From 276b0f3b70891feb81dc3fe916999c659368d969 Mon Sep 17 00:00:00 2001 From: Dwi_Agustina Date: Tue, 4 Jun 2024 12:47:27 +0700 Subject: [PATCH] Upload files to "/" --- Analisis_Seblak.ipynb | 4697 +++++++++++++++++++++++++++++++++++++++++ 1 file changed, 4697 insertions(+) create mode 100644 Analisis_Seblak.ipynb diff --git a/Analisis_Seblak.ipynb b/Analisis_Seblak.ipynb new file mode 100644 index 0000000..7e33ce8 --- /dev/null +++ b/Analisis_Seblak.ipynb @@ -0,0 +1,4697 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "_ycnqBkwZNnB" + }, + "source": [ + "## **ANALISIS TINGKAT KEPUASAN PELANGGAN PADA UMKM CAMILAN SEBLAK PREANGER DI KABUPATEN JEMBER**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "HRhSeL0pMPCM", + "outputId": "be7b8050-eb64-496e-9822-0ca7f39c810f" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n" + ] + } + ], + "source": [ + "from google.colab import drive\n", + "drive.mount('/content/drive')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "qGR0UlNqZH8h", + "outputId": "dc91b0a9-69ea-4220-a5eb-db90341a1104" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Requirement already satisfied: Wordcloud in /usr/local/lib/python3.10/dist-packages (1.9.3)\n", + "Requirement already satisfied: numpy>=1.6.1 in /usr/local/lib/python3.10/dist-packages (from Wordcloud) (1.25.2)\n", + "Requirement already satisfied: pillow in /usr/local/lib/python3.10/dist-packages (from Wordcloud) (9.4.0)\n", + "Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (from Wordcloud) (3.7.1)\n", + "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->Wordcloud) (1.2.0)\n", + "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib->Wordcloud) (0.12.1)\n", + "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->Wordcloud) (4.50.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->Wordcloud) (1.4.5)\n", + "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->Wordcloud) (24.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->Wordcloud) (3.1.2)\n", + "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib->Wordcloud) (2.8.2)\n", + "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib->Wordcloud) (1.16.0)\n", + "Collecting Sastrawi\n", + " Downloading Sastrawi-1.0.1-py2.py3-none-any.whl (209 kB)\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m209.7/209.7 kB\u001b[0m \u001b[31m2.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25hInstalling collected packages: Sastrawi\n", + "Successfully installed Sastrawi-1.0.1\n" + ] + } + ], + "source": [ + "!pip install Wordcloud #untuk menganalisis frekuensi kata-kata dalam teks dan menyoroti kata-kata yang paling penting atau dominan.\n", + "!pip install Sastrawi #berguna untuk memproses dan membersihkan teks dalam bahasa Indonesia sebelum dilakukan analisis lebih lanjut\n", + "\n", + "import pandas as pd #Digunakan untuk manipulasi dan analisis data. Sangat berguna untuk bekerja dengan tabel data.\n", + "import numpy as np #Pemrosesan data numerik dalam Python\n", + "import matplotlib.pyplot as plt #Library untuk membuat visualisasi statis, animasi, dan interaktif di Python.\n", + "import seaborn as sns #Membuat visualisasi data statistik yang menarik dan informatif.\n", + "import re #Modul untuk bekerja dengan regular expressions (regex), berguna untuk manipulasi string\n", + "import nltk #Natural Language Toolkit, digunakan untuk bekerja dengan data teks dalam bahasa alami.\n", + "\n", + "from nltk.corpus import stopwords\n", + "from wordcloud import WordCloud, STOPWORDS\n", + "from sklearn.feature_extraction.text import CountVectorizer\n", + "from nltk.tokenize import RegexpTokenizer\n", + "from imblearn.over_sampling import SMOTE\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score,classification_report\n", + "from sklearn.naive_bayes import MultinomialNB #Model\n", + "from wordcloud import WordCloud, STOPWORDS #Visualisasi" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "7C5KgMnkaFpv", + "outputId": "1f6789aa-7e26-41d1-8491-4ca9f7a52bc8" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " NO KOMENTAR LABEL\n", + "0 1 Tungguannya terlalu lama, kasihan pak Gojeknya... Negatif\n", + "1 2 Enak sih tpi kalau yg masak cuma 1 aja Terus s... Negatif\n", + "2 3 Kenapa ya pas waktu beli seblak disini kog ras... Negatif\n", + "3 4 Kurang cocok buatku. Kuahnya terlalu kentel ka... Negatif\n", + "4 5 Biasanya saya beli lewat Shopee food & go food... Positif" + ], + "text/html": [ + "\n", + "
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NOKOMENTARLABEL
01Tungguannya terlalu lama, kasihan pak Gojeknya...Negatif
12Enak sih tpi kalau yg masak cuma 1 aja Terus s...Negatif
23Kenapa ya pas waktu beli seblak disini kog ras...Negatif
34Kurang cocok buatku. Kuahnya terlalu kentel ka...Negatif
45Biasanya saya beli lewat Shopee food & go food...Positif
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Data Understanding\n", + "Pada tahap ini adalah pemahaman data yang digunakan" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "wkmFXs9_aoFP", + "outputId": "5443a247-88af-4b64-cf08-84786ef3af76" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "NO int64\n", + "KOMENTAR object\n", + "LABEL object\n", + "dtype: object" + ] + }, + "metadata": {}, + "execution_count": 5 + } + ], + "source": [ + "# Mengetahuli kolom dan tipe data\n", + "data.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "o-zEbttMasEd", + "outputId": "3fd6bceb-8bfc-4186-a8a6-90c26649ed11" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(1100, 3)" + ] + }, + "metadata": {}, + "execution_count": 6 + } + ], + "source": [ + "# Mengetahui jumlah baris data dan kolom\n", + "data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "hDAwfBs8autX", + "outputId": "847407a3-1231-44a9-c2dc-dc668efafa6a" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "RangeIndex: 1100 entries, 0 to 1099\n", + "Data columns (total 3 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 NO 1100 non-null int64 \n", + " 1 KOMENTAR 1100 non-null object\n", + " 2 LABEL 1100 non-null object\n", + "dtypes: int64(1), object(2)\n", + "memory usage: 25.9+ KB\n", + "None\n", + "Positif 600\n", + "Negatif 500\n", + "Name: LABEL, dtype: int64\n" + ] + } + ], + "source": [ + "# Mengetahui isi data secara rinci\n", + "print(data.info())\n", + "print(data['LABEL'].value_counts())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "4V5J1x6za9R0", + "outputId": "abd2078b-ebb9-4539-cbc2-4b7b33b9693f" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "NO 0\n", + "KOMENTAR 0\n", + "LABEL 0\n", + "dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 8 + } + ], + "source": [ + "# Mengetahui jika ada kolom yang kosong\n", + "# data = data.dropna() code untuk menghilangkan jika ada yang kosong\n", + "data.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "o7tX88vubAv8", + "outputId": "6eb4efcd-baec-4208-9c5d-731eaf6b863d" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 9 + } + ], + "source": [ + "# Mengecek data duplikat atau data yang sama\n", + "data.duplicated().sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "XvYalqBBbDoZ" + }, + "source": [ + "## 2. Prepocessing Teks\n", + "Pada tahap ini dilakukan pembersihan data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "LPSTbNJJbCbE", + "outputId": "0a08fac2-e9c3-4f14-c5cf-dc4d46e69362" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " NO KOMENTAR LABEL\n", + "0 1 Tungguannya terlalu lama, kasihan pak Gojeknya... Negatif\n", + "1 2 Enak sih tpi kalau yg masak cuma 1 aja Terus s... Negatif\n", + "2 3 Kenapa ya pas waktu beli seblak disini kog ras... Negatif\n", + "3 4 Kurang cocok buatku. Kuahnya terlalu kentel ka... Negatif\n", + "4 5 Biasanya saya beli lewat Shopee food & go food... Positif" + ], + "text/html": [ + "\n", + "
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NOKOMENTARLABEL
01Tungguannya terlalu lama, kasihan pak Gojeknya...Negatif
12Enak sih tpi kalau yg masak cuma 1 aja Terus s...Negatif
23Kenapa ya pas waktu beli seblak disini kog ras...Negatif
34Kurang cocok buatku. Kuahnya terlalu kentel ka...Negatif
45Biasanya saya beli lewat Shopee food & go food...Positif
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NOKOMENTARLABEL
01tungguannya terlalu lama, kasihan pak gojeknya...Negatif
12enak sih tpi kalau yg masak cuma 1 aja terus s...Negatif
23kenapa ya pas waktu beli seblak disini kog ras...Negatif
34kurang cocok buatku. kuahnya terlalu kentel ka...Negatif
45biasanya saya beli lewat shopee food & go food...Positif
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01tungguannya terlalu lama, kasihan pak gojeknya...Negatif
12enak sih tapi kalau yang masak cuma 1 aja teru...Negatif
23kenapa ya pas waktu beli seblak disini kog ras...Negatif
34kurang cocok buatku. kuahnya terlalu kentel ka...Negatif
45biasanya saya beli lewat shopee food & go food...Positif
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NOKOMENTARLABEL
01tungguannya terlalu lama, kasihan pak gojeknya...Negatif
12enak sih kalau masak cuma 1 aja terus antri pa...Negatif
23ya pas waktu beli seblak disini kog rasanya ja...Negatif
34kurang cocok buatku. kuahnya terlalu kentel ka...Negatif
45biasanya beli lewat shopee food & go food. men...Positif
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\"Positif\",\n \"Negatif\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 13 + } + ], + "source": [ + "# Cleaning menggunakan Stopword untuk menghilangkan kata yang tidak terlalu penting contoh : yang, di, ke, dan lain-lain\n", + "import Sastrawi\n", + "from Sastrawi.StopWordRemover.StopWordRemoverFactory import StopWordRemoverFactory, StopWordRemover, ArrayDictionary\n", + "more_stop_word = [\"tidak\"]\n", + "\n", + "stop_words = StopWordRemoverFactory().get_stop_words()\n", + "new_array = ArrayDictionary(stop_words)\n", + "stop_words_remover_new = StopWordRemover(new_array)\n", + "\n", + "def stopwords(str_text):\n", + " str_text = stop_words_remover_new.remove(str_text)\n", + " return str_text\n", + "\n", + "def remove_punct(text):\n", + " text = re.sub(r'[-()\\\"#/@;!:<>{}=~|.?]',' ',text)\n", + " text = re.sub(r'\\b\\w(1,2)\\b', '',text)\n", + " text = re.sub(r'\\s\\s+',' ', text)\n", + " return text\n", + "\n", + "data['KOMENTAR'] = data['KOMENTAR'].apply(lambda x: stopwords(x))\n", + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "4Bt1T40VbVic", + "outputId": "afd4aa80-7e44-4f89-ea3e-f16575595052" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0 [tungguannya, terlalu, lama,, kasihan, pak, go...\n", + "1 [enak, sih, kalau, masak, cuma, 1, aja, terus,...\n", + "2 [ya, pas, waktu, beli, seblak, disini, kog, ra...\n", + "3 [kurang, cocok, buatku., kuahnya, terlalu, ken...\n", + "4 [biasanya, beli, lewat, shopee, food, &, go, f...\n", + " ... \n", + "1095 [sangat, mengecewakan]\n", + "1096 [yang, lapar, ga, recommended]\n", + "1097 [lamaaaa, bangetttt, nunggunya....]\n", + "1098 [nungguin, 1, jam, dateng, cuma, pengamen, sil...\n", + "1099 [pesen, udah, awal, diduluin, dibungkus, pdhl,...\n", + "Name: KOMENTAR, Length: 1100, dtype: object" + ] + }, + "metadata": {}, + "execution_count": 14 + } + ], + "source": [ + "# Tokenisasi untuk memisahkan semua kalimat pada data\n", + "tokenized = data['KOMENTAR'].apply(lambda x:x.split())\n", + "tokenized" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Wo2TePNvbYpi", + "outputId": "ba1f4eea-3819-4196-8c58-954b8f88bf91" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "tunggu terlalu lama kasihan pak gojek meski banyak karyawan lambat cepat jika tunggu milik satu jam lebih meski pesan satu\n", + "enak sih kalau masak cuma 1 aja terus antri panjang subuh kek selesai \n", + "ya pas waktu beli seblak sini kog rasa jamu aroma rasa kencur banget yang jelasin \n", + "kurang cocok buat kuah terlalu kentel kalau udah lama ilang kuah bumbu nyengat isi kurang variasi\n", + "biasa beli lewat shopee food go food menu favorit seblak beureum komplit makan tempat sistem prasmanan next time mau coba baso aci\n", + "kalo kesana kadang kasir rada jutek\n", + "kalo santuy ken nyeblak datang sini ramah kantong layan cepat\n", + "masa beli baso aci kabita isi cuman tulang sama cikur doang gaada aci\n", + "menu banyak rasa enak harga murah tempat nyaman rekomen deh\n", + "sumpah gak lagi dateng kesini layan lama buangett kapok 2 jam nunggu\n", + "resto lelet pernah dapat\n", + "enak rempah rasa banget bagi aku orang jember kuah manis request gula gabisa bumbu udah racik sekarang ada prasmanan jadi lebih boros buat aku enak sudah takar biasa \n", + "worth to buy grab it fast kalo dine in saya pribadi lebih enak makan lt 1\n", + "layan lama banget\n", + "antri panjang lama banget capek nunggunya\n", + "bagus tempat menu banyak pedesnya paling nampol kalo soal seblak belum pernah coba kesini pokok mantulll\n", + "recommended baso aci seblaknya enak bangett\n", + "baso aci baik\n", + "betul pas main jember search google seblak jember tunjukin seblak preanger ini eh malah ketemu mantan calon masa lalu plus suami anak sallam \n", + "rasa seblak preanger mirip kek seblak2 jawa barat harga murah pol kerupuk ada yang ribu 2ribuan toppingnya rata2 2rban\n", + "aku nunggu 1 jam 8 menit 47 detik kalian berapa lama guys\n", + "lama sekali nunggunya kasi pak gojek padahal kariawan banyak lot cepet tunggu juraganya nunggu satujam lebih padahal orderanya satu\n", + "kecewa ama seblak ini biasa pesan menu seblak bereum 3 isi macem2 kaya dimsum isi keju campur dpet 3 buah masak topingnya cuma sosis aja\n", + "mienya si enak\n", + "saran buat teh2 akang2 ditambahin topping kerupuk2nya biar lebih variasi\n", + "layan kurang sat set\n", + "mantap seblak sama bakso aci\n", + "enaaaak murah citarasanya priangan banget kalo beli sini pas jam makan sabar betah antri\n", + "lamaaaa bangetttt nunggunya yang lapar ga recommended\n", + "layan lama bangetttttttt makan tempat malah dahulu padahal dulu datang\n", + "pedas sesuai omong tetangga mantep banget\n", + "nyobain prengaer cabang ambulu enak weh ko sini b aja sih asa makan saos aerin pliss yang masak diperhatiin yaaa\n", + "tempat parkir lumayan luas tukang parkirny sahabat kurang ada bagi counter pesan menu situ ada papan menu cukup besar guna langgan jadina waktu ngantri langgan belum \n", + "enak banget porsi banyak banget\n", + "makan rasa standart tempat lumayan lah buat kongkow bareng temen rasa makan khas bandung\n", + "selalu klo beli take away seblaknya kurang mateng tengah\n", + "seblak nya enak banget aroma daun jeruk bikin nagih ken kesana deh apalgi tempat nya enak bnget nyaman santai\n", + "enak lama\n", + "the best mah\n", + "bad attitudenya di seblak lippo komunikasi nya ngasih nomor meja nya muka bad attitude\n", + "tunggu resto lama sampe minta ampun dehhhh\n", + "seblaknya enak kalo malem ngantri pinter2 aja nyari waktu pas sepi dikit kaya siang hari\n", + "layan nya cepat ramah pegawai\n", + "meski kadang layan lama krn rame soal rasa enak bgttt\n", + "beli baso aci malah gadapet basonya cuman dapet cuanki pilus sama ceker kirain aku salah order padahal order 2 pas tempat masih sepi gatau kok yang paling penting gak dimasukin \n", + "ayo driver jangan pilih kasih datang di layan dulu \n", + "kalo siap online tutup aja aplikasi 1 jam blm selesai\n", + "layan lama banget\n", + "sangat perlu baik manajemen ada program toping prasmanan makan banyak waktu hasil cipta antri panjang kasi kasir satu senyum hilang jidat kerut mulu jadi ketus driver ojol customer dine in gak dpat senyum manis kasir\n", + "halooo guyss gila sih seblak paling enak se jember eh deh kaya se indonesia rasa gurih bangettt kuah pedesnya nampol bikin nagihhh muluuuuuuu tempat enak banget atas yang bawah luas banget \n", + "aku kan baru tinggal jember mau nyari seblak enak tempat nyaman rekomendasi temen seblak preanger bener donggg tempat sangat cozy nyaman makan sama teman sendiri suasana hangat \n", + "seblaknya enak bikin nagihh bumbu enak harga pas cocok kantong mahasiswa seblak preanger cocok buat muda mud pingin hemat date bareng gebetan \n", + "terlalu banyak bicara bagai drivers sangat kecewa 1 makan nunggu lebih 30 menit\n", + "sangat kecewa harga offline sama rata harga ojol krn pakai atribut ojol padahal mw beli buat keluarga rumah\n", + "seblak nya bikin nagihh di tambah cita rasa sedap harga pas cocok kantong mahasiswa seblak preanger cocok buat muda mud pingin hemat date bareng gebetan \n", + "seblak langgan nge date bareng gebetann\n", + "layan lamaa\n", + "sangat senang alam makan sini pertama-tama suasana dalam restoran sangat senang nyaman banyak meja kursi sedia restoran sangat bersih awat baik \n", + "lama banget layan nya\n", + "enak seblaknyaa mantap pokok lumayan sering beli sini mesti bungkus ngak pernah makan tempat \n", + "tempat nyaman banget buat nongki menu banyak rasa enak khas banget\n", + "layan lama padahal cuman sen 1 porsi\n", + "tempat nyaman seblaknya gausa ragu rasa\n", + "seblaknya enak layan jugaa cepatt \n", + "seblaknya mantap\n", + "seblaknya enak menu mie gondang monahnya super recomended suasana tempat cukup bersih buat layan sekarang cepat banding dulu\n", + "recommended bangettt looo \n", + "enak banget makan bareng sama temen\n", + "enakk bgttt topp deh\n", + "kacauu seblak enak pernah aku beli porsi banyak bumbu enak\n", + "proses terlalu lambat\n", + "layan gak profesional pesan awal baru antar paling akhir\n", + "makan sini tuh enakkkk banget soal menu macam buat aku suka pedes tempat bener2 aku rekomendasiin buat kaliannn seblaknya aja banyak pilih topping terus bumbu bener2 rasa harga \n", + "resto lelet pernah dpt\n", + "1 jam lebih nunggu jadi pesan a\n", + "buang slogan 30mnit makan jadi usah bayar 1 jam selesai tetep bayar sesuai\n", + "kalo siap online tutup aja aplikasi 1 jam blm selesai\n", + "makan tempat antri buat sen sama nunggu makan lama bgt satu jam lebih\n", + "lama banget layan udahh jam lebihh blm anter\n", + "nambah 1 level aja nambah ny 5 ribu yaudah mending beli sambel\n", + "udah layan nya lambat sat set\n", + "resto sangat familier kalang mahasiswa ajar masyarakat jember umum khusus kawasan kampus \n", + "bintang 5 porsi cabe nya gak pelit gila sen seblak beureum komplit level 4 banyak cabe isinyaa \n", + "layan ramah makan enak parah lahan parkir ada\n", + "level 5 enak pedes level 2 nya manis turut\n", + "sedia bagai macam seblak tingkat pedas agam tingkat pedas level 2 ada tambah biaya \n", + "pedes doang gk rasa lain\n", + "beli baso aci bungkus bumbu bubuk cabe bubuk ga kasih alhasil hambar deh kuah padahal karyawannya banyak saya lihat kasir udah ngecek trus cek apa kok ada lupa \n", + "menu favorite mie gondang monah padu bumbu pas\n", + "lama bangetttttt\n", + "kalau seblak aku kurang cocok rasa cenderung sedikit manis\n", + "bakso aci juara sih mulut ku\n", + "mantap\n", + "seblaknya enak bangett semua menu bikin ngilerr layan ramah buruann datang cobaa menu seblak preanger\n", + "rasa banget bumbu \n", + "mantap banget harga sesuai lokasi nya ga jauh rumah \n", + "seblak paling juaraa mana uda 20 cabang jawa timur jadi ga susah nyari dehh preanger emang paling best deh nikmat lahir \n", + "layan mantappppp wangi seblaknya enakk \n", + "mantabbbb sekaliiii seblak bereumm beuhh mantulll murah lg pass kantong mahasiswa tanggal tuaa aku yang gabegitu suka pedes neng banget pilih level setengahh muantebb joss joss pokokk\n", + "aaaaaa emangg enak bangettt jadi ken beli lagiiiii\n", + "enak poll wajib coba rate aku 9 10 rasa pedesnya nampolll banget trs paling aku suka seblaknya sii emg se pedes se enak kenyell ga bikin enegg\n", + "baso aci nya 100 enak sih rasa gurih bikin nagih\n", + "proses lama bangett padahal cuma sen 2 porsi nunggu 1jam\n", + "ramai tetapi sesuai layan sangat lambat\n", + "pedes doang gk rasa lain\n", + "layan baik rasa enak harga sesuai kantong mahasiswa \n", + "mie nya lumayan enak tapi syangnya gak sedia tisu \n", + "sekarang seblak preanger tambah enak lohh buru cobain \n", + "layan lama bangetttt\n", + "layan terlalu banyak canda customer di abai\n", + "rasa ndak kayak dulu seperti bumbu beda dan lebih encer\n", + "seblaknya mantap\n", + "makannannya enak banget layan ramah \n", + "makan enak bangettt\n", + "menu nya enak semua rasa seblak khas bikin nagih gak bosen-bosen pokok\n", + "pilih toppinhnya banyak dn bumbu enak\n", + "bakso aci nya juara banget\n", + "antri panjang layan lamaaaa bangtttt\n", + "antri lama parkir luas maaf buat lidah jateng saya agak aneh terimakasihh\n", + "bumbu gak konsisten kadang enak kadang enggak\n", + "pas waktu beli seblak sini kog rasa jamu ya\n", + "rasa kurang cocok buat kuah terlalu kentel kalau udah lama ilang kuah\n", + "bintangg 5 pokonyaa semua menu gaada gagal poko bestt bangett\n", + "tempat seblak favorit banget\n", + "makan enak sangat recomended\n", + "nagihh bangettt sama rasa taste nya sesuai sama seleraaa cocok makan waktu ujan josss\n", + "rasa bumbu medok banget seblak enak jember sihhh pernah ngerasain seblak se enak di jember \n", + "menu terbest aku baso aci sii enak banget kuah pedes bumbu pas oiya tempat nyaman bersih\n", + "kuah manis\n", + "rekomended gaess buat pingin cari seblak jalan sumatera samping institut teknologi sains mandala jember\n", + "beli baso aci kabita isi cmn tulang sama cikur doang\n", + "gak mau lagiii dateng kesini pelayananya lama buanget\n", + "sangat perlu baik manajemen ada program toping prasmanan makan banyak waktu hasil cipta antri panjang kasi kasir satu senyum hilang jidat kerut mulu jadi ketus driver ojol customer dine in gak dpat senyum manis kasir\n", + "kapok banget sampe nunggu 2 jam\n", + "jangan pilih kasih datang layan dulu bukan kenal malah di dahulu\n", + "beli baso aci bungkus bumbu bubuk cabe bubuk ga kasih alhasil hambar deh kuah \n", + "padahal karyawannya banyak saya lihat kasir udah ngecek trus cek apa kok ada lupa \n", + "beli baso aci malah gadapet basonya cuman dapet cuanki pilus sama ceker\n", + "bintang 5 banget nih seblak enak banget rasa pas aku cinta seblak 10 10 sih suka pol sama semua produk seblak preanger ini gak cuma seblak aja loo baso aci sama mie nya ga kalah enak pokok the best dahh tuju kalo pingin seblak ke seblak preanger \n", + "nih seblak preanger seblak paling favorit sih sampe sekarang rasa paling enak utama saya gak makan pedes aja enak bangett yang pedesnya ga kalah enak banget si favorit lah gak cuma seblaknya banyak menu \n", + "tempat cozy buat ngobrol santai ruang ac kurang luas rasa seblaknya enak kaya rempah rempah\n", + "wahh mantapp si layan udah gitu tempat bagus nyaman mana seblaknya enak poll lagi beuhhh triple deh pokok 3\n", + "makan enak banget layan ramah bgt dr dulu klo nyeblak selalu preanger soal cocok emang disiniii rasa rempah rasa bgt trus jugaa sering banget ngadain promo\n", + "jaman sma udah sering banget mam seblak sini turut seblak terenakkkkk banding seblak di jember meski banyak yang bilang seblak sini pricey menurutkuu harga kualitas sii pokoknyaa top banget deh seblak preanger sering ngadain promo jugaa oke poll\n", + "tempat bersih nyaman bgtt seblaknya sih juara pol \n", + "semua menu enak enak pol ga yang gagal mie gondang monahnya juaraa poll tempat nya strategis banget sih di lingkung kampus jadi buat dapetinnya mudah banget harga mas masuk kantong anak kos huhu sukses selalu seblak preangerr \n", + "enak poll murmerrr cocok kantong mahasiswa kriuk nyaa mak nyoiii layan nan oke bangettt ga perlu nunggu lamaa satset pokoknyaa karyawan nya ramah banget tempat enak jugaa ga panas pokoknyaa wajib coba kemas instan sih ku rasa lebih nendang bisa masak sendiri rumah kapan aja mauuu \n", + "seblak preanger tuh tempat seblak baso aci paling pas mantap skrg seblak preanger uda punya kurang lebih 20 cabang jawa timur loh buat mimin moga makin banyak cabang biar kalo travelling ga jauh jauh seblak baso aci sayang \n", + "super enaaakkkk\n", + "suka semua menu seblak restoran 3\n", + "preanger makin depan nihh uda 20 cabang jawa timur jadi ga susah nyari nya deehh preanger emang nikmat lahir dahh \n", + "enak banget sekarang preanger udah sebar 20 kota jadi ga perlu repot nyari outlet preanger niihh preanger nikmat lahir \n", + "uenakkk poll mantul\n", + "tempat jajan seblak paling enak jember cabang udah 20 lebih sebar beberapa kota jawa timur moga cepet buka cabang seluruh kota jawa timur min biar kalo jalan nemu seblak preanger gak bakal bingung heheheh enakk bangettt soal emang beneran nikmatdarilahir\n", + "rasa seblaknya asem terlalu manis harga segitu terlalu mahal sen komplit topping isi 3 terlalu banyak kerupuk\n", + "layan kurang ramah minimal senyum \n", + "tempat gk pada makan tempat panas juga sedia tissue\n", + "pertama akhir ngerasain seblak ini gamau\n", + "bungkus kata sendok sampe diingetin 3 kali pas udah buka sendok gaada\n", + "klaau libur aplikasi matiin shopeefodd mu woy saknok driver celeh\n", + "seblaknya kurang enak\n", + "service sama hospitalitynya sangat kurang kasir kurang sopan kesan tidak peduli customer\n", + "dong pihak manajemen baik tuh karyawannya biar etika nya\n", + "proses lama polll masak iya sen seblak nunggu 1 jam padahal waktu pesan gak ramai\n", + "kuah kurang banyak\n", + "- waktu mau beli seblak ori kata gak tapi seblak 12k ada maksud gmana kan isi sama cuma nambah topping doang\n", + "bakso aci nya kmren asin \n", + "level pedas nya seblak beureum pdhl level 1 asa pedas banget shg bs nikmat\n", + "layan lamaaa banget padahal sepi\n", + "banyak pegawai pada ngobrol jadi ga selesai\n", + "proses lama polll\n", + "sen seblak nunggu 1 jam padahal waktu pesan gak ramai\n", + "seblak sini kog rasa jamu kurang rekomendasi\n", + "kasir rada jutek\n", + "karyawan banyak lot\n", + "sekarang bisa sen online cocok banget buat kaum mageran musim \n", + "uenakk\n", + "seblak favorit jember\n", + "enak banget seblaknya\n", + "minum sangat enak lezat\n", + "enak banget\n", + "layan cepat pegawai ramah makan mantap\n", + "seblaknya enakkk harga sesuai sama kantong mahasiswa\n", + "tempat bagus layan baik seblaknya enak \n", + "kamuu nanyeaa ini enak bangett aku jawabb yahh seblakk enakk bangett harga murah sesuai sama kantong ajar\n", + "seblaknya nagihhhh polll \n", + "tempat rame banget seblaknya paling mantap jember raya kalau pulkam paling dikangenin seblak preanger\n", + "mantappp\n", + "blm pernah nyobain sih pernah numpang toilet\n", + "enak harga rakyat\n", + "makan enak suasan \n", + "seblak direkomenda \n", + "bener bener juara seblak nya\n", + "keren banget baso acinyaaaa juara bgttt\n", + "enak bagus\n", + "mantap banget seblaknya\n", + "bagai drivers sangat kecewa 1 makan nunggu lebih 30 menit\n", + "layan lama padahal cuman sen 1 porsi\n", + "pesan awal baru antar paling akhir\n", + "layan sangat lambat\n", + "layan terlalu banyak canda customer di abai\n", + "bumbu gak konsisten kadang enak kadang enggak\n", + "pelayananya lama buanget\n", + "kapok banget beli sini\n", + "jangan pilih kasih datang layan dulu bukan kenal malah di dahulu\n", + "layan kurang ramah\n", + "service sama hospitalitynya sangat kurang\n", + "kasir kurang sopan kesan tidak peduli customer\n", + "nunggu hampir jam gara-gara kasir ngga bikin struktur jadi pesan ngga proses\n", + "rekomended lama bgt\n", + "mending seblak lain aja sini lama bangettt\n", + "dan adik nunggu 1jam lebih sudah konfirmasi kali kali tetap di hirau \n", + "karyawannya terlalu banyak bicara\n", + "karyawannya banyak main main gurau dengerin musik keras\n", + "masakan 1 aja tunggu 1 jam lebih\n", + "bad service ever\n", + "sangat enak\n", + "tempat nyaman \n", + "enak murah\n", + "wajib cobain sii gila gila mah tempat udah bersih layan bikin nyaman rasa dr seblak nya sendiri beuh ga perlu diraguin lagiii kalo mager buat keluar udah sen online ajaa cocok buat sibuk ken seblak ga diraguin lagi sii\n", + "kapan nemu tempat nyeblak nyaman rasa semua menu worth it banget cocok banget buat muda mud ada jember utama mahasiswa nyesel banget baru nemu seblak preanger nyari cita rasa cocok banget lidah \n", + "seblak paling enakk pernah tak cobaa\n", + "porsinyaa banyakk harga cocok mahasiswaa rekomen bangett wajib coba \n", + "worth it banget siih\n", + "enakkkkkkkkkkkk bangetttttttt loh seblakkkk disiniiio buruannnnnnnn dehhhh lain cobaaaaaa wajibbbbbbbbbbbbbbb harga bersahabatttttttt bangettttttttt kalo mauuu orderrr nih outletttnya anterrr rekomendasi bangettt buattty tempatnyaaaaaaaaa\n", + "bersih nyaman keren banget dah\n", + "seblaknya juara enek banget wajib coba cinta seblak bumbu behh nampol pokok pedesnya pas jual ramah pasti harga ramah kantong mahasiswa \n", + "seblak preanger ga dua rasa porsi harga ga kecewa cocok banget buat suka pedes juga nongkrong sama temen makan seblak paling mantepp \n", + "enak banget\n", + "sangat bagus\n", + "seblaknya enak pwolll\n", + "seblak preanget memang terbaekkkkkkk \n", + "rasa pas cocok lidah meski bumbu kurang alus berkat aroma rasa pas malah bikin nagih terus buat beli hehehe\n", + "makan seblak sini jamin enak tempat nyaman banget cocok buat nyemil sama temen pas pulang kuliah menu menu recomended buat dicobain bakal dateng buat makan sini harga sesuai sama kantong mahasiswa\n", + "salah satu seblak autentic kudu joba\n", + "seblak paling enak yaa seblak preanger pedesnya rasa rempah rempah beuhhh rasa bangettt pelayaannya ramah tempatnyaa jugaa nyaman banget apalagi musim hujan kaya gin pasti ken pedes-pedes emang cocok mampir \n", + "seblaknyaaa enakkkkkkkkk bingitssss sumpilll ga boong tempatnyaa enakkk nyamannnn pelayanannnn ramahhhh bisaa delivery order lohhhh ongkir murah manteppp bangettttt nagihhhh gassinnn gaisssss\n", + "enak bgttt seblaknya fixx sihh buat cinta seblak gabakal kecewa poll baso aci nyaa duhhhh nagih bgttt\n", + "makan favorit preanger mie gondang monahnya seblak bereumnya sama bakso aci karasepnyaa beuhhhhhhh gaada lawannnnn bosss 10000 10 rate nya gabakal nyesel makan sini pas cuacu hujan hujannnnn ayo ayoooooooooooooooo gasss\n", + "seblaknya enakk bangett pedesnya nampoll kalo mau delivery jugaa bisaa murchhh pas dikantonggg bikin nagiih siihhh \n", + "delivery tanggal tua ges kalo aku sih 9 10 menu mie gondang monah enak banget wajib coba ges\n", + "tempat dekat kampus unej \n", + "baso aci mantep polll favorit \n", + "enak\n", + "mantap jiwa \n", + "mantepp bangett sii punya khas sendiri rasa seblaknya \n", + "enak bangett harga murah rasa kualitas\n", + "uenakkkk rek asliii \n", + "markotobb enak bangett nihh seblak nya\n", + "seblak favorit sih rasa gak ubah ubah meski beda cabang uuuuu lopyu preanger \n", + "seblaknya enakkk manteppppppp\n", + "preanger perseblakan terbaekkk \n", + "mantulity enak\n", + "mantap seblaknya enak \n", + "enakk palagi kalo ujan\n", + "seblaknya enak bangett \n", + "mantap\n", + "mie tek- tek preanger emang best sih \n", + "seblak langgan paling enak coba\n", + "beli nya bereum komplit isi cm topping nya aja gaada kerupuk\n", + "kecewa berat sama cara layan\n", + "kalo emang gasiap delivery gausah paksa buka\n", + "kurang pas lidah\n", + "bukan tipikal seblak aku suka\n", + "antrinyaa lumayan lama\n", + "rasa terlalu manis mnurut\n", + "bumbu seblak ga alus ada kencur utuh jadi menganggu banget pas makan seblaknya kecewa banget sih ga sesuai bgt admin aku saranin lebih halus buat bumbu seblaknya mkshh \n", + "mohon maaf review jujur kuah encer banget isi zonk dapet duikit poll sen topping krupuk bintang bilang ready malah gk confirm klo kosog akhir pas bukak seblaknya gk dapet kerupuk pelit topping\n", + "gak arep balen\n", + "buruk banget layan\n", + "bad banget sih\n", + "helai rambut kuah baso aci\n", + "layan lama banget nungguin 45 menit baru keluar makan\n", + "pelayananan sangat baik\n", + "bakso aci rambut sekali ke 3 kali\n", + "sangat buruk sekali\n", + "layan buruk sangat sangat buruk\n", + "layan ramah lama seblak rambut\n", + "layan sangat buruk\n", + "layan luama\n", + "beda waktu kerja waktu becanda\n", + "bungkus kata sendok sampe diingetin 3 kali pas udah buka sendok gaada\n", + "klaau libur aplikasi matiin shopeefodd mu woy saknok driver celeh\n", + "nunggu hampir jam gara-gara kasir ngga bikin struktur jadi pesan ngga proses baru proses waktu bilang mas manggil nama\n", + "enak\n", + "seblak enak recomend bangett buat anak muda yanh neng sama pedes tempat bagus buat foto\n", + "mantap\n", + "seblanya sangat enak dan tempat cozy banget cocok bangdt buat nongkrong anak muda\n", + "harga jangkau rasa enak poll\n", + "enak harga jangkau\n", + "murah enak harga jangkau sat set wat wet \n", + "seblak preanger tempat makan bersih banyak diskon cocok kantong ajar\n", + "seblaknya buat tagih\n", + "mantap\n", + "tempat nyaman harga jangkau asliii varian lengkap paling penting bersihhh\n", + "seblak preanger thebest babngettt pedesnya rasa poll mantul bangett\n", + "bagus semua top deh\n", + "sbalknya enakkk\n", + "tempat enak bersih makan enak \n", + "tempat nya bersihh layan nya ramah \n", + "layan cepat muas\n", + "tempat bersih layan jugaa ramah rasa makan jangan raguin deh \n", + "kerennn\n", + "sangat recomended\n", + "rasa sangat enak \n", + "mantap gaming\n", + "seblak nya enak bakso aci mantap sekali rasa enak harga jangkau gak makan tempat dateng outlet nya beli seblak bakso aci instan lohh\n", + "enak\n", + "seblak baso aci enak bingitz pedesnya bikin nagih poll\n", + "enak \n", + "enak\n", + "sekarang seblak preanger gk ush nunggu sen lama lohh udah tempat nyaman cepet seblak ter enak\n", + "mantap betul ges \n", + "lama sekali nunggunya kasi pak gojek padahal kariawan bnyak lot cepet tunggu juraganya nunggu satujam lebih padahal orderanya satu\n", + "meski mlm2 kalo pen nyeblak gas aja sihh seblak ter enduls jember\n", + "rekomended makan tempat lama bgt\n", + "bumbu rasa bangett\n", + "seblaknya kurang enak\n", + "service sama hospitalitynya sangat kurang kasir kurang sopan kesan tidak peduli customer alam pribadi beli kemarin malah saat pesan jelas mas mas kitchen bukan kasir di improve lagi jadi males kalo mau kesana ketemu kasir jutek\n", + "menu enak sesuai harga untuk bersih layan perlu tingkat lagi\n", + "seblak favorite jember dulu banget gadoyan seblak pertama kali coba seblak preanger langsung suka sama seblak ekwk pedesnya nampol banget sen level 2 udh rasa pedes\n", + "seblak ter enak jember sekarang udah renov loh gaes \n", + "tempat nyaman sekarang makin luas menu enak semua cireng banjir sukses\n", + "seblak endull se jember topping lengkap bumbu rempah rahasia mantull alhamdulillah skrng ngga jember cabang nya udah di mana mana\n", + "seblaknya manis bgt kurang cocok lidah saya\n", + "seblaknya rasa banget bumbu rempah2 nya\n", + "pedesnya mantepp\n", + "seblak andalankuu kalo jember pedesnya nampol porsi banyakk\n", + "etika karyawannya kurang baik \n", + "proses lama polll masak iya sen seblak nunggu 1 jam padahal waktu pesan gak ramai\n", + "tmptnya bersih karyawannya ramah aplg kasir klo manggil cewe pake sebut teteh rasa seblaknya endulita banget soal orang bandung asli punya dah asa tanah sunda beneran euy jadi kgn kampung wkwk dah atuh mah klo mo nyeblak teh dieu weh nya maap sedikit lebay gpp teh fakta wgwgwg \n", + "seblaknya enak bangettt pakai bangettt gurihh sedep pedesnya nuampol bangett\n", + "bagus tempat\n", + "mie gondang monahnya favorit banget dah tempat bagus harga pas banget kantong\n", + "seblak enak roxy seblak preanger jangan lupa mampir outlet seblak preanger roxy jember yaa jamin muas \n", + "ga sia sia beli seblak sini mantap dah pokok nya coba belum pernah nyoba\n", + "mantap pedas nendang nikmat\n", + "mantapp\n", + "rasa enak banget sekarang tempat jadi lebih nyaman nyata love banget sama preanger\n", + "mantap kali\n", + "rasa enak sekali\n", + "seblak preanger mantap\n", + "mantapp pol sih seblaknya bikin nagih recommended harga standar kalian wajib mampir kalo di jember \n", + "mantap\n", + "enak banget makan tempat bikin betah\n", + "seblak nya enak bakso aci mantap sekali rasa enak harga jangkau gak makan tempat dateng outlet nya beli seblak bakso aci instan lohh\n", + "segerrr manis pass okee bngt\n", + "rekomen sihh \n", + "layan fasilitas sgt dukung\n", + "makan nya enak deket diri kota bintang 5 \n", + "rekomended\n", + "seblaknya nampoll bangettt bumbu rempah enak asa harga rasa worth it \n", + "uenakkk pedasss wajib cobaaa deh\n", + "tempat confess baik sih lantai 2 nya\n", + "mantap\n", + "bagus mahasiswa kos kosan kaya aku suka makan hemat kantong\n", + "pedes gurih mantabbbb\n", + "rasa mantap\n", + "tempat bersih nyaman cocok buat nongki layan bagus harga ramah menu mie gondang monahnya bikin tagih plus ngangenin pooll \n", + "layan baik makan saji enak harga cukup jangkau porsi saji\n", + "makan enak harga jangkau\n", + "seblaknya enak gurih beda yang pernah cobain beda yang untuk seblaknya\n", + "tempat bagus banget layan ramah cepat makan enak utama kuah harga pas kantong utama anak kos\n", + "enak pwwol\n", + "masuk seblak tingkat sedap bumbu pas harga jangkau\n", + "seblaknya murah rasa ga murah seblaknya enak banget cocok banget buat budget anak kos\n", + "seblak recommended wilayah jember rasa ga obat \n", + "mantap betul bikin nagih\n", + "rasa nya enak terus harga sesuai anak kos layan nya bagus ramah\n", + "mantap rekomendasi banget buat nongki cantik bareng bestie \n", + "seblak langgan karna enak banget seblak bisa sen duluan baru ambil tempat\n", + "tempat strategis makan enak jadi seblak preanger makan favorit\n", + "baso aci enak pedas asam gurih\n", + "kuah kurang banyak\n", + "layan ga ramah\n", + "enak banget rasa baso aci buat cinta pedas jadi rekomendasi nihh seblak nya ga kalah enak porsi banyak harga ramah kantong\n", + "pedesnya pedes nikmat terus banyak pilih menu jangkau\n", + "rempah kencur kasar kurang halus dikit\n", + "seblak preanger emank seblak mantap jember pedesnya bikin nagih\n", + "sumpah seblak ter-enak pernah tak makan isi kerupuk banyak toppingnya banyak pol pilih harga murah buanget pas kantong mahasiswa kaya aku xixixi\n", + "seblak paling enak murah trus bumbu rasa bangett \n", + "seblak nya mantul bgt pedas nampol bumbu khas rempah rasa\n", + "suka banget sama kuah \n", + "minum enak banget \n", + "rasa mantul banget pedesnya pas gitu cocok deh buat kantong ajar\n", + "minum recomended banget sih buat ngilangin pedesnyaa seblak manteppp bangettt pokok \n", + "enak banget rasa nya sangat rasa banget lidah banyak varian pedesnya cocok yang suka pedes harga nya jangkau \n", + "enakkk bangetttttt seblak nyaa\n", + "minum recomended banget buat reda dahaga habis olahraga buat temen coba guyss\n", + "makan minum enak semua mantap pokok \n", + "mantteep bangettt kuah asa rempah pedesnya nampolll suka bangettt cocok buat budget mahasiswa \n", + "langgan jaman sma rasa enak poll\n", + "enakkk bgt nagih jadi langgan sih \n", + "lezat gizi\n", + "rasa es jeruk nya pas banget ga terlalu asam pokok kalau makan seblak rekomen si minum\n", + "bumbu pas banget rasa gausah tanya lagi tekstur mienya mateng sempurna tambah aneka toping langsung cobain dehhh \n", + "rasa enakk poll\n", + "mahokk rasa enak\n", + "baso aci langgan rasa gausa tanya sih ini enak bangetttt\n", + "udah jadi langgan seblak preanger dari aku sma meski covid 19 serang inovasi selalu muncul engga pernah gagal mata masyarakat contoh minum ini enak banget kalo minum pas cuaca panas\n", + "seger pol suka minum simple kek es teh gin suka \n", + "wifi ok suasana ok leseh ok karyawannya ok yukss\n", + "sial lot banget\n", + "bakso aci bacilornya enak banget nagih rekomen pokok cocok kantong mahasiswa\n", + "mie gondang monahnya enak pedesnya asa cocok banget buat suka pedes wajib cobain mie gondang monah\n", + "nikmat banget mie gondang monahnya\n", + "resto lemooot\n", + "lambaaaaat\n", + "g sportif blassss\n", + "layan luama\n", + "tempat nyaman seblaknya enak \n", + "lama banget layan nya padahal datang dulu temen pelan beli malah didulukan\n", + "proses terlalu lambat cocok buat orang tidak punya waktu luang\n", + "mending seblak lain aja\n", + "admin layan benar lagi pesan makan belum juga antar di salip antri dan di sengaja smpe dan adik nunggu 1jam lebih sudah konfirmasi kali kali tetap di hirau \n", + "terlalu banyak bicara\n", + "bagai drivers sangat kecewa\n", + "1makanan nunggu lebih 30 menit\n", + "lamaaaa bangetttt nunggunya\n", + "yang lapar ga recommended\n", + "buat oner dong sekali kali kerja kasih arah jangan cuma asal terima uang karena resto karyawannya banyak main main gurau dengerin musik keras lupa kerja masakan 1 aja tunggu 1 jam lebih\n", + "pelayananya lama banget awal sen jam 6 47 jam tengah 8 lebih makan dateng malah bungkus di dulukan di baik\n", + "layan kurang sat set\n", + "sen udah awal diduluin bungkus pdhl aku dateng lbih awal\n", + "nungguin 1 jam dateng cuma amen silih ganti \n", + "gondang monah sih favorit 3 itu menu dua biasa ku beli ayam gepreknya sih\n", + "tempat rada sembunyi rasa enak\n", + "layan lama padahal cuman sen 1 aja nunggunya jam\n", + "ngeselin layan lama customer banyak complain \n", + "suka banget sama seblak\n", + "ramai tetapi sesuai layan lama\n", + "order lippo plaza jbr order di jam 16 53 bad service ever kasir an naili ramah kpd cust\n", + "lumayan enak\n", + "lama jadi\n", + "tempat makan seblak favorit jember\n", + "enak pedes pol\n", + "layan super lama\n", + "layan nya lama banget\n", + "rasa goda harga jangkau\n", + "seblak terenakkk dijemberrrr\n", + "nunggunyaa sih emangg lamaa gak nyesell samaa rasanyaaa enakk bangetttt \n", + "tunggu terlalu lama\n", + "seblak enak pernah aku rasain cuma layan online nya via wa kurang ramah sii judes polll masak mau pesan gak blg itu langsung bales lama 2 jam trs jawab gak kurang lama mbk pakek emot senyum padahal \n", + "beli lippo asin kek makan garem doang gabisa di makan apa nya asin ceker scallop asin semua gila wkwkwk gak paham beli pertama kali dah ngasih kesan buruk kali\n", + "proses suuuuppeeerr laaaamaaa baaanggeett\n", + "enak bumbu overall lumayan\n", + "raja seblak memang kenal kawasan kota jember para cari kuliner cinta seblak coba mampir seblak preng \n", + "layan lama bangetttttttt makan tempat malah dahulu padahal dulu datang gak rekomen tolong baik kualitas layan jangan bikin customer kecewa\n", + "udah jadi langgan preanger sejak maba 2017 baru kali kecewa bgt\n", + "malam belum mau pesan deliv spt biasa hanya diread sj gabisa kasi konfirmasi langgan ga lapar nunggu jawab tunggu \n", + "kecewa ama seblak biasa pesan menu seblak bereum 3 isi macem2 kaya dimsum isi keju campur dpet 3 buah masak topingnya cuma sosis aja g bener jual karyawannya trus tak tanya kok beli paling mahal ga isi \n", + "lama\n", + "enak \n", + "service delivery nya kurang baik masa tanya baik2 kait ongkir promo jawab nge gas walaupun rasa enak layan kurang jadi males makannyan saran service nya baik\n", + "masuk seblak kenal jember seblak level pedas paling rendah mulai level 1 tara 1 centong sambal yang kurang kuat pedas saya terlalu pedas kuah khas segar gurih isi banyak tekstur \n", + "porsi banyak rasa nya enak cuma minyak terlalu banyak foto piring item minyak sayang banget jadi rusak tekstur rasa moga rang guna minyak\n", + "sangat mantap menu\n", + "rasa sangat enak gurih pedas bumbu asa worth it sesuai harga nya\n", + "ampun gak mau sen sini lama minta ampun rasa biasa saja pesan 1 aja smpai 1 jam lebih\n", + "sangat puas makan sini rekomended bangettt\n", + "cuek banget astagaaa\n", + "suasana berisik hadap langsung sama jalan raya\n", + "mie seblak worth it tak sangka cabe nya banyak sekali level 2 bisa buat haus parah cara masak seblaknya sangat istimewa hingga makan waktu 30 menit sangat rekomended yang suka pedes\n", + "seblaknya enak order pake gofood level 3 bikin keringat bikin bibir keringat porsi lumayan banyak seblak ori topping apa must t \n", + "sangat suka mie gondang monahnya enak rasa mienya banyak\n", + "cakcek klu kerja masak nunggunya lma resto ap kok lma sehh yang cakcek klu kerj masak kryawanya perguroi semua gk pntes jlu msak lm kyk gitu kasi yang nunggu jgan sek enkanya\n", + "sangat kecewa harga offline sama rata harga ojol krn pakai atribut ojol padahal mw beli buat keluarga rumah\n", + "enak mantap\n", + "mantappp layan tingkat gi trims\n", + "sip\n", + "enk bnget sih seblaknya bkin tagih\n", + "tdk sopan semua pegawai nunggu pesan 1sampai 1jm\n", + "resto tai pegawai kyk tai smua\n", + "kecewa banget\n", + "3x nya sy order dsini tunggu hampir 1 jam nyata punya sy lupa order ke dapur jadi tambah waktu tunggu bikin sangat kecewa dsaat sy komplain 3 orang pegawai g depan tegelak tawa sangat profesional ada kata maaf 1 pun sangat kecewa\n", + "tetap sukaa maaf belum rasa baso aci gak taun kemarin \n", + "tempat 2 lantai makan enak karna bumbu ngekhas strong rempah\n", + "makan enak harga saing cuma tempat panas klo siang bolong over all lumayan ga bikin kapok balik\n", + "shabla \n", + "sukaa bngt ama seblak baso aci mie gondang monahnyaa preangerr tempat enak buat dine in turut lantai 2 karna ac nya lantai 1 terlalu buka panas\n", + "kurang cepat aja proses masakan kali ya mhon maaf\n", + "favorit\n", + "rekomendasi seblak jembe \n", + "lama banget cuma buat 1 porsi seblak ada jam mungkin gatau urut saya malah makan lebih dahulu ga ngerti sama sistem turut saya buruk banget\n", + "layan baik parkir spd mtr cukup luas\n", + "proses buat 1 porsi seblak butuh waktu lebih 30menit layan sangat lama harus tunggu 1 jam lebih dapat seblak sudah lanjur beli sudah bayar buang banyak waktu \n", + "aku nunggu 1 jam 8 menit 47 detik kalian berapa lama guys\n", + "mantul\n", + "klu pas rame lama banget\n", + "layan nya kurang muas tidak profesional sekali\n", + "lama poll pessen cam 1\n", + "suka banget sama mie gondang monahnya selalu langgan\n", + "rasa seblaknya asem terlalu manis\n", + "seblak mie gondang nya enak rasa otentik ownernya ramah banget customer ngomongnya sisip bahasa jawa halus dia orang jawa barat\n", + "coklat tua favorit telah mie gondang monah rasa dark brownnya enak unik toppingnya banyak harga standar coba\n", + "layan gak profesional\n", + "pesan awal baru antar paling akhir\n", + "gak roh\n", + "sedang cari referensi seblak khas bandung sini tempat hanya seblak mie gondang monah jadi favorit sini seblak mie juga ada menu ayam geprek yang dari rasa lumayan 7 5 poin tempat juga sedia buku baca tani makan tempat harga lumayan jangkau\n", + "salah satu referensi kuliner dekat kampus sedia bagai nasi toping seblak ayam geprek mie gondang monah batagor siomany dsb pertama kesini beli nasi toping padahal hny level 2 sedang duuh pedas-panas merica nampaknya \n", + "proses lama padahal cuma 3 porsi nunggu 1jam di atur manajemen waktu nya\n", + "rasa kecewa selalu konsisten\n", + "recomend banget buat ken seblak\n", + "mantap betulll\n", + "chemiwi \n", + "preanger hitam \n", + "bagus\n", + "lumayan murah moga lebih tingkat layan bersih\n", + "4 fantastis baik\n", + "makan enak banget tempat nyaman\n", + "andal kota jember\n", + "harga jangkau dekat kampus bikin nagih nihhh\n", + "tempat oke deket kampus\n", + "layan kurang ramah minimal senyum \n", + "layan buruk\n", + "layan kurang bagus\n", + "makananya enak sih parah menu banyak lagi jangkau buat ajar banyak promo\n", + "selalu jadi langgan \n", + "tempat bagus makan seblak nya baso aci nya rasanyaaaaaa ah mantap\n", + "seblak baik kota suka s \n", + "mantul poool\n", + "terendull\n", + "yang kuat jember\n", + "seblak enak se jember\n", + "lihat bagus jembe \n", + "sangat lezat sangat \n", + "padat\n", + "mie gondang gandung gurih enak\n", + "mie gondang monahnya enak pol\n", + "rekomendasi bnget seblak nya enak parah porsi nya ukur puas toping banyak\n", + "tempat enak makan enak\n", + "tempat favorite ngedate sama suami \n", + "seblaknya pedesnya pas tempat nyaman cocok nongkrong ada pustaka mini juga jadi nunggu sen selesai sambil baca\n", + "tempat nyaman rasa jamin enak\n", + "sesuai pesan\n", + "tunggu resto terlalu lama\n", + "masak pesan 1 seblak aja tunggu 45 menit\n", + "sampai2 males mau makan\n", + "pesan seblak ada sendok 1\n", + "seblaknya enak banyak pilih topping\n", + "gak pernah kapok nyobain level paling tinggi \n", + "makan favorit\n", + "tempat nyaman rasa baik makan sehari-har \n", + "tempat nyaman rasa baik makan seha \n", + "tempat enak pasti selalu langgan sini pelan baik ramah\n", + "rekomendasi banget menu g nguras kantong\n", + "rasa ken nambah terus \n", + "beli seblak sampe keburu buru naik kereta karna ken banget makan anget kereta sampe kereta pas buka malah ga sendok mau makan pakai apa iniii\n", + "bagus banget budgetnya murah\n", + "tempat nyaman makan enak enak banget \n", + "tempat bersih nyaman cocok buat nongki servis bagus harga ramah dompet plus mie gondang monahnya ngangenin pooll hehe\n", + "nyaman cepat pelayananya\n", + "tempat nyaman nongkrong bareng temen pacar\n", + "makan enak harga jangkau tempat bersih\n", + "servis cepet ramah parkir cukup luas\n", + "ramah\n", + "saji cepat\n", + "kursus profesional banget yg jember kantor jelas instruktur yang perempuan mobil bagus2\n", + "kalau suka makan pedas tempat patut coba seblak enak dua tempat atas bawah atas berac\n", + "cepat mantul\n", + "proses masak lama jadi tempat bukan masuk fast food\n", + "rasa mie nya enak banget seblak mix nya kadang gak sesuai topping pes terus rasa beda beli seblak sendiri nasi dn layan lama banget\n", + "tempat favorit buat makan bakso aci seblak harga jangkau banyak macam topingnya\n", + "mantul\n", + "enakkk rasanyaa\n", + "satu alas datang preanger baso aci terkadang tidak terlalu suka kasir banyak perempuan mereka lihat pem \n", + "best priangan food in jember\n", + "geulis\n", + "laaaaaaaaaaaaama sekali\n", + "layan lama sekali 1 porsi paket sayap nunggu nya 50 menit kalo gk niat jual jangan buka\n", + "tempat nyaman harga jangkau menu2nya enak tapi terkadang buka ga tepat waktu\n", + "lumayan harga anak kampus ruang atas lebih enak kalau butuh lebih privat\n", + "pedes endesss enak\n", + "menu venue nya bandung banget\n", + "gula di bawah gelas mereka beri say \n", + "satu kal \n", + "favorit jember\n", + "padat\n", + "sangat enak lezat\n", + "rame grabfood\n", + "lama masakanya lumayan kok\n", + "makan nya enak sih gak bubuk cabai nya\n", + "rekomended mie gondang monang bakso aci seblak semua enak \n", + "mie gondang monahnya juara \n", + "tempat strategis harga relatif murah yang suka seblak nya enak sekali bikin tagih lalu level pedas pilih sendiri\n", + "nyaman\n", + "sedia makan khas bandung cireng seblak baso aci rasa otentik turut sangat enak makan cozy tempat milik interior playful sedia wifi cocok hangout sama teman \n", + "yuhuu\n", + "ini\n", + "mantul\n", + "suka\n", + "tempat nyaman layan terkadang kurang baik sen apa datang apa mohon evaluasi\n", + "makan enak ya gitu sabar nunggu makan rame banget\n", + "tempat bagus buat nongkrong makan lumayan lah\n", + "masakan pedas enak\n", + "mantaappp enak makan\n", + "nagih menu nya\n", + "biasa sen grab selalu puas makan disisini tempat lumayan enak nongkrong parkir lumayan luas motor meski tunggu 10-15 menit makan saji fresh panas menggungah rasa rasa mie sangat enak kalo gak kuat pedas level 1 0 aja seblaknya enak\n", + "seblak ter enak kota jember menu mie gondang monah level nya mantal banget harga ckup jangkau saran makan rumah drpada makan tempat\n", + "masa beli baso aci kabita isi cmn tulang sama cikur doang gaada acinyaa\n", + "pelayananya lama buanget kapok 2 jam nunggu\n", + "1 jam lebih nunggu jadi pesan a\n", + "kali kecewa bgt\n", + "pesan bereum 1 pas buka rumah kok porsi lebih sedikit dr biasa kerupuk ga banyak belum\n", + "nunggu satujam lebih padahal orderanya satu\n", + "kecewa ama seblak\n", + "karyawan g bener jual nya\n", + "lama banget cuma buat 1 porsi seblak\n", + "gatau urut malah makan lebih dahulu ga ngerti sama sistem turut saya buruk banget\n", + "ampun gak mau sen sini lama minta ampun\n", + "rasa biasa saja pesan 1 aja smpai 1 jam lebih\n", + "kalo siap online tutup aja aplikasi 1 jam blm selesai\n", + "kecewa 1makanan nunggu lebih 30 menit\n", + "pesan seblak ada sendok 1\n", + "kryawanya perguroi semua \n", + "makan enak\n", + "pertama kali sen lewat aplikasi online mesennya batagor waktu itu over all sih enak sangat sayang banget isi lebih banyak tahu putih hehe coba pangsit diimbangin lebih mantap hehe soal rasa pasti enak kok\n", + "pernah sen seblak mantab pedesnya layan cepet banget \n", + "the preanger tempat manteup banget sihh buat kumpul2 menu nya enakk penting harga pas banget kantong dg porsi lumayan banyak jugaa bakso aci nya super recomended wajib beli dine in do mah poko \n", + "maknyus\n", + "bagus banget sesuai kantong mahasiswa utama anak kos\n", + "bagus banget sesuai kantong mahasiswa\n", + "the best lahhh pokok mau tau the best nya gimana cobain dong\n", + "preanger rekomended bangett tempat nyaman wifinya makan enak lagi\n", + "menu banyak enak murah cocok banget buat anak mahasiswa cinta pokok \n", + "enak e passsss\n", + "wahhh indah sekali indah bukan indah mantan saya suka ini love you \n", + "thepreanger baik \n", + "tempat nyaman makan enak jangkau\n", + "makan tempat malah dahulu padahal dulu datang\n", + "mohon maaf mohon baik layan di jl bangka 3 soal terlalu banyak canda customer di abai\n", + "menu enak semua gmn dong paling favorit mie gondang monah\n", + "enaqqqqq111 syekali\n", + "kereen pokok\n", + "menu muanteb enak poll selalu bikin nagih\n", + "menu banyak enak2 murah lagi hmmm pas deh buat mahasiswa\n", + "seblak the preanger enak sekali enak harga jangkau banget pas buat kantong mahasiswa porsi banyakk sekaliiiii tempat pas banget buat nongkrong instagramable banget dong pastinyaaa\n", + "makan nya enak sekaliii \n", + "tempat cozy parah menu makan enak cocok buat kalian suka pedes\n", + "tempat asik buat nongkrong makan nya kini banget pokok cocok buat anak millenium deh\n", + "the preanger mantul tempat kini makan enak guys apalagi harga murah deh gak nyesel makan sini recomended banget deh \n", + "suka seblak wajib nyobain seblak tempat ini rasa nikmat harga pas kantong pingin dan lagi skuy skuy skuyy \n", + "seblak paling rekomended jember rasa beda yang lain yang gondang monah pake topping tofu \n", + "mantuuuuuuuul sekali\n", + "makan enak seblaknya suka makan seblak rekomen banget beli sini harga murmer kantong mahasiswa\n", + "banyak pegawai pada ngobrol jadi ga selesai\n", + "mi gondang monahnya ena bgt\n", + "rasa jamu bikin eneg\n", + "cinta seblak aku rekomendasi nyobain seblak the preanger jamin enak pasti bakal tagih aku sendiri udah pernah nyobain semua seblak ada jember turut seblak the preanger paling enak sini menu gk cuma seblak aja lho ada baso aci mie gonah monah dll\n", + "trh preanger anak muda banget menu beravarian nagihin \n", + "mulai tempat makan rasa semua ada thepreanger recommended pokok deh \n", + "seblaknya mantulll tempat nyaman free wi-fi lagi harga jangkau sukses terus buat the preanger \n", + "urus perut the preanger solusi menu makan variasi porsi banyak rasa mantul tempat nyaman dan harga pas kantong mahasiswa rantau loh hehe pas kalo mager the preanger juga sedia via delivery gojek grab maupun delivery outlet nya sendiri lo\n", + "direkomenda \n", + "kuah terlalu kentel\n", + "kasir rada jutek males banget\n", + "nunggunya lama bangett sampek hilang rasa lapernya\n", + "seblaknya kurang mateng tengah\n", + "nunggu satujam lebih padahal orderanya satu\n", + "bagai drivers sangat kecewa layan lama pegawai banyak bicara\n", + "layan sangat lambat\n", + "pilih kasih datang duluan malah ga dilayanin dulu\n", + "maaf saya kasih rating 1 driver datang makan blm proses\n", + "lama penyajiannyan\n", + "terlalu asin asin\n", + "seblaknya enak sangat lama saji ga recomended yang laper\n", + "rasa oke model kuah cair layan lumayan lama\n", + "rasa seblaknya terlalu rempah rasa kaya makan kencur\n", + "pertama kali makan sini rasa asin msh makan\n", + "waduuh sangat rekomendasi tempat \n", + "enakk bangett recommended pokoknyaa dehh tempat wajib cobaaa ini \n", + "aswli enak bgt pas kantong jamin nagih\n", + "tempat recommended banget sama mahasiswa soal harga jangkau menu kini banget seblaknya\n", + "suka banget sma bakso aci ter enak jember tempat nyaman layan ramah favorit banget dehh\n", + "sukak banget makan sni ken nambah terus layan okee jadi betah makan sanaa gak rugi looo\n", + "tempat debesttt mantul\n", + "seblaknya mantull\n", + "ayam gepreknyaa mantavv banget delivery order jugakk jadi kalo mager bisa do deh terus tempatnyaa nyaman banget buat makan \n", + "the preanger makananya sangat enak harga jangkau nyesel kalau beli sini seblak nya enak \n", + "jangan lupa kesini ajak temen2 lain jamin ga bakal nyesel deh kuy lah \n", + "waah seblaknya enak harga pas kantong mahasiswa\n", + "pedesnya mantul bikin nagihh\n", + "suka sekali dg tempat pas kantong mahasiswa pula i luv the preanger\n", + "akhir kali dinner pacar didsini rasa gk ruh makan sini tempat nyaman harga jangkau\n", + "seblak lumayan enak selalu ramaibumbu rempah light bgt\n", + "seblaknya enak layan bintang 0\n", + "ga ramah ngomong menu mo sen sama mbak ga jawab klo memang msih sibuk tgl blg aja bntr kak jgn acuhin gilir balik badan br ditanyain sana apa hadeh\n", + "karyawanx ajarin cara layan beli\n", + "seblaknya enak gasuka sama layan \n", + "lama sekali nunggu sampek 1jam\n", + "sumpah pegawai ramah customer bukan tanya malah tinggal ngomong\n", + "kesel banget sampe hilang rasa lapernyaaaa\n", + "ga rekomen banget buat lagi laper\n", + "ga ngerti sama sistem turut buruk banget\n", + "capek banget nunggunya sampek kenyangggg\n", + "pegawai rada jutek hemmmm\n", + "rasa enak mie gondang monahnya bikin tagih recommended banget\n", + "harga jangkau menu enak2 bikin nagih seblaknya pedesnya ga pedes nyegrak juga rasa enak mulut gitu nampol banget pokok \n", + "tempat nyaman bersih cocok makan sama pacar\n", + "bakso aci murah enak cocok kantong mahasiswa\n", + "mantep bangett pokoknyaa \n", + "wow mantbsz\n", + "suka nih sini muas\n", + "seblaknya enak rekomended tambah es milonya segar mantappu jiwaa\n", + "wah enak sekali\n", + "suka sen seblak sini soal enak paket mix murah lagi kapan coba request toping suka dapet nasi lg hmmm jiwa anak kosanku sorak sorak gembira\n", + "menu menu tawar cocok sama selera mahasiswa harga ramah sama kantong mahasiswa dong poko neng deh makan sini \n", + "bagus buat tagih\n", + "mi gondang monahnya mantul poll\n", + "tempat asik banget buat nongkrong makan enak harga worth it jugaa\n", + "keren tempat cocok buat nongkrong anak zaman now menu banyak rasa pas lidah jangan khawatir harga sesuai kantong ajar mahasiswa \n", + "seblaknya bikin nagih tempat buat nongkrong kumpul teman rapat bisa pokok terr \n", + "recomended yang suka pedes2 seblaknyaa \n", + "menu enak2 semua aku suka bangett\n", + "rekomendasi buat suka makan khas bandung\n", + "pajang tulis mereka komitmen kalo nunggunya lewat 30 menit gausah bayar kemarin nunggunya 35 menit karyawannya ga ngomong apa2 komitmen cuma jadi pajang doang ga aplikasi \n", + "ajar deh buat layan baik sopan\n", + "program toping prasmanan makan banyak waktu hasil cipta antri panjang\n", + "layan lamaa rasa ga enak\n", + "rasa kurang mantap\n", + "enak sekarang pegawai letoy kerja mana ngejamet muter musik ga jelas\n", + "lama banget cuma buat 1 porsi seblak ada jam mungkin gatau urut saya malah makan lebih dahulu ga ngerti sama sistem turut saya buruk banget\n", + "rasa kurang muas terlalu asin\n", + "meski telah laku mesan awal pesan bungkus utama padahal datang lebih awal\n", + "layan sangat lambat meski hanya mes satu porsi\n", + "meski datang lebih awal mes pertama pesan antar paling akhir tunggu layan sangat lama saya rasa bosan\n", + "layan terlalu banyak canda sebab antri panjang langgan sering abai\n", + "bumbu konsisten kadang enak kadang tidak\n", + "rekomendasi sangat lama\n", + "kuah harus kental ini encer jadi g enak\n", + "lebih baik cari seblak tempat karena sini sangat lama\n", + "meja debu suasana panas\n", + "di rumah baru sadar nyata kasih toping\n", + "banyak varian menu seblak mie bumbu menu utama rasa seblak paling mantap se jember porsi kenyang harga jangkau \n", + "enak toppingnya beda\n", + "resto seblak terde-bezt kabupaten jember aku seblak basahx bikin nagih topingx macem2 jadi g bosen berkali2 sana\n", + "tempat seblak paling enak buat nongrong si kalo aku\n", + "kurang pedas\n", + "mantul \n", + "tempat nyaman buat makan sama\n", + "mantullll deh\n", + "tempat nyaman kumpul makan\n", + "bagus jajak dapat juara gondang monah yuyyy \n", + "seblakny rsanya kyk jamu beras kencur\n", + "terlalu banyak aneka rempah jadi kyk aneh rasa\n", + "kuah nya kental serasa kasih tepung maizena telur asa sama sekali\n", + "beli baso aci malah dapat baso dapat cuanki pilus ceker kira salah pesan padahal mes 2 tiba tempat masih sepi tahu barang paling penting masuk\n", + "pertama kali nyobak seblak rasa manis\n", + "tunggu restoran sangat lama buat kesal\n", + "komunikasi beri nomor meja sikap buruk\n", + "tukang parkir resah\n", + "selalu beli seblak bawa pulang tengah kurang matang\n", + "beli mie gondang monah gaada rasa nya sama sekali\n", + "dan adik tunggu lebih satu jam dapat perhati\n", + "sini sedia jenis seblak \n", + "peyananan lama\n", + "seblaknya enak toppingnya banyak pilih\n", + "hmmm enaak pol menu sini bikin nagih seblaknya\n", + "enak banget aku suka\n", + "enak makan\n", + "tempat pas buat makan makan andal tempat yaitu mie seblak gondah enak nikmat kok\n", + "pesan makan belum juga antar di salip antri dan di sengaja smpe dan adik nunggu 1jam lebih sudah konfirmasi kali kali tetap di hirau \n", + "sangat kecewa layan sangat lambat\n", + "nungguin 1 jam dateng cuma amen silih ganti \n", + "layan lama padahal cuman sen 1 aja nunggunya jam\n", + "ampun gak mau sen sini lama minta ampun\n", + "rasa biasa saja pesan 1 aja smpai 1 jam lebih\n", + "yang cakcek klu kerja masak nunggunya lma \n", + "kecewa seblak ini biasa pesan seblak variasi bagai isi dimsum keju campur dapat 3 buah kali hanya sosis topping\n", + "resto ap kok lma sehh yang cakcek klu kerj masak kryawanya perguroi semua\n", + "cocok buat orang tidak punya waktu luang\n", + "makan enak bgt harga pas buat kantong anak kosan \n", + "warna paling favorit \n", + "huhh muantulll banget dah\n", + "tempat tepat the preanger\n", + "seblak paling enak pernah aku coba jember \n", + "tempat nyaman makan enak apalagi seblak sama mi nya mantul banget\n", + "suka baget makan sini bikin nagih sesuai kantong mahasiswa \n", + "menu nya mantap banget tempat asik nyaman banget \n", + "mantapp segi harga rasa \n", + "tempat nyaman asik buat nongkrong sama temen-temen menu enak harga jangkau\n", + "super enakkk harga pas kantong mahasiswa recommended tempat wajib kunjung cocok buat nongki maupun nugas\n", + "makan enak tempat nya superr nyaman \n", + "makan enak harga gak nguras kantong \n", + "sukaaa bangett sama makan nagihinnn rekomendett bgtt\n", + "tempat makan minum rekomen enak ga ngebosenin banyak pilih menu harga jangkau\n", + "pesan awal baru antar paling akhir\n", + "layan kurang muas\n", + "tdk sopan semua pegawai nunggu pesan 1sampai 1jm\n", + "nunggunya jam\n", + "layan gak profesional\n", + "gk pntes jlu msak lm kyk gitu kasi nunggu jgan sek enkanya\n", + "layan sangat lambatttttt orang makan tempat dahulu padahal yang datang lebih dulu\n", + "pedes doang gk rasa lain\n", + "lama banget layan nya padahal datang dulu temen pelan beli malah didulukan\n", + "layan nya kurang muas\n", + "review jujur kuah terlalu encer isi sedikit pesan topping krupuk bilang ready konfirmasi kosong akhir buka tidak ada kerupuk pelit topping\n", + "layan ramah pegawai kurang responsif acuh\n", + "layan lama\n", + "adminnya ramah\n", + "antri super duper luamaaaaa\n", + "pedas banget padahal level 1 \n", + "enak pedas \n", + "masakan paling enak se-jember\n", + "rasa mantap murah riah jamin nagih coba dah gak percaya\n", + "tempat makan nyaman menu menu enak cukup jangkau\n", + "minum ga aduk saus sambelnya cuma 1 ganti\n", + "sip bgt\n", + "uenakkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkk \n", + "mantaaaap rasa\n", + "salah satu seblak enak jember\n", + "mantab nikmat\n", + "seblak baik kota \n", + "seblak the preanger top banget dah enak banget sihhh asliii\n", + "ramai tetapi sesuai layan lama\n", + "kapok beli sini\n", + "seperti seblak saya suka\n", + "antri cukup lama\n", + "bumbu seblak halus ada kencur utuh ganggu makan\n", + "layan lama banget\n", + "proses suuuuppeeerr laaaamaaa baaanggeett\n", + "padahal cuma 3 porsi nunggu 1jam di atur manajemen waktu nya\n", + "ngeselin layan lama \n", + "akan lagi layan sangat buruk\n", + "layan pilih datang lebih dulu layan akhir\n", + "top dehh\n", + "mantep banget sekarang delivery order klo mager jadi gak bingung deh\n", + "tunggu terlalu lama\n", + "enakk banget seblaknya\n", + "enak banget seblak bumbu medok banaget\n", + "mau makan tempat bawa pulang beli instan selalu enaaakkk\n", + "mantap layan top banget preanger rupa salh satu outlet garansi ngeri menu bikin ngiler asli kalian wajib coba menu seblak beurem best\n", + "seblak lelet\n", + "mau rekomendasiin makan enakk banget nih jember\n", + "yaap seblak preanger seblak paling kenal se-jember jelas kenal sih karna enak bgttt udah murah tempat nyaman pedesnya pol poko semua pas \n", + "mantab no debattt seblak nya bikin nagih\n", + "best banget rasa cabang nya udah sebar agam tempat jadi lebih mudah deh nyarinyaa \n", + "tempat jajan seblak paling enak jember cabang udah 20 lebih sebar beberapa kota jawa timur moga cepet buka cabang seluruh kota jawa timur min biar kalo jalan nemu seblak preanger gak bakal bingung heheheh emang beneran nikmatdarilahir\n", + "seblak prenger salah satu paling enak jember letak jalan sumatera no 122a cabang udah banyak beberapa kota jawa timur menu favorit ku seblak beruem uenakk jangan lupa kalau jember mampir seblak prenger \n", + "rasa seblaknya enak banget isi banyak gk pelit harga pas banget kantong mahasiswa juaraaa bangeettt \n", + "mantepp banget seblaknyaaa udah buka madiun juga \n", + "manteppp bgtt seblaknyaa udah buka madiun jg \n", + "suka \n", + "wah outlet seblak paling top se-jember raya cabang jatim sebar banyak menu nya bikin ngiler asli sih makan preanger cocok pas ujan emg gasalah preanger nikmatdarilahir\n", + "wajib coba pake banget seblak enak banget pedas nampol gurih pas tempat bersih jadi aman tempat bagus tarik maap ga sempat moto soal lupa sangking excited nunggu seblaknya mantap itu \n", + "wajib cobain sii gila gila mah tempat udah bersih layan bikin nyaman rasa dr seblak nya sendiri beuh ga perlu diraguin lagiii\n", + "enak sih fav banget tapi sayang untuk mbak layan lebih utama yang ramah jangan judes judes ngelayanin customer\n", + "pegawai kurang ramah layan ramah sangat kurang\n", + "layan nya lama banget\n", + "pessen cam 1 lama poll\n", + "laaaaaaaaaaaaama sekali\n", + "lama banget layan \n", + "pedas banget padahal level 1 \n", + "asa makan saos\n", + "seblak sini kog rasa jamu\n", + "kasir an naili ramah kpd cust\n", + "layan lambat\n", + "layan tidak muas\n", + "tunggu pesan hingga 1 jam\n", + "layan terkadang kurang baik\n", + "minum ga aduk\n", + "layan lamaaa banget padahal sepi\n", + "layan online nya via wa kurang ramah sii\n", + "seblak preanger enak sedap\n", + "seblak enak jember \n", + "harga lumayang murah cocok buat kantong mahasiswa\n", + "enak banget mantulll pedesnya\n", + "semua baik-b \n", + "udah bisaa deliv wiii neng bangett kalo soal rasaaa ga perlu diragukann lagi sii \n", + "tempat nya enak nyaman menu menu jamin\n", + "lama banget layan \n", + "seblak sini juara emang the best banget wajib coba kamu cinta seblak bumbu uwenak pedesnya pas yang harga ramah kantong mahasiswa hujan gin enak nyeblak sihhh \n", + "mantappo\n", + "mantap bukan maeennn\n", + "enak bangettt \n", + "yummyyy\n", + "seblak juara so far cuma yang turut paling pas nagih akan kecewa kalo beli seblak sini tau guys kalian wajib cobain serius no kecot segi rasa varian menu agam tambah request isi seblaknya jadi what are u waiting for cepetannn order\n", + "seblaknya enakkk bangetttt lochhhh gess nagih banget kalo udah nyobain ni seblak nah kalian cobain sih soal worth it bangetttttt delivery order lhoo mana ongkirnya murah lagi cocok banget seblaknya makan pas \n", + "enak banget kackkkk \n", + "suka banget sama menu preanger pedesnya passs harga passs letak kota ga sulit nyarinya pokok top markotop deh\n", + "sangat baik enakkk\n", + "layan lelet \n", + "enak bangettt banyak pilih topping nya pedas nya asa\n", + "ngeselin layan lama customer banyak complain \n", + "kasir sopan kes peduli langgan\n", + "rekomendasi layan sangat lambat harus tunggu lama 1 jam\n", + "gak sedia tisu \n", + "layan lama banget\n", + "kurang cepat aja proses masakan\n", + "layan sangat lama\n", + "layan kurang bagus kalo order gojek sering titik tempat mohon pengertianya tidak order itu\n", + "banyak pegawai pada ngobrol jadi ga selesai\n", + "sesuai pesan mahal\n", + "rasa seblaknya asem terlalu manis harga segitu terlalu mahal sen komplit topping isi 3 terlalu banyak kerupuk\n", + "pertama akhir ngerasain seblak ini gamau\n", + "tempat gk pada makan tempat panas juga sedia tissue\n", + "terlalu banyak omong karyawan\n", + "seblaknyaa enak bangettt ga nyesel beli dsini next time coba lain hehehe\n", + "seblak preanger emang juara bangett pedas nampol super duper rempah rasa pol layan bagus bangett orang ramah sekarang proses cepet banget jadi tambah sayang banget sama seblak preanger pulang kampus banget sih mampir sini \n", + "enak banget sesuai selera aku bangetttt sedia order online jadi pesan pas mager\n", + "mantap kuliner andal musim hujan\n", + "josssssss \n", + "seblak enak pernah aku makan bumbu passss bangett cocok sama lidah pedesnya nagih mana layan cepatt \n", + "layan cepettt seblaknya wenakkk pwoll\n", + "enak banget seblaknyaaaaa juaraa deliv pas hujan ongkirnya ramah kantong mahasiswa\n", + "nunggu hampir jam kasir buat struktur pesan\n", + "seblak enak bangett layan ramah delivery order\n", + "layan cepet ramah tempat bersih paling penting rasa sih enak bgt\n", + "kurang enak terlalu asin\n", + "seblak sesuai lidah jawa barat saya rasa nya enak tapi belum enak seblak asli jawa barat untuk harga masuk standar ingat franchise bukan seblak pinggir jalan\n", + "wiwiwiwiwiwiiiiii harga tak kecewa rasaa \n", + "senang\n", + "seblaknya nagih pol 1000000 10 3\n", + "woaahhh daebakkkk rasa mantap josss ga rugi beli sini \n", + "bikin nagih poll\n", + "rekomended bangett enak bgttt cuyyy\n", + "recommended bangettt\n", + "cinta banget sama semua produk preanger layan cepet bosenin cocok banget buat lagi ken makan pedes warga jember yang luar jember wajib cobain seblak preanger \n", + "yeayy asyikk delivery pas mager hujan ongkirnya murce dari aplikasi online\n", + "tiap hari rame tetep layan cepet rasa bukan kaleng pokok mantap bangett rating 10 10 sih makan pas waktu hujan kayak gin sukses terus seblak preanger\n", + "9 10 enak delivery pas magee xixi \n", + "sen udah awal diduluin bungkus pdhl aku dateng lbih awal\n", + "layan sangat lama padahal cuman sen 1 porsi doang\n", + "padahal aku datengnya lebih awal pesan paling awal antar malah paling akhir\n", + "layan sangat lambat nunggunya sampe bosen banget \n", + "layan terlalu banyak canda antri panjang customer sering abai\n", + "bumbu gak konsisten kadang enak kadang enggak\n", + "kecewa banget pelayananya sangat lama\n", + "pokok aku kapok banget deh beli sini\n", + "jangan pilih kasih datang layan dulu bukan kenal malah di dahulu\n", + "layan pegawai kurang ramah\n", + "service sama hospitalitynya sangat kurang\n", + "kasir kurang sopan kesan tidak peduli customer\n", + "nunggu hampir jam gara-gara kasir ngga bikin struktur jadi pesan ngga proses\n", + "rekomended lama bgt\n", + "mending seblak lain aja sini lama bangettt\n", + "dan adik nunggu 1jam lebih sudah konfirmasi kali kali tetap di hirau \n", + "karyawannya terlalu banyak bicara\n", + "karyawannya banyak main main gurau dengerin musik keras\n", + "masakan 1 aja tunggu 1 jam lebih\n", + "bad service ever\n", + "beli nya bereum komplit isi cm topping nya aja gaada kerupuk\n", + "kecewa berat sama cara layan\n", + "kalo emang gasiap delivery gausah paksa buka\n", + "kurang pas lidah\n", + "bukan tipikal seblak aku suka\n", + "antrinyaa lumayan lama\n", + "rasa terlalu manis mnurut\n", + "bumbu seblak ga alus ada kencur utuh jadi menganggu banget pas makan seblaknya kecewa banget sih ga sesuai bgt admin aku saranin lebih halus buat bumbu seblaknya mkshh \n", + "mohon maaf review jujur kuah encer banget isi zonk dapet duikit poll sen topping krupuk bintang bilang ready malah gk confirm klo kosog akhir pas bukak seblaknya gk dapet kerupuk pelit topping\n", + "gak arep balen\n", + "buruk banget layan\n", + "bad banget sih\n", + "helai rambut kuah baso aci\n", + "layan lama banget nungguin 45 menit baru keluar makan\n", + "pelayananan sangat baik\n", + "bakso aci rambut sekali ke 3 kali\n", + "sangat buruk sekali\n", + "layan buruk sangat sangat buruk\n", + "layan ramah lama seblak rambut\n", + "layan sangat buruk\n", + "layan luama\n", + "seblaknya ter recomended banget toping banyak baget mi milih seblaknya engga bikin enak kuah kentel enduls bangett \n", + "makan nya enak enak tempat nya strategis enak ngerjain tugas ngobrol2\n", + "mantap pokok the preanger \n", + "nyaman\n", + "toping seblaknya lebih banyak tempat seblak lain cuman level pedesnya turut kurang buat suka makan pedes\n", + "resto pilih grab qm suka kuliner babat rekomendasi makan tempat menu rumah pesan mellui aplikasi anda nikmat\n", + "wenak tenan bro\n", + "recommended layan lelet sampai 1 jam nunggu\n", + "kecewa cara layan\n", + "layan antar baik tidak paksa buka\n", + "rasa sesuai selera saya\n", + "seblak nya buka ga nentu g maps buka lokasi\n", + "layan kurang ramah minimal senyum \n", + "bakso aci nya kmren kbtulan ke asin \n", + "sedia menu minum tisu biasa kalo makan makan pedas suka keringat\n", + "pedas banget shg bs nikmat\n", + "saus sambelnya cuma 1 ganti\n", + "saji makan waktu sangat lama rekomendasi yang sangat lapar\n", + "waktu tunggu sangat lama\n", + "restoran anda dapat cenderung para karyawan sering main gurau dengar musik keras lupa tugas mereka\n", + "kasir kurang sopan kes peduli langgan\n", + "kesal layan langgan lambat banyak langgan keluh\n", + "idak rekomendasi yang sedang lapar\n", + "meski rasa cukup baik kuah cair layan golong lambat\n", + "tempat direkom \n", + "hari sen nasi topping mix 2 level 3 topping kikil dumpling ayam tulang sen mie gondah monah level 1 rasa juara thepreanger \n", + "tempat bagus makan enak cocok buat kumpul makan bareng teman teman\n", + "tempat nya bagus kini terus endul makan tempat kongkow sip sama temen-temen\n", + "maknyusss bos\n", + "sila mampir thepreanger jember\n", + "kedai seblak juara banget rempah seblaknya rasa banget jadi sedep banget gak penah bosen makan the preanger banyak menu selain seblak pula semua mantul pakek banget \n", + "makan sini enak banget aku sukak\n", + "pelayananny lambat\n", + "the preanger authentic\n", + "antri sangat panjang subuh kek selesai \n", + "seblak sini rasa jamu\n", + "bumbu nyengat isi kurang variasi\n", + "kalo kesana kadang kasir rada jutek\n", + "masa beli baso aci kabita isi cuman tulang sama cikur doang gaada aci\n", + "sumpah gak lagi dateng kesini layan lama buangett kapok 2 jam nunggu\n", + "resto lelet pernah dapat\n", + "layan lama banget\n", + "antri panjang lama banget capek nunggunya\n", + "aku nunggu 1 jam 8 menit 47 detik kalian berapa lama guys\n", + "lama sekali nunggunya kasi pak gojek padahal kariawan banyak lot cepet tunggu juraganya nunggu satujam lebih padahal orderanya satu\n", + "kecewa ama seblak ini biasa pesan menu seblak bereum 3 isi macem2 kaya dimsum isi keju campur dpet 3 buah masak topingnya cuma sosis aja\n", + "layan kurang sat set\n", + "layan buruk sekali\n", + "beli paket lengkap isi topping kerupuk\n", + "pergi sana terkadang kasir kasar\n", + "restoran buruk pernah kunjung\n", + "tambah 1 level saja tambah 5 ribu lebih baik beli sambel layan terlalu lambat muas\n", + "layan sangat lama lebih satu jam antar\n", + "terlalu lama layan\n", + "terlalu banyak omong kemudi sangat kecewa satu makan tunggu lebih 30 menit\n", + "siap online lebih baik tutup aplikasi satu jam belum selesai\n", + "rasa seblaknya terlalu kental rempah mirip makan kencur\n", + "pertama kali coba asa terlalu asin masih nikmat\n", + "rekomendasi layan sangat lambat harus tunggu lama 1 jam\n", + "sedia tisu\n", + "layan layan sangat lambat\n", + "adminnya ramah\n", + "layan terkadang kurang baik\n", + "meski rasa enak layan buat malas kembali\n", + "proses masakan kurang cepat\n", + "layan jalan sangat lama\n", + "layan kurang muas utama mes lalu gojek seringkali titik tempat harap erti tidak laku mesan itu lagi\n", + "terlalu banyak pegawai sibuk ngobrol layan jadi efisien\n", + "sesuai pesan harga terlalu mahal utama pesan lengkap topping 3 banyak kerupuk\n", + "alam pertama akhir coba seblak ini ingin coba lagi\n", + "sangat kecewa harga offline sama harga ojol guna atribut ojol padahal ingin beli keluarga rumah\n", + "layan sangat lambat\n", + "layan sangat lama padahal mes 1 porsi\n", + "proses terlalu lambat\n", + "layan profesional mes awal antar paling akhir\n", + "tempat tidak pada makan tempat panas tidak sedia tisu\n", + "terlalu banyak omong karyawan\n", + "tunggu hampir jam kasir susun struktur pesan baik\n", + "program toping prasmanan makan waktu cipta antri panjang\n", + "kasir kerja lihat lelah senyum hilang kerut jidat tampak kurang ramah driver ojol langgan makan tempat\n", + "alam tunggu lama 2 jam buat kapok\n", + "terlelettttt\n", + "layan adil orang datang lebih dulu layan lebih dahulu\n", + "beli baso aci bungkus bumbu bubuk cabe bubuk beri kuah asa hambar\n", + "meski karyawan cukup banyak kasir ecek ada lupa\n", + "bahkan beli baso aci dapat baso cuanki pilus ceker\n", + "rasa seblaknya terlalu asem manis\n", + "layan kurang bagus\n", + "nunggunya sampe bosennnn\n", + "males bangettttt\n", + "karyawan sering main gurau\n", + "minyak terlalu banyak\n", + "satu hidang saja tunggu lebih satu jam\n", + "layan bilang sangat lambat mulai pesan saya buat pukul 6 47 hingga tengah delapan lebih makan datang malah ambil lebih untuk bungkus\n", + "lambaaaaat layan\n", + "layan kurang muas tampak kurang alam\n", + "sudah mes sejak awal layan tetap dahulu bungkus padahal datang lebih awal harus tunggu lama satu jam datang hanya amen ganti\n", + "seluruh layan terlalu lama meski hanya mes satu menu\n", + "sangat sebal layan terlalu lama banyak langgan keluh\n", + "restoran ramai layan sesuai standar harap\n", + "lama sekali proses layan super lambat\n", + "layan delivery kurang baik tanya kena ongkir promo jawab kurang ramah\n", + "meski rasa enak layan buat malas kembali\n", + "sangat kecewa langgan\n", + "malam belum coba mes kirim biasa hanya baca tanpa konfirmasi bisa beri konfirmasi langgan lapar tunggu jawab\n", + "biasa pesan seblak variasi isi macam dimsum keju campur lain kali hanya sosis\n", + "sesuai iklan beri\n", + "restoran buruk pernah kunjung\n", + "lebih 1 jam tunggu pesan jadi\n", + "siap lebih baik tutup aplikasi satu jam belum selesai\n", + "buang slogan 30 menit makan jadi usah bayar satu jam selesai tetap bayar sesuai\n", + "layan delivery kurang baik tanya kena ongkir promo jawab kurang baik\n", + "layan kurang ramah minimal senyum\n", + "tempat makan nyaman panas\n", + "meski seblaknya enak layan kurang muas buat alam jadi kurang senang waktu tunggu sangat lama kurang ramah pegawai kurang paham sistem layan tunjuk perlu baik cara layan langgan\n", + "proses masakan sangat lama\n", + "bakso aci kemarin rasa asin\n", + "tingkat pedas seblak beureum level 1 terlalu pedas\n", + "layan sangat lambat meski restoran sedang sepi\n", + "sulit nikmat\n", + "meski seblaknya enak selalu ramai bumbu rempah asa ringan meski begitu layan dapat nilai nol bintang tidak ramah sulit komunikasi kes abai\n", + "makan tempat antre mes tunggu makan sangat lama lebih satu jam\n", + "layan sangat lambat\n", + "tidak puas beli baso aci kabita isi tulang cikur ada aci\n", + "tunggu lebih satu jam satu masakan saja\n", + "karyawan terlalu banyak canda dengar musik keras\n", + "layan nya lambat sat set\n", + "layan kurang jadi males makan\n", + "service delivery nya kurang baik masa tanya baik2 kait ongkir promo jawab nge gas\n", + "harus tunggu 1 jam lebih dapat seblak sudah lanjur beli sudah bayar buang banyak waktu nikmat seblak sini\n", + "proses buat 1 porsi seblak butuh waktu lebih 30menit layan sangat lama\n", + "gak paham beli pertama kali dah ngasih kesan buruk kali\n", + "beli di lippo asin kek makan garem doang\n", + "sangat kecewa\n", + "yang lapar ga recommended\n", + "lamaaaa bangetttt nunggunya\n", + "nungguin 1 jam dateng cuma amen silih ganti\n", + "sen udah awal diduluin bungkus pdhl aku dateng lbih awal\n" + ] + } + ], + "source": [ + "# Stemming untuk mengubah menjadi kata dasar\n", + "from Sastrawi.Stemmer.StemmerFactory import StemmerFactory\n", + "\n", + "def stemming(Komentar):\n", + " factory = StemmerFactory()\n", + " stemmer = factory.create_stemmer()\n", + " do = []\n", + " for w in Komentar:\n", + " dt = stemmer.stem(w)\n", + " do.append(dt)\n", + " d_clean = []\n", + " d_clean = \" \".join(do)\n", + " print(d_clean)\n", + " return d_clean\n", + "\n", + "tokenized = tokenized.apply(stemming)\n", + "\n", + "tokenized.to_csv('/content/drive/MyDrive/Data_Analisis/1100 Data Seblak1.csv', index=False)\n", + "data_clean = pd.read_csv('/content/drive/MyDrive/Data_Analisis/1100 Data Seblak1.csv', encoding='latin1')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "wDwwhiI8bpmx", + "outputId": "a986db16-af82-41a9-bde4-7bd73385612c" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " KOMENTAR\n", + "0 tunggu terlalu lama kasihan pak gojek meski ba...\n", + "1 enak sih kalau masak cuma 1 aja terus antri pa...\n", + "2 ya pas waktu beli seblak sini kog rasa jamu ar...\n", + "3 kurang cocok buat kuah terlalu kentel kalau ud...\n", + "4 biasa beli lewat shopee food go food menu fav..." + ], + "text/html": [ + "\n", + "
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KOMENTARLABEL
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KOMENTARLABEL
0tunggu terlalu lama kasihan pak gojek meski ba...0
1enak sih kalau masak cuma 1 aja terus antri pa...0
2ya pas waktu beli seblak sini kog rasa jamu ar...0
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4biasa beli lewat shopee food go food menu fav...1
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\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "variable_name": "data_clean", + "summary": "{\n \"name\": \"data_clean\",\n \"rows\": 1100,\n \"fields\": [\n {\n \"column\": \"KOMENTAR\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 977,\n \"samples\": [\n \"nunggu hampir jam gara-gara kasir ngga bikin struktur jadi pesan ngga proses\",\n \"menu venue nya bandung banget\",\n \"minum sangat enak lezat\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"LABEL\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 0,\n \"max\": 1,\n \"num_unique_values\": 2,\n \"samples\": [\n 1,\n 0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 19 + } + ], + "source": [ + "# Pemberian bobot pada data\n", + "data_clean = data_clean.replace({'Positif' :1, 'Negatif' :0})\n", + "data_clean.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "g6g84iXmcAMW" + }, + "source": [ + "## 3. Visualisasi Data\n", + "Pada tahap ini dilakukan visualisasi Data yang digunakan" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "MYNA4kh6cFsp" + }, + "outputs": [], + "source": [ + "data_negatif = data_clean[data_clean['LABEL'] == 0]\n", + "data_positif = data_clean[data_clean['LABEL'] == 1]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 521 + }, + "id": "355w3b6ScJNP", + "outputId": "17662af6-82e6-4012-a2ef-e8007066b051" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ], + "source": [ + "# Untuk visualisasi kata negatif\n", + "all_text_L0 = ' '.join(word for word in data_negatif[\"KOMENTAR\"])\n", + "wordcloud = WordCloud(colormap='Reds', width=1000, height=1000, mode='RGBA', background_color=\"white\").generate(all_text_L0)\n", + "plt.figure(figsize=(9, 6))\n", + "plt.imshow(wordcloud, interpolation='bilinear')\n", + "plt.axis('off')\n", + "plt.title(\"Visualisasi Kata Negatif\")\n", + "plt.margins(x=0, y=0)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 521 + }, + "id": "tJdmkgBOcLsn", + "outputId": "696b4f6e-0573-45eb-a49c-b6ab8ffe8241" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ], + "source": [ + "# Untuk Visualisasi kata Positif\n", + "all_text_L1 = ' '.join(word for word in data_positif[\"KOMENTAR\"])\n", + "wordcloud = WordCloud(colormap='Blues', width=1000, height=1000, mode='RGBA', background_color=\"white\").generate(all_text_L1)\n", + "plt.figure(figsize=(9, 6))\n", + "plt.imshow(wordcloud, interpolation='bilinear')\n", + "plt.axis('off')\n", + "plt.title(\"Visualisasi Kata Positif\")\n", + "plt.margins(x=0, y=0)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "RILkqV46cPP3", + "outputId": "08a26a57-d477-4871-d210-4c336c608c9e" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "1 600\n", + "0 500\n", + "Name: LABEL, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 23 + } + ], + "source": [ + "# Menampilkan jumlah data positif dan negatif\n", + "data_clean['LABEL'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "XhaA28JgcP7H", + "outputId": "683820ec-c32a-4626-9b3d-104f7ff2f170" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " KOMENTAR LABEL\n", + "0 tunggu terlalu lama kasihan pak gojek meski ba... 0\n", + "1 enak sih kalau masak cuma 1 aja terus antri pa... 0\n", + "2 ya pas waktu beli seblak sini kog rasa jamu ar... 0\n", + "3 kurang cocok buat kuah terlalu kentel kalau ud... 0\n", + "4 biasa beli lewat shopee food go food menu fav... 1" + ], + "text/html": [ + "\n", + "
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KOMENTARLABEL
0tunggu terlalu lama kasihan pak gojek meski ba...0
1enak sih kalau masak cuma 1 aja terus antri pa...0
2ya pas waktu beli seblak sini kog rasa jamu ar...0
3kurang cocok buat kuah terlalu kentel kalau ud...0
4biasa beli lewat shopee food go food menu fav...1
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bt2PXrl0YPXo03n//fSQlJcHe3v6+xylLS0srtA0dOhTHjh1DREQE2rdvD3t7e5SVleGFF15AWVmZrHVq2bIlLly4gPj4eCQkJOB///sfli1bhqioKERHRwP483jemjVrMHnyZOj1eqjVaigUCgwfPtxovK5du+Ly5cv4+uuvsXv3bnz66adYvHgxVqxYgddee01WXX+lUqnQq1cv9OrVC5aWlli7di2Sk5PRrVs3lJWVoU2bNvjggw8qfe694XW/P3LEPSfxyHW/5VbW/texysrK4Orqig0bNlT6/HuPtT5q/Y0aNUJAQECV+j7I0KFD0aVLF2zduhW7d+/GokWL8O9//xtbtmyp9rN2q9OCBQswc+ZMjB49GnPnzoWTkxPMzMwwefLkSr871fV5adq0KV555RWsXLkSb7/9doX5ZWVlUCgU2LlzZ6Vj2tvbyxoP+PPko5EjR2LgwIGIiIiAq6srzM3NERMTg8uXL8te3uOK4VlHhISEYObMmThz5gw2btyIZs2a4ZlnnqnSc/39/eHv74/58+dj48aNCAkJwZdffonXXntN+ov23gvzy//SLJednY19+/YhOjoaUVFRUvuj7Cq1s7PDsGHDMGzYMBQVFWHw4MGYP38+IiMjYW1tjc2bNyM0NBTvv/++9JzCwsJKbyLg5OSEUaNGYdSoUcjPz0fXrl0xe/bsRwrPv/L19cXatWul3V9eXl744Ycf0LNnz2q7c1Ft3gHJy8sLe/fuRefOne97wllt8fDwAABcuHChwryff/4ZDRo0gJ2dndTWsGFDvPHGG3jjjTeQmZmJjh07Yv78+fcNz5p6XcvrvnjxIpo2bSq137x5s8IW4ubNm/H8889j9erVRu05OTnSyWE1ZcaMGfj888/x73//u8I8Ly8vCCHg6ekp7TWpTPm6Xrp0Cc8//7zUXlJSgitXrhid6LN582Y0bdoUW7ZsMXrtZ82aZbTMx/mOX1XB3bZ1RPlWZlRUFE6fPv3QrU7gz8C79y/V9u3bA4C069bDwwPm5uY4fPiwUb9ly5YZTZf/VXrv8j788MMqr8Nf3Xt5i5WVFby9vSGEkI7PmpubVxhv6dKlFbaK712Wvb09nnrqKdm7p//44w8kJiZWOm/nzp0A/m/X4tChQ3Ht2jWsWrWqQt+7d+9KuxnlKA+I2rjD0NChQ1FaWoq5c+dWmFdSUlKrdzlq2LAh2rdvj7Vr1xqN++OPP2L37t3o27cvgD/3hty728/V1RVubm4PfK/Lz8qu7nUKCAiApaUlli5davQ5rew7UdlnedOmTZXeBai6eXl54ZVXXsEnn3yC9PR0o3mDBw+Gubk5oqOjK9QnhJC+W76+vnB2dsaqVatQUlIi9dmwYUOFPxQq+78iOTm5wnerpt6XuoJbnnWEp6cnnn32WXz99dcAUKXwXLt2LZYtW4ZBgwbBy8sLd+7cwapVq6BSqaT/kNRqNYYMGYKlS5dCoVDAy8sL8fHxFY55qVQqdO3aFQsXLkRxcTH+8Y9/YPfu3UbX6cnRu3dv6HQ6dO7cGVqtFj/99BM+/vhjBAUFwcHBAQDQr18/rF+/Hmq1Gt7e3khMTMTevXvh7OxstCxvb290794dPj4+cHJywokTJ6TLGeT4448/8Oyzz8Lf3x8vvPAC3N3dkZOTg23btuHIkSMYOHAgOnToAAB49dVX8dVXX+H111/HgQMH0LlzZ5SWluLnn3/GV199hV27dsHX11fW+D4+PgCAd999F8OHD4elpSX69+9vtNVVXbp164bx48cjJiYGp0+fRu/evWFpaYmLFy9i06ZN+Oijj/DSSy9V+7j3s2jRIvTp0wd6vR5jxoyRLlVRq9XStX937txBo0aN8NJLL6Fdu3awt7fH3r17cfz4caO9E/eysbGBt7c3/vvf/6J58+ZwcnJC69atH/k2dS4uLpg+fTpiYmLQr18/9O3bF6dOncLOnTsrbE3269cPc+bMwahRo/Dss8/i7Nmz2LBhg9EWa0169913sX79ely4cMHo0iIvLy/MmzcPkZGR0qUnDg4OSE1NxdatWzFu3DhMnz4dVlZWmD17NiZOnIgePXpg6NChuHLlCuLi4uDl5WW0FdmvXz9s2bIFgwYNQlBQEFJTU7FixQp4e3sjPz9f6ldT70udUevn99J9xcbGCgCiU6dOlc6/9xKRkydPipdfflk0btxYKJVK4erqKvr16ydOnDhh9LybN2+K4OBgYWtrKxwdHcX48ePFjz/+WOFSld9//10MGjRIaDQaoVarxZAhQ8T169crnG5elUtVPvnkE9G1a1fh7OwslEql8PLyEhERESI3N1fqk52dLUaNGiUaNGgg7O3tRWBgoPj5558rXLYxb9480alTJ6HRaISNjY1o0aKFmD9/vtHt7KpyqUpxcbFYtWqVGDhwoPDw8BBKpVLY2tqKDh06iEWLFlU4/b6oqEj8+9//Fq1atRJKpVI4OjoKHx8fER0dbbQeACq9vKKyW7jNnTtX/OMf/xBmZmZGr+H9LlW59zKk8vW8efOmUXtoaKiws7OrUMPKlSuFj4+PsLGxEQ4ODqJNmzbirbfeEtevXzeqs7JLge59T+/nfut/r71794rOnTsLGxsboVKpRP/+/cX58+el+QaDQURERIh27doJBwcHYWdnJ9q1ayeWLVtWYV3/eqmKEEIcO3ZM+Pj4CCsrK6PP66NeElFaWiqio6NFw4YNhY2Njejevbv48ccfK7xfhYWFYtq0aVK/zp07i8TExAqvYfmlKps2bTIap7JLxypzv8+FEH++LgAqXbf//e9/4rnnnhN2dnbCzs5OtGjRQoSFhYkLFy4Y9VuyZIn03ejUqZM4evSo8PHxES+88ILUp6ysTCxYsEDq16FDBxEfH1+r70tdoBDiEc9oICKiJ1JZWRlcXFwwePDgSg9h1Gc85klERCgsLKxwXHTdunXIysoy6c8N1lXc8iQiIhw8eBBTpkzBkCFD4OzsjJMnT2L16tVo2bIlUlJSTP7jD3UNTxgiIiI0adIE7u7uWLJkCbKysuDk5IQRI0bgvffeY3BWglueREREMvGYJxERkUwMTyIiIpl4zBN/no59/fp1ODg4PPG3lCIiosoJIXDnzh24ublJv5JzPwxPANevX69wo28iIqqfrl69avQD4JVheALS7eKuXr0KlUpl4mqIiMgU8vLy4O7uLmXCgzA88X93/1epVAxPIqJ6riqH73jCEBERkUwMTyIiIpkYnkRERDIxPImIiGQyeXheu3YNr7zyCpydnWFjY4M2bdrgxIkT0nwhBKKiotCwYUPY2NggICAAFy9eNFpGVlYWQkJCoFKpoNFoMGbMGKMfZSUiIqpOJg3P7OxsdO7cGZaWlti5cyfOnz+P999/H46OjlKfhQsXYsmSJVixYgWSk5NhZ2eHwMBAFBYWSn1CQkJw7tw57NmzB/Hx8Th8+DDGjRtnilUiIqJ6wKQ3hn/77bdx9OhRHDlypNL5Qgi4ublh2rRpmD59OgAgNzcXWq0WcXFxGD58OH766Sd4e3vj+PHj8PX1BQAkJCSgb9+++P333+Hm5vbQOvLy8qBWq5Gbm8tLVYiI6ik5WWDSLc9vvvkGvr6+GDJkCFxdXdGhQwejXytPTU1Feno6AgICpDa1Wg0/Pz8kJiYCABITE6HRaKTgBICAgACYmZkhOTm50nENBgPy8vKMHkRERFVl0psk/Prrr1i+fDmmTp2Kd955B8ePH8ekSZNgZWWF0NBQpKenAwC0Wq3R87RarTQvPT0drq6uRvMtLCzg5OQk9blXTEwMoqOja2CNiKicT8Q6U5dA9UTKohG1PqZJtzzLysrQsWNHLFiwAB06dMC4ceMwduxYrFixokbHjYyMRG5urvS4evVqjY5HRERPFpOGZ8OGDeHt7W3U1rJlS6SlpQEAdDodACAjI8OoT0ZGhjRPp9MhMzPTaH5JSQmysrKkPvdSKpXSrfh4Sz4iIpLLpOHZuXNnXLhwwajtl19+gYeHBwDA09MTOp0O+/btk+bn5eUhOTkZer0eAKDX65GTk4OUlBSpz/79+1FWVgY/P79aWAsiIqpvTHrMc8qUKXj22WexYMECDB06FN9//z1WrlyJlStXAvjz5ryTJ0/GvHnz0KxZM3h6emLmzJlwc3PDwIEDAfy5pfrCCy9Iu3uLi4sRHh6O4cOHV+lMWyIiIrlMGp7PPPMMtm7disjISMyZMweenp748MMPERISIvV56623UFBQgHHjxiEnJwfPPfccEhISYG1tLfXZsGEDwsPD0bNnT5iZmSE4OBhLliwxxSoREVE9YNLrPOsKXudJVP14ti3Vluo62/axuc6TiIjoccTwJCIikonhSUREJBPDk4iISCaGJxERkUwMTyIiIpkYnkRERDIxPImIiGRieBIREcnE8CQiIpKJ4UlERCQTw5OIiEgmhicREZFMDE8iIiKZGJ5EREQyMTyJiIhkYngSERHJxPAkIiKSieFJREQkE8OTiIhIJoYnERGRTAxPIiIimRieREREMjE8iYiIZGJ4EhERycTwJCIiksmk4Tl79mwoFAqjR4sWLaT5hYWFCAsLg7OzM+zt7REcHIyMjAyjZaSlpSEoKAi2trZwdXVFREQESkpKantViIioHrEwdQGtWrXC3r17pWkLi/8racqUKfj222+xadMmqNVqhIeHY/DgwTh69CgAoLS0FEFBQdDpdDh27Bhu3LiBESNGwNLSEgsWLKj1dSEiovrB5OFpYWEBnU5XoT03NxerV6/Gxo0b0aNHDwDAmjVr0LJlSyQlJcHf3x+7d+/G+fPnsXfvXmi1WrRv3x5z587Fv/71L8yePRtWVlaVjmkwGGAwGKTpvLy8mlk5IiJ6Ipk8PC9evAg3NzdYW1tDr9cjJiYGjRs3RkpKCoqLixEQECD1bdGiBRo3bozExET4+/sjMTERbdq0gVarlfoEBgZiwoQJOHfuHDp06FDpmDExMYiOjq6xdfKJWFdjyyb6q5RFI0xdAlG9ZNJjnn5+foiLi0NCQgKWL1+O1NRUdOnSBXfu3EF6ejqsrKyg0WiMnqPVapGeng4ASE9PNwrO8vnl8+4nMjISubm50uPq1avVu2JERPREM+mWZ58+faR/t23bFn5+fvDw8MBXX30FGxubGhtXqVRCqVTW2PKJiOjJVqcuVdFoNGjevDkuXboEnU6HoqIi5OTkGPXJyMiQjpHqdLoKZ9+WT1d2HJWIiKg61KnwzM/Px+XLl9GwYUP4+PjA0tIS+/btk+ZfuHABaWlp0Ov1AAC9Xo+zZ88iMzNT6rNnzx6oVCp4e3vXev1ERFQ/mHS37fTp09G/f394eHjg+vXrmDVrFszNzfHyyy9DrVZjzJgxmDp1KpycnKBSqTBx4kTo9Xr4+/sDAHr37g1vb2+8+uqrWLhwIdLT0zFjxgyEhYVxtywREdUYk4bn77//jpdffhm3b9+Gi4sLnnvuOSQlJcHFxQUAsHjxYpiZmSE4OBgGgwGBgYFYtmyZ9Hxzc3PEx8djwoQJ0Ov1sLOzQ2hoKObMmWOqVSIionrApOH55ZdfPnC+tbU1YmNjERsbe98+Hh4e2LFjR3WXRkREdF916pgnERHR44DhSUREJBPDk4iISCaGJxERkUwMTyIiIpkYnkRERDIxPImIiGRieBIREcnE8CQiIpKJ4UlERCQTw5OIiEgmhicREZFMDE8iIiKZGJ5EREQyMTyJiIhkYngSERHJxPAkIiKSieFJREQkE8OTiIhIJoYnERGRTAxPIiIimRieREREMjE8iYiIZGJ4EhERycTwJCIikqnOhOd7770HhUKByZMnS22FhYUICwuDs7Mz7O3tERwcjIyMDKPnpaWlISgoCLa2tnB1dUVERARKSkpquXoiIqpP6kR4Hj9+HJ988gnatm1r1D5lyhRs374dmzZtwqFDh3D9+nUMHjxYml9aWoqgoCAUFRXh2LFjWLt2LeLi4hAVFVXbq0BERPWIycMzPz8fISEhWLVqFRwdHaX23NxcrF69Gh988AF69OgBHx8frFmzBseOHUNSUhIAYPfu3Th//jw+//xztG/fHn369MHcuXMRGxuLoqIiU60SERE94UwenmFhYQgKCkJAQIBRe0pKCoqLi43aW7RogcaNGyMxMREAkJiYiDZt2kCr1Up9AgMDkZeXh3Pnzt13TIPBgLy8PKMHERFRVVmYcvAvv/wSJ0+exPHjxyvMS09Ph5WVFTQajVG7VqtFenq61OevwVk+v3ze/cTExCA6OvoRqyciovrKZFueV69exZtvvokNGzbA2tq6VseOjIxEbm6u9Lh69Wqtjk9ERI83k4VnSkoKMjMz0bFjR1hYWMDCwgKHDh3CkiVLYGFhAa1Wi6KiIuTk5Bg9LyMjAzqdDgCg0+kqnH1bPl3epzJKpRIqlcroQUREVFUmC8+ePXvi7NmzOH36tPTw9fVFSEiI9G9LS0vs27dPes6FCxeQlpYGvV4PANDr9Th79iwyMzOlPnv27IFKpYK3t3etrxMREdUPJjvm6eDggNatWxu12dnZwdnZWWofM2YMpk6dCicnJ6hUKkycOBF6vR7+/v4AgN69e8Pb2xuvvvoqFi5ciPT0dMyYMQNhYWFQKpW1vk5ERFQ/mPSEoYdZvHgxzMzMEBwcDIPBgMDAQCxbtkyab25ujvj4eEyYMAF6vR52dnYIDQ3FnDlzTFg1ERE96epUeB48eNBo2traGrGxsYiNjb3vczw8PLBjx44aroyIiOj/mPw6TyIioscNw5OIiEgmhicREZFMso955uTk4Pvvv0dmZibKysqM5o0YMaLaCiMiIqqrZIXn9u3bERISgvz8fKhUKigUCmmeQqFgeBIRUb0ga7fttGnTMHr0aOTn5yMnJwfZ2dnSIysrq6ZqJCIiqlNkhee1a9cwadIk2Nra1lQ9REREdZ6s8AwMDMSJEydqqhYiIqLHwkOPeX7zzTfSv4OCghAREYHz58+jTZs2sLS0NOr74osvVn+FREREdcxDw3PgwIEV2iq7/Z1CoUBpaWm1FEVERFSXPTQ8770chYiIqL7jTRKIiIhkkn2ThIKCAhw6dAhpaWkoKioymjdp0qRqK4yIiKiukhWep06dQt++ffHHH3+goKAATk5OuHXrFmxtbeHq6srwJCKiekHWbtspU6agf//+yM7Oho2NDZKSkvDbb7/Bx8cH//nPf2qqRiIiojpFVniePn0a06ZNg5mZGczNzWEwGODu7o6FCxfinXfeqakaiYiI6hRZ4WlpaQkzsz+f4urqirS0NACAWq3G1atXq786IiKiOkjWMc8OHTrg+PHjaNasGbp164aoqCjcunUL69evR+vWrWuqRiIiojpF1pbnggUL0LBhQwDA/Pnz4ejoiAkTJuDmzZtYuXJljRRIRERU18ja8vT19ZX+7erqioSEhGoviIiIqK7jTRKIiIhkeuiWZ4cOHYx+9PpBTp48+cgFERER1XV/68bwRERE9dlDw3PWrFm1UQcREdFjQ/a9bcvl5+dX+MUVlUr1yAURERHVdbJOGEpNTUVQUBDs7OygVqvh6OgIR0dHaDQaODo61lSNREREdYqs8HzllVeQnZ2Nzz77DPv27cP+/fuxf/9+HDhwAPv375c9+PLly9G2bVuoVCqoVCro9Xrs3LlTml9YWIiwsDA4OzvD3t4ewcHByMjIMFpGWloagoKCpJvTR0REoKSkRHYtREREVSVrt+0PP/yAlJQUPP3009UyeKNGjfDee++hWbNmEEJg7dq1GDBgAE6dOoVWrVphypQp+Pbbb7Fp0yao1WqEh4dj8ODBOHr0KACgtLQUQUFB0Ol0OHbsGG7cuIERI0bA0tISCxYsqJYaiYiI7iVry/OZZ56p1nvY9u/fH3379kWzZs3QvHlzzJ8/H/b29khKSkJubi5Wr16NDz74AD169ICPjw/WrFmDY8eOISkpCQCwe/dunD9/Hp9//jnat2+PPn36YO7cuYiNja3wW6NERETVRdaW56efforXX38d165dQ+vWrWFpaWk0v23btn+7kNLSUmzatAkFBQXQ6/VISUlBcXExAgICpD4tWrRA48aNkZiYCH9/fyQmJqJNmzbQarVSn8DAQEyYMAHnzp1Dhw4dKh3LYDDAYDBI03l5eX+7biIiqn9khefNmzdx+fJljBo1SmpTKBQQQkChUKC0tFR2AWfPnoVer0dhYSHs7e2xdetWeHt74/Tp07CysoJGozHqr9VqkZ6eDgBIT083Cs7y+eXz7icmJgbR0dGyayUiIgJkhufo0aPRoUMHfPHFF9BqtVW+89CDPP300zh9+jRyc3OxefNmhIaG4tChQ4+83AeJjIzE1KlTpem8vDy4u7vX6JhERPTkkBWev/32G7755hs89dRT1VaAlZWVtDwfHx8cP34cH330EYYNG4aioiLk5OQYbX1mZGRAp9MBAHQ6Hb7//nuj5ZWfjVvepzJKpRJKpbLa1oGIiOoXWScM9ejRAz/88ENN1QIAKCsrg8FggI+PDywtLbFv3z5p3oULF5CWlga9Xg8A0Ov1OHv2LDIzM6U+e/bsgUqlgre3d43WSURE9ZesLc/+/ftjypQpOHv2LNq0aVPhhKEXX3xR1uCRkZHo06cPGjdujDt37mDjxo04ePAgdu3aBbVajTFjxmDq1KlwcnKCSqXCxIkTodfr4e/vDwDo3bs3vL298eqrr2LhwoVIT0/HjBkzEBYWxi1LIiKqMbLC8/XXXwcAzJkzp8K8v3PCUGZmJkaMGIEbN25ArVajbdu22LVrF3r16gUAWLx4MczMzBAcHAyDwYDAwEAsW7ZMer65uTni4+MxYcIE6PV62NnZITQ0tNL6iIiIqous8Lz3XraPavXq1Q+cb21tjdjYWMTGxt63j4eHB3bs2FGtdRERET0IfwybiIhIJllbng/bHRoVFfVIxRARET0OZIXn1q1bjaaLi4uRmpoKCwsLeHl5MTyJiKhekBWep06dqtCWl5eHkSNHYtCgQdVWFBERUV32yMc8VSoVoqOjMXPmzOqoh4iIqM6rlhOGcnNzkZubWx2LIiIiqvNk7bZdsmSJ0bQQAjdu3MD69evRp0+fai2MiIiorpIVnosXLzaaNjMzg4uLC0JDQxEZGVmthREREdVVssIzNTW1puogIiJ6bFQpPAcPHvzwBVlYQKfToVevXujfv/8jF0ZERFRXVemEIbVa/dCHjY0NLl68iGHDhvF6TyIieqJVactzzZo1VV5gfHw83njjDd6cnYiInljVfm/b5557Dr6+vtW9WCIiojqj2sNTo9Fgy5Yt1b1YIiKiOoO/qkJERCQTw5OIiEgmhicREZFMDE8iIiKZGJ5EREQyMTyJiIhkYngSERHJxPAkIiKSieFJREQkE8OTiIhIJoYnERGRTAxPIiIimUwanjExMXjmmWfg4OAAV1dXDBw4EBcuXDDqU1hYiLCwMDg7O8Pe3h7BwcHIyMgw6pOWloagoCDY2trC1dUVERERKCkpqc1VISKiesSk4Xno0CGEhYUhKSkJe/bsQXFxMXr37o2CggKpz5QpU7B9+3Zs2rQJhw4dwvXr1zF48GBpfmlpKYKCglBUVIRjx45h7dq1iIuL4w9yExFRjanSj2HXlISEBKPpuLg4uLq6IiUlBV27dkVubi5Wr16NjRs3okePHgD+/GHuli1bIikpCf7+/ti9ezfOnz+PvXv3QqvVon379pg7dy7+9a9/Yfbs2bCysqowrsFggMFgkKbz8vJqdkWJiOiJUqeOeebm5gIAnJycAAApKSkoLi5GQECA1KdFixZo3LgxEhMTAQCJiYlo06YNtFqt1CcwMBB5eXk4d+5cpePExMRArVZLD3d395paJSIiegLVmfAsKyvD5MmT0blzZ7Ru3RoAkJ6eDisrK2g0GqO+Wq0W6enpUp+/Bmf5/PJ5lYmMjERubq70uHr1ajWvDRERPclMutv2r8LCwvDjjz/iu+++q/GxlEollEpljY9DRERPpjqx5RkeHo74+HgcOHAAjRo1ktp1Oh2KioqQk5Nj1D8jIwM6nU7qc+/Zt+XT5X2IiIiqk0nDUwiB8PBwbN26Ffv374enp6fRfB8fH1haWmLfvn1S24ULF5CWlga9Xg8A0Ov1OHv2LDIzM6U+e/bsgUqlgre3d+2sCBER1Ssm3W0bFhaGjRs34uuvv4aDg4N0jFKtVsPGxgZqtRpjxozB1KlT4eTkBJVKhYkTJ0Kv18Pf3x8A0Lt3b3h7e+PVV1/FwoULkZ6ejhkzZiAsLIy7ZomIqEaYNDyXL18OAOjevbtR+5o1azBy5EgAwOLFi2FmZobg4GAYDAYEBgZi2bJlUl9zc3PEx8djwoQJ0Ov1sLOzQ2hoKObMmVNbq0FERPWMScNTCPHQPtbW1oiNjUVsbOx9+3h4eGDHjh3VWRoREdF91YkThoiIiB4nDE8iIiKZGJ5EREQyMTyJiIhkYngSERHJxPAkIiKSieFJREQkE8OTiIhIJoYnERGRTAxPIiIimRieREREMjE8iYiIZGJ4EhERycTwJCIikonhSUREJBPDk4iISCaGJxERkUwMTyIiIpkYnkRERDIxPImIiGRieBIREcnE8CQiIpKJ4UlERCQTw5OIiEgmhicREZFMJg3Pw4cPo3///nBzc4NCocC2bduM5gshEBUVhYYNG8LGxgYBAQG4ePGiUZ+srCyEhIRApVJBo9FgzJgxyM/Pr8W1ICKi+sak4VlQUIB27dohNja20vkLFy7EkiVLsGLFCiQnJ8POzg6BgYEoLCyU+oSEhODcuXPYs2cP4uPjcfjwYYwbN662VoGIiOohC1MO3qdPH/Tp06fSeUIIfPjhh5gxYwYGDBgAAFi3bh20Wi22bduG4cOH46effkJCQgKOHz8OX19fAMDSpUvRt29f/Oc//4Gbm1utrQsREdUfdfaYZ2pqKtLT0xEQECC1qdVq+Pn5ITExEQCQmJgIjUYjBScABAQEwMzMDMnJyfddtsFgQF5entGDiIioqupseKanpwMAtFqtUbtWq5Xmpaenw9XV1Wi+hYUFnJycpD6ViYmJgVqtlh7u7u7VXD0RET3J6mx41qTIyEjk5uZKj6tXr5q6JCIieozU2fDU6XQAgIyMDKP2jIwMaZ5Op0NmZqbR/JKSEmRlZUl9KqNUKqFSqYweREREVVVnw9PT0xM6nQ779u2T2vLy8pCcnAy9Xg8A0Ov1yMnJQUpKitRn//79KCsrg5+fX63XTERE9YNJz7bNz8/HpUuXpOnU1FScPn0aTk5OaNy4MSZPnox58+ahWbNm8PT0xMyZM+Hm5oaBAwcCAFq2bIkXXngBY8eOxYoVK1BcXIzw8HAMHz6cZ9oSEVGNMWl4njhxAs8//7w0PXXqVABAaGgo4uLi8NZbb6GgoADjxo1DTk4OnnvuOSQkJMDa2lp6zoYNGxAeHo6ePXvCzMwMwcHBWLJkSa2vCxER1R8mDc/u3btDCHHf+QqFAnPmzMGcOXPu28fJyQkbN26sifKIiIgqVWePeRIREdVVDE8iIiKZGJ5EREQyMTyJiIhkYngSERHJxPAkIiKSieFJREQkE8OTiIhIJoYnERGRTAxPIiIimRieREREMjE8iYiIZGJ4EhERycTwJCIikonhSUREJBPDk4iISCaGJxERkUwMTyIiIpkYnkRERDIxPImIiGRieBIREcnE8CQiIpKJ4UlERCQTw5OIiEgmhicREZFMDE8iIiKZnpjwjI2NRZMmTWBtbQ0/Pz98//33pi6JiIieUE9EeP73v//F1KlTMWvWLJw8eRLt2rVDYGAgMjMzTV0aERE9gZ6I8Pzggw8wduxYjBo1Ct7e3lixYgVsbW3x2Wefmbo0IiJ6AlmYuoBHVVRUhJSUFERGRkptZmZmCAgIQGJiYqXPMRgMMBgM0nRubi4AIC8vr1pqKjXcrZblED1MdX1mawK/B1Rbqut7UL4cIcRD+z724Xnr1i2UlpZCq9UatWu1Wvz888+VPicmJgbR0dEV2t3d3WukRqKaol76uqlLIDK56v4e3LlzB2q1+oF9Hvvw/DsiIyMxdepUabqsrAxZWVlwdnaGQqEwYWX1V15eHtzd3XH16lWoVCpTl0NU6/gdMD0hBO7cuQM3N7eH9n3sw7NBgwYwNzdHRkaGUXtGRgZ0Ol2lz1EqlVAqlUZtGo2mpkokGVQqFf/joHqN3wHTetgWZ7nH/oQhKysr+Pj4YN++fVJbWVkZ9u3bB71eb8LKiIjoSfXYb3kCwNSpUxEaGgpfX1906tQJH374IQoKCjBq1ChTl0ZERE+gJyI8hw0bhps3byIqKgrp6elo3749EhISKpxERHWXUqnErFmzKuxOJ6ov+B14vChEVc7JJSIiIsljf8yTiIiotjE8iYiIZGJ4EhERycTwJCIikonhSSbHn5Oj+uzw4cPo378/3NzcoFAosG3bNlOXRFXA8CST4s/JUX1XUFCAdu3aITY21tSlkAy8VIVMys/PD8888ww+/vhjAH/eHcrd3R0TJ07E22+/beLqiGqXQqHA1q1bMXDgQFOXQg/BLU8ymfKfkwsICJDaHvZzckREdQHDk0zmQT8nl56ebqKqiIgejuFJREQkE8OTTObv/JwcEVFdwPAkk+HPyRHR4+qJ+FUVenzx5+SovsvPz8elS5ek6dTUVJw+fRpOTk5o3LixCSujB+GlKmRyH3/8MRYtWiT9nNySJUvg5+dn6rKIasXBgwfx/PPPV2gPDQ1FXFxc7RdEVcLwJCIikonHPImIiGRieBIREcnE8CQiIpKJ4UlERCQTw5OIiEgmhicREZFMDE8iIiKZGJ5EREQyMTyJCAcPHoRCoUBOTo6pSyF6LDA8ieqQmzdvYsKECWjcuDGUSiV0Oh0CAwNx9OjRahuje/fumDx5slHbs88+ixs3bkCtVlfbOERPMt4YnqgOCQ4ORlFREdauXYumTZsiIyMD+/btw+3bt2t0XCsrK/4MHJEcgojqhOzsbAFAHDx48IF9xowZIxo0aCAcHBzE888/L06fPi3NnzVrlmjXrp1Yt26d8PDwECqVSgwbNkzk5eUJIYQIDQ0VAIweqamp4sCBAwKAyM7OFkIIsWbNGqFWq8X27dtF8+bNhY2NjQgODhYFBQUiLi5OeHh4CI1GIyZOnChKSkqk8QsLC8W0adOEm5ubsLW1FZ06dRIHDhyQ5pcvNyEhQbRo0ULY2dmJwMBAcf369ep9MYlqGHfbEtUR9vb2sLe3x7Zt22AwGCrtM2TIEGRmZmLnzp1ISUlBx44d0bNnT2RlZUl9Ll++jG3btiE+Ph7x8fE4dOgQ3nvvPQDARx99BL1ej7Fjx+LGjRu4ceMG3N3dKx3rjz/+wJIlS/Dll18iISEBBw8exKBBg7Bjxw7s2LED69evxyeffILNmzdLzwkPD0diYiK+/PJLnDlzBkOGDMELL7yAixcvGi33P//5D9avX4/Dhw8jLS0N06dPr46XkKj2mDq9iej/bN68WTg6Ogpra2vx7LPPisjISPHDDz8IIYQ4cuSIUKlUorCw0Og5Xl5e4pNPPhFC/LnlaWtrK21pCiFERESE8PPzk6a7desm3nzzTaNlVLblCUBcunRJ6jN+/Hhha2sr7ty5I7UFBgaK8ePHCyGE+O2334S5ubm4du2a0bJ79uwpIiMj77vc2NhYodVqZb1ORKbGY55EdUhwcDCCgoJw5MgRJCUlYefOnVi4cCE+/fRTFBQUID8/H87OzkbPuXv3Li5fvixNN2nSBA4ODtJ0w4YNkZmZKbsWW1tbeHl5SdNarRZNmjSBvb29UVv5ss+ePYvS0lI0b97caDkGg8Go5nuX+3frIzIlhidRHWNtbY1evXqhV69emDlzJl577TXMmjULb7zxBho2bIiDBw9WeI5Go5H+bWlpaTRPoVCgrKxMdh2VLedBy87Pz4e5uTlSUlJgbm5u1O+vgVvZMgR/VpgeMwxPojrO29sb27ZtQ8eOHZGeng4LCws0adLkby/PysoKpaWl1Vfg/9ehQweUlpYiMzMTXbp0qfblE9UlPGGIqI64ffs2evTogc8//xxnzpxBamoqNm3ahIULF2LAgAEICAiAXq/HwIEDsXv3bly5cgXHjh3Du+++ixMnTlR5nCZNmiA5ORlXrlzBrVu3/tZWaWWaN2+OkJAQjBgxAlu2bEFqaiq+//57xMTE4Ntvv62WMYjqCm55EtUR9vb28PPzw+LFi3H58mUUFxfD3d0dY8eOxTvvvAOFQoEdO3bg3XffxahRo3Dz5k3odDp07doVWq22yuNMnz4doaGh8Pb2xt27d5Gamlpt67BmzRrMmzcP06ZNw7Vr19CgQQP4+/ujX79+1TYGUV2gEDzYQEREJAt32xIREcnE8CQiIpKJ4UlERCQTw5OIiEgmhicREZFMDE8iIiKZGJ5EREQyMTyJiIhkYngSERHJxPAkIiKSieFJREQk0/8DXa/4Pc61GHoAAAAASUVORK5CYII=\n" + }, + "metadata": {} + } + ], + "source": [ + "# Visualisasi sentimen positif dan negatif\n", + "plt.figure(figsize=(5, 3))\n", + "sns.countplot(data=data_clean, x='LABEL')\n", + "plt.title('Visualisasi Sentimen Positif dan Negatif')\n", + "plt.xlabel('Sentimen')\n", + "plt.ylabel('Jumlah')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "0FDS7WJydIIT" + }, + "source": [ + "## 4. Data Preparation\n", + "Pada tahap ini memisahkan data data latih dan data uji" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "h1MOlZ4VdJUI", + "outputId": "021a4841-1db9-4358-d008-d1ff0c95736c" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "x_train = 880\n", + "x_test = 220\n", + "y_train = 880\n", + "y_test = 220\n" + ] + } + ], + "source": [ + "# Memisahkan data menjadi data latih dan data uji\n", + "x = data_clean['KOMENTAR']\n", + "y = data_clean['LABEL']\n", + "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.20, random_state=20) # Disini data dipisah menjadi 10% data testing dan 90 % untuk data training\n", + "\n", + "print(\"x_train = \", len(x_train))\n", + "print(\"x_test = \", len(x_test))\n", + "print(\"y_train = \", len(y_train))\n", + "print(\"y_test = \", len(y_test))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "sO5EG0UPdVI7" + }, + "outputs": [], + "source": [ + "# Menggunakan CountVectorizer untuk mengubah teks menjadi fitur numerik\n", + "vectorizer = CountVectorizer()\n", + "x_train_vec = vectorizer.fit_transform(x_train)\n", + "x_test_vec = vectorizer.transform(x_test)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Ae6AE0ebdYjP" + }, + "outputs": [], + "source": [ + "# Melakukan oversampling menggunakan SMOTE pada data latih\n", + "smote = SMOTE(random_state=20)\n", + "x_train_resampled, y_train_resampled = smote.fit_resample(x_train_vec, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 333 + }, + "id": "Q3YNIy2JddU0", + "outputId": "c8ec985f-180c-48dc-b23e-dc1f4b0f749e" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "# Mengubah data menjadi seimbang\n", + "sentimen_counts = y_train_resampled.value_counts()\n", + "\n", + "plt.figure(figsize=(5, 3))\n", + "plt.bar(sentimen_counts.index, sentimen_counts.values)\n", + "plt.xlabel('Sentimen')\n", + "plt.ylabel('Jumlah')\n", + "plt.title('Visualisasi Sentimen Menggunakan SMOTE')\n", + "plt.xticks(sentimen_counts.index, ['0', '1'])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "P-VtsURhdiUr" + }, + "source": [ + "## 5. Modeling" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 74 + }, + "id": "dqaSvNY-djOk", + "outputId": "2cf6314c-692b-4b2b-8dcf-fcfa25e263d6" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "MultinomialNB()" + ], + "text/html": [ + "
MultinomialNB()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ] + }, + "metadata": {}, + "execution_count": 30 + } + ], + "source": [ + "# Inisialisasi model naive bayes classifier\n", + "naive_bayes = MultinomialNB()\n", + "naive_bayes.fit(x_train_resampled, y_train_resampled)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "VAtMei-BdmT0" + }, + "outputs": [], + "source": [ + "# Menampilkan hasil prediksi nilai y dari x_test\n", + "y_pred = naive_bayes.predict(x_test_vec)\n", + "#y_pred" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Uu5pQdLa5NkQ" + }, + "outputs": [], + "source": [ + "# Menampilkan hasil prediksi probabilitas\n", + "#naive_bayes.predict_proba(x_test_vec)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 410 + }, + "id": "orJa97YJcdHN", + "outputId": "4015dde0-08c5-40a6-f078-3cfca9206a4f" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "#Menguji kinerja model\n", + "from sklearn.metrics import confusion_matrix\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "cm = confusion_matrix(y_test, y_pred)\n", + "\n", + "plt.figure(figsize=(6, 4))\n", + "sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', xticklabels=['Negatif', 'Positif'], yticklabels=['Negatif', 'Positif'])\n", + "plt.xlabel('Prediksi')\n", + "plt.ylabel('Aktual')\n", + "plt.title('Confusion Matrix')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "COppEOyMdo2K", + "outputId": "cf70e59e-b82f-4eb2-c686-dbb4c69457d8" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Akurasi Model Naive Bayes : 89.09%\n", + "Akurasi Model Naive Bayes : 0.8909090909090909\n", + "\n", + "Laporan Klasifikasi :\n", + " precision recall f1-score support\n", + "\n", + " Negatif 0.86 0.92 0.89 103\n", + " Positif 0.93 0.86 0.89 117\n", + "\n", + " accuracy 0.89 220\n", + " macro avg 0.89 0.89 0.89 220\n", + "weighted avg 0.89 0.89 0.89 220\n", + "\n" + ] + } + ], + "source": [ + "# Evaluasi Model\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "classification_rep = classification_report(y_test, y_pred, target_names=['Negatif', 'Positif'])\n", + "\n", + "# Mencetak laporan akurasi\n", + "print('Akurasi Model Naive Bayes :', '{:.2f}%'.format(accuracy * 100))\n", + "print(\"Akurasi Model Naive Bayes :\", accuracy)\n", + "print(\"\\nLaporan Klasifikasi :\\n\", classification_rep)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "f6_UKwz_dx02", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "7be81589-4d56-49a1-d721-d8386679e506" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Masukkan teks baru: bagus\n", + "Hasil Analisis Sentimen untuk Teks Baru : Positif\n" + ] + } + ], + "source": [ + "new_text = input(\"\\nMasukkan teks baru: \")\n", + "new_text_vec = vectorizer.transform([new_text])\n", + "predicted_sentimen = naive_bayes.predict(new_text_vec)\n", + "\n", + "if predicted_sentimen[0] == 1:\n", + " sentiment_label = \"Positif\"\n", + "elif predicted_sentimen[0] == 0:\n", + " sentiment_label = \"Negatif\"\n", + "\n", + "print(\"Hasil Analisis Sentimen untuk Teks Baru :\", sentiment_label)" + ] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file