbye,0.0034528959076851606 +perpus nyediain loker penyimpanan barang?,fasilitas,fasilitas,0.9814396500587463,True,fasilitas,0.9814396500587463,peraturan,0.006701996084302664,cari_buku,0.005180736072361469 +ada ruang rapat kecil untuk belajar kelompok?,fasilitas,fasilitas,0.9819648861885071,True,fasilitas,0.9819648861885071,peraturan,0.00627760449424386,cari_buku,0.004700294695794582 +"Selamat pagi, bisakah Anda membawa tas besar ke ruang baca atau tidak?",peraturan,peraturan,0.975227415561676,True,peraturan,0.975227415561676,keanggotaan,0.01104104146361351,fasilitas,0.006375719327479601 +"Halo, Kak. Cara cek status kredit buku gimana?",cara_pinjam,cara_pinjam,0.9755909442901611,True,cara_pinjam,0.9755909442901611,keanggotaan,0.008230398409068584,peraturan,0.0069367242977023125 +puas dengan jawabannya terima kasih ,goodbye,goodbye,0.98638516664505,True,goodbye,0.98638516664505,greeting,0.005286939442157745,denied,0.001931763137690723 +halo kak ada fasilitas AC di ruang baca ga?,fasilitas,fasilitas,0.9777076244354248,True,fasilitas,0.9777076244354248,cari_buku,0.007688047364354134,peraturan,0.007605822756886482 +gua setuju,confirm,confirm,0.9730911254882812,True,confirm,0.9730911254882812,denied,0.01783342845737934,goodbye,0.002116748597472906 +kalo ga punya kartu anggota pinjam buku?,keanggotaan,keanggotaan,0.8201580047607422,True,keanggotaan,0.8201580047607422,cara_pinjam,0.16160094738006592,peraturan,0.005698304157704115 +"omke, saya akan keluar sekarang ",goodbye,goodbye,0.9854092001914978,True,goodbye,0.9854092001914978,greeting,0.005598469637334347,denied,0.002617266960442066 +selamat buku bisa pinjam lebih dari 3 sore sekaligus ga?,cara_pinjam,cara_pinjam,0.9827033281326294,True,cara_pinjam,0.9827033281326294,keanggotaan,0.004086553119122982,peraturan,0.0037195272743701935 +betul lanjutkan bang,confirm,confirm,0.98232102394104,True,confirm,0.98232102394104,denied,0.007767082657665014,goodbye,0.0027998427394777536 +siang info jam layanan perpustakaan dong makasih,jam_layanan,jam_layanan,0.9840519428253174,True,jam_layanan,0.9840519428253174,cara_pinjam,0.002846324350684881,peraturan,0.0025027934461832047 +oke siap terima kasih bimbingannya,goodbye,goodbye,0.9854851365089417,True,goodbye,0.9854851365089417,greeting,0.0056672957725822926,confirm,0.002045836765319109 +boleh telepon perpustakaan? dalam di,peraturan,peraturan,0.968261182308197,True,peraturan,0.968261182308197,keanggotaan,0.01687796600162983,cara_pinjam,0.005252231378108263 +"Info SIS sore tentang keanggotaan perpustakaan untuk umum, terima kasih",keanggotaan,keanggotaan,0.985626757144928,True,keanggotaan,0.985626757144928,cara_pinjam,0.0033221200574189425,peraturan,0.0024317053612321615 +Maaf mau tanya apakah gedung perpustakaan sabtu minggu masih buka?,jam_layanan,jam_layanan,0.9834172129631042,True,jam_layanan,0.9834172129631042,fasilitas,0.002762288087978959,cara_pinjam,0.002488455967977643 +"Pagi, mau daftar member perpustakaan, bagaimana caranya?",keanggotaan,keanggotaan,0.9851528406143188,True,keanggotaan,0.9851528406143188,cara_pinjam,0.004165033344179392,denied,0.0017670447705313563 +hai admin ada yang pengen ditanyakan,greeting,greeting,0.9826933145523071,True,greeting,0.9826933145523071,goodbye,0.006867452524602413,denied,0.002700971206650138 +selamat bisa masih malam dilayani?,greeting,jam_layanan,0.9789913892745972,False,jam_layanan,0.9789913892745972,greeting,0.004896380938589573,cara_pinjam,0.004095125012099743 +tidak sekarang ya,denied,denied,0.9821382761001587,True,denied,0.9821382761001587,confirm,0.006840350106358528,goodbye,0.005148112773895264 +saya cari novel klasik ada katalog yang bisa dicek?,cari_buku,cari_buku,0.9821760058403015,True,cari_buku,0.9821760058403015,fasilitas,0.007309583481401205,cara_pinjam,0.004708497319370508 +selamat pagi boleh bawa tas besar ke ruang baca tidak?,peraturan,peraturan,0.9838331341743469,True,peraturan,0.9838331341743469,keanggotaan,0.005641112104058266,fasilitas,0.0030448995530605316 +setelah milih buku bawa ke mana buat diproses?,cara_pinjam,cara_pinjam,0.9764251112937927,True,cara_pinjam,0.9764251112937927,keanggotaan,0.008466718718409538,peraturan,0.00637176213786006 +yaudah oke,confirm,confirm,0.9853727221488953,True,confirm,0.9853727221488953,denied,0.0053747775964438915,goodbye,0.002925601089373231 +permisi mau tanya syarat jadi anggota perpus apa aja?,keanggotaan,keanggotaan,0.9855234622955322,True,keanggotaan,0.9855234622955322,cara_pinjam,0.0042211273685097694,peraturan,0.002029045484960079 +oke bang itu solusi tepat,confirm,confirm,0.9853053689002991,True,confirm,0.9853053689002991,denied,0.005428412463515997,goodbye,0.0025024120695888996 +"Selamat Siang, Apakah Perpustakaan Raya buka?",jam_layanan,jam_layanan,0.9830862283706665,True,jam_layanan,0.9830862283706665,greeting,0.0029913231264799833,cara_pinjam,0.0026998233515769243 +enggak deh,denied,denied,0.9842235445976257,True,denied,0.9842235445976257,confirm,0.007555102463811636,goodbye,0.0021266078110784292 +saya mau datang tanggal merah masih bisa?,jam_layanan,jam_layanan,0.9827885031700134,True,jam_layanan,0.9827885031700134,cara_pinjam,0.003240062389522791,greeting,0.0026661597657948732 +"Selamat pagi, mau cari buku tentang metode pembelajaran mesin tidak?",cari_buku,cari_buku,0.986434817314148,True,cari_buku,0.986434817314148,fasilitas,0.004715323448181152,cara_pinjam,0.0035894340835511684 +"Selamat sore, ada larangan khusus untuk bayi?",peraturan,peraturan,0.9839897155761719,True,peraturan,0.9839897155761719,keanggotaan,0.005412740632891655,cara_pinjam,0.0033778855577111244 +"Halo, kak, ada koleksi buku agama yang lengkap?",cari_buku,cari_buku,0.9864457249641418,True,cari_buku,0.9864457249641418,fasilitas,0.004829798825085163,cara_pinjam,0.0036616732832044363 +betul abnget itu yang aku butuh,confirm,confirm,0.9819438457489014,True,confirm,0.9819438457489014,denied,0.009794050827622414,goodbye,0.0019588028080761433 +"Oh, cukup oke, terima kasih ya kak.",goodbye,goodbye,0.9871383309364319,True,goodbye,0.9871383309364319,greeting,0.0042144861072301865,denied,0.0018443253356963396 +"Permisi, fasilitas toilet ada di lantai berapa?",fasilitas,fasilitas,0.9785330891609192,True,fasilitas,0.9785330891609192,peraturan,0.007281117606908083,cari_buku,0.006793874781578779 +"Tidak saat ini, ya.",denied,denied,0.9816158413887024,True,denied,0.9816158413887024,confirm,0.007244993932545185,goodbye,0.004982869606465101 +"Halo kak, bagaimana cara mempertahankan pinjaman buku?",cara_pinjam,cara_pinjam,0.9778720736503601,True,cara_pinjam,0.9778720736503601,keanggotaan,0.0064154756255447865,peraturan,0.006287916097790003 +pinjam buku perlu minta izin dulu?,cara_pinjam,cara_pinjam,0.9799899458885193,True,cara_pinjam,0.9799899458885193,keanggotaan,0.007595927454531193,peraturan,0.004041390493512154 +Sistem peminjaman sekarang menggunakan barcode atau manual?,cara_pinjam,cara_pinjam,0.9813732504844666,True,cara_pinjam,0.9813732504844666,peraturan,0.005361852236092091,keanggotaan,0.0050201257690787315 +Ruang baca lantai atas bebas untuk siapa saja?,fasilitas,fasilitas,0.978593111038208,True,fasilitas,0.978593111038208,peraturan,0.007978319190442562,cari_buku,0.005667765624821186 +nggak tertarik,denied,denied,0.9859181642532349,True,denied,0.9859181642532349,confirm,0.005579888820648193,goodbye,0.0023442746605724096 +Apakah mungkin untuk masuk kuliah jam istirahat siang?,jam_layanan,jam_layanan,0.9821960926055908,True,jam_layanan,0.9821960926055908,cara_pinjam,0.003711976110935211,peraturan,0.003030613763257861 +OYO,greeting,greeting,0.973168134689331,True,greeting,0.973168134689331,goodbye,0.013147132471203804,confirm,0.005756566300988197 +"Sudah dijawab semua, wasalamualaikum.",goodbye,goodbye,0.9865418672561646,True,goodbye,0.9865418672561646,greeting,0.006181654054671526,denied,0.0016699294792488217 +deal,confirm,denied,0.8282389640808105,False,denied,0.8282389640808105,confirm,0.10927128791809082,greeting,0.020067555829882622 +permisi bisa bantu carikan buku statistik untuk penelitian?,cari_buku,cari_buku,0.9860500693321228,True,cari_buku,0.9860500693321228,fasilitas,0.005561807192862034,cara_pinjam,0.0033666223753243685 +oke cukup segitu aja wassalamualaikum,goodbye,goodbye,0.9876546263694763,True,goodbye,0.9876546263694763,greeting,0.0044686459004879,denied,0.00214851601049304 +saya kehilangan kartu masuk? bisa masih,keanggotaan,keanggotaan,0.9831924438476562,True,keanggotaan,0.9831924438476562,cara_pinjam,0.005742134526371956,peraturan,0.003614952554926276 +kalau saya datang hari minggu perpustakaan buka ga?,jam_layanan,jam_layanan,0.9838072657585144,True,jam_layanan,0.9838072657585144,cara_pinjam,0.0028654744382947683,peraturan,0.002444051904603839 +saya bisa nge-print atau fotokopi dari sini?,fasilitas,fasilitas,0.9828470945358276,True,fasilitas,0.9828470945358276,cari_buku,0.005926894024014473,peraturan,0.004030241165310144 +hai admin ada buku novel terbaru karya penulis Indonesia?,cari_buku,cari_buku,0.985615611076355,True,cari_buku,0.985615611076355,fasilitas,0.005518827121704817,cara_pinjam,0.0037734340876340866 +selamat pagi bisa tanya jam operasional perpustakaan?,jam_layanan,jam_layanan,0.9826437830924988,True,jam_layanan,0.9826437830924988,cara_pinjam,0.0030261350329965353,peraturan,0.0028189728036522865 +Oke siap untuk berterima kasih kepada Anda,goodbye,goodbye,0.9868543148040771,True,goodbye,0.9868543148040771,greeting,0.00441480940207839,confirm,0.0024054483510553837 +"Selamat sore, bisakah kita minta maaf?",greeting,greeting,0.950594961643219,True,greeting,0.950594961643219,goodbye,0.0377986766397953,denied,0.0036088409833610058 +selamat sore bisa minta,greeting,greeting,0.9816283583641052,True,greeting,0.9816283583641052,goodbye,0.008478389121592045,denied,0.0024035105016082525 +maaf mau nanya kalau bukan sivitas boleh daftar tidak?,keanggotaan,keanggotaan,0.9855926632881165,True,keanggotaan,0.9855926632881165,cara_pinjam,0.0038058580830693245,denied,0.0020597067195922136 +halo kak cara cek status peminjaman buku bagaimana?,cara_pinjam,cara_pinjam,0.9705595374107361,True,cara_pinjam,0.9705595374107361,peraturan,0.01507794763892889,keanggotaan,0.005257831886410713 +are you on?,greeting,greeting,0.9666525721549988,True,greeting,0.9666525721549988,jam_layanan,0.011847684159874916,goodbye,0.008533937856554985 +hai admin bisa bantu info prosedur perpanjang keanggotaan?,keanggotaan,keanggotaan,0.9740064144134521,True,keanggotaan,0.9740064144134521,cara_pinjam,0.015477748587727547,peraturan,0.002703049685806036 +"Benar banget, itulah yang saya butuhkan",confirm,confirm,0.9833515286445618,True,confirm,0.9833515286445618,denied,0.008693013340234756,goodbye,0.0017026962013915181 +oke makasih ya sangat informatif,goodbye,goodbye,0.9866800904273987,True,goodbye,0.9866800904273987,greeting,0.004525159019976854,confirm,0.0018235808238387108 +selamat sore persyaratan daftar anggota perpus apa ya?,keanggotaan,keanggotaan,0.985665500164032,True,keanggotaan,0.985665500164032,cara_pinjam,0.0036940325517207384,peraturan,0.0022153060417622328 +ckp sekian saja terima kasih,goodbye,goodbye,0.987606942653656,True,goodbye,0.987606942653656,greeting,0.004190144129097462,denied,0.0019612633623182774 +ada akses wifi buat pengunjung umum? deh,fasilitas,fasilitas,0.9809867739677429,True,fasilitas,0.9809867739677429,peraturan,0.006996985990554094,cari_buku,0.004381726495921612 +I would love that,confirm,confirm,0.9596162438392639,True,confirm,0.9596162438392639,denied,0.03147432580590248,goodbye,0.001935156062245369 +ane bisa datang setelah kuliah jam 4 sore?,jam_layanan,jam_layanan,0.9801042079925537,True,jam_layanan,0.9801042079925537,cara_pinjam,0.004308043979108334,keanggotaan,0.003252154914662242 +im gonna go,goodbye,goodbye,0.9746861457824707,True,goodbye,0.9746861457824707,denied,0.011716138571500778,greeting,0.006936582271009684 +saya mau cari buku kedokteran yang bisa dibaca di tempat,cari_buku,cari_buku,0.9848704934120178,True,cari_buku,0.9848704934120178,fasilitas,0.005398423410952091,cara_pinjam,0.004624342545866966 +": excuse me, buku-buku bahasa inggris ada di lantai berapa?",cari_buku,cari_buku,0.9854654669761658,True,cari_buku,0.9854654669761658,fasilitas,0.004849799908697605,cara_pinjam,0.004304877482354641 +"tolong, bisa pinjam buku tanpa Kartu Anggota?",cara_pinjam,cara_pinjam,0.9806423783302307,True,cara_pinjam,0.9806423783302307,keanggotaan,0.00784935150295496,peraturan,0.003690953366458416 +selamat siang apakah anda disana?,greeting,greeting,0.983127236366272,True,greeting,0.983127236366272,goodbye,0.007057384122163057,denied,0.0025123211089521646 +Apakah tempat duduk di sudut itu bisa digunakan oleh mahasiswa?,fasilitas,fasilitas,0.9791377782821655,True,fasilitas,0.9791377782821655,peraturan,0.008660291321575642,cari_buku,0.0036801029928028584 +Jadi anggota gratis atau bayar?,keanggotaan,keanggotaan,0.9855105876922607,True,keanggotaan,0.9855105876922607,cara_pinjam,0.004628636874258518,peraturan,0.0020777303725481033 +Tolong dijawab ya prosedur meminjam buku referensi gimana terima kasih :,cara_pinjam,cara_pinjam,0.9824451804161072,True,cara_pinjam,0.9824451804161072,peraturan,0.004661449696868658,keanggotaan,0.003979365341365337 +saya bisa ke perpustakaan jam 7 malam?,jam_layanan,jam_layanan,0.9825255870819092,True,jam_layanan,0.9825255870819092,cara_pinjam,0.0035254713147878647,peraturan,0.0025858599692583084 +oke terima kasih banyak ya kak,goodbye,goodbye,0.9872586131095886,True,goodbye,0.9872586131095886,greeting,0.004705720115453005,denied,0.0016450174152851105 +hai admin bisa kasih info ga?,greeting,greeting,0.9847042560577393,True,greeting,0.9847042560577393,goodbye,0.0047788601368665695,denied,0.0023276770953089 +: Kapan terakhir kali pengunjung bisa masuk?,jam_layanan,jam_layanan,0.9835736751556396,True,jam_layanan,0.9835736751556396,cara_pinjam,0.003026817459613085,peraturan,0.002770615043118596 +denied,denied,denied,0.9523486495018005,True,denied,0.9523486495018005,confirm,0.035790540277957916,goodbye,0.004435108974575996 +excuse me saya guru bisa jadi anggota perpustakaan ga?,keanggotaan,keanggotaan,0.9835975766181946,True,keanggotaan,0.9835975766181946,cara_pinjam,0.004292069468647242,fasilitas,0.0023824216332286596 +NOOO I DON’T WANT IT,denied,denied,0.9836648106575012,True,denied,0.9836648106575012,confirm,0.00804155319929123,goodbye,0.002714415080845356 +selamat sore ada buku tentang entrepreneurship tidak ya?,cari_buku,cari_buku,0.9863199591636658,True,cari_buku,0.9863199591636658,fasilitas,0.004434856120496988,cara_pinjam,0.003928856924176216 +"Baiklah sekarang, ya ",denied,confirm,0.961792528629303,False,confirm,0.961792528629303,goodbye,0.022430554032325745,denied,0.0069749196991324425 +"udah, nggak usah lah",denied,denied,0.9817419648170471,True,denied,0.9817419648170471,confirm,0.006884261500090361,goodbye,0.005284463986754417 +q udah punya kartu tinggal tunjukin aja?,cara_pinjam,cara_pinjam,0.9806023836135864,True,cara_pinjam,0.9806023836135864,keanggotaan,0.005054866895079613,cari_buku,0.003095044521614909 +komik atau manga juga disediakan?,cari_buku,cari_buku,0.9850548505783081,True,cari_buku,0.9850548505783081,fasilitas,0.004554321523755789,cara_pinjam,0.004055175464600325 +kalau long weekend gini perpus buka atau tutup?,jam_layanan,jam_layanan,0.9835469722747803,True,jam_layanan,0.9835469722747803,cara_pinjam,0.0032181483693420887,peraturan,0.002776340115815401 +gimana prosedur kalau mau pinjam buku untuk seminggu?,cara_pinjam,cara_pinjam,0.9805538654327393,True,cara_pinjam,0.9805538654327393,keanggotaan,0.0065968711860477924,peraturan,0.004316588863730431 +nggak sampai segitu repotnya,denied,denied,0.9821703433990479,True,denied,0.9821703433990479,confirm,0.005963828880339861,goodbye,0.00540110282599926 +halo kak mau tanya cara perpanjang pinjaman buku gimana?,cara_pinjam,cara_pinjam,0.9781252145767212,True,cara_pinjam,0.9781252145767212,keanggotaan,0.006836865562945604,peraturan,0.006508656777441502 +Maaf nih. Maaf saya ingin bertanya kode pintu masuk perpustakaan ada ga?,peraturan,peraturan,0.968258798122406,True,peraturan,0.968258798122406,fasilitas,0.019681593403220177,keanggotaan,0.0029978000093251467 +hai admin bisa bantu info tentang perpanjangan keanggotaan?,keanggotaan,keanggotaan,0.9812520742416382,True,keanggotaan,0.9812520742416382,cara_pinjam,0.008733876049518585,peraturan,0.0021486959885805845 +sudah cukup makasih ya kak,goodbye,goodbye,0.9874150156974792,True,goodbye,0.9874150156974792,greeting,0.004827511962503195,denied,0.0018833978101611137 +"assalamualaikum, nyoba doang",greeting,greeting,0.983244001865387,True,greeting,0.983244001865387,goodbye,0.005637406371533871,denied,0.002817286876961589 +saya bukan mahasiswa sini boleh masuk perpus?,keanggotaan,keanggotaan,0.9840176701545715,True,keanggotaan,0.9840176701545715,cara_pinjam,0.003547876374796033,denied,0.0026233289390802383 +oke noted terima kasih sarannya,goodbye,goodbye,0.9866173267364502,True,goodbye,0.9866173267364502,greeting,0.005239119753241539,confirm,0.001939416746608913 +"Yah, yaudah, aku pergi.",goodbye,goodbye,0.9854345321655273,True,goodbye,0.9854345321655273,greeting,0.0046258545480668545,confirm,0.003715270198881626 +oke noted trims kasih sarannya,goodbye,goodbye,0.9850528836250305,True,goodbye,0.9850528836250305,greeting,0.006811009719967842,confirm,0.0018345252610743046 +"Siang kak tolong berikan jam layanan perpustakaan, terima kasih",jam_layanan,jam_layanan,0.9814210534095764,True,jam_layanan,0.9814210534095764,cara_pinjam,0.004056589677929878,greeting,0.002818261506035924 +halo kak peraturan penggunaan laptop di perpus bagaimana?,peraturan,peraturan,0.984946608543396,True,peraturan,0.984946608543396,fasilitas,0.004670438356697559,cara_pinjam,0.0030492832884192467 +Cek kabar? Coba!,greeting,greeting,0.9824272394180298,True,greeting,0.9824272394180298,goodbye,0.004151789005845785,denied,0.0031749012414366007 +Harus scan kartu pada awal masuk ya?,peraturan,peraturan,0.9498921632766724,True,peraturan,0.9498921632766724,keanggotaan,0.028578683733940125,cara_pinjam,0.012092254124581814 +kak peraturan penggunaan laptop di perpus bagaimana?,peraturan,peraturan,0.9848504066467285,True,peraturan,0.9848504066467285,fasilitas,0.004272315185517073,keanggotaan,0.003321176627650857 +kalau sy datang hari minggu perpustakaan buka ga?,jam_layanan,jam_layanan,0.9838796257972717,True,jam_layanan,0.9838796257972717,cara_pinjam,0.002836444415152073,peraturan,0.002412040252238512 +"kamu apakah Halo, bisa dibalas?",greeting,greeting,0.983299970626831,True,greeting,0.983299970626831,goodbye,0.005588921718299389,denied,0.0032126556616276503 +Ada internet yang bisa diakses oleh pengunjung umum?,fasilitas,fasilitas,0.9805204272270203,True,fasilitas,0.9805204272270203,peraturan,0.00672032218426466,cari_buku,0.005148499272763729 +g!,denied,denied,0.9814683198928833,True,denied,0.9814683198928833,confirm,0.008332239463925362,goodbye,0.0030021686106920242 +Ada buku referensi untuk skripsi teknik?,cari_buku,cari_buku,0.9846609234809875,True,cari_buku,0.9846609234809875,fasilitas,0.004750831518322229,cara_pinjam,0.004604248329997063 +sudah makasih ya kak,goodbye,goodbye,0.9873637557029724,True,goodbye,0.9873637557029724,greeting,0.004654822405427694,denied,0.00178929278627038 +ruang baca di lantai atas siapa dipakai bebas aja?,fasilitas,fasilitas,0.9773804545402527,True,fasilitas,0.9773804545402527,peraturan,0.009365355595946312,cari_buku,0.005875615403056145 +halo admin jam buka hari ini sampai jam berapa?,jam_layanan,jam_layanan,0.9833598136901855,True,jam_layanan,0.9833598136901855,cara_pinjam,0.0031369575299322605,peraturan,0.002661825390532613 +oy,greeting,greeting,0.9679810404777527,True,greeting,0.9679810404777527,goodbye,0.01982523314654827,confirm,0.004506226629018784 +ya itu boleh banget caranya,confirm,confirm,0.9857518076896667,True,confirm,0.9857518076896667,denied,0.00568782864138484,goodbye,0.0018605571240186691 +Saya ingin tahu lokasi Buku Psikologi Klinis .,cari_buku,cari_buku,0.9859656095504761,True,cari_buku,0.9859656095504761,fasilitas,0.0049364869482815266,cara_pinjam,0.004007101524621248 +Sistem pinjamannya hari ini menggunakan barcode atau manual?,cara_pinjam,cara_pinjam,0.982780933380127,True,cara_pinjam,0.982780933380127,keanggotaan,0.004573488142341375,peraturan,0.004272365476936102 +saya mau cari literatur kedokteran yang bisa dibaca di tempat,cari_buku,cari_buku,0.983617901802063,True,cari_buku,0.983617901802063,fasilitas,0.007729161996394396,cara_pinjam,0.0033408626914024353 +Selamat pagi ingin menemukan buku tentang pembelajaran mesin atau tidak?,cari_buku,cari_buku,0.9867188334465027,True,cari_buku,0.9867188334465027,fasilitas,0.0045901695266366005,cara_pinjam,0.003407206851989031 +fuck you im out,goodbye,goodbye,0.8452131748199463,True,goodbye,0.8452131748199463,denied,0.13100507855415344,greeting,0.00909939780831337 +permisi dapat meminjam buku tanpa kartu anggota atau tidak?,cara_pinjam,cara_pinjam,0.9824801683425903,True,cara_pinjam,0.9824801683425903,keanggotaan,0.0057606929913163185,peraturan,0.0036799039226025343 +"hai admin, bisa bilang apa saja?",greeting,greeting,0.9823022484779358,True,greeting,0.9823022484779358,goodbye,0.005579705815762281,denied,0.003533500013872981 +anjut bos,confirm,goodbye,0.85219407081604,False,goodbye,0.85219407081604,greeting,0.13565075397491455,confirm,0.003798173973336816 +saya kehilangan kartu masih bisa masuk?,keanggotaan,keanggotaan,0.9831204414367676,True,keanggotaan,0.9831204414367676,cara_pinjam,0.006470106076449156,peraturan,0.0027144888881593943 +saya cari jurnal ekonomi ada?,cari_buku,cari_buku,0.9833266139030457,True,cari_buku,0.9833266139030457,fasilitas,0.008705594576895237,cara_pinjam,0.002276141894981265 +"Maaf saya akan bertanya, itu seharusnya tidak ada sivitas akademika, bolehkah daftar?",keanggotaan,keanggotaan,0.9802958369255066,True,keanggotaan,0.9802958369255066,cara_pinjam,0.004024372901767492,denied,0.0039049573242664337 +cek halomu? coba!,greeting,greeting,0.9834094047546387,True,greeting,0.9834094047546387,goodbye,0.004062959924340248,denied,0.0033507945481687784 +yaudah gw cabut,goodbye,goodbye,0.9874134063720703,True,goodbye,0.9874134063720703,greeting,0.00401411484926939,denied,0.002281716326251626 +kalau pinjam buku digital caranya beda?,cara_pinjam,cara_pinjam,0.9771471619606018,True,cara_pinjam,0.9771471619606018,keanggotaan,0.007726582232862711,peraturan,0.006718844175338745 +selamat siang perpustakaan ya? raya buka tidak hari,jam_layanan,jam_layanan,0.9833780527114868,True,jam_layanan,0.9833780527114868,cara_pinjam,0.003034267807379365,greeting,0.002740878378972411 +approved,confirm,confirm,0.9777377843856812,True,confirm,0.9777377843856812,denied,0.010224171914160252,goodbye,0.0025393147952854633 +selamat siang disana? anda apakah,greeting,greeting,0.982677161693573,True,greeting,0.982677161693573,goodbye,0.0067418040707707405,denied,0.002851318335160613 +Perpus menyediakan loker penyimpanan barang?,fasilitas,fasilitas,0.9806247353553772,True,fasilitas,0.9806247353553772,peraturan,0.0075586289167404175,cari_buku,0.005021767225116491 +hai admin bisa bantu info cara perpanjang keanggotaan?,keanggotaan,keanggotaan,0.9826111197471619,True,keanggotaan,0.9826111197471619,cara_pinjam,0.007501276675611734,greeting,0.0019036552403122187 +kalau telat balikin buku dendanya berapa?,peraturan,peraturan,0.9801779389381409,True,peraturan,0.9801779389381409,cara_pinjam,0.008653620257973671,keanggotaan,0.0031968725379556417 +hell nah nigga,denied,denied,0.9851875305175781,True,denied,0.9851875305175781,confirm,0.006286280229687691,goodbye,0.0025111022405326366 +hai kak perpus bulan puasa jam berapa tutupnya?,jam_layanan,jam_layanan,0.9835184812545776,True,jam_layanan,0.9835184812545776,cara_pinjam,0.0030470462515950203,peraturan,0.0026274260599166155 +excuse me boleh ga? hp di ruang baca charge,peraturan,peraturan,0.9655578136444092,True,peraturan,0.9655578136444092,denied,0.007886795327067375,keanggotaan,0.007327754981815815 +"Selamat siang, apakah perpustakaan hari raya buka?",jam_layanan,jam_layanan,0.9834591746330261,True,jam_layanan,0.9834591746330261,cara_pinjam,0.00286174681968987,greeting,0.002669941633939743 +Baiklah terima kasih ,goodbye,goodbye,0.9869678616523743,True,goodbye,0.9869678616523743,greeting,0.004067103844136,confirm,0.0021604448556900024 +ada buku-buku referensi untuk skripsi teknik?,cari_buku,cari_buku,0.9851818680763245,True,cari_buku,0.9851818680763245,fasilitas,0.004985528998076916,cara_pinjam,0.0042880382388830185 +saya baru pindahan bisa daftar jadi anggota?,keanggotaan,keanggotaan,0.9817853569984436,True,keanggotaan,0.9817853569984436,cara_pinjam,0.007058638148009777,denied,0.0020874678157269955 +siang kak tolong carikan buku tentang leadership dong makasih,cari_buku,cari_buku,0.9868942499160767,True,cari_buku,0.9868942499160767,fasilitas,0.003989565651863813,cara_pinjam,0.003649127436801791 +permisi fasilitas toilet ada di lantai berapa ya?,fasilitas,fasilitas,0.9740593433380127,True,fasilitas,0.9740593433380127,peraturan,0.01134305540472269,cari_buku,0.006782064214348793 +apakah ada komputer umum di perpus?,fasilitas,fasilitas,0.9751244783401489,True,fasilitas,0.9751244783401489,peraturan,0.011610685847699642,cari_buku,0.006517508998513222 +Ada aturan tentang pakaian di Perpustakaan?,peraturan,peraturan,0.9867772459983826,True,peraturan,0.9867772459983826,cara_pinjam,0.003159161191433668,keanggotaan,0.002835487248376012 +"Excuse me, ada ruang santai atau ruang tamu?",fasilitas,fasilitas,0.9804465174674988,True,fasilitas,0.9804465174674988,cari_buku,0.00691625289618969,peraturan,0.005209582392126322 +"Halo Kak, Ruang Diskusi bisa dipesan ga?",fasilitas,fasilitas,0.9797652363777161,True,fasilitas,0.9797652363777161,cari_buku,0.00784418173134327,peraturan,0.005367009434849024 +A: mau tanya ada buku komputasi awan ga ya?,cari_buku,cari_buku,0.9862655997276306,True,cari_buku,0.9862655997276306,fasilitas,0.004490142688155174,cara_pinjam,0.0037439612206071615 +hai admin ada bacaan novel terbaru karya penulis Indonesia?,cari_buku,cari_buku,0.9846847057342529,True,cari_buku,0.9846847057342529,fasilitas,0.00635365629568696,cara_pinjam,0.0032362539786845446 +maaf mau nanya kalau bukan sivitas akademika boleh list tidak?,keanggotaan,keanggotaan,0.9806429147720337,True,keanggotaan,0.9806429147720337,cara_pinjam,0.005240435246378183,denied,0.0027991358656436205 +"Udahan dulu ya, aku senang sekali ",goodbye,goodbye,0.9855872392654419,True,goodbye,0.9855872392654419,greeting,0.00440165214240551,denied,0.00279021798633039 +Periksa halo? Mencoba!,greeting,greeting,0.9829234480857849,True,greeting,0.9829234480857849,goodbye,0.004479521419852972,denied,0.0035841946955770254 +selamat sore bisa pinjam lebih dari 3 buku sekaligus ga?,cara_pinjam,cara_pinjam,0.9825676083564758,True,cara_pinjam,0.9825676083564758,keanggotaan,0.0059616537764668465,peraturan,0.003331756917759776 +: apakah aku mau ke kampus malam ini masih dilayani?,jam_layanan,jam_layanan,0.9822099208831787,True,jam_layanan,0.9822099208831787,cara_pinjam,0.0030121055897325277,keanggotaan,0.002760743023827672 +males ah!,denied,denied,0.9850032925605774,True,denied,0.9850032925605774,confirm,0.005984993185847998,goodbye,0.00316977733746171 +"halo, salam kenal saya ",greeting,greeting,0.9532003402709961,True,greeting,0.9532003402709961,goodbye,0.03647705912590027,denied,0.0031836992129683495 +"Siapa ruang baca di lantai atas, siapa yang bebas digunakan?",fasilitas,fasilitas,0.974024772644043,True,fasilitas,0.974024772644043,peraturan,0.012441154569387436,cari_buku,0.006386290304362774 +boleh bawa ringan ke ruang baca?,peraturan,peraturan,0.9705498814582825,True,peraturan,0.9705498814582825,keanggotaan,0.01590222306549549,cara_pinjam,0.004187033046036959 +Halo kak mau tanya perpus buka hari libur?,jam_layanan,jam_layanan,0.9831288456916809,True,jam_layanan,0.9831288456916809,cara_pinjam,0.0029012798331677914,peraturan,0.0027192081324756145 +saya anak SMA bisa daftar jadi anggota?,keanggotaan,keanggotaan,0.9822484254837036,True,keanggotaan,0.9822484254837036,cara_pinjam,0.003732641227543354,greeting,0.0029797551687806845 +selamat sore bisa minta tolong?,greeting,greeting,0.9804250597953796,True,greeting,0.9804250597953796,goodbye,0.007838360965251923,jam_layanan,0.0030372801702469587 +selamat siang perpustakaan hari raya buka tidak ya?,jam_layanan,jam_layanan,0.9838623404502869,True,jam_layanan,0.9838623404502869,cara_pinjam,0.0027601653710007668,greeting,0.002663092687726021 +tidak usah repot-repot beigtu,denied,denied,0.9827986359596252,True,denied,0.9827986359596252,goodbye,0.005694210529327393,confirm,0.004760771058499813 +engga usah dibuat susah bro,denied,denied,0.9832709431648254,True,denied,0.9832709431648254,confirm,0.007728959433734417,goodbye,0.003414330305531621 +engga usah dibuat susah,denied,denied,0.9823071956634521,True,denied,0.9823071956634521,confirm,0.008886901661753654,goodbye,0.003010175423696637 +selamat pagi mau daftar anggota perpustakaan caranya gimana?,keanggotaan,keanggotaan,0.9846659898757935,True,keanggotaan,0.9846659898757935,cara_pinjam,0.0047437818720936775,denied,0.001861214404925704 +oke cocok banget sama kebutuhannya,confirm,confirm,0.9827432632446289,True,confirm,0.9827432632446289,denied,0.009501570835709572,goodbye,0.0014400356449186802 +mau tanya dong denda keterlambatan per berapa ya terima kasih,peraturan,peraturan,0.9867189526557922,True,peraturan,0.9867189526557922,cara_pinjam,0.0033707860857248306,keanggotaan,0.002694707131013274 +approved.,confirm,confirm,0.980960488319397,True,confirm,0.980960488319397,denied,0.009067556820809841,goodbye,0.0022672784980386496 +Anggota perpustakaan dapat mengakses semua buku ya?,keanggotaan,keanggotaan,0.9858736991882324,True,keanggotaan,0.9858736991882324,cara_pinjam,0.004094074014574289,peraturan,0.0026747260708361864 +makasih bang,goodbye,goodbye,0.9843420386314392,True,goodbye,0.9843420386314392,greeting,0.006237944588065147,confirm,0.002246690448373556 +gua setuju!,confirm,confirm,0.9754689931869507,True,confirm,0.9754689931869507,denied,0.01513609103858471,goodbye,0.002062708605080843 +"halo kak, peraturan penggunaan laptop di setiap UKM itu apa?",peraturan,peraturan,0.985612154006958,True,peraturan,0.985612154006958,fasilitas,0.0035020546056330204,cara_pinjam,0.0030688478145748377 +sistem pinjam sekarang pake barcode atau manual?,cara_pinjam,cara_pinjam,0.981567919254303,True,cara_pinjam,0.981567919254303,keanggotaan,0.006221889518201351,peraturan,0.0037862882018089294 +tanya mau dong ada lift untuk ke lantai atas terima kasih,fasilitas,fasilitas,0.9758267998695374,True,fasilitas,0.9758267998695374,peraturan,0.008362464606761932,cari_buku,0.006949513219296932 +Maaf. Bolehkah saya membantu menemukan buku statistik untuk penelitian Anda?,cari_buku,cari_buku,0.9859975576400757,True,cari_buku,0.9859975576400757,fasilitas,0.005437888670712709,cara_pinjam,0.003065564436838031 +would I love that,confirm,confirm,0.9404199719429016,True,confirm,0.9404199719429016,denied,0.04733023792505264,greeting,0.004796250723302364 +"P, Check fungsi.",greeting,greeting,0.9776293039321899,True,greeting,0.9776293039321899,cari_buku,0.004578531254082918,confirm,0.0038809028919786215 +anggota bisa bawa laptop sendiri ke ruang baca?,keanggotaan,keanggotaan,0.9788560271263123,True,keanggotaan,0.9788560271263123,peraturan,0.0073453099466860294,fasilitas,0.004554884508252144 +anjut bos!,confirm,goodbye,0.9700844287872314,False,goodbye,0.9700844287872314,greeting,0.021766722202301025,confirm,0.00245694094337523 diff --git a/test_results/test_run_20250702_152925/misclassified_examples.csv b/test_results/test_run_20250702_152925/misclassified_examples.csv new file mode 100644 index 0000000000000000000000000000000000000000..786a2e72c5f0409ca11842fedf3f042764e94117 --- /dev/null +++ b/test_results/test_run_20250702_152925/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,0.9772554,0.007800255,denied,0.9772554,goodbye,0.007800255,confirm,0.0071570864,14,3 +11,Fuck You Im Out .,goodbye,denied,0.8079321,0.1599206,denied,0.8079321,goodbye,0.1599206,confirm,0.012856031,17,5 +34,Selamat malam apakah masih bisa dilayani?,greeting,jam_layanan,0.9606884,0.01805464,jam_layanan,0.9606884,greeting,0.01805464,cara_pinjam,0.004284373,41,6 +51,excuse me kalau mau buku caranya gimana?,cara_pinjam,cari_buku,0.5353629,0.43831566,cari_buku,0.5353629,cara_pinjam,0.43831566,peraturan,0.007263049,40,7 +84,"Pagi, aku disini.",greeting,goodbye,0.59459805,0.38673085,goodbye,0.59459805,greeting,0.38673085,denied,0.006382781,17,3 +96,Ada respon nggak nih?,greeting,jam_layanan,0.62662894,0.2529818,jam_layanan,0.62662894,greeting,0.2529818,cari_buku,0.03058178,21,4 +104,"Aslmkm, mau minta maaf nih ",greeting,goodbye,0.90091115,0.062069345,goodbye,0.90091115,greeting,0.062069345,denied,0.028715441,27,5 +111,Harus daftar dulu dulu ga buay buku?,cara_pinjam,keanggotaan,0.92264235,0.057134207,keanggotaan,0.92264235,cara_pinjam,0.057134207,cari_buku,0.0046038413,36,7 +137,ayo dong,confirm,greeting,0.981652,0.0023018494,greeting,0.981652,goodbye,0.008132427,denied,0.0031523164,8,2 +165,Adios Negros,goodbye,greeting,0.8209093,0.16319652,greeting,0.8209093,goodbye,0.16319652,denied,0.005223815,12,2 +167,selamat malam masih bisa dilayani?,greeting,jam_layanan,0.9126696,0.060073666,jam_layanan,0.9126696,greeting,0.060073666,cara_pinjam,0.005463925,34,5 +176,gaskan min!,confirm,greeting,0.9672175,0.011866525,greeting,0.9672175,confirm,0.011866525,goodbye,0.009934118,11,2 +180,"Oke, siap untuk memberikan bimbingan ini ,",goodbye,greeting,0.45503783,0.32009432,greeting,0.45503783,goodbye,0.32009432,confirm,0.17768162,42,7 +249,selamat bisa masih malam dilayani?,greeting,jam_layanan,0.9789914,0.004896381,jam_layanan,0.9789914,greeting,0.004896381,cara_pinjam,0.004095125,34,5 +275,deal,confirm,denied,0.82823896,0.10927129,denied,0.82823896,confirm,0.10927129,greeting,0.020067556,4,1 +313,"Baiklah sekarang, ya ",denied,confirm,0.9617925,0.0069749197,confirm,0.9617925,goodbye,0.022430554,denied,0.0069749197,21,3 +351,anjut bos,confirm,goodbye,0.8521941,0.003798174,goodbye,0.8521941,greeting,0.13565075,confirm,0.003798174,9,2 +409,anjut bos!,confirm,goodbye,0.9700844,0.002456941,goodbye,0.9700844,greeting,0.021766722,confirm,0.002456941,10,2 diff --git a/test_results/test_run_20250702_152925/overall_metrics.json b/test_results/test_run_20250702_152925/overall_metrics.json new file mode 100644 index 0000000000000000000000000000000000000000..4962a7320c5f640cfeaeac2628394b222538edf3 --- /dev/null +++ b/test_results/test_run_20250702_152925/overall_metrics.json @@ -0,0 +1,15 @@ +{ + "accuracy": 0.9560975609756097, + "macro_precision": 0.9566572516430712, + "macro_recall": 0.9560975609756097, + "macro_f1": 0.9557288886398974, + "micro_precision": 0.9560975609756097, + "micro_recall": 0.9560975609756097, + "micro_f1": 0.9560975609756097, + "weighted_precision": 0.9566572516430714, + "weighted_recall": 0.9560975609756097, + "weighted_f1": 0.9557288886398972, + "matthews_corr_coef": 0.9513641551926126, + "total_samples": 410, + "num_classes": 10 +} \ No newline at end of file diff --git a/test_results/test_run_20250702_152925/per_class_metrics.csv b/test_results/test_run_20250702_152925/per_class_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..3e62d5bcb97b83d3a1379b32ab7e32545c53150c --- /dev/null +++ b/test_results/test_run_20250702_152925/per_class_metrics.csv @@ -0,0 +1,11 @@ +class,precision,recall,f1_score,support +cara_pinjam,1.0,0.9512195121951219,0.975,41 +cari_buku,0.9761904761904762,1.0,0.9879518072289156,41 +confirm,0.972972972972973,0.8780487804878049,0.9230769230769231,41 +denied,0.9302325581395349,0.975609756097561,0.9523809523809523,41 +fasilitas,1.0,1.0,1.0,41 +goodbye,0.9024390243902439,0.9024390243902439,0.9024390243902439,41 +greeting,0.8974358974358975,0.8536585365853658,0.875,41 +jam_layanan,0.9111111111111111,1.0,0.9534883720930233,41 +keanggotaan,0.9761904761904762,1.0,0.9879518072289156,41 +peraturan,1.0,1.0,1.0,41 diff --git a/test_results/test_run_20250702_152925/per_class_metrics.png b/test_results/test_run_20250702_152925/per_class_metrics.png new file mode 100644 index 0000000000000000000000000000000000000000..2dff534b44cc1daf3ebb26a5c1dc66c0365aecbd --- /dev/null +++ b/test_results/test_run_20250702_152925/per_class_metrics.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c433eb44801f1b505be91f79ecee186875fa3938f91244a1de4a4b8505b2a3e4 +size 146807 diff --git a/test_results/test_run_20250702_152925/summary_report.txt b/test_results/test_run_20250702_152925/summary_report.txt new file mode 100644 index 0000000000000000000000000000000000000000..29853b9a655d6fe2cfa92745afc17d39d264a46b --- /dev/null +++ b/test_results/test_run_20250702_152925/summary_report.txt @@ -0,0 +1,64 @@ +================================================================================ +MODEL EVALUATION SUMMARY REPORT +================================================================================ +Test Run Timestamp: 20250702_152925 +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: 0.9711 +Std confidence: 0.0544 +Mean confidence (correct): 0.9773 +Mean confidence (incorrect): 0.8364 + +TOP 5 PERFORMING CLASSES (by F1-Score) +---------------------------------------- +fasilitas: F1=1.000, Precision=1.000, Recall=1.000 +peraturan: F1=1.000, Precision=1.000, Recall=1.000 +cari_buku: F1=0.988, Precision=0.976, Recall=1.000 +keanggotaan: F1=0.988, Precision=0.976, Recall=1.000 +cara_pinjam: F1=0.975, Precision=1.000, Recall=0.951 + +WORST 5 PERFORMING CLASSES (by F1-Score) +---------------------------------------- +greeting: F1=0.875, Precision=0.897, Recall=0.854 +goodbye: F1=0.902, Precision=0.902, Recall=0.902 +confirm: F1=0.923, Precision=0.973, Recall=0.878 +denied: F1=0.952, Precision=0.930, Recall=0.976 +jam_layanan: F1=0.953, Precision=0.911, Recall=1.000 + +TOP 10 MOST CONFUSED CLASS PAIRS +---------------------------------------- +greeting → jam_layanan: 4 errors (9.8%) +confirm → goodbye: 2 errors (4.9%) +goodbye → greeting: 2 errors (4.9%) +greeting → goodbye: 2 errors (4.9%) +goodbye → denied: 2 errors (4.9%) +confirm → greeting: 2 errors (4.9%) +cara_pinjam → keanggotaan: 1 errors (2.4%) +cara_pinjam → cari_buku: 1 errors (2.4%) +denied → confirm: 1 errors (2.4%) +confirm → denied: 1 errors (2.4%) + +MISCLASSIFICATION SUMMARY +---------------------------------------- +Total misclassified: 18 +Misclassification rate: 4.39% +Mean confidence of misclassified: 0.8364 + +================================================================================ \ No newline at end of file diff --git a/test_results/test_run_20250702_152925/top_confused_examples.csv b/test_results/test_run_20250702_152925/top_confused_examples.csv new file mode 100644 index 0000000000000000000000000000000000000000..ec8bcd6512c492dde793a9543086402de6ff24dc --- /dev/null +++ b/test_results/test_run_20250702_152925/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 +180,"Oke, siap untuk memberikan bimbingan ini ,",goodbye,greeting,0.45503783,0.32009432,greeting,0.45503783,goodbye,0.32009432,confirm,0.17768162,42,7 +51,excuse me kalau mau buku caranya gimana?,cara_pinjam,cari_buku,0.5353629,0.43831566,cari_buku,0.5353629,cara_pinjam,0.43831566,peraturan,0.007263049,40,7 +84,"Pagi, aku disini.",greeting,goodbye,0.59459805,0.38673085,goodbye,0.59459805,greeting,0.38673085,denied,0.006382781,17,3 +96,Ada respon nggak nih?,greeting,jam_layanan,0.62662894,0.2529818,jam_layanan,0.62662894,greeting,0.2529818,cari_buku,0.03058178,21,4 +11,Fuck You Im Out .,goodbye,denied,0.8079321,0.1599206,denied,0.8079321,goodbye,0.1599206,confirm,0.012856031,17,5 +165,Adios Negros,goodbye,greeting,0.8209093,0.16319652,greeting,0.8209093,goodbye,0.16319652,denied,0.005223815,12,2 +275,deal,confirm,denied,0.82823896,0.10927129,denied,0.82823896,confirm,0.10927129,greeting,0.020067556,4,1 +351,anjut bos,confirm,goodbye,0.8521941,0.003798174,goodbye,0.8521941,greeting,0.13565075,confirm,0.003798174,9,2 +104,"Aslmkm, mau minta maaf nih ",greeting,goodbye,0.90091115,0.062069345,goodbye,0.90091115,greeting,0.062069345,denied,0.028715441,27,5 +167,selamat malam masih bisa dilayani?,greeting,jam_layanan,0.9126696,0.060073666,jam_layanan,0.9126696,greeting,0.060073666,cara_pinjam,0.005463925,34,5 +111,Harus daftar dulu dulu ga buay buku?,cara_pinjam,keanggotaan,0.92264235,0.057134207,keanggotaan,0.92264235,cara_pinjam,0.057134207,cari_buku,0.0046038413,36,7 +34,Selamat malam apakah masih bisa dilayani?,greeting,jam_layanan,0.9606884,0.01805464,jam_layanan,0.9606884,greeting,0.01805464,cara_pinjam,0.004284373,41,6 +313,"Baiklah sekarang, ya ",denied,confirm,0.9617925,0.0069749197,confirm,0.9617925,goodbye,0.022430554,denied,0.0069749197,21,3 +176,gaskan min!,confirm,greeting,0.9672175,0.011866525,greeting,0.9672175,confirm,0.011866525,goodbye,0.009934118,11,2 +409,anjut bos!,confirm,goodbye,0.9700844,0.002456941,goodbye,0.9700844,greeting,0.021766722,confirm,0.002456941,10,2 +9,Fuck YouIm Out,goodbye,denied,0.9772554,0.007800255,denied,0.9772554,goodbye,0.007800255,confirm,0.0071570864,14,3 +249,selamat bisa masih malam dilayani?,greeting,jam_layanan,0.9789914,0.004896381,jam_layanan,0.9789914,greeting,0.004896381,cara_pinjam,0.004095125,34,5 +137,ayo dong,confirm,greeting,0.981652,0.0023018494,greeting,0.981652,goodbye,0.008132427,denied,0.0031523164,8,2 diff --git a/tokenizer.json b/tokenizer.json new file mode 100644 index 0000000000000000000000000000000000000000..afa52b7e30266733ca04e94cfd22ba2431b38e39 --- /dev/null +++ b/tokenizer.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3c088c06cf975b7097e469bd69630cdb0d675c6db1ce3af1042b6e19c6d01f22 +size 17082999 diff --git a/tokenizer_config.json b/tokenizer_config.json new file mode 100644 index 0000000000000000000000000000000000000000..c2a974a0731aa55a21137e33205c0d71e03d4e24 --- /dev/null +++ b/tokenizer_config.json @@ -0,0 +1,55 @@ +{ + "added_tokens_decoder": { + "0": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2": { + "content": "", 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