From 0d5b112685f9f341bbf94a2fdbe9822b9b2b304c Mon Sep 17 00:00:00 2001 From: sindisukma Date: Mon, 9 Nov 2026 06:54:35 +0700 Subject: [PATCH] Upload project aplikasi analisis sentimen S-Learn --- .gitignore | 5 + backend/app/__init__.py | 0 .../app/__pycache__/__init__.cpython-313.pyc | Bin 0 -> 143 bytes .../app/__pycache__/database.cpython-313.pyc | Bin 0 -> 785 bytes backend/app/__pycache__/main.cpython-313.pyc | Bin 0 -> 1634 bytes .../app/__pycache__/ml_model.cpython-313.pyc | Bin 0 -> 3678 bytes .../app/__pycache__/models.cpython-313.pyc | Bin 0 -> 1330 bytes .../__pycache__/preprocessing.cpython-313.pyc | Bin 0 -> 7539 bytes .../app/__pycache__/schemas.cpython-313.pyc | Bin 0 -> 1557 bytes backend/app/database.py | 25 + backend/app/main.py | 67 + backend/app/ml_model.py | 168 + backend/app/models.py | 96 + backend/app/preprocessing.py | 715 + backend/app/routes/__init__.py | 0 .../__pycache__/__init__.cpython-313.pyc | Bin 0 -> 150 bytes .../__pycache__/dashboard.cpython-313.pyc | Bin 0 -> 2196 bytes .../routes/__pycache__/data.cpython-313.pyc | Bin 0 -> 3781 bytes .../__pycache__/prediction.cpython-313.pyc | Bin 0 -> 3728 bytes .../__pycache__/preprocessing.cpython-313.pyc | Bin 0 -> 1900 bytes .../routes/__pycache__/tfidf.cpython-313.pyc | Bin 0 -> 7267 bytes backend/app/routes/dashboard.py | 89 + backend/app/routes/data.py | 150 + backend/app/routes/prediction.py | 134 + backend/app/routes/preprocessing.py | 184 + backend/app/routes/tfidf.py | 416 + backend/app/schemas.py | 39 + backend/models/model_naive_bayes.pkl | Bin 0 -> 25409 bytes backend/package-lock.json | 830 + backend/package.json | 7 + backend/requirements.txt | 11 + frontend/.gitignore | 23 + frontend/README.md | 70 + frontend/package-lock.json | 17861 ++++++++++++++++ frontend/package.json | 42 + frontend/public/favicon.ico | Bin 0 -> 3870 bytes frontend/public/index.html | 43 + frontend/public/logo192.png | Bin 0 -> 5347 bytes frontend/public/logo512.png | Bin 0 -> 9664 bytes frontend/public/manifest.json | 25 + frontend/public/robots.txt | 3 + frontend/src/App.css | 4130 ++++ frontend/src/App.js | 66 + frontend/src/App.test.js | 8 + frontend/src/components/Navbar.js | 169 + frontend/src/components/SentimentChart.js | 86 + frontend/src/components/StatCard.js | 32 + frontend/src/index.css | 7 + frontend/src/index.js | 17 + frontend/src/logo.svg | 1 + frontend/src/pages/Classification.js | 949 + frontend/src/pages/Dashboard.js | 605 + frontend/src/pages/Data.js | 1272 ++ frontend/src/pages/Preprocessing.js | 796 + frontend/src/pages/TFIDF.js | 883 + frontend/src/pages/UserGuide.js | 187 + frontend/src/reportWebVitals.js | 13 + frontend/src/services/api.js | 9 + frontend/src/setupTests.js | 5 + 59 files changed, 30238 insertions(+) create mode 100644 .gitignore create mode 100644 backend/app/__init__.py create mode 100644 backend/app/__pycache__/__init__.cpython-313.pyc create mode 100644 backend/app/__pycache__/database.cpython-313.pyc create mode 100644 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z2&~EW7=oKOx~|`SEiVUraxi{2mG910TB9#cKMERW52tc#*6NJDI_1H^8N@oX&N{5P zJZX$uQ+a*1wlUfX)XB%=%2eL?N0Bn^3j(sZR6N8!ylm?5#5Um-u^7IIi{mR;i;j9D ySL!E=ckNSl54xa(IHv8dv?NJy$?98j=R%RBdhjhQB-Jm}RjD1E{7v95TJ%4oyl>qA literal 0 HcmV?d00001 diff --git a/backend/app/database.py b/backend/app/database.py new file mode 100644 index 0000000..9d34083 --- /dev/null +++ b/backend/app/database.py @@ -0,0 +1,25 @@ +from sqlalchemy import create_engine +from sqlalchemy.orm import declarative_base, sessionmaker + +DATABASE_URL = "mysql+pymysql://root:@localhost/sentiment_slearn" + +engine = create_engine( + DATABASE_URL, + echo=True +) + +SessionLocal = sessionmaker( + autocommit=False, + autoflush=False, + bind=engine +) + +Base = declarative_base() + + +def get_db(): + db = SessionLocal() + try: + yield db + finally: + db.close() \ No newline at end of file diff --git a/backend/app/main.py b/backend/app/main.py new file mode 100644 index 0000000..5aff9fb --- /dev/null +++ b/backend/app/main.py @@ -0,0 +1,67 @@ +from fastapi import FastAPI +from fastapi.middleware.cors import CORSMiddleware + +from .database import engine, Base +from . import models + +from .routes import data +from .routes import preprocessing +from .routes import prediction +from .routes import dashboard +from .routes import tfidf + + +# ========================================================= +# MEMBUAT TABEL DATABASE +# ========================================================= + +Base.metadata.create_all(bind=engine) + + +# ========================================================= +# MEMBUAT APLIKASI FASTAPI +# ========================================================= + +app = FastAPI( + title="S-Learn Sentiment Analysis API", + description="Backend sistem analisis sentimen S-Learn", + version="1.0.0" +) + + +# ========================================================= +# CORS +# ========================================================= + +app.add_middleware( + CORSMiddleware, + allow_origins=[ + "http://localhost:3000", + "http://localhost:3001" + ], + allow_credentials=True, + allow_methods=["*"], + allow_headers=["*"], +) + + +# ========================================================= +# ROUTER +# ========================================================= + +app.include_router(data.router) +app.include_router(preprocessing.router) +app.include_router(prediction.router) +app.include_router(dashboard.router) +app.include_router(tfidf.router) + + +# ========================================================= +# ROOT +# ========================================================= + +@app.get("/") +def root(): + return { + "message": "S-Learn Sentiment Analysis API berhasil dijalankan" + } \ No newline at end of file diff --git a/backend/app/ml_model.py b/backend/app/ml_model.py new file mode 100644 index 0000000..adaf4ee --- /dev/null +++ b/backend/app/ml_model.py @@ -0,0 +1,168 @@ +import os +import joblib + + +# ========================================================= +# KONFIGURASI MODEL +# ========================================================= + +BASE_DIR = os.path.dirname( + os.path.dirname( + os.path.abspath(__file__) + ) +) + +MODEL_DIR = os.path.join( + BASE_DIR, + "models" +) + +MODEL_PATH = os.path.join( + MODEL_DIR, + "model_naive_bayes.pkl" +) + + +# ========================================================= +# LOAD MODEL +# ========================================================= + +if not os.path.exists(MODEL_PATH): + raise FileNotFoundError( + f"Model tidak ditemukan: {MODEL_PATH}" + ) + +try: + model_final = joblib.load(MODEL_PATH) + +except Exception as e: + raise RuntimeError( + f"Gagal memuat model: {str(e)}" + ) + + +# ========================================================= +# VALIDASI PIPELINE +# ========================================================= + +if not hasattr(model_final, "named_steps"): + raise ValueError( + "Model harus berupa Pipeline " + "TF-IDF + MultinomialNB." + ) + + +# Pastikan step TF-IDF tersedia +if "tfidf" not in model_final.named_steps: + raise ValueError( + "Pipeline tidak memiliki step 'tfidf'." + ) + + +# Pastikan step Naïve Bayes tersedia +if "nb" not in model_final.named_steps: + raise ValueError( + "Pipeline tidak memiliki step 'nb'." + ) + + +# ========================================================= +# AMBIL KOMPONEN MODEL +# ========================================================= + +tfidf_vectorizer = model_final.named_steps["tfidf"] + +nb_model = model_final.named_steps["nb"] + + +# ========================================================= +# PREDIKSI SENTIMEN +# ========================================================= + +def predict_sentiment(text): + + if not text or not str(text).strip(): + raise ValueError( + "Teks komentar tidak boleh kosong." + ) + + text = str(text).strip() + + # Prediksi + prediction = model_final.predict([text])[0] + + # Probabilitas + probabilities = model_final.predict_proba([text])[0] + + # Konversi label + sentiment = ( + "Positif" + if int(prediction) == 1 + else "Negatif" + ) + + # Probabilitas kelas yang diprediksi + probability = float( + probabilities[ + list(model_final.classes_).index(prediction) + ] + ) + + return { + "label": int(prediction), + "sentiment": sentiment, + "probability": round( + probability, + 6 + ) + } + + +# ========================================================= +# TF-IDF SATU KOMENTAR +# ========================================================= + +def get_tfidf(text): + + if not text or not str(text).strip(): + return [] + + text = str(text).strip() + + # Transform menggunakan vectorizer + # yang SUDAH FIT dari model final + vector = tfidf_vectorizer.transform( + [text] + ) + + feature_names = ( + tfidf_vectorizer + .get_feature_names_out() + ) + + hasil = [] + + # Karena sparse matrix, + # ambil hanya fitur yang nilainya > 0 + row = vector[0] + + for col_index, nilai in zip( + row.indices, + row.data + ): + + hasil.append({ + "kata": feature_names[col_index], + "nilai": round( + float(nilai), + 6 + ) + }) + + # Urutkan berdasarkan nilai TF-IDF terbesar + hasil.sort( + key=lambda x: x["nilai"], + reverse=True + ) + + return hasil \ No newline at end of file diff --git a/backend/app/models.py b/backend/app/models.py new file mode 100644 index 0000000..306db9b --- /dev/null +++ b/backend/app/models.py @@ -0,0 +1,96 @@ +from sqlalchemy import ( + Column, + Integer, + Text, + String, + DateTime, + Float +) + +from datetime import datetime + +from .database import Base + + +class Komentar(Base): + + __tablename__ = "komentar" + + + id = Column( + Integer, + primary_key=True, + index=True + ) + + + komentar = Column( + Text, + nullable=False + ) + + + case_folding = Column( + Text, + nullable=True + ) + + + normalisasi = Column( + Text, + nullable=True + ) + + + cleaning = Column( + Text, + nullable=True + ) + + + tokenization = Column( + Text, + nullable=True + ) + + + stopword_removal = Column( + Text, + nullable=True + ) + + + stemming = Column( + Text, + nullable=True + ) + + + text_preprocessed = Column( + Text, + nullable=True + ) + + + tfidf = Column( + Text, + nullable=True + ) + + + sentiment = Column( + String(20), + nullable=True + ) + + + probability = Column( + Float, + nullable=True + ) + + + created_at = Column( + DateTime, + default=datetime.utcnow + ) \ No newline at end of file diff --git a/backend/app/preprocessing.py b/backend/app/preprocessing.py new file mode 100644 index 0000000..2bf29a7 --- /dev/null +++ b/backend/app/preprocessing.py @@ -0,0 +1,715 @@ +import re +import nltk + +from nltk.tokenize import word_tokenize + +from Sastrawi.Stemmer.StemmerFactory import ( + StemmerFactory +) + +from Sastrawi.StopWordRemover.StopWordRemoverFactory import ( + StopWordRemoverFactory +) + + +# ========================================================= +# NLTK +# ========================================================= + +nltk.download("punkt", quiet=True) +nltk.download("punkt_tab", quiet=True) + + +# ========================================================= +# STEMMER +# ========================================================= + +factory_stemmer = StemmerFactory() + +stemmer = ( + factory_stemmer + .create_stemmer() +) + + +# ========================================================= +# STOPWORD +# ========================================================= + +factory_stopword = StopWordRemoverFactory() + +stopwords = set( + factory_stopword.get_stop_words() +) + + +# ========================================================= +# KATA PENTING +# ========================================================= +# Kata-kata ini dikeluarkan dari daftar stopword +# agar tetap dipertahankan karena memiliki konteks +# terhadap sentimen. + +kata_penting = { + + # ------------------------- + # Negasi + # ------------------------- + + "tidak", + "bukan", + "belum", + "jangan", + "kurang", + + + # ------------------------- + # Konteks waktu dan kondisi + # ------------------------- + + "masih", + "sudah", + "sering", + "jarang", + "kadang", + "lagi", + "sebelum", + "setelah", + "kembali", + + + # ------------------------- + # Konjungsi yang membawa konteks + # ------------------------- + + "namun", + "tetapi", + "meskipun", + "walaupun", + + + # ------------------------- + # Intensitas + # ------------------------- + + "sangat", + "cukup", + "terlalu", + + + # ------------------------- + # Kondisi dan kemampuan + # ------------------------- + + "hanya", + "tanpa", + "harus", + "bisa", + "dapat", + "perlu", + "seharusnya", + + + # ------------------------- + # Keinginan + # ------------------------- + + "ingin" +} + + +# Hapus kata penting dari stopword +stopwords = stopwords - kata_penting + +# Kata tambahan yang tidak membawa informasi sentimen +stopwords.update({ + "nya" +}) + + +# ========================================================= +# KAMUS NORMALISASI +# ========================================================= + +kamus_normalisasi = { + + # ------------------------- + # Singkatan + # ------------------------- + "yg": "yang", + "yng": "yang", + "dgn": "dengan", + "utk": "untuk", + + # ------------------------- + # Negasi + # ------------------------- + "tdk": "tidak", + "gak": "tidak", + "ga": "tidak", + "nggak": "tidak", + "ngga": "tidak", + "enggak": "tidak", + + # ------------------------- + # Kata umum + # ------------------------- + "krn": "karena", + "karna": "karena", + "dr": "dari", + "jd": "jadi", + "jg": "juga", + "tp": "tetapi", + "sm": "sama", + "sdh": "sudah", + "udh": "sudah", + "udah": "sudah", + "blm": "belum", + "belom": "belum", + "bgt": "banget", + "aja": "saja", + "sbg": "sebagai", + "dpt": "dapat", + "bbrp": "beberapa", + + # ------------------------- + # Kata tanya + # ------------------------- + "gmn": "bagaimana", + "gimana": "bagaimana", + + # ------------------------- + # Kata kondisi + # ------------------------- + "klo": "kalau", + "kalo": "kalau", + "kalok": "kalau", + + # ------------------------- + # Kata informal + # ------------------------- + "emg": "memang", + "emang": "memang", + "kayak": "seperti", + "kaya": "seperti", + + # ------------------------- + # Kata khusus penelitian + # ------------------------- + "terkadang": "kadang" +} + + +# ========================================================= +# CASE FOLDING +# ========================================================= + +def case_folding(text): + + return str(text).lower() + + +# ========================================================= +# NORMALISASI +# ========================================================= + +def normalisasi(text): + + text = str(text).lower() + + + # ===================================================== + # S-LEARN + # ===================================================== + + # S-Learn + # S Learn + # Slearn + # s-learn + + text = re.sub( + r"\bs[\s-]*learn\b", + "slearn", + text + ) + + + # ===================================================== + # LOGIN + # ===================================================== + + # log in + # log-in + # login + + text = re.sub( + r"\blog[\s-]*in\b", + "login", + text + ) + + + # ===================================================== + # LOGOUT + # ===================================================== + + # log out + # log-out + # logout + + text = re.sub( + r"\blog[\s-]*out\b", + "logout", + text + ) + + + # ===================================================== + # CHECK IN + # ===================================================== + + # check in + # check-in + # checkin + + text = re.sub( + r"\bcheck[\s-]+in\b", + "checkin", + text + ) + + + # ===================================================== + # HP-NYA + # ===================================================== + + text = re.sub( + r"\bhpnya\b", + "hp nya", + text + ) + + text = re.sub( + r"\bhp\s+nya\b", + "hp nya", + text + ) + + + # ===================================================== + # PENGULANGAN HURUF + # ===================================================== + # + # bagusss -> bagus + # lamaaa -> lama + # lambattt -> lambat + # + # Hanya huruf yang berulang 3 kali atau lebih + # yang dikurangi. + + text = re.sub( + r"([a-z])\1{2,}", + r"\1", + text + ) + + + # ===================================================== + # KAMUS NORMALISASI + # ===================================================== + + words = text.split() + + words = [ + kamus_normalisasi.get( + word, + word + ) + for word in words + ] + + + return " ".join(words) + + +# ========================================================= +# CLEANING +# ========================================================= + +def cleaning(text): + + text = str(text) + + + # ===================================================== + # URL + # ===================================================== + + text = re.sub( + r"http\S+|www\S+", + " ", + text + ) + + + # ===================================================== + # MENTION + # ===================================================== + + text = re.sub( + r"@\w+", + " ", + text + ) + + + # ===================================================== + # HASHTAG + # ===================================================== + + text = re.sub( + r"#\w+", + " ", + text + ) + + + # ===================================================== + # ANGKA + # ===================================================== + + text = re.sub( + r"\d+", + " ", + text + ) + + + # ===================================================== + # SIMBOL DAN TANDA BACA + # ===================================================== + + text = re.sub( + r"[^a-zA-Z\s]", + " ", + text + ) + + + # ===================================================== + # SPASI BERLEBIH + # ===================================================== + + text = re.sub( + r"\s+", + " ", + text + ).strip() + + + return text + + +# ========================================================= +# TOKENIZATION +# ========================================================= + +def tokenisasi(text): + + if not str(text).strip(): + return [] + + return word_tokenize( + str(text) + ) + + +# ========================================================= +# STOPWORD REMOVAL +# ========================================================= + +def stopword_removal(tokens): + + return [ + word + for word in tokens + if word not in stopwords + ] + + +# ========================================================= +# ISTILAH TEKNIS +# ========================================================= +# Istilah berikut tidak dilakukan stemming karena +# merupakan istilah teknis yang digunakan pada +# konteks aplikasi S-Learn. + +istilah_teknis = { + + "slearn", + + "mobile", + "error", + "lag", + "bug", + "online", + "offline", + + "deadline", + + "server", + "loading", + "website", + + "login", + "logout", + + "ios", + "android", + + "update", + + "ui", + "ux", + + "user", + "interface", + + "upload", + "download", + + "menu", + "button", + + "file", + "link", + + "feedback", + + "friendly", + + "dashboard", + + "password", + "username", + + "checkin", + + "refresh", + + "performance", + "responsive", + + "submit", + + "session", + "support" +} + + +# ========================================================= +# KAMUS PENGECUALIAN STEMMING +# ========================================================= + +kamus_pengecualian_stemming = { + + # ===================================================== + # KATA YANG JANGAN DIUBAH + # KARENA STEMMING DAPAT MERUSAK MAKNA + # ===================================================== + + "terasa": "terasa", + "terdapat": "terdapat", + "pengalaman": "pengalaman", + "mengenai": "mengenai", + "pengumuman": "pengumuman", + "bersamaan": "bersamaan", + "berbagai": "berbagai", + "melalui": "melalui", + "sebelumnya": "sebelumnya", + "pembaruan": "pembaruan", + "kegiatan": "kegiatan", + "tersedia": "tersedia", + "tampilan": "tampilan", + "pengguna": "pengguna", + "ketergantungan": "ketergantungan", + "dibandingkan": "dibandingkan", + "menarik": "menarik", + "melakukan": "melakukan", + "setalah": "setelah", + "terjadi": "terjadi", + "digunakan": "digunakan", + "tampilannya": "tampilan", + "dikembangkan": "dikembangkan", + "melakukan": "melakukan", + "berikutnya": "berikutnya", + "diperbaiki": "diperbaiki", + "diperbarui": "diperbarui", + "dilakukan": "dilakukan", + "pengembangan": "pengembangan", + "sebagian": "sebagian", + "menggunakannya": "menggunakan", + "menggunakan": "menggunakan", + "semoga": "semoga", + "memadai": "memadai", + "lemot": "lemot", + + # ===================================================== + # KATA YANG MEMANG DIINGINKAN + # MENJADI BENTUK TERTENTU + # ===================================================== + + "berurutan": "urut", + "leluasa": "luas" +} + + +# ========================================================= +# STEMMING +# ========================================================= + +def stemming(tokens): + + hasil = [] + + + for word in tokens: + + # ------------------------------------------------- + # 1. Istilah teknis Inggris + # ------------------------------------------------- + + if word in istilah_teknis: + + hasil.append( + word + ) + + + # ------------------------------------------------- + # 2. Kata yang harus dipertahankan + # ------------------------------------------------- + + elif word in kamus_pengecualian_stemming: + + hasil.append( + kamus_pengecualian_stemming[word] + ) + + + # ------------------------------------------------- + # 3. Stemming normal Sastrawi + # ------------------------------------------------- + + else: + + hasil.append( + stemmer.stem(word) + ) + + + return hasil + + +# ========================================================= +# FULL PREPROCESSING +# ========================================================= + +def preprocess_text(text): + + # ===================================================== + # 1. CASE FOLDING + # ===================================================== + + hasil_case_folding = case_folding( + text + ) + + + # ===================================================== + # 2. NORMALISASI + # ===================================================== + + hasil_normalisasi = normalisasi( + hasil_case_folding + ) + + + # ===================================================== + # 3. CLEANING + # ===================================================== + + hasil_cleaning = cleaning( + hasil_normalisasi + ) + + + # ===================================================== + # 4. TOKENIZATION + # ===================================================== + + hasil_tokenization = tokenisasi( + hasil_cleaning + ) + + + # ===================================================== + # 5. STOPWORD REMOVAL + # ===================================================== + + hasil_stopword = stopword_removal( + hasil_tokenization + ) + + + # ===================================================== + # 6. STEMMING + # ===================================================== + + hasil_stemming = stemming( + hasil_stopword + ) + + + # ===================================================== + # 7. TEXT PREPROCESSED + # ===================================================== + + hasil_preprocessed = " ".join( + hasil_stemming + ) + + + # ===================================================== + # RETURN HASIL SETIAP TAHAP + # ===================================================== + + return { + + "case_folding": + hasil_case_folding, + + "normalisasi": + hasil_normalisasi, + + "cleaning": + hasil_cleaning, + + "tokenization": + " ".join( + hasil_tokenization + ), + + "stopword_removal": + " ".join( + hasil_stopword + ), + + "stemming": + " ".join( + hasil_stemming + ), + + "text_preprocessed": + hasil_preprocessed + } \ No newline at end of file diff --git a/backend/app/routes/__init__.py b/backend/app/routes/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/backend/app/routes/__pycache__/__init__.cpython-313.pyc b/backend/app/routes/__pycache__/__init__.cpython-313.pyc new file mode 100644 index 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+ negatif / total + ) * 100 + + else: + + persentase_positif = 0 + persentase_negatif = 0 + + return { + "total": total, + "positif": positif, + "negatif": negatif, + "persentase_positif": round( + persentase_positif, + 2 + ), + "persentase_negatif": round( + persentase_negatif, + 2 + ) + } + + +# ========================================================= +# DATA DASHBOARD +# ========================================================= + +@router.get("/data") +def get_dashboard_data( + db: Session = Depends(get_db) +): + + data = db.query(Komentar).all() + + hasil = [] + + for item in data: + + hasil.append({ + "id": item.id, + "komentar": item.komentar, + "text_preprocessed": + item.text_preprocessed, + "sentiment": + item.sentiment, + "probability": + item.probability + }) + + return hasil \ No newline at end of file diff --git a/backend/app/routes/data.py b/backend/app/routes/data.py new file mode 100644 index 0000000..6334893 --- /dev/null +++ b/backend/app/routes/data.py @@ -0,0 +1,150 @@ +from fastapi import ( + APIRouter, + Depends, + HTTPException, + UploadFile, + File +) + +from sqlalchemy.orm import Session +import pandas as pd +from io import StringIO + +from ..database import get_db +from ..models import Komentar +from ..schemas import KomentarCreate, KomentarResponse + + +router = APIRouter( + prefix="/data", + tags=["Kelola Data"] +) + + +# ========================================================= +# GET SEMUA DATA +# ========================================================= + +@router.get("/", response_model=list[KomentarResponse]) +def get_all_data( + db: Session = Depends(get_db) +): + data = db.query(Komentar).all() + + return data + + +# ========================================================= +# TAMBAH DATA +# ========================================================= + +@router.post("/", response_model=KomentarResponse) +def create_data( + data: KomentarCreate, + db: Session = Depends(get_db) +): + + komentar_baru = Komentar( + komentar=data.komentar + ) + + db.add(komentar_baru) + db.commit() + db.refresh(komentar_baru) + + return komentar_baru + + +# ========================================================= +# HAPUS DATA +# ========================================================= + +@router.delete("/{id}") +def delete_data( + id: int, + db: Session = Depends(get_db) +): + + data = db.query(Komentar).filter( + Komentar.id == id + ).first() + + if not data: + raise HTTPException( + status_code=404, + detail="Data komentar tidak ditemukan" + ) + + db.delete(data) + db.commit() + + return { + "message": "Data berhasil dihapus" + } + + +# ========================================================= +# IMPORT CSV +# ========================================================= + +@router.post("/import-csv") +async def import_csv( + file: UploadFile = File(...), + db: Session = Depends(get_db) +): + + # Cek format file + if not file.filename.endswith(".csv"): + raise HTTPException( + status_code=400, + detail="File harus berformat CSV" + ) + + # Baca file + contents = await file.read() + + try: + df = pd.read_csv( + StringIO( + contents.decode("utf-8") + ) + ) + + except Exception: + raise HTTPException( + status_code=400, + detail="File CSV tidak dapat dibaca" + ) + + # Cek kolom komentar + if "komentar" not in df.columns: + raise HTTPException( + status_code=400, + detail="CSV harus memiliki kolom 'komentar'" + ) + + jumlah_data = 0 + + # Masukkan data ke database + for _, row in df.iterrows(): + + komentar = str( + row["komentar"] + ).strip() + + if komentar: + + data_baru = Komentar( + komentar=komentar + ) + + db.add(data_baru) + + jumlah_data += 1 + + db.commit() + + return { + "message": "Import CSV berhasil", + "jumlah_data": jumlah_data + } \ No newline at end of file diff --git a/backend/app/routes/prediction.py b/backend/app/routes/prediction.py new file mode 100644 index 0000000..b491fa5 --- /dev/null +++ b/backend/app/routes/prediction.py @@ -0,0 +1,134 @@ +from fastapi import APIRouter, Depends, HTTPException +from sqlalchemy.orm import Session + +from ..database import get_db +from ..models import Komentar +from ..preprocessing import preprocess_text +from ..ml_model import predict_sentiment, get_tfidf + +router = APIRouter( + prefix="/prediction", + tags=["Klasifikasi Sentimen"] +) + + +@router.post("/all") +def predict_all_data( + db: Session = Depends(get_db) +): + data = db.query(Komentar).all() + + if not data: + return { + "message": "Tidak ada data komentar", + "jumlah_data": 0, + "positif": 0, + "negatif": 0 + } + + jumlah_positif = 0 + jumlah_negatif = 0 + + for item in data: + + # ========================= + # PREPROCESSING + # ========================= + hasil = preprocess_text(item.komentar) + + item.case_folding = hasil["case_folding"] + item.normalisasi = hasil["normalisasi"] + item.cleaning = hasil["cleaning"] + item.tokenization = hasil["tokenization"] + item.stopword_removal = hasil["stopword_removal"] + item.stemming = hasil["stemming"] + item.text_preprocessed = hasil["text_preprocessed"] + + # ========================= + # TF-IDF + # ========================= + hasil_tfidf = get_tfidf( + item.text_preprocessed + ) + + item.tfidf = str(hasil_tfidf) + + # ========================= + # NAÏVE BAYES + # ========================= + hasil_prediksi = predict_sentiment( + item.text_preprocessed + ) + + item.sentiment = hasil_prediksi["sentiment"] + item.probability = hasil_prediksi["probability"] + + # ========================= + # HITUNG JUMLAH SENTIMEN + # ========================= + if item.sentiment == "Positif": + jumlah_positif += 1 + else: + jumlah_negatif += 1 + + db.commit() + + return { + "message": "Prediksi seluruh data berhasil", + "jumlah_data": len(data), + "positif": jumlah_positif, + "negatif": jumlah_negatif + } + + +@router.post("/{id}") +def predict_data( + id: int, + db: Session = Depends(get_db) +): + data = ( + db.query(Komentar) + .filter(Komentar.id == id) + .first() + ) + + if not data: + raise HTTPException( + status_code=404, + detail="Data komentar tidak ditemukan" + ) + + hasil = preprocess_text(data.komentar) + + data.case_folding = hasil["case_folding"] + data.normalisasi = hasil["normalisasi"] + data.cleaning = hasil["cleaning"] + data.tokenization = hasil["tokenization"] + data.stopword_removal = hasil["stopword_removal"] + data.stemming = hasil["stemming"] + data.text_preprocessed = hasil["text_preprocessed"] + + hasil_tfidf = get_tfidf( + data.text_preprocessed + ) + + data.tfidf = str(hasil_tfidf) + + hasil_prediksi = predict_sentiment( + data.text_preprocessed + ) + + data.sentiment = hasil_prediksi["sentiment"] + data.probability = hasil_prediksi["probability"] + + db.commit() + db.refresh(data) + + return { + "id": data.id, + "komentar": data.komentar, + "text_preprocessed": data.text_preprocessed, + "tfidf": hasil_tfidf, + "sentiment": data.sentiment, + "probability": data.probability + } \ No newline at end of file diff --git a/backend/app/routes/preprocessing.py b/backend/app/routes/preprocessing.py new file mode 100644 index 0000000..080eb88 --- /dev/null +++ b/backend/app/routes/preprocessing.py @@ -0,0 +1,184 @@ +from fastapi import APIRouter, Depends + +from sqlalchemy.orm import Session + +from ..database import get_db +from ..models import Komentar + +from ..preprocessing import ( + preprocess_text +) + + +# ========================================================= +# ROUTER +# ========================================================= + +router = APIRouter( + prefix="/preprocessing", + tags=["Pre-processing"] +) + + +# ========================================================= +# RUN PREPROCESSING +# ========================================================= + +@router.post("/") +def run_preprocessing( + db: Session = Depends(get_db) +): + + # ===================================================== + # AMBIL HANYA DATA YANG BELUM PREPROCESSING + # ===================================================== + + data = ( + db.query(Komentar) + .filter( + (Komentar.text_preprocessed.is_(None)) | + (Komentar.text_preprocessed == "") + ) + .all() + ) + + + # ===================================================== + # JIKA TIDAK ADA DATA BARU + # ===================================================== + + if not data: + + return { + + "message": + "Tidak ada data baru yang perlu diproses", + + "jumlah_data": + 0 + } + + + # ===================================================== + # PROSES PREPROCESSING + # ===================================================== + + jumlah_data = 0 + + + for item in data: + + # ------------------------------------------------- + # Jalankan seluruh tahapan preprocessing + # ------------------------------------------------- + + hasil = preprocess_text( + item.komentar + ) + + + # ------------------------------------------------- + # Simpan hasil Case Folding + # ------------------------------------------------- + + item.case_folding = ( + hasil["case_folding"] + ) + + + # ------------------------------------------------- + # Simpan hasil Normalisasi + # ------------------------------------------------- + + item.normalisasi = ( + hasil["normalisasi"] + ) + + + # ------------------------------------------------- + # Simpan hasil Cleaning + # ------------------------------------------------- + + item.cleaning = ( + hasil["cleaning"] + ) + + + # ------------------------------------------------- + # Simpan hasil Tokenization + # ------------------------------------------------- + + item.tokenization = ( + hasil["tokenization"] + ) + + + # ------------------------------------------------- + # Simpan hasil Stopword Removal + # ------------------------------------------------- + + item.stopword_removal = ( + hasil["stopword_removal"] + ) + + + # ------------------------------------------------- + # Simpan hasil Stemming + # ------------------------------------------------- + + item.stemming = ( + hasil["stemming"] + ) + + + # ------------------------------------------------- + # Simpan hasil akhir preprocessing + # ------------------------------------------------- + + item.text_preprocessed = ( + hasil["text_preprocessed"] + ) + + + # ================================================= + # TIDAK MENGHAPUS TF-IDF LAMA + # ================================================= + # + # Data yang diproses di sini adalah data baru, + # sehingga TF-IDF-nya memang belum ada. + # + # TF-IDF komentar lama TETAP dipertahankan. + # + + + # ================================================= + # RESET KLASIFIKASI UNTUK DATA BARU + # ================================================= + + item.sentiment = None + + item.probability = None + + + jumlah_data += 1 + + + # ===================================================== + # SIMPAN PERUBAHAN KE DATABASE + # ===================================================== + + db.commit() + + + # ===================================================== + # RESPONSE + # ===================================================== + + return { + + "message": + "Pre-processing berhasil", + + "jumlah_data": + jumlah_data + } \ No newline at end of file diff --git a/backend/app/routes/tfidf.py b/backend/app/routes/tfidf.py new file mode 100644 index 0000000..5c32fba --- /dev/null +++ b/backend/app/routes/tfidf.py @@ -0,0 +1,416 @@ +from fastapi import APIRouter, Depends, HTTPException +from sqlalchemy.orm import Session +from sqlalchemy import or_ + +import json +import ast + +from ..database import get_db +from ..models import Komentar +from ..ml_model import tfidf_vectorizer + + +router = APIRouter( + prefix="/tfidf", + tags=["TF-IDF"] +) + + +# ========================================================= +# FUNGSI MEMBACA DATA TF-IDF +# ========================================================= +def parse_tfidf_data(tfidf_value): + """ + Membaca data TF-IDF dari database. + + Mendukung beberapa format: + + 1. Format JSON object: + { + "habis": 0.357312, + "notifikasi": 0.214512 + } + + 2. Format JSON/Python list: + [ + { + "kata": "habis", + "nilai": 0.357312 + } + ] + + 3. Format lama Python list dengan single quote: + [ + {'kata': 'habis', 'nilai': 0.357312} + ] + + Hasil akhir selalu dikembalikan sebagai object: + { + "habis": 0.357312, + "notifikasi": 0.214512 + } + """ + + # ----------------------------------------------------- + # Jika tidak ada data + # ----------------------------------------------------- + if not tfidf_value: + return {} + + + # ----------------------------------------------------- + # Jika data sudah berupa dictionary + # ----------------------------------------------------- + if isinstance(tfidf_value, dict): + return tfidf_value + + + # ----------------------------------------------------- + # Jika data berupa list + # ----------------------------------------------------- + if isinstance(tfidf_value, list): + + hasil = {} + + for item in tfidf_value: + + if not isinstance(item, dict): + continue + + kata = item.get("kata") + nilai = item.get("nilai") + + if kata is None or nilai is None: + continue + + try: + hasil[str(kata)] = float(nilai) + + except (TypeError, ValueError): + continue + + return hasil + + + # ----------------------------------------------------- + # Pastikan data berupa string + # ----------------------------------------------------- + if not isinstance(tfidf_value, str): + return {} + + + tfidf_value = tfidf_value.strip() + + if not tfidf_value: + return {} + + + # ----------------------------------------------------- + # COBA BACA SEBAGAI JSON + # ----------------------------------------------------- + try: + + parsed = json.loads(tfidf_value) + + # --------------------------------------------- + # JSON object + # --------------------------------------------- + if isinstance(parsed, dict): + + hasil = {} + + for kata, nilai in parsed.items(): + + try: + hasil[str(kata)] = float(nilai) + + except (TypeError, ValueError): + continue + + return hasil + + + # --------------------------------------------- + # JSON list + # --------------------------------------------- + if isinstance(parsed, list): + + hasil = {} + + for item in parsed: + + if not isinstance(item, dict): + continue + + kata = item.get("kata") + nilai = item.get("nilai") + + if kata is None or nilai is None: + continue + + try: + hasil[str(kata)] = float(nilai) + + except (TypeError, ValueError): + continue + + return hasil + + except (json.JSONDecodeError, TypeError, ValueError): + pass + + + # ----------------------------------------------------- + # COBA FORMAT LAMA PYTHON + # Contoh: + # + # [{'kata': 'habis', 'nilai': 0.357312}] + # ----------------------------------------------------- + try: + + parsed = ast.literal_eval(tfidf_value) + + # --------------------------------------------- + # Dictionary + # --------------------------------------------- + if isinstance(parsed, dict): + + hasil = {} + + for kata, nilai in parsed.items(): + + try: + hasil[str(kata)] = float(nilai) + + except (TypeError, ValueError): + continue + + return hasil + + + # --------------------------------------------- + # List + # --------------------------------------------- + if isinstance(parsed, list): + + hasil = {} + + for item in parsed: + + if not isinstance(item, dict): + continue + + kata = item.get("kata") + nilai = item.get("nilai") + + if kata is None or nilai is None: + continue + + try: + hasil[str(kata)] = float(nilai) + + except (TypeError, ValueError): + continue + + return hasil + + except (ValueError, SyntaxError, TypeError): + pass + + + # ----------------------------------------------------- + # Jika semua cara gagal + # ----------------------------------------------------- + return {} + + +# ========================================================= +# GET DATA TF-IDF +# ========================================================= +@router.get("/") +def get_tfidf_data( + db: Session = Depends(get_db) +): + + data = db.query(Komentar).all() + + hasil = [] + + for item in data: + + # --------------------------------------------- + # Baca TF-IDF dari database + # --------------------------------------------- + tfidf_data = parse_tfidf_data( + item.tfidf + ) + + hasil.append({ + "id": item.id, + "komentar": item.komentar, + "text_preprocessed": item.text_preprocessed, + "tfidf": tfidf_data + }) + + return { + "jumlah_data": len(hasil), + "data": hasil + } + + +# ========================================================= +# CALCULATE TF-IDF +# ========================================================= +@router.post("/calculate") +def calculate_tfidf( + db: Session = Depends(get_db) +): + + # ----------------------------------------------------- + # ----------------------------------------------------- + # AMBIL HANYA DATA BARU YANG: + # 1. SUDAH MELALUI PREPROCESSING + # 2. BELUM MEMILIKI TF-IDF + # + # TF-IDF lama TETAP DISIMPAN dan tidak dihitung ulang. + # ----------------------------------------------------- + data = db.query(Komentar).filter( + Komentar.text_preprocessed.isnot(None), + Komentar.text_preprocessed != "", + or_( + Komentar.tfidf.is_(None), + Komentar.tfidf == "" + ) + ).all() + + if not data: + return { + "message": "Tidak ada data baru yang perlu dihitung TF-IDF", + "jumlah_data": 0, + "jumlah_fitur": 0 + } + + + # PASTIKAN VECTORIZER TERSEDIA + # ----------------------------------------------------- + if tfidf_vectorizer is None: + + raise HTTPException( + status_code=500, + detail="TF-IDF vectorizer belum tersedia." + ) + + + # ----------------------------------------------------- + # AMBIL TEXT HASIL PREPROCESSING + # ----------------------------------------------------- + texts = [ + item.text_preprocessed + for item in data + ] + + + # ----------------------------------------------------- + # TRANSFORM MENGGUNAKAN VECTORIZER + # YANG SUDAH FIT DARI MODEL + # ----------------------------------------------------- + try: + + tfidf_matrix = ( + tfidf_vectorizer.transform(texts) + ) + + except Exception as e: + + raise HTTPException( + status_code=500, + detail=( + f"Gagal menghitung TF-IDF: {str(e)}" + ) + ) + + + # ----------------------------------------------------- + # AMBIL NAMA FITUR + # ----------------------------------------------------- + feature_names = ( + tfidf_vectorizer + .get_feature_names_out() + ) + + + # ----------------------------------------------------- + # SIMPAN TF-IDF SETIAP KOMENTAR + # ----------------------------------------------------- + for index, item in enumerate(data): + + row = tfidf_matrix[index] + + tfidf_dict = {} + + + # --------------------------------------------- + # Ambil fitur yang memiliki nilai > 0 + # --------------------------------------------- + for col_index, value in zip( + row.indices, + row.data + ): + + value = float(value) + + if value <= 0: + continue + + + kata = feature_names[col_index] + + + tfidf_dict[str(kata)] = round( + value, + 6 + ) + + + # --------------------------------------------- + # Simpan sebagai JSON + # + # Format: + # + # { + # "kata": nilai + # } + # --------------------------------------------- + item.tfidf = json.dumps( + tfidf_dict, + ensure_ascii=False + ) + + + # ----------------------------------------------------- + # SIMPAN KE DATABASE + # ----------------------------------------------------- + try: + + db.commit() + + except Exception as e: + + db.rollback() + + raise HTTPException( + status_code=500, + detail=( + f"Gagal menyimpan TF-IDF: {str(e)}" + ) + ) + + + # ----------------------------------------------------- + # RESPONSE + # ----------------------------------------------------- + return { + "message": "TF-IDF data baru berhasil dihitung", + "jumlah_data": len(data), + "jumlah_fitur": len(feature_names) + } diff --git a/backend/app/schemas.py b/backend/app/schemas.py new file mode 100644 index 0000000..4b83734 --- /dev/null +++ b/backend/app/schemas.py @@ -0,0 +1,39 @@ +from pydantic import BaseModel +from datetime import datetime + + +class KomentarCreate(BaseModel): + komentar: str + + +class KomentarResponse(BaseModel): + + id: int + + komentar: str + + case_folding: str | None = None + + normalisasi: str | None = None + + cleaning: str | None = None + + tokenization: str | None = None + + stopword_removal: str | None = None + + stemming: str | None = None + + text_preprocessed: str | None = None + + tfidf: str | None = None + + sentiment: str | None = None + + probability: float | None = None + + created_at: datetime | None = None + + + class Config: + from_attributes = True \ No newline at end of file diff --git a/backend/models/model_naive_bayes.pkl b/backend/models/model_naive_bayes.pkl new file mode 100644 index 0000000000000000000000000000000000000000..a478aa92019335d50bd1a1ce5f84708eedb8512f GIT binary patch literal 25409 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+ "axios": "^1.20.0", + "react-router-dom": "^7.18.3", + "recharts": "^3.10.1" + } +} diff --git a/backend/requirements.txt b/backend/requirements.txt new file mode 100644 index 0000000..b4b2402 --- /dev/null +++ b/backend/requirements.txt @@ -0,0 +1,11 @@ +fastapi +uvicorn +pandas +numpy +scikit-learn +Sastrawi +nltk +SQLAlchemy +PyMySQL +python-multipart +joblib \ No newline at end of file diff --git a/frontend/.gitignore b/frontend/.gitignore new file mode 100644 index 0000000..4d29575 --- /dev/null +++ b/frontend/.gitignore @@ -0,0 +1,23 @@ +# See https://help.github.com/articles/ignoring-files/ for more about ignoring files. + +# dependencies +/node_modules +/.pnp +.pnp.js + +# testing +/coverage + +# production +/build + +# misc +.DS_Store +.env.local +.env.development.local +.env.test.local +.env.production.local + +npm-debug.log* +yarn-debug.log* +yarn-error.log* diff --git a/frontend/README.md b/frontend/README.md new file mode 100644 index 0000000..58beeac --- /dev/null +++ b/frontend/README.md @@ -0,0 +1,70 @@ +# Getting Started with Create React App + +This project was bootstrapped with [Create React App](https://github.com/facebook/create-react-app). + +## Available Scripts + +In the project directory, you can run: + +### `npm start` + +Runs the app in the development mode.\ +Open [http://localhost:3000](http://localhost:3000) to view it in your browser. + +The page will reload when you make changes.\ +You may also see any lint errors in the console. + +### `npm test` + +Launches the test runner in the interactive watch mode.\ +See the section about [running tests](https://facebook.github.io/create-react-app/docs/running-tests) for more information. + +### `npm run build` + +Builds the app for production to the `build` folder.\ +It correctly bundles React in production mode and optimizes the build for the best performance. + +The build is minified and the filenames include the hashes.\ +Your app is ready to be deployed! + +See the section about [deployment](https://facebook.github.io/create-react-app/docs/deployment) for more information. + +### `npm run eject` + +**Note: this is a one-way operation. Once you `eject`, you can't go back!** + +If you aren't satisfied with the build tool and configuration choices, you can `eject` at any time. This command will remove the single build dependency from your project. + +Instead, it will copy all the configuration files and the transitive dependencies (webpack, Babel, ESLint, etc) right into your project so you have full control over them. All of the commands except `eject` will still work, but they will point to the copied scripts so you can tweak them. At this point you're on your own. + +You don't have to ever use `eject`. The curated feature set is suitable for small and middle deployments, and you shouldn't feel obligated to use this feature. However we understand that this tool wouldn't be useful if you couldn't customize it when you are ready for it. + +## Learn More + +You can learn more in the [Create React App documentation](https://facebook.github.io/create-react-app/docs/getting-started). + +To learn React, check out the [React documentation](https://reactjs.org/). + +### Code Splitting + +This section has moved here: [https://facebook.github.io/create-react-app/docs/code-splitting](https://facebook.github.io/create-react-app/docs/code-splitting) + +### Analyzing the Bundle Size + +This section has moved here: [https://facebook.github.io/create-react-app/docs/analyzing-the-bundle-size](https://facebook.github.io/create-react-app/docs/analyzing-the-bundle-size) + +### Making a Progressive Web App + +This section has moved here: [https://facebook.github.io/create-react-app/docs/making-a-progressive-web-app](https://facebook.github.io/create-react-app/docs/making-a-progressive-web-app) + +### Advanced Configuration + +This section has moved here: [https://facebook.github.io/create-react-app/docs/advanced-configuration](https://facebook.github.io/create-react-app/docs/advanced-configuration) + +### Deployment + +This section has moved here: [https://facebook.github.io/create-react-app/docs/deployment](https://facebook.github.io/create-react-app/docs/deployment) + +### `npm run build` fails to minify + +This section has moved here: [https://facebook.github.io/create-react-app/docs/troubleshooting#npm-run-build-fails-to-minify](https://facebook.github.io/create-react-app/docs/troubleshooting#npm-run-build-fails-to-minify) diff --git a/frontend/package-lock.json b/frontend/package-lock.json new file mode 100644 index 0000000..38c6508 --- /dev/null +++ b/frontend/package-lock.json @@ -0,0 +1,17861 @@ +{ + "name": "frontend", + "version": "0.1.0", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "name": "frontend", + "version": "0.1.0", + "dependencies": { + "@testing-library/dom": 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HcmV?d00001 diff --git a/frontend/public/manifest.json b/frontend/public/manifest.json new file mode 100644 index 0000000..080d6c7 --- /dev/null +++ b/frontend/public/manifest.json @@ -0,0 +1,25 @@ +{ + "short_name": "React App", + "name": "Create React App Sample", + "icons": [ + { + "src": "favicon.ico", + "sizes": "64x64 32x32 24x24 16x16", + "type": "image/x-icon" + }, + { + "src": "logo192.png", + "type": "image/png", + "sizes": "192x192" + }, + { + "src": "logo512.png", + "type": "image/png", + "sizes": "512x512" + } + ], + "start_url": ".", + "display": "standalone", + "theme_color": "#000000", + "background_color": "#ffffff" +} diff --git a/frontend/public/robots.txt b/frontend/public/robots.txt new file mode 100644 index 0000000..e9e57dc --- /dev/null +++ b/frontend/public/robots.txt @@ -0,0 +1,3 @@ +# https://www.robotstxt.org/robotstxt.html +User-agent: * +Disallow: diff --git a/frontend/src/App.css b/frontend/src/App.css new file mode 100644 index 0000000..67c5787 --- /dev/null +++ b/frontend/src/App.css @@ -0,0 +1,4130 @@ +/* ========================================================= + S-LEARN SENTIMENT ANALYSIS + Editorial Minimal — Elegant Blue +========================================================= */ + +:root { + --background: #F5F7FA; + --surface: #FFFFFF; + + --navy: #172B4D; + --blue: #315A7D; + --blue-soft: #5F7F99; + --blue-light: #DCE8F0; + + --positive: #315A7D; + --positive-light: #DCE8F0; + + --negative: #A65D5D; + --negative-light: #F1E3E3; + + --text: #263746; + --text-soft: #71808C; + --text-light: #9AA6AF; + + --border: #D8E0E6; + --border-dark: #C6D0D8; + + --white: #FFFFFF; + + /* + * Jarak aman dari navbar ketika melakukan scroll + * ke bagian data/tabel. + */ + --scroll-offset: 105px; +} + + +/* ========================================================= + GLOBAL +========================================================= */ + +* { + box-sizing: border-box; +} + +html { + width: 100%; + min-height: 100%; + + overflow-x: hidden; + + scroll-behavior: smooth; + + /* + * Membantu anchor / scrollIntoView berhenti + * di bawah navbar. + */ + scroll-padding-top: var(--scroll-offset); +} + +body { + width: 100%; + min-height: 100%; + + margin: 0; + padding: 0; + + background: var(--background); + color: var(--text); + + font-family: + "DM Sans", + -apple-system, + BlinkMacSystemFont, + "Segoe UI", + sans-serif; + + -webkit-font-smoothing: antialiased; + + overflow-x: hidden; +} + +#root { + width: 100%; + min-height: 100vh; + + overflow-x: hidden; +} + +button, +input, +select, +textarea { + font-family: inherit; +} + +button { + cursor: pointer; +} + +button:disabled { + cursor: not-allowed; + opacity: 0.6; +} + +a { + color: inherit; + text-decoration: none; +} + + +/* ========================================================= + NAVBAR +========================================================= */ + +.navbar { + position: fixed; + + top: 0; + left: 0; + + z-index: 1000; + + width: 100%; + + background: rgba(255, 255, 255, 0.97); + + border-bottom: 1px solid var(--border); + + backdrop-filter: blur(10px); + -webkit-backdrop-filter: blur(10px); +} + +.navbar-inner { + width: 100%; + max-width: 1440px; + + min-height: 82px; + + margin: 0 auto; + + padding: 0 44px; + + display: flex; + align-items: center; + + gap: 40px; +} + + +/* ========================================================= + BRAND +========================================================= */ + +.brand { + display: flex; + align-items: center; + + gap: 12px; + + flex-shrink: 0; +} + +.brand-mark { + width: 39px; + height: 39px; + + display: flex; + align-items: center; + justify-content: center; + + background: var(--navy); + color: var(--white); + + border-radius: 3px; + + font-family: + Georgia, + "Times New Roman", + serif; + + font-size: 20px; + font-weight: 600; + + letter-spacing: -0.5px; +} + +.brand-text { + line-height: 1; +} + +.brand-name { + color: var(--navy); + + font-family: + Georgia, + "Times New Roman", + serif; + + font-size: 18px; + font-weight: 600; + + letter-spacing: -0.3px; +} + +.brand-subtitle { + margin-top: 6px; + + color: var(--text-light); + + font-size: 7px; + font-weight: 700; + + letter-spacing: 2px; +} + + +/* ========================================================= + NAVIGATION +========================================================= */ + +.navigation { + display: flex; + align-items: center; + + gap: 2px; + + margin-left: auto; +} + +.nav-item { + position: relative; + + padding: 9px 14px; + + color: #7A8793; + + font-size: 11px; + font-weight: 500; + + letter-spacing: 0.35px; + + border-radius: 3px; + + transition: + color 0.25s ease, + background 0.25s ease; +} + +.nav-item:hover { + color: var(--navy); + + background: #F7F9FB; +} + +.nav-item.active { + color: var(--navy); + + background: #EEF3F7; + + font-weight: 600; +} + +.nav-item.active::after { + display: none; +} + + +/* ========================================================= + DATE +========================================================= */ + +.system-status { + min-width: 145px; + + margin-left: 18px; + + padding-left: 24px; + + display: flex; + flex-direction: column; + + align-items: flex-start; + justify-content: center; + + border-left: 1px solid var(--border); + + white-space: nowrap; + + flex-shrink: 0; +} + +.date-day { + color: var(--blue); + + font-size: 8px; + font-weight: 700; + + letter-spacing: 2px; + + text-transform: uppercase; +} + +.date-full { + margin-top: 5px; + + color: var(--navy); + + font-family: + Georgia, + "Times New Roman", + serif; + + font-size: 15px; + font-weight: 500; + + line-height: 1.2; +} + + +/* ========================================================= + OVERVIEW / DASHBOARD +========================================================= */ + +.dashboard { + width: 100%; + max-width: 1380px; + + margin: 0 auto; + + padding: 125px 40px 50px; +} + + +/* ========================================================= + DASHBOARD INTRO +========================================================= */ + +.intro { + display: flex; + + justify-content: space-between; + align-items: flex-end; + + gap: 60px; + + padding: 48px 0 42px; + + border-bottom: 1px solid var(--border); +} + +.intro-left { + max-width: 850px; +} + +.eyebrow { + margin-bottom: 16px; + + color: var(--blue); + + font-size: 10px; + font-weight: 700; + + letter-spacing: 2px; +} + +.intro h1 { + margin: 0; + + color: var(--navy); + + font-family: + Georgia, + "Times New Roman", + serif; + + font-size: clamp(40px, 4.2vw, 58px); + + font-weight: 500; + + line-height: 1.06; + + letter-spacing: -2px; +} + +.intro h1 em { + color: var(--blue); + + font-weight: 400; +} + +.intro-description { + max-width: 620px; + + margin: 22px 0 0; + + color: var(--text-soft); + + font-size: 14px; + + line-height: 1.7; +} + + +/* ========================================================= + INTRO META +========================================================= */ + +.intro-meta { + min-width: 150px; + + align-self: flex-end; + + padding: 0 0 8px 25px; + + display: flex; + flex-direction: column; + + border-left: 1px solid var(--border); +} + +.intro-meta span { + color: var(--text-light); + + font-size: 9px; + font-weight: 700; + + letter-spacing: 1.5px; +} + +.intro-meta strong { + margin-top: 7px; + + color: var(--navy); + + font-family: + Georgia, + "Times New Roman", + serif; + + font-size: 38px; + font-weight: 500; + + line-height: 1; +} + +.intro-meta small { + margin-top: 6px; + + color: var(--text-soft); + + font-size: 10px; +} + + +/* ========================================================= + STATISTICS +========================================================= */ + +.statistics { + display: grid; + + grid-template-columns: repeat(4, 1fr); + + border-bottom: 1px solid var(--border); +} + +.stat { + min-height: 145px; + + padding: 30px; + + border-right: 1px solid var(--border); +} + +.stat:first-child { + padding-left: 0; +} + +.stat:last-child { + border-right: none; +} + +.stat-label { + display: block; + + color: var(--text-light); + + font-size: 9px; + font-weight: 700; + + letter-spacing: 1.5px; +} + +.stat strong { + display: block; + + margin-top: 12px; + + color: var(--navy); + + font-family: + Georgia, + "Times New Roman", + serif; + + font-size: 40px; + font-weight: 500; + + line-height: 1; +} + +.stat p { + margin: 10px 0 0; + + color: var(--text-soft); + + font-size: 10px; +} + +.positive-number { + color: var(--positive) !important; +} + +.negative-number { + color: var(--negative) !important; +} + + +/* ========================================================= + ANALYSIS +========================================================= */ + +.analysis-section { + padding: 52px 0 58px; + + border-bottom: 1px solid var(--border); +} + +.analysis-heading { + display: flex; + + align-items: flex-end; + justify-content: space-between; + + gap: 30px; + + margin-bottom: 32px; +} + +.analysis-heading > div { + display: flex; + + align-items: baseline; + + gap: 16px; +} + +.section-number { + color: var(--blue); + + font-size: 10px; + font-weight: 700; + + letter-spacing: 1px; +} + +.analysis-heading h2 { + margin: 0; + + color: var(--navy); + + font-family: + Georgia, + "Times New Roman", + serif; + + font-size: 30px; + font-weight: 500; + + letter-spacing: -0.7px; +} + +.analysis-heading > p { + margin: 0; + + color: var(--text-light); + + font-size: 10px; +} + + +/* ========================================================= + ANALYSIS GRID +========================================================= */ + +.analysis-grid { + display: grid; + + grid-template-columns: + minmax(0, 1.45fr) + minmax(300px, 0.75fr); + + gap: 60px; + + align-items: center; +} + + +/* ========================================================= + CHART +========================================================= */ + +.chart-area { + position: relative; + + min-height: 360px; + + display: flex; + + align-items: center; + justify-content: center; +} + +.chart-center { + position: absolute; + + top: 50%; + left: 50%; + + transform: translate(-50%, -50%); + + display: flex; + + flex-direction: column; + + align-items: center; + + pointer-events: none; +} + +.chart-center strong { + color: var(--navy); + + font-family: + Georgia, + "Times New Roman", + serif; + + font-size: 36px; + font-weight: 500; + + line-height: 1; +} + +.chart-center span { + margin-top: 7px; + + color: var(--text-light); + + font-size: 9px; + font-weight: 700; + + letter-spacing: 1.5px; +} + + +/* ========================================================= + SENTIMENT SUMMARY +========================================================= */ + +.sentiment-summary { + display: flex; + + flex-direction: column; + + gap: 30px; +} + +.summary-item { + width: 100%; +} + +.summary-top { + display: flex; + + justify-content: space-between; + align-items: center; + + margin-bottom: 10px; +} + +.summary-top span { + display: flex; + + align-items: center; + + gap: 9px; + + color: var(--text); + + font-size: 12px; + font-weight: 600; +} + +.summary-top strong { + color: var(--navy); + + font-family: + Georgia, + "Times New Roman", + serif; + + font-size: 22px; + font-weight: 500; +} + +.dot { + width: 8px; + height: 8px; + + display: inline-block; + + border-radius: 50%; +} + +.positive-dot { + background: var(--blue) !important; +} + +.negative-dot { + background: var(--negative) !important; +} + +.summary-line { + width: 100%; + height: 5px; + + background: var(--border); + + overflow: hidden; +} + +.summary-fill { + height: 100%; + + transition: width 0.4s ease; +} + +.positive-fill { + background: var(--blue) !important; +} + +.negative-fill { + background: var(--negative) !important; +} + +.summary-item small { + display: block; + + margin-top: 8px; + + color: var(--text-light); + + font-size: 9px; +} + + +/* ========================================================= + ANALYSIS NOTE +========================================================= */ + +.analysis-note { + padding-top: 25px; + + border-top: 1px solid var(--border); +} + +.analysis-note span { + color: var(--blue); + + font-size: 9px; + font-weight: 700; + + letter-spacing: 1.5px; +} + +.analysis-note p { + max-width: 400px; + + margin: 12px 0 0; + + color: var(--text-soft); + + font-size: 12px; + + line-height: 1.8; +} + + +/* ========================================================= + REVIEWS +========================================================= */ + +.reviews-section { + padding: 52px 0 20px; + + scroll-margin-top: var(--scroll-offset); +} + +.reviews-table { + width: 100%; + + border-top: 1px solid var(--border); + + scroll-margin-top: var(--scroll-offset); +} + +.table-header, +.review-row { + display: grid; + + grid-template-columns: + 70px + minmax(0, 1fr) + 150px + 130px; + + gap: 20px; + + align-items: center; +} + +.table-header { + min-height: 45px; + + color: var(--text-light); + + font-size: 8px; + font-weight: 700; + + letter-spacing: 1.3px; + + border-bottom: 1px solid var(--border); +} + +.review-row { + min-height: 75px; + + border-bottom: 1px solid var(--border); + + transition: background 0.2s ease; +} + +.review-row:hover { + background: #F9FBFC; +} + +.row-number { + color: var(--text-light); + + font-family: + Georgia, + "Times New Roman", + serif; + + font-size: 13px; +} + +.review-text { + padding: 18px 0; + + color: var(--text); + + font-size: 12px; + + line-height: 1.6; + + overflow-wrap: break-word; + word-break: break-word; +} + +.probability { + color: var(--navy); + + font-size: 12px; + font-weight: 600; + + font-variant-numeric: tabular-nums; + + white-space: nowrap; +} + + +/* ========================================================= + SENTIMENT BADGE +========================================================= */ + +.sentiment { + display: inline-flex; + + align-items: center; + justify-content: center; + + min-width: 90px; + + padding: 7px 12px; + + border-radius: 3px; + + font-size: 9px; + font-weight: 700; + + letter-spacing: 0.7px; + + text-transform: uppercase; +} + +.sentiment.positive { + background: var(--positive-light); + + color: var(--positive); +} + +.sentiment.negative { + background: var(--negative-light); + + color: var(--negative); +} + +.sentiment.neutral { + background: #EDF1F4; + + color: var(--text-soft); +} + + +/* ========================================================= + DASHBOARD FOOTER +========================================================= */ + +.dashboard-footer { + display: flex; + + align-items: center; + justify-content: space-between; + + padding: 30px 0 10px; + + color: var(--text-light); + + font-size: 8px; + font-weight: 700; + + letter-spacing: 1.3px; +} + + +/* ========================================================= + GENERAL PAGE +========================================================= */ + +.page-container { + width: 100%; + max-width: 1530px; + + margin: 0 auto; + + padding: 145px 48px 80px; + + overflow-x: hidden; +} + +.page-header { + display: flex; + + justify-content: space-between; + align-items: flex-start; + + gap: 30px; + + padding-bottom: 42px; + + border-bottom: 1px solid var(--border); +} + +.page-eyebrow { + margin-bottom: 16px; + + color: var(--blue); + + font-size: 11px; + font-weight: 700; + + letter-spacing: 2.5px; + + text-transform: uppercase; +} + +.page-header h1 { + margin: 0; + + color: var(--navy); + + font-family: + Georgia, + "Times New Roman", + serif; + + font-size: 52px; + font-weight: 400; + + line-height: 1.05; + + letter-spacing: -1.5px; +} + +.page-header p { + max-width: 720px; + + margin: 18px 0 0; + + color: var(--text-soft); + + font-size: 14px; + + line-height: 1.8; +} + + +/* ========================================================= + BUTTON +========================================================= */ + +.primary-button { + min-width: 150px; + + margin-top: 16px; + + padding: 13px 22px; + + border: none; + border-radius: 3px; + + background: var(--navy); + + color: var(--white); + + font-size: 11px; + font-weight: 700; + + letter-spacing: 0.6px; + + transition: + background 0.2s ease, + transform 0.2s ease, + opacity 0.2s ease; +} + +.primary-button:hover:not(:disabled) { + background: var(--blue); + + transform: translateY(-1px); +} + +.primary-button:disabled { + opacity: 0.55; + + cursor: not-allowed; + + transform: none; +} + + +/* ========================================================= + SUCCESS / ERROR +========================================================= */ + +.success-message, +.tfidf-success, +.classification-success { + margin-bottom: 24px; + + padding: 16px 20px; + + background: var(--blue-light); + + border-left: 3px solid var(--blue); + + color: var(--navy); + + font-size: 12px; + + line-height: 1.5; +} + +.tfidf-success, +.classification-success { + display: flex; + + justify-content: space-between; + align-items: center; + + gap: 20px; +} + +.tfidf-success strong, +.classification-success strong { + font-size: 13px; +} + +.tfidf-success span, +.classification-success span { + color: var(--blue); + + font-size: 12px; +} + +.error-message { + margin-bottom: 24px; + + padding: 15px 18px; + + border: 1px solid #E3C5C5; + + background: var(--negative-light); + + color: var(--negative); + + font-size: 13px; + + line-height: 1.6; +} + + +/* ========================================================= + PROCESS INFO +========================================================= */ + +.process-info { + display: grid; + + grid-template-columns: repeat(3, 1fr); + + margin-top: 30px; + + border-top: 1px solid var(--border); + border-bottom: 1px solid var(--border); +} + +.info-item { + min-height: 105px; + + padding: 24px 25px; + + border-right: 1px solid var(--border); +} + +.info-item:first-child { + padding-left: 0; +} + +.info-item:last-child { + border-right: none; +} + +.info-label { + display: block; + + color: var(--text-light); + + font-size: 8px; + font-weight: 700; + + letter-spacing: 1.4px; + + text-transform: uppercase; +} + +.info-value { + display: block; + + margin-top: 10px; + + color: var(--navy); + + font-family: + Georgia, + "Times New Roman", + serif; + + font-size: 25px; + font-weight: 500; +} + + +/* ========================================================= + DATA MANAGEMENT +========================================================= */ + +.data-management-grid { + display: grid; + + grid-template-columns: 1fr 1fr; + + gap: 24px; + + margin-top: 36px; + margin-bottom: 36px; +} + +.data-form-card { + min-width: 0; + + padding: 30px; + + background: var(--surface); + + border: 1px solid var(--border); + + border-radius: 4px; + + transition: + border-color 0.2s ease, + box-shadow 0.2s ease; +} + +.data-form-card:hover { + border-color: var(--border-dark); + + box-shadow: 0 4px 16px rgba(23, 43, 77, 0.04); +} + +.data-form-card form { + display: flex; + + flex-direction: column; + + width: 100%; +} + +.card-eyebrow { + margin-bottom: 10px; + + color: var(--blue-soft); + + font-size: 10px; + font-weight: 700; + + letter-spacing: 2.2px; + + text-transform: uppercase; +} + +.data-form-card h2 { + margin: 0; + + color: var(--navy); + + font-family: + Georgia, + "Times New Roman", + serif; + + font-size: 28px; + font-weight: 400; +} + +.data-form-card p { + margin: 10px 0 22px; + + color: var(--text-soft); + + font-size: 13px; + + line-height: 1.7; +} + + +/* ========================================================= + TEXTAREA +========================================================= */ + +.data-form-card textarea { + width: 100%; + + min-height: 120px; + + padding: 15px; + + border: 1px solid var(--border); + + border-radius: 3px; + + background: #FAFBFD; + + color: var(--text); + + font-size: 13px; + + line-height: 1.6; + + resize: vertical; + + outline: none; + + transition: + border-color 0.2s ease, + background 0.2s ease; +} + +.data-form-card textarea::placeholder { + color: var(--text-light); +} + +.data-form-card textarea:focus { + border-color: var(--blue); + + background: var(--white); +} + +.data-form-card textarea:disabled { + background: #F2F5F7; + + cursor: not-allowed; +} + + +/* ========================================================= + FILE INPUT +========================================================= */ + +.file-input-wrapper { + margin-top: 10px; + margin-bottom: 12px; +} + +.file-input-wrapper input[type="file"] { + width: 100%; + + padding: 10px; + + border: 1px solid var(--border); + + border-radius: 3px; + + background: #FAFBFD; + + color: var(--text); + + font-size: 12px; + + cursor: pointer; +} + +.file-input-wrapper input[type="file"]:hover { + border-color: var(--blue-soft); +} + +.file-input-wrapper input[type="file"]:disabled { + cursor: not-allowed; + + background: #F2F5F7; +} + + +/* ========================================================= + CSV INFO +========================================================= */ + +.csv-info { + margin-bottom: 20px; + + color: var(--text-soft); + + font-size: 12px; + + line-height: 1.6; +} + +.csv-info strong { + color: var(--navy); + + font-weight: 700; +} + + +/* ========================================================= + CSV SELECTED +========================================================= */ + +.csv-selected { + display: flex; + + flex-direction: column; + + gap: 4px; + + margin-top: 12px; + margin-bottom: 12px; + + padding: 10px 12px; + + background: #F5F8FA; + + border: 1px solid var(--border); + + border-radius: 3px; +} + +.csv-selected span { + color: var(--text-light); + + font-size: 9px; + font-weight: 700; + + letter-spacing: 0.8px; + + text-transform: uppercase; +} + +.csv-selected strong { + color: var(--navy); + + font-size: 11px; + font-weight: 600; + + line-height: 1.5; + + overflow-wrap: break-word; + word-break: break-word; +} + + +/* ========================================================= + TABLE CARD +========================================================= */ + +.data-table-card { + width: 100%; + + background: var(--surface); + + border: 1px solid var(--border); + + border-radius: 4px; + + overflow: hidden; + + /* + * INI TARGET UTAMA SCROLL PAGINATION + * + * Saat halaman pagination berubah, + * scroll diarahkan ke .data-table-card. + * + * Nilai ini membuat bagian atas card + * berhenti sedikit di bawah navbar. + */ + scroll-margin-top: var(--scroll-offset); + + /* + * Membantu browser ketika elemen ini + * digunakan sebagai target scroll. + */ + scroll-snap-margin-top: var(--scroll-offset); +} + +.table-card-header { + display: flex; + + justify-content: space-between; + align-items: center; + + gap: 25px; + + padding: 28px 30px; + + border-bottom: 1px solid var(--border); +} + +.table-card-header h2 { + margin: 0; + + color: var(--navy); + + font-family: + Georgia, + "Times New Roman", + serif; + + font-size: 28px; + font-weight: 400; +} + +.table-card-header p { + margin: 8px 0 0; + + color: var(--text-soft); + + font-size: 12px; + + line-height: 1.6; +} + +.data-count { + display: flex; + + align-items: center; + + gap: 14px; + + flex-shrink: 0; +} + +.data-count span { + color: var(--text-light); + + font-size: 9px; + font-weight: 700; + + letter-spacing: 1.8px; +} + +.data-count strong { + color: var(--navy); + + font-family: + Georgia, + "Times New Roman", + serif; + + font-size: 28px; + font-weight: 400; +} + + +/* ========================================================= + DATA TABLE +========================================================= */ + +.data-table-wrapper { + width: 100%; + + overflow-x: auto; + + -webkit-overflow-scrolling: touch; + + scrollbar-width: thin; +} + +.data-table-wrapper::-webkit-scrollbar { + height: 8px; +} + +.data-table-wrapper::-webkit-scrollbar-track { + background: #F5F7FA; +} + +.data-table-wrapper::-webkit-scrollbar-thumb { + background: var(--border-dark); + + border-radius: 10px; +} + +.data-table-wrapper::-webkit-scrollbar-thumb:hover { + background: var(--blue-soft); +} + +.data-table-wrapper table { + width: 100%; + + border-collapse: collapse; +} + +.data-table-wrapper th { + padding: 16px 22px; + + background: #F8FAFC; + + border-bottom: 1px solid var(--border); + + color: var(--text-light); + + text-align: left; + + font-size: 9px; + font-weight: 700; + + letter-spacing: 1.6px; + + text-transform: uppercase; + + white-space: nowrap; +} + +.data-table-wrapper td { + padding: 20px 22px; + + border-bottom: 1px solid var(--border); + + vertical-align: top; + + color: var(--text); + + font-size: 13px; + + line-height: 1.6; +} + +.data-table-wrapper tbody tr:last-child td { + border-bottom: none; +} + +.data-table-wrapper tbody tr:hover { + background: #FAFBFD; +} + +.data-comment { + max-width: 650px; + + color: var(--text); + + line-height: 1.7; + + overflow-wrap: break-word; + word-break: break-word; +} + + +/* ========================================================= + DELETE +========================================================= */ + +.delete-button { + padding: 8px 14px; + + border: 1px solid #D8BCBC; + + border-radius: 3px; + + background: transparent; + + color: var(--negative); + + font-size: 11px; + font-weight: 600; + + transition: + background 0.2s ease, + border-color 0.2s ease, + color 0.2s ease; +} + +.delete-button:hover { + background: var(--negative-light); + + border-color: var(--negative); + + color: #8F4E4E; +} + +.delete-button:active { + transform: translateY(1px); +} + + +/* ========================================================= + PAGINATION +========================================================= */ + +.pagination-container { + width: 100%; + + display: flex !important; + flex-direction: row !important; + + align-items: center !important; + justify-content: space-between !important; + + gap: 24px; + + padding: 22px 30px; + + background: var(--surface); + + border-top: 1px solid var(--border); + + box-sizing: border-box; + + scroll-margin-top: var(--scroll-offset); +} + + +/* ========================================================= + PAGINATION INFO +========================================================= */ + +.pagination-info { + flex: 0 0 auto; + + color: var(--text-light); + + font-size: 11px; + + line-height: 1.5; + + white-space: nowrap; +} + +.pagination-info strong { + color: var(--navy); + + font-weight: 600; +} + + +/* ========================================================= + PAGINATION CONTROLS +========================================================= */ + +.pagination-controls { + display: flex !important; + + flex-direction: row !important; + + align-items: center !important; + justify-content: center !important; + + gap: 7px; + + width: auto !important; + + flex-wrap: nowrap !important; +} + + +/* ========================================================= + PAGINATION NUMBERS +========================================================= */ + +.pagination-numbers { + display: flex !important; + + flex-direction: row !important; + + align-items: center !important; + justify-content: center !important; + + gap: 5px; + + width: auto !important; + + flex-wrap: nowrap !important; +} + + +/* ========================================================= + PREVIOUS / NEXT BUTTON +========================================================= */ + +.pagination-button { + display: inline-flex !important; + + flex: 0 0 auto !important; + + align-items: center; + justify-content: center; + + width: auto !important; + min-width: auto !important; + + height: 38px; + + padding: 0 15px; + + border: 1px solid var(--border); + + border-radius: 3px; + + background: var(--white); + + color: var(--navy); + + font-size: 10px; + + font-weight: 600; + + letter-spacing: 0.2px; + + white-space: nowrap; + + box-sizing: border-box; + + cursor: pointer; + + transition: + background 0.2s ease, + border-color 0.2s ease, + color 0.2s ease, + transform 0.2s ease; +} + +.pagination-button:hover:not(:disabled) { + background: #F5F8FA; + + border-color: var(--border-dark); + + color: var(--blue); + + transform: translateY(-1px); +} + +.pagination-button:active:not(:disabled) { + transform: translateY(0); +} + +.pagination-button:disabled { + opacity: 0.4; + + background: #FAFBFC; + + color: var(--text-light); + + cursor: not-allowed; +} + + +/* ========================================================= + PAGINATION NUMBER +========================================================= */ + +.pagination-number { + display: inline-flex !important; + + flex: 0 0 auto !important; + + align-items: center; + justify-content: center; + + width: 38px !important; + min-width: 38px !important; + + height: 38px; + + padding: 0; + + border: 1px solid var(--border); + + border-radius: 3px; + + background: var(--white); + + color: var(--text-soft); + + font-size: 10px; + + font-weight: 600; + + white-space: nowrap; + + box-sizing: border-box; + + cursor: pointer; + + transition: + background 0.2s ease, + border-color 0.2s ease, + color 0.2s ease; +} + +.pagination-number:hover { + background: #F5F8FA; + + border-color: var(--border-dark); + + color: var(--navy); +} + +.pagination-number.active { + background: var(--navy); + + border-color: var(--navy); + + color: var(--white); +} + +.pagination-number.active:hover { + background: var(--blue); + + border-color: var(--blue); + + color: var(--white); +} + + +/* ========================================================= + PAGINATION DOTS +========================================================= */ + +.pagination-dots { + display: inline-flex !important; + + flex: 0 0 auto !important; + + align-items: center; + justify-content: center; + + width: 30px; + + height: 38px; + + color: var(--text-light); + + font-size: 11px; + + white-space: nowrap; +} + + +/* ========================================================= + DESKTOP — SATU BARIS +========================================================= */ + +@media (min-width: 901px) { + + .pagination-container { + display: flex !important; + + flex-direction: row !important; + + align-items: center !important; + + justify-content: space-between !important; + } + + .pagination-controls { + display: flex !important; + + flex-direction: row !important; + + align-items: center !important; + + justify-content: center !important; + + flex-wrap: nowrap !important; + } + + .pagination-numbers { + display: flex !important; + + flex-direction: row !important; + + align-items: center !important; + + justify-content: center !important; + + flex-wrap: nowrap !important; + } + + .pagination-button, + .pagination-number, + .pagination-dots { + flex-shrink: 0 !important; + } +} + + +/* ========================================================= + TABLET +========================================================= */ + +@media (max-width: 900px) { + + .pagination-container { + flex-direction: column !important; + + align-items: center !important; + + justify-content: center !important; + + gap: 18px; + } + + .pagination-info { + text-align: center; + } + + .pagination-controls { + display: flex !important; + + flex-direction: row !important; + + align-items: center !important; + + justify-content: center !important; + + flex-wrap: nowrap !important; + } + + .pagination-numbers { + display: flex !important; + + flex-direction: row !important; + + align-items: center !important; + + justify-content: center !important; + + flex-wrap: nowrap !important; + } +} + + +/* ========================================================= + MOBILE +========================================================= */ + +@media (max-width: 700px) { + + .pagination-container { + padding: 20px 18px; + + gap: 16px; + } + + .pagination-info { + font-size: 10px; + + white-space: normal; + + text-align: center; + } + + .pagination-controls { + width: 100% !important; + + display: flex !important; + + flex-direction: row !important; + + align-items: center !important; + + justify-content: center !important; + + flex-wrap: wrap !important; + + gap: 5px; + } + + .pagination-numbers { + display: flex !important; + + flex-direction: row !important; + + align-items: center !important; + + justify-content: center !important; + + flex-wrap: nowrap !important; + + gap: 4px; + } + + .pagination-button { + height: 36px; + + padding: 0 11px; + + font-size: 9px; + } + + .pagination-number { + width: 36px !important; + + min-width: 36px !important; + + height: 36px; + + font-size: 9px; + } + + .pagination-dots { + width: 26px; + + height: 36px; + + font-size: 9px; + } +} + + +/* ========================================================= + SMALL MOBILE +========================================================= */ + +@media (max-width: 420px) { + + .pagination-container { + padding: 18px 14px; + + gap: 14px; + } + + .pagination-info { + font-size: 9px; + } + + .pagination-controls { + gap: 3px; + } + + .pagination-numbers { + gap: 3px; + } + + .pagination-button { + height: 34px; + + padding: 0 9px; + + font-size: 8px; + } + + .pagination-number { + width: 34px !important; + + min-width: 34px !important; + + height: 34px; + + font-size: 8px; + } + + .pagination-dots { + width: 22px; + + height: 34px; + + font-size: 8px; + } +} + + +/* ========================================================= + LOADING / EMPTY +========================================================= */ + +.data-loading, +.data-empty { + padding: 55px 30px; + + color: var(--text-soft); + + text-align: center; + + font-size: 13px; +} + +.data-empty strong, +.data-empty span { + display: block; +} + +.data-empty span { + margin-top: 7px; + + color: var(--text-light); + + font-size: 12px; +} + +.loading-page { + min-height: 70vh; + + display: flex; + + flex-direction: column; + + align-items: center; + justify-content: center; + + gap: 18px; + + color: var(--text-soft); +} + +.loading-page p { + margin: 0; + + font-size: 11px; + + letter-spacing: 0.5px; +} + +.loading-line { + width: 80px; + height: 2px; + + background: var(--blue); + + animation: loadingAnimation 1.2s ease-in-out infinite; +} + +@keyframes loadingAnimation { + + 0% { + transform: scaleX(0.2); + opacity: 0.4; + } + + 50% { + transform: scaleX(1); + opacity: 1; + } + + 100% { + transform: scaleX(0.2); + opacity: 0.4; + } +} + + +/* ========================================================= + TABLE WRAPPER — PREPROCESSING +========================================================= */ + +.table-wrapper { + width: 100%; + + overflow-x: auto; + overflow-y: hidden; + + -webkit-overflow-scrolling: touch; + + scrollbar-width: thin; + + scroll-margin-top: var(--scroll-offset); +} + +.table-wrapper::-webkit-scrollbar { + height: 8px; +} + +.table-wrapper::-webkit-scrollbar-track { + background: #F5F7FA; +} + +.table-wrapper::-webkit-scrollbar-thumb { + background: var(--border-dark); + + border-radius: 10px; +} + +.table-wrapper::-webkit-scrollbar-thumb:hover { + background: var(--blue-soft); +} + +.table-wrapper table { + width: 100%; + + min-width: 1500px; + + border-collapse: collapse; + + table-layout: fixed; +} + + +/* ========================================================= + PREPROCESSING — 8 KOLOM +========================================================= */ + +.table-wrapper th:nth-child(1), +.table-wrapper td:nth-child(1) { + width: 230px; +} + +.table-wrapper th:nth-child(2), +.table-wrapper td:nth-child(2) { + width: 200px; +} + +.table-wrapper th:nth-child(3), +.table-wrapper td:nth-child(3) { + width: 200px; +} + +.table-wrapper th:nth-child(4), +.table-wrapper td:nth-child(4) { + width: 190px; +} + +.table-wrapper th:nth-child(5), +.table-wrapper td:nth-child(5) { + width: 190px; +} + +.table-wrapper th:nth-child(6), +.table-wrapper td:nth-child(6) { + width: 200px; +} + +.table-wrapper th:nth-child(7), +.table-wrapper td:nth-child(7) { + width: 190px; +} + +.table-wrapper th:nth-child(8), +.table-wrapper td:nth-child(8) { + width: 230px; +} + +.table-wrapper th { + padding: 14px 15px; + + background: #F8FAFB; + + color: var(--text-light); + + border-bottom: 1px solid var(--border); + + text-align: left; + + font-size: 8px; + font-weight: 700; + + letter-spacing: 1px; + + text-transform: uppercase; + + white-space: nowrap; +} + +.table-wrapper td { + padding: 17px 15px; + + color: var(--text); + + border-bottom: 1px solid var(--border); + + font-size: 11px; + + line-height: 1.6; + + vertical-align: top; + + overflow-wrap: break-word; +} + +.table-wrapper tbody tr:last-child td { + border-bottom: none; +} + +.table-wrapper tbody tr:hover { + background: #FAFBFC; +} + +.empty-table { + padding: 60px 20px !important; + + color: var(--text-light) !important; + + text-align: center !important; +} + + +/* ========================================================= + PREPROCESSING PAGE +========================================================= */ + +.preprocessing-steps { + margin-top: 30px; + margin-bottom: 24px; + + padding: 26px 28px; + + background: var(--surface); + + border: 1px solid var(--border); + + border-radius: 4px; +} + +.preprocessing-steps .card-eyebrow { + margin-bottom: 18px; +} + +.steps-list { + width: 100%; + + display: flex; + align-items: center; + + gap: 10px; + + overflow-x: auto; + + padding-bottom: 4px; + + scrollbar-width: thin; +} + +.steps-list::-webkit-scrollbar { + height: 5px; +} + +.steps-list::-webkit-scrollbar-track { + background: #F5F7FA; +} + +.steps-list::-webkit-scrollbar-thumb { + background: var(--border-dark); + + border-radius: 10px; +} + +.steps-list::-webkit-scrollbar-thumb:hover { + background: var(--blue-soft); +} + +.process-step { + flex: 0 0 auto; + + display: flex; + align-items: center; + + gap: 9px; + + min-height: 40px; + + padding: 9px 13px; + + background: #F8FAFC; + + border: 1px solid var(--border); + + border-radius: 3px; + + white-space: nowrap; + + transition: + background 0.2s ease, + border-color 0.2s ease; +} + +.process-step:hover { + background: var(--blue-light); + + border-color: #C9D9E4; +} + +.process-step span { + color: var(--blue); + + font-size: 9px; + font-weight: 700; + + letter-spacing: 0.8px; +} + +.process-step strong { + color: var(--navy); + + font-size: 10px; + font-weight: 600; + + letter-spacing: 0.2px; +} + +.process-arrow { + flex: 0 0 auto; + + color: var(--text-light); + + font-size: 14px; +} + + +/* ========================================================= + PREPROCESSING TEXT +========================================================= */ + +.preprocessing-text { + max-width: 230px; + + color: var(--text-soft); + + font-size: 11px; + + line-height: 1.8; + + white-space: normal; + + overflow-wrap: break-word; + + word-break: break-word; +} + +.preprocessing-final { + max-width: 250px; + + padding: 9px 11px; + + background: #F5F8FA; + + border-left: 3px solid var(--blue); + + border-radius: 2px; + + color: var(--navy); + + font-size: 11px; + + line-height: 1.8; + + white-space: normal; + + overflow-wrap: break-word; + + word-break: break-word; +} + + +/* ========================================================= + TF-IDF +========================================================= */ + +.tfidf-control { + display: flex; + + justify-content: space-between; + align-items: center; + + gap: 30px; + + margin-top: 36px; + margin-bottom: 24px; + + padding: 30px; + + background: var(--surface); + + border: 1px solid var(--border); + + border-radius: 4px; +} + +.tfidf-control h2, +.classification-control h2 { + margin: 0; + + color: var(--navy); + + font-family: + Georgia, + "Times New Roman", + serif; + + font-size: 28px; + font-weight: 400; +} + +.tfidf-control p, +.classification-control p { + max-width: 700px; + + margin: 10px 0 0; + + color: var(--text-soft); + + font-size: 13px; + + line-height: 1.7; +} + +.tfidf-control .primary-button { + margin-top: 0; + + min-width: 170px; +} + +.tfidf-text { + max-width: 300px; + + color: var(--text-soft); + + font-size: 12px; + + line-height: 1.7; + + white-space: normal; + + overflow-wrap: break-word; +} + +.tfidf-values { + min-width: 240px; + + max-height: 220px; + + display: flex; + + flex-direction: column; + + gap: 6px; + + overflow-y: auto; +} + +.tfidf-item { + display: flex; + + justify-content: space-between; + align-items: center; + + gap: 20px; + + padding: 7px 10px; + + background: #F7F9FB; + + border: 1px solid var(--border); + + font-size: 11px; +} + +.tfidf-item span { + color: var(--text); +} + +.tfidf-item strong { + color: var(--blue); + + font-weight: 600; +} + +.tfidf-empty { + color: var(--text-light); + + font-size: 12px; + + font-style: italic; +} + + +/* ========================================================= + CLASSIFICATION +========================================================= */ + +.classification-summary { + display: grid; + + grid-template-columns: repeat(3, 1fr); + + gap: 0; + + margin-top: 36px; + + background: var(--surface); + + border-top: 1px solid var(--border); + border-bottom: 1px solid var(--border); +} + +.summary-card { + min-height: 125px; + + padding: 26px 30px; + + border-right: 1px solid var(--border); +} + +.summary-card:last-child { + border-right: none; +} + +.summary-label { + display: block; + + color: var(--text-light); + + font-size: 9px; + font-weight: 700; + + letter-spacing: 1.6px; +} + +.summary-value { + display: block; + + margin-top: 10px; + + color: var(--navy); + + font-family: + Georgia, + "Times New Roman", + serif; + + font-size: 38px; + + font-weight: 500; + + line-height: 1; +} + +.summary-description { + display: block; + + margin-top: 9px; + + color: var(--text-soft); + + font-size: 10px; +} + +.summary-card.positive .summary-value { + color: var(--positive); +} + +.summary-card.negative .summary-value { + color: var(--negative); +} + + +/* ========================================================= + CLASSIFICATION CONTROL +========================================================= */ + +.classification-control { + display: flex; + + justify-content: space-between; + align-items: center; + + gap: 30px; + + margin-top: 24px; + margin-bottom: 24px; + + padding: 30px; + + background: var(--surface); + + border: 1px solid var(--border); + + border-radius: 4px; +} + +.classification-control .primary-button { + margin-top: 0; + + min-width: 200px; +} + + +/* ========================================================= + SENTIMENT BADGE — CLASSIFICATION +========================================================= */ + +.sentiment-badge { + display: inline-flex; + + align-items: center; + justify-content: center; + + min-width: 82px; + + padding: 7px 11px; + + border-radius: 3px; + + font-size: 9px; + font-weight: 700; + + letter-spacing: 0.8px; + + text-transform: uppercase; +} + +.sentiment-badge.positive { + color: var(--positive); + + background: var(--positive-light); +} + +.sentiment-badge.negative { + color: var(--negative); + + background: var(--negative-light); +} + +.sentiment-badge.neutral { + color: var(--text-soft); + + background: #EDF1F4; +} + + +/* ========================================================= + CLASSIFICATION TEXT +========================================================= */ + +.classification-text { + max-width: 350px; + + color: var(--text-soft); + + font-size: 12px; + + line-height: 1.7; +} + + +/* ========================================================= + RECHARTS +========================================================= */ + +.recharts-tooltip-wrapper { + outline: none; +} + +.recharts-default-tooltip { + border: 1px solid var(--border) !important; + + box-shadow: none !important; + + background: var(--white) !important; +} + + +/* ========================================================= + RESPONSIVE — 1100px +========================================================= */ + +@media (max-width: 1100px) { + + :root { + --scroll-offset: 100px; + } + + .navbar-inner { + padding: 0 25px; + + gap: 20px; + } + + .nav-item { + padding: 9px 9px; + + font-size: 10px; + } + + .system-status { + min-width: 125px; + + margin-left: 8px; + + padding-left: 18px; + } + + .date-full { + font-size: 13px; + } + + .dashboard { + padding: 120px 25px 40px; + } + + .intro { + gap: 40px; + } + + .analysis-grid { + grid-template-columns: 1fr; + + gap: 30px; + } + + .chart-area { + min-height: 350px; + } + + .page-container { + padding: 140px 25px 60px; + } + + .page-header h1 { + font-size: 44px; + } + + .table-wrapper table { + min-width: 1500px; + } + + /* + * Pastikan card Data Komentar tetap + * menjadi target scroll dengan offset navbar. + */ + .data-table-card { + scroll-margin-top: var(--scroll-offset); + } +} + + +/* ========================================================= + RESPONSIVE — 900px +========================================================= */ + +@media (max-width: 900px) { + + :root { + --scroll-offset: 95px; + } + + .navbar-inner { + min-height: 76px; + } + + .nav-item { + padding: 8px; + + font-size: 9px; + } + + .system-status { + min-width: 110px; + + padding-left: 14px; + } + + .date-day { + font-size: 7px; + } + + .date-full { + font-size: 11px; + } + + .intro { + align-items: flex-start; + + flex-direction: column; + + gap: 30px; + } + + .intro-meta { + align-self: flex-start; + + padding-left: 20px; + } + + .statistics { + grid-template-columns: repeat(2, 1fr); + } + + .stat:nth-child(2) { + border-right: none; + } + + .stat:nth-child(3), + .stat:nth-child(4) { + border-top: 1px solid var(--border); + } + + .stat:nth-child(4) { + border-right: none; + } + + .page-header { + flex-direction: column; + + align-items: flex-start; + } + + .page-header h1 { + font-size: 42px; + } + + .data-management-grid { + grid-template-columns: 1fr; + } + + .tfidf-control, + .classification-control { + flex-direction: column; + + align-items: flex-start; + } + + .tfidf-control .primary-button, + .classification-control .primary-button { + width: auto; + } + + .classification-summary { + grid-template-columns: 1fr; + } + + .summary-card { + border-right: none; + + border-bottom: 1px solid var(--border); + } + + .summary-card:last-child { + border-bottom: none; + } + + .preprocessing-steps { + padding: 22px; + } + + .table-header, + .review-row { + grid-template-columns: + 50px + minmax(250px, 1fr) + 120px + 100px; + + gap: 16px; + + min-width: 700px; + } + + .reviews-table { + overflow-x: auto; + } + + + /* ===================================================== + DATA TABLE SCROLL + ===================================================== */ + + .data-table-card { + scroll-margin-top: var(--scroll-offset); + } + + + /* ===================================================== + PAGINATION — 900px + ===================================================== */ + + .pagination-container { + flex-direction: column; + + align-items: stretch; + + gap: 18px; + } + + .pagination-info { + text-align: center; + } + + .pagination { + justify-content: center; + } + +} + + +/* ========================================================= + RESPONSIVE — 700px +========================================================= */ + +@media (max-width: 700px) { + + /* + * Navbar pada mobile terdiri dari beberapa baris, + * sehingga offset dibuat lebih besar. + */ + :root { + --scroll-offset: 145px; + } + + + /* NAVBAR */ + + .navbar-inner { + min-height: auto; + + padding: 15px 18px; + + flex-wrap: wrap; + + gap: 15px; + } + + .brand { + order: 1; + } + + .system-status { + order: 2; + + min-width: auto; + + margin-left: auto; + + padding-left: 15px; + } + + .navigation { + order: 3; + + width: 100%; + + overflow-x: auto; + + justify-content: flex-start; + + margin-left: 0; + + padding-top: 10px; + + border-top: 1px solid var(--border); + + scrollbar-width: none; + } + + .navigation::-webkit-scrollbar { + display: none; + } + + .nav-item { + padding: 9px 11px; + + font-size: 10px; + + white-space: nowrap; + } + + .date-day { + font-size: 7px; + } + + .date-full { + font-size: 12px; + } + + + /* ===================================================== + DASHBOARD + ===================================================== */ + + .dashboard { + padding: 115px 18px 30px; + } + + .intro { + display: block; + + padding: 42px 0; + } + + .intro h1 { + font-size: 42px; + + letter-spacing: -1.5px; + } + + .intro-description { + font-size: 13px; + } + + .intro-meta { + margin-top: 35px; + + padding-left: 15px; + } + + .statistics { + grid-template-columns: repeat(2, 1fr); + } + + .stat { + min-height: 130px; + + padding: 25px 15px; + + border-bottom: 1px solid var(--border); + } + + .stat:first-child { + padding-left: 15px; + } + + .stat:nth-child(2) { + border-right: none; + } + + .stat strong { + font-size: 34px; + } + + .analysis-section, + .reviews-section { + padding: 45px 0; + } + + .analysis-heading { + display: block; + } + + .analysis-heading > p { + margin-top: 8px; + + margin-left: 26px; + } + + .analysis-heading h2 { + font-size: 26px; + } + + .analysis-grid { + gap: 20px; + } + + .chart-area { + min-height: 320px; + } + + .chart-center strong { + font-size: 32px; + } + + .sentiment-summary { + gap: 25px; + } + + .reviews-table { + overflow-x: auto; + } + + .table-header, + .review-row { + min-width: 700px; + } + + + /* ===================================================== + GENERAL PAGE + ===================================================== */ + + .page-container { + padding: 120px 18px 50px; + } + + .page-header { + display: block; + + padding-bottom: 28px; + } + + .page-header h1 { + font-size: 38px; + } + + .page-header p { + font-size: 12px; + } + + .primary-button { + width: 100%; + + margin-top: 25px; + } + + + /* ===================================================== + PROCESS INFO + ===================================================== */ + + .process-info { + grid-template-columns: 1fr; + } + + .info-item, + .info-item:first-child { + padding: 20px 0; + + border-right: none; + + border-bottom: 1px solid var(--border); + } + + .info-item:last-child { + border-bottom: none; + } + + + /* ===================================================== + PREPROCESSING + ===================================================== */ + + .preprocessing-steps { + margin-top: 24px; + + padding: 20px; + } + + .steps-list { + gap: 8px; + } + + .process-step { + min-height: 38px; + + padding: 8px 11px; + } + + .process-step strong { + font-size: 9px; + } + + .process-arrow { + font-size: 12px; + } + + .preprocessing-text { + max-width: 210px; + + font-size: 10px; + } + + .preprocessing-final { + max-width: 220px; + + font-size: 10px; + } + + + /* ===================================================== + TABLE + ===================================================== */ + + .table-card-header { + flex-direction: column; + + align-items: flex-start; + + padding: 22px; + } + + .data-count { + width: 100%; + + justify-content: space-between; + } + + .data-table-wrapper th, + .data-table-wrapper td { + padding: 14px; + } + + .table-wrapper th, + .table-wrapper td { + padding: 13px 12px; + } + + .table-wrapper table { + min-width: 1500px; + } + + + /* ===================================================== + DATA + ===================================================== */ + + .data-management-grid { + grid-template-columns: 1fr; + + gap: 18px; + + margin-top: 25px; + margin-bottom: 25px; + } + + .data-form-card { + padding: 22px; + } + + .data-form-card h2 { + font-size: 25px; + } + + .data-form-card p { + font-size: 12px; + } + + .csv-selected { + padding: 9px 10px; + } + + .csv-selected strong { + font-size: 10px; + } + + .sentiment { + min-width: 82px; + + padding: 6px 9px; + + font-size: 8px; + } + + + /* ===================================================== + DATA TABLE SCROLL — MOBILE + ===================================================== */ + + .data-table-card { + scroll-margin-top: 145px; + + scroll-snap-margin-top: 145px; + } + + + /* ===================================================== + PAGINATION + ===================================================== */ + + .pagination-container { + padding: 20px 18px; + + gap: 16px; + } + + .pagination-info { + font-size: 10px; + + white-space: normal; + + text-align: center; + } + + .pagination { + width: 100%; + + justify-content: center; + + flex-wrap: wrap; + + gap: 5px; + } + + .pagination-button { + height: 36px; + + padding: 0 11px; + + font-size: 9px; + } + + .pagination-pages { + gap: 4px; + } + + .pagination-number { + width: 36px; + height: 36px; + + font-size: 9px; + } + + + /* ===================================================== + TF-IDF + ===================================================== */ + + .tfidf-control, + .classification-control { + padding: 24px; + } + + .tfidf-control .primary-button, + .classification-control .primary-button { + width: 100%; + } + + .tfidf-success, + .classification-success { + flex-direction: column; + + align-items: flex-start; + + gap: 6px; + } + + + /* ===================================================== + CLASSIFICATION + ===================================================== */ + + .classification-summary { + margin-top: 25px; + } + + .summary-card { + min-height: 105px; + + padding: 22px; + } + + .summary-value { + font-size: 34px; + } + + .classification-text { + max-width: 100%; + } + + + /* ===================================================== + FOOTER + ===================================================== */ + + .dashboard-footer { + align-items: flex-start; + + flex-direction: column; + + gap: 10px; + } +} + + +/* ========================================================= + RESPONSIVE — 420px +========================================================= */ + +@media (max-width: 420px) { + + /* + * Navbar mobile kecil tetap membutuhkan + * ruang aman sebelum card Data Komentar. + */ + :root { + --scroll-offset: 140px; + } + + .brand-subtitle { + display: none; + } + + .brand-name { + font-size: 17px; + } + + .system-status { + padding-left: 10px; + + max-width: 48%; + } + + .date-day { + font-size: 6px; + + letter-spacing: 1.5px; + } + + .date-full { + font-size: 10px; + } + + + /* ===================================================== + DASHBOARD + ===================================================== */ + + .dashboard { + padding-left: 16px; + padding-right: 16px; + } + + .intro h1 { + font-size: 36px; + } + + .intro-description { + font-size: 12px; + } + + .statistics { + grid-template-columns: 1fr; + } + + .stat, + .stat:first-child { + padding: 22px 0; + + border-right: none; + } + + .stat:last-child { + border-bottom: none; + } + + .stat:nth-child(3), + .stat:nth-child(4) { + border-top: none; + } + + .chart-area { + min-height: 280px; + } + + .chart-center strong { + font-size: 30px; + } + + .sentiment-summary { + gap: 22px; + } + + .summary-top strong { + font-size: 19px; + } + + + /* ===================================================== + GENERAL + ===================================================== */ + + .page-header h1 { + font-size: 34px; + } + + .page-header p { + font-size: 12px; + } + + + /* ===================================================== + DATA + ===================================================== */ + + .data-form-card { + padding: 18px; + } + + .summary-card { + padding: 20px 18px; + } + + .preprocessing-steps { + padding: 18px; + } + + .preprocessing-text { + max-width: 190px; + } + + .preprocessing-final { + max-width: 200px; + } + + .table-card-header { + padding: 20px 18px; + } + + .table-card-header h2 { + font-size: 24px; + } + + .data-table-wrapper th, + .data-table-wrapper td { + padding: 12px; + } + + .delete-button { + padding: 7px 11px; + + font-size: 10px; + } + + .sentiment { + min-width: 78px; + + padding: 6px 8px; + + font-size: 8px; + } + + + /* ===================================================== + DATA TABLE SCROLL — MOBILE KECIL + ===================================================== */ + + .data-table-card { + scroll-margin-top: 140px; + + scroll-snap-margin-top: 140px; + } + + + /* ===================================================== + PAGINATION — MOBILE KECIL + ===================================================== */ + + .pagination-container { + padding: 18px 14px; + + gap: 14px; + } + + .pagination-info { + font-size: 9px; + } + + .pagination-button { + height: 34px; + + padding: 0 9px; + + font-size: 8px; + } + + .pagination-number { + width: 34px; + height: 34px; + + font-size: 8px; + } + + .pagination-pages { + gap: 3px; + } + +} + +/* ========================================================= + USER GUIDE + S-Learn — Editorial Minimal Elegant Blue +========================================================= */ + +/* MAIN CONTAINER */ + +.page-container.user-guide { + max-width: 1380px; + width: 100%; + margin: 0 auto; + padding: 115px 35px 55px; + box-sizing: border-box; +} + +/* ========================================================= + HEADER +========================================================= */ + +.user-guide .page-header { + display: block; + padding: 30px 0 28px; + border-bottom: 1px solid var(--border); +} + +.user-guide .page-eyebrow { + margin-bottom: 12px; + color: var(--blue); + font-size: 10px; + font-weight: 700; + letter-spacing: 2.2px; + text-transform: uppercase; +} + +.user-guide .page-header h1 { + margin: 0; + color: var(--navy); + font-family: Georgia, "Times New Roman", serif; + font-size: 48px; + font-weight: 500; + line-height: 1.15; + letter-spacing: -1.5px; +} + +.user-guide .user-guide-description { + max-width: 680px; + margin: 15px 0 0; + color: var(--text-soft); + font-size: 13px; + line-height: 1.8; +} + +/* ========================================================= + INTRODUCTION +========================================================= */ + +.user-guide .guide-introduction { + display: block; + margin-top: 28px; + padding: 25px 27px; + background: var(--surface); + border: 1px solid var(--border); + border-radius: 4px; +} + +.user-guide .guide-section-heading { + display: flex; + align-items: center; + gap: 14px; + margin-bottom: 12px; +} + +.user-guide .section-number { + color: var(--blue); + font-size: 10px; + font-weight: 700; + letter-spacing: 1px; +} + +.user-guide .guide-section-heading h2 { + margin: 0; + color: var(--navy); + font-family: Georgia, "Times New Roman", serif; + font-size: 23px; + font-weight: 500; +} + +.user-guide .guide-introduction > p { + max-width: 1000px; + margin: 0; + color: var(--text-soft); + font-size: 12px; + line-height: 1.9; +} + +/* ========================================================= + GUIDE HEADING +========================================================= */ + +.user-guide .guide-content { + display: block; + padding-top: 40px; +} + +.user-guide .guide-heading { + margin-bottom: 22px; +} + +.user-guide .guide-heading .page-eyebrow { + display: block; + margin-bottom: 10px; +} + +.user-guide .guide-heading h2 { + margin: 0; + color: var(--navy); + font-family: Georgia, "Times New Roman", serif; + font-size: 29px; + font-weight: 500; + line-height: 1.3; + letter-spacing: -0.6px; +} + +.user-guide .guide-heading p { + max-width: 700px; + margin: 10px 0 0; + color: var(--text-soft); + font-size: 12px; + line-height: 1.8; +} + +/* ========================================================= + GUIDE LIST +========================================================= */ + +.user-guide .guide-list { + display: flex; + flex-direction: column; + gap: 15px; + width: 100%; +} + +/* ========================================================= + GUIDE CARD +========================================================= */ + +.user-guide .guide-card { + display: flex; + flex-direction: row; + align-items: flex-start; + gap: 22px; + + width: 100%; + padding: 25px 27px; + box-sizing: border-box; + + background: var(--surface); + border: 1px solid var(--border); + border-radius: 4px; + + transition: border-color 0.2s ease; +} + +.user-guide .guide-card:hover { + border-color: var(--border-dark); +} + +/* ========================================================= + CARD NUMBER +========================================================= */ + +.user-guide .guide-number { + display: flex; + flex: 0 0 42px; + align-items: center; + justify-content: center; + + width: 42px; + height: 42px; + + background: var(--navy); + color: var(--white); + + border-radius: 3px; + + font-family: Georgia, "Times New Roman", serif; + font-size: 15px; + font-weight: 500; +} + +/* ========================================================= + CARD CONTENT +========================================================= */ + +.user-guide .guide-card-content { + display: block; + flex: 1; + min-width: 0; +} + +.user-guide .guide-subtitle { + margin-bottom: 7px; + color: var(--blue); + font-size: 9px; + font-weight: 700; + letter-spacing: 1.4px; + line-height: 1.5; + text-transform: uppercase; +} + +.user-guide .guide-card-content h3 { + margin: 0; + color: var(--navy); + font-family: Georgia, "Times New Roman", serif; + font-size: 24px; + font-weight: 500; + line-height: 1.3; + letter-spacing: -0.5px; +} + +.user-guide .guide-description { + max-width: 900px; + margin: 11px 0 18px; + color: var(--text-soft); + font-size: 12px; + line-height: 1.9; +} + +/* ========================================================= + INSTRUCTION +========================================================= */ + +.user-guide .guide-instruction-title { + margin-bottom: 9px; + color: var(--navy); + font-size: 10px; + font-weight: 700; + letter-spacing: 0.5px; +} + +.user-guide .guide-card-content ol { + display: block; + margin: 0; + padding-left: 20px; + color: var(--text-soft); + font-size: 12px; + line-height: 1.85; +} + +.user-guide .guide-card-content li { + display: list-item; + padding-left: 4px; + margin-bottom: 3px; +} + +.user-guide .guide-card-content li::marker { + color: var(--blue); + font-weight: 600; +} + +/* ========================================================= + FOOTER +========================================================= */ + +.user-guide .guide-footer { + margin-top: 38px; + padding: 22px 0 5px; + border-top: 1px solid var(--border); + + color: var(--text-light); + text-align: center; + + font-size: 8px; + font-weight: 700; + letter-spacing: 1.5px; +} + +/* ========================================================= + RESPONSIVE — TABLET +========================================================= */ + +@media (max-width: 900px) { + + .page-container.user-guide { + padding-top: 110px; + } + + .user-guide .page-header h1 { + font-size: 42px; + } + + .user-guide .guide-card { + gap: 18px; + padding: 23px; + } + +} + +/* ========================================================= + RESPONSIVE — MOBILE +========================================================= */ + +@media (max-width: 700px) { + + .page-container.user-guide { + padding: 135px 20px 40px; + } + + .user-guide .page-header { + padding-top: 20px; + padding-bottom: 23px; + } + + .user-guide .page-header h1 { + font-size: 36px; + } + + .user-guide .user-guide-description { + font-size: 12px; + } + + .user-guide .guide-introduction { + padding: 20px; + margin-top: 22px; + } + + .user-guide .guide-section-heading h2 { + font-size: 21px; + } + + .user-guide .guide-content { + padding-top: 32px; + } + + .user-guide .guide-heading h2 { + font-size: 25px; + } + + .user-guide .guide-card { + gap: 14px; + padding: 19px; + } + + .user-guide .guide-number { + flex-basis: 36px; + width: 36px; + height: 36px; + font-size: 13px; + } + + .user-guide .guide-card-content h3 { + font-size: 21px; + } + + .user-guide .guide-description { + font-size: 11px; + } + + .user-guide .guide-card-content ol { + font-size: 11px; + } + +} + +/* ========================================================= + RESPONSIVE — SMALL MOBILE +========================================================= */ + +@media (max-width: 420px) { + + .page-container.user-guide { + padding-right: 15px; + padding-left: 15px; + } + + .user-guide .guide-card { + gap: 11px; + padding: 15px; + } + + .user-guide .guide-number { + flex-basis: 32px; + width: 32px; + height: 32px; + font-size: 12px; + } + + .user-guide .guide-card-content h3 { + font-size: 19px; + } + + .user-guide .guide-section-heading h2 { + font-size: 19px; + } + +} diff --git a/frontend/src/App.js b/frontend/src/App.js new file mode 100644 index 0000000..27081af --- /dev/null +++ b/frontend/src/App.js @@ -0,0 +1,66 @@ + +import React from "react"; +import { BrowserRouter, Routes, Route } from "react-router-dom"; + +import Navbar from "./components/Navbar"; + +import Dashboard from "./pages/Dashboard"; +import Data from "./pages/Data"; +import Preprocessing from "./pages/Preprocessing"; +import TFIDF from "./pages/TFIDF"; +import Classification from "./pages/Classification"; +import UserGuide from "./pages/UserGuide"; + +import "./App.css"; + +function App() { + return ( + + + + + + + {/* Dashboard */} + } + /> + + {/* Kelola Data */} + } + /> + + {/* Pre-processing */} + } + /> + + {/* TF-IDF */} + } + /> + + {/* Klasifikasi Sentimen */} + } + /> + + {/* User Guide */} + } + /> + + + + + ); +} + +export default App; diff --git a/frontend/src/App.test.js b/frontend/src/App.test.js new file mode 100644 index 0000000..1f03afe --- /dev/null +++ b/frontend/src/App.test.js @@ -0,0 +1,8 @@ +import { render, screen } from '@testing-library/react'; +import App from './App'; + +test('renders learn react link', () => { + render(); + const linkElement = screen.getByText(/learn react/i); + expect(linkElement).toBeInTheDocument(); +}); diff --git a/frontend/src/components/Navbar.js b/frontend/src/components/Navbar.js new file mode 100644 index 0000000..3daefce --- /dev/null +++ b/frontend/src/components/Navbar.js @@ -0,0 +1,169 @@ + +import React, { useEffect, useState } from "react"; +import { NavLink } from "react-router-dom"; + +function Navbar() { + const [currentDate, setCurrentDate] = useState(new Date()); + + /* ===================================================== + UPDATE TANGGAL + ===================================================== */ + + useEffect(() => { + const timer = setInterval(() => { + setCurrentDate(new Date()); + }, 60000); + + return () => clearInterval(timer); + }, []); + + /* ===================================================== + FORMAT TANGGAL INDONESIA + ===================================================== */ + + const getDateInformation = (date) => { + const hari = [ + "Minggu", + "Senin", + "Selasa", + "Rabu", + "Kamis", + "Jumat", + "Sabtu" + ]; + + const bulan = [ + "Januari", + "Februari", + "Maret", + "April", + "Mei", + "Juni", + "Juli", + "Agustus", + "September", + "Oktober", + "November", + "Desember" + ]; + + return { + hari: hari[date.getDay()], + tanggal: date.getDate(), + bulan: bulan[date.getMonth()], + tahun: date.getFullYear() + }; + }; + + const dateInfo = getDateInformation(currentDate); + + /* ===================================================== + NAVIGATION + ===================================================== */ + + const navClass = ({ isActive }) => + isActive + ? "nav-item active" + : "nav-item"; + + /* ===================================================== + RENDER + ===================================================== */ + + return ( +
+ +
+ + {/* BRAND */} + +
+ +
+ S +
+ +
+ +
+ S-Learn +
+ +
+ SENTIMENT STUDY +
+ +
+ +
+ + {/* NAVIGATION */} + + + + {/* DATE */} + +
+ + + {dateInfo.hari} + + + + {dateInfo.tanggal} {dateInfo.bulan} {dateInfo.tahun} + + +
+ +
+ +
+ ); +} + +export default Navbar; diff --git a/frontend/src/components/SentimentChart.js b/frontend/src/components/SentimentChart.js new file mode 100644 index 0000000..cf9c77c --- /dev/null +++ b/frontend/src/components/SentimentChart.js @@ -0,0 +1,86 @@ +import React from "react"; + +import { + PieChart, + Pie, + Cell, + Tooltip, + Legend, + ResponsiveContainer +} from "recharts"; + + +function SentimentChart({ + positif, + negatif +}) { + + const data = [ + { + name: "Positif", + value: positif + }, + { + name: "Negatif", + value: negatif + } + ]; + + return ( +
+ +
+ +
+

+ Distribusi Sentimen +

+ +

+ Perbandingan sentimen mahasiswa +

+
+ +
+ +
+ + + + + + + + + + + + + + + + + + + + +
+ +
+ ); +} + +export default SentimentChart; \ No newline at end of file diff --git a/frontend/src/components/StatCard.js b/frontend/src/components/StatCard.js new file mode 100644 index 0000000..e5a825d --- /dev/null +++ b/frontend/src/components/StatCard.js @@ -0,0 +1,32 @@ +import React from "react"; + +function StatCard({ + title, + value, + description, + type +}) { + return ( +
+ +
+ +

+ {title} +

+ +

+ {value} +

+ +

+ {description} +

+ +
+ +
+ ); +} + +export default StatCard; \ No newline at end of file diff --git a/frontend/src/index.css b/frontend/src/index.css new file mode 100644 index 0000000..108707f --- /dev/null +++ b/frontend/src/index.css @@ -0,0 +1,7 @@ +html { + scroll-behavior: smooth; +} + +body { + margin: 0; +} \ No newline at end of file diff --git a/frontend/src/index.js b/frontend/src/index.js new file mode 100644 index 0000000..d563c0f --- /dev/null +++ b/frontend/src/index.js @@ -0,0 +1,17 @@ +import React from 'react'; +import ReactDOM from 'react-dom/client'; +import './index.css'; +import App from './App'; +import reportWebVitals from './reportWebVitals'; + +const root = ReactDOM.createRoot(document.getElementById('root')); +root.render( + + + +); + +// If you want to start measuring performance in your app, pass a function +// to log results (for example: reportWebVitals(console.log)) +// or send to an analytics endpoint. Learn more: https://bit.ly/CRA-vitals +reportWebVitals(); diff --git a/frontend/src/logo.svg b/frontend/src/logo.svg new file mode 100644 index 0000000..9dfc1c0 --- /dev/null +++ b/frontend/src/logo.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/frontend/src/pages/Classification.js b/frontend/src/pages/Classification.js new file mode 100644 index 0000000..441e4e1 --- /dev/null +++ b/frontend/src/pages/Classification.js @@ -0,0 +1,949 @@ +import React, { useEffect, useRef, useState } from "react"; +import api from "../services/api"; + +function Classification() { + const [data, setData] = useState([]); + const [loading, setLoading] = useState(true); + const [classifying, setClassifying] = useState(false); + const [error, setError] = useState(""); + const [result, setResult] = useState(null); + + // ========================================================= + // PAGINATION + // ========================================================= + const [currentPage, setCurrentPage] = useState(1); + + const itemsPerPage = 10; + + const dataTableRef = useRef(null); + + const totalPages = Math.ceil( + data.length / itemsPerPage + ); + + const startIndex = + (currentPage - 1) * itemsPerPage; + + const endIndex = + startIndex + itemsPerPage; + + const currentData = + data.slice(startIndex, endIndex); + + + // ========================================================= + // GET DATA + // ========================================================= + const getData = async () => { + try { + setLoading(true); + setError(""); + + const response = + await api.get("/data/"); + + setData(response.data); + + // Kembali ke halaman pertama + // setelah data diperbarui + setCurrentPage(1); + + } catch (err) { + console.error(err); + + const message = + err.response?.data?.detail || + err.response?.data?.message || + "Data klasifikasi tidak dapat diambil dari server."; + + setError(message); + + } finally { + setLoading(false); + } + }; + + + useEffect(() => { + getData(); + }, []); + + + // ========================================================= + // CLASSIFICATION + // ========================================================= + const handleClassification = async () => { + try { + setClassifying(true); + setError(""); + setResult(null); + + const response = + await api.post("/prediction/all"); + + setResult(response.data); + + await getData(); + + } catch (err) { + console.error(err); + + const message = + err.response?.data?.detail || + err.response?.data?.message || + "Klasifikasi sentimen gagal dilakukan."; + + setError(message); + + } finally { + setClassifying(false); + } + }; + + + // ========================================================= + // SUMMARY + // ========================================================= + const total = data.length; + + const positif = data.filter( + (item) => + item.sentiment === "Positif" + ).length; + + const negatif = data.filter( + (item) => + item.sentiment === "Negatif" + ).length; + + + // ========================================================= + // FORMAT PROBABILITY + // ========================================================= + const formatProbability = (value) => { + if ( + value === null || + value === undefined + ) { + return "-"; + } + + return `${( + Number(value) * 100 + ).toFixed(2)}%`; + }; + + + // ========================================================= + // SCROLL KE TABLE + // ========================================================= + const scrollToDataTable = () => { + if (!dataTableRef.current) { + return; + } + + const offset = 100; + + const elementPosition = + dataTableRef.current.getBoundingClientRect().top; + + const offsetPosition = + elementPosition + + window.pageYOffset - + offset; + + window.scrollTo({ + top: offsetPosition, + behavior: "smooth" + }); + }; + + + // ========================================================= + // CHANGE PAGE + // ========================================================= + const changePage = (page) => { + + if (page < 1) { + return; + } + + if (page > totalPages) { + return; + } + + setCurrentPage(page); + + setTimeout(() => { + scrollToDataTable(); + }, 50); + }; + + + // ========================================================= + // PAGE NUMBERS + // ========================================================= + const renderPageNumbers = () => { + + const pages = []; + + + /* + * Jika halaman <= 7 + * tampilkan seluruh nomor halaman. + */ + if (totalPages <= 7) { + + for ( + let i = 1; + i <= totalPages; + i++ + ) { + + pages.push( + + + + ); + + } + + return pages; + } + + + /* + * HALAMAN AWAL + * + * Contoh: + * + * 1 2 3 4 ... 55 + */ + if (currentPage <= 3) { + + for ( + let i = 1; + i <= 4; + i++ + ) { + + pages.push( + + + + ); + + } + + + pages.push( + + + ... + + + ); + + + pages.push( + + + + ); + + + return pages; + } + + + /* + * HALAMAN AKHIR + * + * Contoh: + * + * 1 ... 52 53 54 55 + */ + if ( + currentPage >= + totalPages - 2 + ) { + + pages.push( + + + + ); + + + pages.push( + + + ... + + + ); + + + for ( + let i = + totalPages - 3; + i <= totalPages; + i++ + ) { + + pages.push( + + + + ); + + } + + + return pages; + } + + + /* + * HALAMAN TENGAH + * + * Contoh: + * + * 1 ... 27 28 29 ... 55 + */ + pages.push( + + + + ); + + + pages.push( + + + ... + + + ); + + + pages.push( + + + + ); + + + pages.push( + + + + ); + + + pages.push( + + + + ); + + + pages.push( + + + ... + + + ); + + + pages.push( + + + + ); + + + return pages; + }; + + + // ========================================================= + // RETURN + // ========================================================= + return ( + +
+ + + {/* ===================================================== + HEADER + ====================================================== */} +
+ +
+ +
+ SENTIMENT CLASSIFICATION +
+ +

+ Klasifikasi Sentimen +

+ +

+ Proses klasifikasi sentimen komentar + mahasiswa menggunakan metode + Naïve Bayes Classifier. +

+ +
+ +
+ + + {/* ===================================================== + SUMMARY + ====================================================== */} +
+ + +
+ + + TOTAL DATA + + + + {total} + + + + Seluruh komentar + + +
+ + +
+ + + POSITIF + + + + {positif} + + + + Komentar positif + + +
+ + +
+ + + NEGATIF + + + + {negatif} + + + + Komentar negatif + + +
+ +
+ + + {/* ===================================================== + CONTROL + ====================================================== */} +
+ +
+ +
+ NAÏVE BAYES CLASSIFIER +
+ +

+ Klasifikasikan Data +

+ +

+ Sistem akan melakukan klasifikasi + terhadap seluruh komentar yang telah + melalui proses pre-processing. +

+ +
+ + + + +
+ + + {/* ===================================================== + RESULT + ====================================================== */} + {result && ( + +
+ + + {result.message} + + + + + {result.jumlah_data} data ·{" "} + + {result.positif} positif ·{" "} + + {result.negatif} negatif + + + +
+ + )} + + + {/* ===================================================== + ERROR + ====================================================== */} + {error && ( + +
+ {error} +
+ + )} + + + {/* ===================================================== + TABLE + ====================================================== */} +
+ + +
+ +
+ +

+ Hasil Klasifikasi +

+ +

+ Hasil prediksi sentimen dari + seluruh komentar mahasiswa. +

+ +
+ + +
+ + + DOKUMEN + + + + {data.length} + + +
+ +
+ + + {loading ? ( + +
+ Memuat data... +
+ + ) : data.length === 0 ? ( + +
+ + + Belum ada data komentar. + + + + Tambahkan data terlebih dahulu + melalui halaman Data. + + +
+ + ) : ( + + <> + + {/* ================================================= + TABLE + ================================================== */} +
+ + + + + + + + + + + + + + + + + + + + + + + {currentData.map( + (item) => ( + + + + + {/* KOMENTAR */} + + + + {/* TEXT PREPROCESSED */} + + + + {/* SENTIMEN */} + + + + {/* PROBABILITY */} + + + + + + ) + )} + + + +
+ KOMENTAR + + TEXT PREPROCESSED + + SENTIMEN + + PROBABILITY +
+ +
+ { + item.komentar + } +
+ + 		+ +
+ { + item.text_preprocessed || + "-" + } +
+ + 		+ + {item.sentiment === + "Positif" ? ( + + + Positif + + + ) : item.sentiment === + "Negatif" ? ( + + + Negatif + + + ) : ( + + + Belum diklasifikasi + + + )} + + + + + {formatProbability( + item.probability + )} + + +
+ +
+ + + {/* ================================================= + PAGINATION + ================================================== */} + {totalPages > 1 && ( + +
+ + +
+ + Menampilkan{" "} + + + {startIndex + 1} + + + {" - "} + + + {Math.min( + endIndex, + data.length + )} + + + {" dari "} + + + {data.length} + + + {" data"} + +
+ + +
+ + + {/* SEBELUMNYA */} + + + + {/* NOMOR HALAMAN */} +
+ + {renderPageNumbers()} + +
+ + + {/* SELANJUTNYA */} + + + +
+ +
+ + )} + + + + )} + +
+ +
+ ); +} + +export default Classification; \ No newline at end of file diff --git a/frontend/src/pages/Dashboard.js b/frontend/src/pages/Dashboard.js new file mode 100644 index 0000000..869be4d --- /dev/null +++ b/frontend/src/pages/Dashboard.js @@ -0,0 +1,605 @@ +import React, { useEffect, useState } from "react"; + +import { + PieChart, + Pie, + Cell, + ResponsiveContainer, + Tooltip +} from "recharts"; + +import api from "../services/api"; + + +function Dashboard() { + + const [summary, setSummary] = useState(null); + + const [loading, setLoading] = useState(true); + const [error, setError] = useState(""); + + + /* ===================================================== + GET DATA DASHBOARD + ===================================================== */ + + useEffect(() => { + + const getDashboardData = async () => { + + try { + + setLoading(true); + setError(""); + + const summaryResponse = + await api.get("/dashboard/summary"); + + setSummary(summaryResponse.data); + + } catch (err) { + + console.error(err); + + setError( + "Gagal mengambil data dari server." + ); + + } finally { + + setLoading(false); + + } + + }; + + + getDashboardData(); + + }, []); + + + /* ===================================================== + LOADING + ===================================================== */ + + if (loading) { + + return ( + +
+ +
+ +

+ Loading sentiment study... +

+ +
+ + ); + + } + + + /* ===================================================== + ERROR + ===================================================== */ + + if (error) { + + return ( + +
+ +
+ CONNECTION ERROR +
+ +

+ {error} +

+ +

+ Pastikan backend FastAPI sedang + berjalan pada port 8000. +

+ +
+ + ); + + } + + + /* ===================================================== + DATA + ===================================================== */ + + const total = + summary?.total || 0; + + const positif = + summary?.positif || 0; + + const negatif = + summary?.negatif || 0; + + const persentasePositif = + summary?.persentase_positif || 0; + + const persentaseNegatif = + summary?.persentase_negatif || 0; + + + /* ===================================================== + CHART DATA + ===================================================== */ + + const chartData = [ + + { + name: "Positif", + value: positif + }, + + { + name: "Negatif", + value: negatif + } + + ]; + + + /* ===================================================== + RENDER + ===================================================== */ + + return ( + +
+ + + {/* ================================================= + INTRODUCTION + ================================================= */} + +
+ +
+ +
+ SENTIMENT ANALYSIS · 2026 +
+ + +

+ + Understanding student + +
+ + + perception + + + {" "}of S-Learn + +

+ + +

+ + Analisis sentimen ulasan mahasiswa + terhadap aplikasi pembelajaran + S-Learn menggunakan metode + Naïve Bayes Classifier + +

+ +
+ + +
+ + + DATASET + + + + {total} + + + + student reviews + + +
+ +
+ + + + {/* ================================================= + STATISTICS + ================================================= */} + +
+ + + {/* TOTAL */} + +
+ + + TOTAL REVIEWS + + + + {total} + + +

+ seluruh data ulasan +

+ +
+ + + {/* POSITIVE */} + +
+ + + POSITIVE + + + + {positif} + + +

+ {persentasePositif}% + {" "}dari seluruh data +

+ +
+ + + {/* NEGATIVE */} + +
+ + + NEGATIVE + + + + {negatif} + + +

+ {persentaseNegatif}% + {" "}dari seluruh data +

+ +
+ + + {/* POSITIVE RATE */} + +
+ + + POSITIVE RATE + + + + {persentasePositif}% + + +

+ overall sentiment +

+ +
+ + +
+ + + + {/* ================================================= + SENTIMENT ANALYSIS + ================================================= */} + +
+ + +
+ +
+ +

+ Sentiment Distribution +

+ +
+ + +

+ Classification Overview +

+ +
+ + + +
+ + + {/* ========================================= + CHART + ========================================== */} + +
+ + + + + + + + {/* POSITIVE */} + + + + + {/* NEGATIVE */} + + + + + + + + `${value} reviews` + } + + contentStyle={{ + backgroundColor: + "#FFFFFF", + + border: + "1px solid #D8E0E6", + + borderRadius: + "4px", + + boxShadow: + "none", + + color: + "#172B4D", + + fontSize: + "12px" + }} + + /> + + + + + + + + {/* CHART CENTER */} + +
+ + + {persentasePositif}% + + + + POSITIVE + + +
+ + +
+ + + + {/* ========================================= + SUMMARY + ========================================== */} + +
+ + + {/* POSITIVE */} + +
+ +
+ + + + + + Positive + + + + + + {persentasePositif}% + + +
+ + +
+ +
+ +
+ + + + {positif} reviews + + +
+ + + + {/* NEGATIVE */} + +
+ +
+ + + + + + Negative + + + + + + {persentaseNegatif}% + + +
+ + +
+ +
+ +
+ + + + {negatif} reviews + + +
+ + + + {/* INTERPRETATION */} + +
+ + + INTERPRETATION + + + +

+ + Mayoritas ulasan mahasiswa menunjukkan + sentimen positif, yang mencerminkan + persepsi pengguna yang secara umum baik + terhadap S-Learn. + +

+ +
+ + +
+ + +
+ + +
+ + + + {/* ================================================= + FOOTER + ================================================= */} + +
+ + + S-LEARN SENTIMENT STUDY + + + + Naïve Bayes Classifier + + +
+ + +
+ + ); + +} + + +export default Dashboard; \ No newline at end of file diff --git a/frontend/src/pages/Data.js b/frontend/src/pages/Data.js new file mode 100644 index 0000000..e5dfbbd --- /dev/null +++ b/frontend/src/pages/Data.js @@ -0,0 +1,1272 @@ +import React, { + useEffect, + useState, + useRef +} from "react"; + +import api from "../services/api"; + + +function Data() { + + // ===================================================== + // STATE DATA + // ===================================================== + + const [data, setData] = useState([]); + + const [loading, setLoading] = useState(true); + + const [error, setError] = useState(""); + + + // ===================================================== + // STATE TAMBAH DATA + // ===================================================== + + const [komentar, setKomentar] = useState(""); + + const [loadingTambah, setLoadingTambah] = useState(false); + + + // ===================================================== + // STATE IMPORT CSV + // ===================================================== + + const [file, setFile] = useState(null); + + const [loadingImport, setLoadingImport] = useState(false); + + + // ===================================================== + // PAGINATION + // ===================================================== + + const [currentPage, setCurrentPage] = useState(1); + + const itemsPerPage = 10; + + + // ===================================================== + // REF DATA KOMENTAR + // ===================================================== + + const dataTableRef = useRef(null); + + + // ===================================================== + // TOTAL HALAMAN + // ===================================================== + + const totalPages = Math.ceil( + data.length / itemsPerPage + ); + + + // ===================================================== + // DATA YANG DITAMPILKAN PADA HALAMAN AKTIF + // ===================================================== + + const startIndex = + (currentPage - 1) * itemsPerPage; + + const endIndex = + startIndex + itemsPerPage; + + const currentData = + data.slice(startIndex, endIndex); + + + // ===================================================== + // AMBIL DATA DARI BACKEND + // ===================================================== + + const getData = async (resetPage = false) => { + + try { + + setLoading(true); + + setError(""); + + + const response = + await api.get("/data/"); + + + setData(response.data); + + + if (resetPage) { + + setCurrentPage(1); + + } + + } catch (err) { + + console.error(err); + + + const message = + err.response?.data?.detail || + err.response?.data?.message || + "Data tidak dapat diambil dari server."; + + + setError(message); + + } finally { + + setLoading(false); + + } + + }; + + + // ===================================================== + // LOAD SAAT HALAMAN DIBUKA + // ===================================================== + + useEffect(() => { + + getData(true); + + }, []); + + + // ===================================================== + // CEK HALAMAN AKTIF + // AGAR TIDAK MELEBIHI TOTAL HALAMAN + // ===================================================== + + useEffect(() => { + + if ( + totalPages > 0 && + currentPage > totalPages + ) { + + setCurrentPage(totalPages); + + } + + }, [ + data.length, + currentPage, + totalPages + ]); + + + // ===================================================== + // SCROLL KE BAGIAN DATA KOMENTAR + // ===================================================== + + const scrollToDataTable = () => { + + if (!dataTableRef.current) { + return; + } + + + const offset = 100; + + + const elementPosition = + dataTableRef.current.getBoundingClientRect().top; + + + const offsetPosition = + elementPosition + + window.pageYOffset - + offset; + + + window.scrollTo({ + + top: offsetPosition, + + behavior: "smooth" + + }); + + }; + + + // ===================================================== + // PINDAH KE HALAMAN + // ===================================================== + + const changePage = (page) => { + + if (page < 1) { + return; + } + + if (page > totalPages) { + return; + } + + + setCurrentPage(page); + + + /* + * Tunggu sebentar agar React selesai + * mengubah isi tabel sebelum melakukan scroll. + */ + + setTimeout(() => { + + scrollToDataTable(); + + }, 50); + + }; + + + // ===================================================== + // TAMBAH DATA + // ===================================================== + + const handleTambah = async (e) => { + + e.preventDefault(); + + + if (!komentar.trim()) { + + alert( + "Komentar tidak boleh kosong." + ); + + return; + + } + + + try { + + setLoadingTambah(true); + + setError(""); + + + await api.post( + "/data/", + { + komentar: + komentar.trim(), + } + ); + + + setKomentar(""); + + + alert( + "Data komentar berhasil ditambahkan." + ); + + + /* + * Setelah tambah data, + * kembali ke halaman pertama. + */ + + await getData(true); + + + } catch (err) { + + console.error(err); + + + const message = + err.response?.data?.detail || + err.response?.data?.message || + "Data komentar gagal ditambahkan."; + + + setError(message); + + } finally { + + setLoadingTambah(false); + + } + + }; + + + // ===================================================== + // PILIH FILE CSV + // ===================================================== + + const handleFileChange = (e) => { + + const selectedFile = + e.target.files[0]; + + + if (!selectedFile) { + + setFile(null); + + return; + + } + + + if ( + !selectedFile.name + .toLowerCase() + .endsWith(".csv") + ) { + + alert( + "File harus berformat CSV." + ); + + + e.target.value = ""; + + setFile(null); + + return; + + } + + + setFile(selectedFile); + + setError(""); + + }; + + + // ===================================================== + // IMPORT CSV + // ===================================================== + + const handleImportCSV = async () => { + + if (!file) { + + alert( + "Silakan pilih file CSV terlebih dahulu." + ); + + return; + + } + + + try { + + setLoadingImport(true); + + setError(""); + + + const formData = + new FormData(); + + + formData.append( + "file", + file + ); + + + const response = + await api.post( + "/data/import-csv", + formData, + { + headers: { + "Content-Type": + "multipart/form-data", + }, + } + ); + + + alert( + `${response.data.jumlah_data} data berhasil diimport.` + ); + + + setFile(null); + + + const inputFile = + document.getElementById( + "csv-file" + ); + + + if (inputFile) { + + inputFile.value = ""; + + } + + + /* + * Setelah import, + * kembali ke halaman pertama. + */ + + await getData(true); + + + } catch (err) { + + console.error(err); + + + const message = + err.response?.data?.detail || + err.response?.data?.message || + "File CSV gagal diimport."; + + + setError(message); + + } finally { + + setLoadingImport(false); + + } + + }; + + + // ===================================================== + // HAPUS DATA + // ===================================================== + + const handleDelete = async (id) => { + + const yakin = + window.confirm( + "Apakah Anda yakin ingin menghapus data ini?" + ); + + + if (!yakin) { + + return; + + } + + + try { + + setError(""); + + + await api.delete( + `/data/${id}` + ); + + + /* + * Ambil ulang data tanpa + * memaksa kembali ke halaman pertama. + */ + + await getData(false); + + + } catch (err) { + + console.error(err); + + + const message = + err.response?.data?.detail || + err.response?.data?.message || + "Data gagal dihapus."; + + + setError(message); + + } + + }; + + + // ===================================================== + // STATISTIK DATA + // ===================================================== + + const analyzedCount = + data.filter( + (item) => item.sentiment + ).length; + + + const notAnalyzedCount = + data.length - + analyzedCount; + + + // ===================================================== + // NOMOR HALAMAN + // ===================================================== + + const renderPageNumbers = () => { + + if (totalPages <= 1) { + + return null; + + } + + + const pages = []; + + + /* + * Jika jumlah halaman sedikit, + * tampilkan semuanya. + */ + + if (totalPages <= 7) { + + for ( + let i = 1; + i <= totalPages; + i++ + ) { + + pages.push(i); + + } + + } else { + + /* + * Halaman pertama + */ + + pages.push(1); + + + /* + * Titik-titik sebelum halaman aktif + */ + + if (currentPage > 4) { + + pages.push("..."); + + } + + + /* + * Halaman sekitar halaman aktif + */ + + const start = + Math.max( + 2, + currentPage - 1 + ); + + + const end = + Math.min( + totalPages - 1, + currentPage + 1 + ); + + + for ( + let i = start; + i <= end; + i++ + ) { + + pages.push(i); + + } + + + /* + * Titik-titik setelah halaman aktif + */ + + if ( + currentPage < + totalPages - 3 + ) { + + pages.push("..."); + + } + + + /* + * Halaman terakhir + */ + + pages.push(totalPages); + + } + + + return pages.map( + (page, index) => { + + if (page === "...") { + + return ( + + ... + + ); + + } + + + return ( + + ); + + } + ); + + }; + + + // ===================================================== + // TAMPILAN + // ===================================================== + + return ( + +
+ + + {/* ================================================= + HEADER + ================================================= */} + +
+ +
+ +
+ DATA MANAGEMENT +
+ + +

+ Kelola Data +

+ + +

+ Kelola data komentar mahasiswa + terhadap aplikasi S-Learn +

+ +
+ +
+ + + {/* ================================================= + SUMMARY + ================================================= */} + +
+ + + {/* TOTAL DATA */} + +
+ + + TOTAL DATA + + + + + {data.length} + + + + + Seluruh komentar + + +
+ + + + {/* SUDAH DIANALISIS */} + +
+ + + SUDAH DIANALISIS + + + + + {analyzedCount} + + + + + Data memiliki hasil sentimen + + +
+ + + + {/* BELUM DIANALISIS */} + +
+ + + BELUM DIANALISIS + + + + + {notAnalyzedCount} + + + + + Data belum memiliki sentimen + + +
+ +
+ + + {/* ================================================= + FORM TAMBAH + IMPORT + ================================================= */} + +
+ + + {/* ================================================= + TAMBAH DATA + ================================================= */} + +
+ +
+ INPUT DATA +
+ + +

+ Tambah Komentar +

+ + +

+ Tambahkan komentar mahasiswa + secara manual ke dalam dataset +

+ + +
+ +