From 90c86f862278b098af165bb5482d416c777b14d1 Mon Sep 17 00:00:00 2001 From: MOHAMMAD RIZALDI Date: Tue, 4 Jun 2024 12:51:41 +0700 Subject: [PATCH] Upload files to "/" --- Analisis_Sentimen_Wisata.ipynb | 4524 ++++++++++++++++++++++++++++++++ 1 file changed, 4524 insertions(+) create mode 100644 Analisis_Sentimen_Wisata.ipynb diff --git a/Analisis_Sentimen_Wisata.ipynb b/Analisis_Sentimen_Wisata.ipynb new file mode 100644 index 0000000..77bd997 --- /dev/null +++ b/Analisis_Sentimen_Wisata.ipynb @@ -0,0 +1,4524 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "_ycnqBkwZNnB" + }, + "source": [ + "## **ANALISIS SENTIMEN REVIEW PENGUNJUNG DESA WISATA TIRTA AGUNG MENGGUNAKAN METODE NAIVE BAYES CLASSIFIER**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "qGR0UlNqZH8h", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "c29758c5-cdcb-48f2-f7f2-57f5d403a9ad" + }, + "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", + "Requirement already satisfied: Sastrawi in /usr/local/lib/python3.10/dist-packages (1.0.1)\n" + ] + } + ], + "source": [ + "!pip install Wordcloud\n", + "!pip install Sastrawi\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import re\n", + "import nltk\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 #Membagian data\n", + "from sklearn.metrics import accuracy_score,classification_report #Evaluasi Model\n", + "from sklearn.naive_bayes import MultinomialNB #Model\n", + "from wordcloud import WordCloud, STOPWORDS\n", + "from sklearn.metrics import confusion_matrix #Menguji Kinerja Model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "7C5KgMnkaFpv", + "outputId": "f812c9c8-e5ac-4020-dc4d-4426a21ffb68" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " No Komentar Label Wisata\n", + "0 1 Tempatnya Bagus. Dan indah. Cocok buat bersant... Positif Tirta Agung\n", + "1 2 Tempat yang nyaman untuk rekreasi keluarga. Ko... Positif Tirta Agung\n", + "2 3 Lokasi di pedesaan dengan nuansa alami, meski ... Netral Tirta Agung\n", + "3 4 Buat orang kota yang bosen liat gedung, ini me... Netral Tirta Agung\n", + "4 5 kulinernya masih kurang pilihannya Negatif Tirta Agung" + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
NoKomentarLabelWisata
01Tempatnya Bagus. Dan indah. Cocok buat bersant...PositifTirta Agung
12Tempat yang nyaman untuk rekreasi keluarga. Ko...PositifTirta Agung
23Lokasi di pedesaan dengan nuansa alami, meski ...NetralTirta Agung
34Buat orang kota yang bosen liat gedung, ini me...NetralTirta Agung
45kulinernya masih kurang pilihannyaNegatifTirta Agung
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "variable_name": "data", + "summary": "{\n \"name\": \"data\",\n \"rows\": 1150,\n \"fields\": [\n {\n \"column\": \"No\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 332,\n \"min\": 1,\n \"max\": 1150,\n \"num_unique_values\": 1150,\n \"samples\": [\n 175,\n 753,\n 468\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Komentar\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1090,\n \"samples\": [\n \"kotor banget\",\n \"Kolamnya kurang luas dan jelek banget\",\n \"Saya merasa terinspirasi dengan komitmen pengelola tempat ini dalam melestarikan lingkungan dan budaya lokal.\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Label\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"Positif\",\n \"Netral\",\n \"Negatif\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Wisata\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 6,\n \"samples\": [\n \"Tirta Agung\",\n \"Navara WaterPark\",\n \"Kolam Renang Tasnan\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 22 + } + ], + "source": [ + "# Import Data Dari Google Drive\n", + "data = pd.read_excel('/content/drive/MyDrive/Data/dataset_wisata 3.xlsx')\n", + "data.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "tbfUBS9WamkS" + }, + "source": [ + "## 1. 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": "d0425e3f-ada9-4999-8247-a8fe72607921" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "No int64\n", + "Komentar object\n", + "Label object\n", + "Wisata object\n", + "dtype: object" + ] + }, + "metadata": {}, + "execution_count": 23 + } + ], + "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": "c877aa3a-15f0-4f52-a7be-144f84b9d0fa" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(1150, 4)" + ] + }, + "metadata": {}, + "execution_count": 24 + } + ], + "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": "e9ff3fe5-c44f-4276-ad83-7071b1c2c970" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "RangeIndex: 1150 entries, 0 to 1149\n", + "Data columns (total 4 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 No 1150 non-null int64 \n", + " 1 Komentar 1150 non-null object\n", + " 2 Label 1150 non-null object\n", + " 3 Wisata 1150 non-null object\n", + "dtypes: int64(1), object(3)\n", + "memory usage: 36.1+ KB\n", + "None\n", + "Positif 548\n", + "Negatif 490\n", + "Netral 112\n", + "Name: Label, dtype: int64\n", + "Tirta Agung 350\n", + "Kolam Renang WOW 202\n", + "Kolam Renang Tasnan 177\n", + "Navara WaterPark 155\n", + "Kolam Renang Al-Amin 144\n", + "Kolam Renang Kharisma 122\n", + "Name: Wisata, dtype: int64\n" + ] + } + ], + "source": [ + "# Mengetahui isi data secara rinci\n", + "print(data.info())\n", + "print(data['Label'].value_counts())\n", + "print(data['Wisata'].value_counts())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "4V5J1x6za9R0", + "outputId": "c7509dcc-f750-4f22-c961-779f5cb84fb6" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "No 0\n", + "Komentar 0\n", + "Label 0\n", + "Wisata 0\n", + "dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 26 + } + ], + "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": "befff425-7ed0-449d-e449-ab27d90a3b65" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 27 + } + ], + "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": "d4e965a6-6941-4068-997a-79dca1dcf88f" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " No Komentar Label Wisata\n", + "0 1 Tempatnya Bagus. Dan indah. Cocok buat bersant... Positif Tirta Agung\n", + "1 2 Tempat yang nyaman untuk rekreasi keluarga. Ko... Positif Tirta Agung\n", + "2 3 Lokasi di pedesaan dengan nuansa alami, meski ... Netral Tirta Agung\n", + "3 4 Buat orang kota yang bosen liat gedung, ini me... Netral Tirta Agung\n", + "4 5 kulinernya masih kurang pilihannya Negatif Tirta Agung" + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
NoKomentarLabelWisata
01Tempatnya Bagus. Dan indah. Cocok buat bersant...PositifTirta Agung
12Tempat yang nyaman untuk rekreasi keluarga. Ko...PositifTirta Agung
23Lokasi di pedesaan dengan nuansa alami, meski ...NetralTirta Agung
34Buat orang kota yang bosen liat gedung, ini me...NetralTirta Agung
45kulinernya masih kurang pilihannyaNegatifTirta Agung
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "variable_name": "data", + "summary": "{\n \"name\": \"data\",\n \"rows\": 1150,\n \"fields\": [\n {\n \"column\": \"No\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 332,\n \"min\": 1,\n \"max\": 1150,\n \"num_unique_values\": 1150,\n \"samples\": [\n 175,\n 753,\n 468\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Komentar\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1090,\n \"samples\": [\n \"kotor banget\",\n \"Kolamnya kurang luas dan jelek banget\",\n \"Saya merasa terinspirasi dengan komitmen pengelola tempat ini dalam melestarikan lingkungan dan budaya lokal.\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Label\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"Positif\",\n \"Netral\",\n \"Negatif\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Wisata\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 6,\n \"samples\": [\n \"Tirta Agung\",\n \"Navara WaterPark\",\n \"Kolam Renang Tasnan\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 28 + } + ], + "source": [ + "# Menampilkan 5 data teratas\n", + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "Gc5AQSlibJPi", + "outputId": "5f69a3ac-69af-48ce-a3f5-b5acdb0e7a7a" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " No Komentar Label Wisata\n", + "0 1 tempatnya bagus. dan indah. cocok buat bersant... Positif Tirta Agung\n", + "1 2 tempat yang nyaman untuk rekreasi keluarga. ko... Positif Tirta Agung\n", + "2 3 lokasi di pedesaan dengan nuansa alami, meski ... Netral Tirta Agung\n", + "3 4 buat orang kota yang bosen liat gedung, ini me... Netral Tirta Agung\n", + "4 5 kulinernya masih kurang pilihannya Negatif Tirta Agung" + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
NoKomentarLabelWisata
01tempatnya bagus. dan indah. cocok buat bersant...PositifTirta Agung
12tempat yang nyaman untuk rekreasi keluarga. ko...PositifTirta Agung
23lokasi di pedesaan dengan nuansa alami, meski ...NetralTirta Agung
34buat orang kota yang bosen liat gedung, ini me...NetralTirta Agung
45kulinernya masih kurang pilihannyaNegatifTirta Agung
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "variable_name": "data", + "summary": "{\n \"name\": \"data\",\n \"rows\": 1150,\n \"fields\": [\n {\n \"column\": \"No\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 332,\n \"min\": 1,\n \"max\": 1150,\n \"num_unique_values\": 1150,\n \"samples\": [\n 175,\n 753,\n 468\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Komentar\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1085,\n \"samples\": [\n \"tempatnya asri, murah, kamar mandi banyak.\",\n \"tempat sejuk alami\",\n \"kolam renang murah meriah disukai oleh anak-anak\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Label\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"Positif\",\n \"Netral\",\n \"Negatif\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Wisata\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 6,\n \"samples\": [\n \"Tirta Agung\",\n \"Navara WaterPark\",\n \"Kolam Renang Tasnan\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 29 + } + ], + "source": [ + "# mengubah teks menjadi lower\n", + "data['Komentar'] = data['Komentar'].str.lower()\n", + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "24moj5rVbNrk", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "outputId": "39e1e515-c4d5-40de-906f-63790e45fd93" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " No Komentar Label Wisata\n", + "0 1 tempatnya bagus. dan indah. cocok buat bersant... Positif Tirta Agung\n", + "1 2 tempat yang nyaman untuk rekreasi keluarga. ko... Positif Tirta Agung\n", + "2 3 lokasi di pedesaan dengan nuansa alami, meski ... Netral Tirta Agung\n", + "3 4 buat orang kota yang bosen lihat gedung, ini m... Netral Tirta Agung\n", + "4 5 kulinernya masih kurang pilihannya Negatif Tirta Agung" + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
NoKomentarLabelWisata
01tempatnya bagus. dan indah. cocok buat bersant...PositifTirta Agung
12tempat yang nyaman untuk rekreasi keluarga. ko...PositifTirta Agung
23lokasi di pedesaan dengan nuansa alami, meski ...NetralTirta Agung
34buat orang kota yang bosen lihat gedung, ini m...NetralTirta Agung
45kulinernya masih kurang pilihannyaNegatifTirta Agung
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "variable_name": "data", + "summary": "{\n \"name\": \"data\",\n \"rows\": 1150,\n \"fields\": [\n {\n \"column\": \"No\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 332,\n \"min\": 1,\n \"max\": 1150,\n \"num_unique_values\": 1150,\n \"samples\": [\n 175,\n 753,\n 468\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Komentar\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1084,\n \"samples\": [\n \"\\ud83d\\udc4d sudah nambah 1 kolam + waterboomnya. anak jadi tmbh betah, tapi khusus 10 th kebawah yaa.... \\u2026\",\n \"tempat sejuk alami\",\n \"akses menuju lokasi rusak parah\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Label\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"Positif\",\n \"Netral\",\n \"Negatif\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Wisata\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 6,\n \"samples\": [\n \"Tirta Agung\",\n \"Navara WaterPark\",\n \"Kolam Renang Tasnan\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 30 + } + ], + "source": [ + "# Normalisasi untuk mengubah kata yang tidak terdeteksi kamus bahasa indonesia menjadi kata yang mudah terdeteksi dengan tujuan untuk meningkatkan performa model\n", + "norm = {\" jd \" : \" jadi \", \" gw \" : \" aku \", \" hr \" : \" hari \", \" brp \": \" berapa \", \" yg \" : \" yang \", \" dri \" : \" dari \",\" dgn \" : \" dengan \", \" tpi \" : \" tapi \", \" bgus \" : \" bagus \", \" airx \" : \" airnya \", \" kolamx \" : \" kolamnya \", \" tempatx \" : \" tempatnya \", \" t4 \" : \" tempat \", \" dech \" : \" deh \", \" lain2 \" : \" lain \", \" teman2 \" : \" teman \", \" anak2 \" : \" anak \", \" ngaco \" : \" sembarangan \" , \" kwalitas \" : \" kualitas \", \" blom \" : \" belum \", \" org \" : \" orang \", \" tdk \" : \" tidak \", \" n \" : \" dan \", \" tp \" : \" tapi \", \" jg \" : \" juga \", \" bgt \" : \" banget \", \" bgs \" : \" bagus \", \" dlm \" : \" dalam \", \" d \" : \" di \", \" bnyk \" : \" banyak \", \" hrga \" : \" harga \", \" sm \" : \" sama \", \" dsb \" : \" dan sebagainya \", \" sdh \" : \" sudah \", \" k \" : \" ke \", \" lg \" : \" lagi \", \" htm \" : \" harga tiket masuk \", \" sdr \" : \" saudara \", \" utk \" : \" untuk \", \" tempatx \" : \" tempatnya \", \" klrga \" : \" keluarga \", \" liat \" : \" lihat \" }\n", + "\n", + "def normalisasi(str_text):\n", + " for i in norm:\n", + " str_text = str_text.replace(i, norm[i])\n", + " return str_text\n", + "\n", + "data['Komentar'] = data['Komentar'].apply(lambda x: normalisasi(x))\n", + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "bO-ud9eBbRBs", + "outputId": "7df53411-f9c1-4ea7-beb5-e1042a794d0c" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " No Komentar Label Wisata\n", + "0 1 tempatnya bagus. indah. cocok buat bersantai m... Positif Tirta Agung\n", + "1 2 tempat nyaman rekreasi keluarga. kolam renang ... Positif Tirta Agung\n", + "2 3 lokasi pedesaan nuansa alami, meski akses jala... Netral Tirta Agung\n", + "3 4 buat orang kota bosen lihat gedung, menarik si... Netral Tirta Agung\n", + "4 5 kulinernya kurang pilihannya Negatif Tirta Agung" + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
NoKomentarLabelWisata
01tempatnya bagus. indah. cocok buat bersantai m...PositifTirta Agung
12tempat nyaman rekreasi keluarga. kolam renang ...PositifTirta Agung
23lokasi pedesaan nuansa alami, meski akses jala...NetralTirta Agung
34buat orang kota bosen lihat gedung, menarik si...NetralTirta Agung
45kulinernya kurang pilihannyaNegatifTirta Agung
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "variable_name": "data", + "summary": "{\n \"name\": \"data\",\n \"rows\": 1150,\n \"fields\": [\n {\n \"column\": \"No\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 332,\n \"min\": 1,\n \"max\": 1150,\n \"num_unique_values\": 1150,\n \"samples\": [\n 175,\n 753,\n 468\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Komentar\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1082,\n \"samples\": [\n \"tempat sejuk alami\",\n \"tempat bilas mungkin harus diperbaiki\",\n \"kolam renangnya keramiknya banyak rusak, jadi banyak perenang kakinya sobek krn pecahan keramin...\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Label\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"Positif\",\n \"Netral\",\n \"Negatif\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Wisata\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 6,\n \"samples\": [\n \"Tirta Agung\",\n \"Navara WaterPark\",\n \"Kolam Renang Tasnan\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 31 + } + ], + "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": "8421870b-19a7-4b70-c099-a9ddf5d8af92" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0 [tempatnya, bagus., indah., cocok, buat, bersa...\n", + "1 [tempat, nyaman, rekreasi, keluarga., kolam, r...\n", + "2 [lokasi, pedesaan, nuansa, alami,, meski, akse...\n", + "3 [buat, orang, kota, bosen, lihat, gedung,, men...\n", + "4 [kulinernya, kurang, pilihannya]\n", + " ... \n", + "1145 [tempat, parkir, cukup, terbatas, sekitar, tem...\n", + "1146 [tempat, memiliki, beragam, kegiatan, cocok, s...\n", + "1147 [terkesan, keramahan, penduduk, lokal, memberi...\n", + "1148 [pemandangan, sekitar, tempat, sangatlah, mena...\n", + "1149 [banyak, spot, foto, instagramable, sekitar, t...\n", + "Name: Komentar, Length: 1150, dtype: object" + ] + }, + "metadata": {}, + "execution_count": 32 + } + ], + "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": "b77f75b9-7d3f-429a-e56b-8b23a56509b5" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "tempat bagus indah cocok buat santa cari tenang tempat asri satu alam\n", + "tempat nyaman rekreasi keluarga kolam renang langsung mata air sangat jernih\n", + "lokasi desa nuansa alami meski akses jalan kurang baik fasilitas cukup lengkap\n", + "buat orang kota bosen lihat gedung tarik sih hawa dingin banget tidak saran buat dateng sore pas musim hujan\n", + "kuliner kurang pilih\n", + "tempat wisata buat keluarga ken suasana alam harga jangkau di tirta agung aja gaes tempat asyik banget loh kolam renang anak gazebo kantin cafe buka khusus sore-malam spot foto2nya sangat indah harga tiket masuk makan minum sangat murah banget rasa makan minum te ou pe \n", + "tempat nyaman healing sama keluarga\n", + "destinasi wisata sudut kota tape bondowoso tepat desa sukosari jalur arah mau daki gunung raung jalur lama air kolam renang langsung sumber mata air gunung raung jamin gak pedih mata tambah bonus pandang alam sawah desa jadi bikin libur kamu makin asyik htm 5k parkir motor 2k parkir mobil 5k\n", + "halo semua sini akan jelas detail desa wisata tirta agung rupa desa wisata rekomendasi wajib kunjung wisata fasilitas semua lengkap mushola kamar mandi kantin tempat makan gazebo aula kolam renang homestay cafe nuansa alam tempat parkir lumayan luas iya kolam renang sini 2 tipe anak anak orang dewasa bersih tempat cukup bersih sampah sera beberapa tempat sampah unjung tidak buang sampah sembarang desa wisata cocok banget jadi desa plus sarana didik mahasiswa sarana teliti untuk kembang desa jadi kembang baik masyarakat kelola perangkat desa desa rekomendasi banget untuk healing manja acara piknik keluarga dapat banyak ilmu desa ini harap desa bisa suatu bisa kembang pesat\n", + "wisata asri tepat bawah kaki gunung raung\n", + "air kolam sering sedikit jadi puas mandi\n", + "murah sejuk suasana sangat rindu banyak orang tinggal kota besar akses tidak terlalu buruk meski jauh kota untuk santai sangat sejuk mungkin sedia cottage orang bisa malam nikmat suasana desa lebih lama\n", + "tempat enak buat spending time sama keluarga view bagus harga murah cuma kolam kurang bersih dasar\n", + "tempat bagus tiket masuk cuma rp 2 000 - renang rp 2 000 - masuk sangat murah refreshing keluarga biaya jangkau udara segar jauh polusi dekat sawah main ikan puas sedekah beri makan mereka cuma akses tuju lokasi kalau lewat sokosari sekitar 300 m dekat lokasi jalan rusak kalau kalau lewat polsek sumber wringin jalan mulus semua moga makin rame cantik terus kembang\n", + "tirta agung bondowoso tiket cukup rp 2000 parkir mobil rp 5000 akses jalan masuk lalu mobil tempat nyaman waktu kesana kolam renang sedang renovasi menu makan cukup murah pas kesana menu ikan bakar sedia seluruh tempat bagus rekomendasi yang mau wisata alam buka\n", + "lumayan lah buat libur sama keluarga lebih bagus kalau bersih area makin tingkat kan tempat sampah banyak\n", + "tempat wisata manfaat energi alam sekitar depan mungkin fasilitas kamar mandi toilet perlu benah lain cukup muas swimming pool nya sirkulasi air segar kaporit cafe kini instagramable gazebo nyaman udara bersih sejuk meski sederhana cukup buat suasana penat jadi refresh\n", + "suasana oke banget enak lah kalo buat piknik bareng keluarga cuma kalo udah rame bgt gak dapet tempat buat duduk sama 1 lagi untuk kolam sih kemaren pas kesana kolam kotor bgt kolam anak keramik pecah kmaren sempet anak kena lutut darah baik biar gak ada jadi rupa\n", + "tempat mantul ngopi asyik lihat ikan rasa angin sawah monggo rapat \n", + "firstly niat sih ken nikmatin tempat wisata kampung sendiri sih ya eh pas nyampe lokasi service layan gak banget mulai parkir ga dijagain ujuk mas dateng malakin duit parkir ama ticket entrance ini sih no problem ya secondly sen makan minum astaga ngantrinya hampir jam antri doang hellow eh pas nyatet sendiri menu pesenannnya awal antri -2 nih istilah sebut malah diduluin belakang aing wkwkkwk lucu puolll kira diri hampir jam cuma kek patung manekin kali ya thirtly adek aing rencana mo renang malah tiap kesana kuras mulu ga isi air kolam jujur kecewa banget better you improve your service in the future deh ya overall udah bagus kok thanks in advance\n", + "tempat nyaman luas suasana santai buka 24 jam tiket masuk jangkau cafenya tutup jam 17 00 makan makan berat camil harga nya jangkau meski agam tuju tempat belum bagus jalan ke depan bangun kolam renang kolam pancing tempat kelola desa tempat tempat parkir batas\n", + "parkir aman boleh bawa makan sendiri orang ramah ramah kolam renang aman air dingin meski siang hari\n", + "tempat wisata lumayan asik buat anak kalau buat teman remaja mending sore aja datengnya nikmat senja kala senja \n", + "benah cukup bagus view bagus parkir meski dalam benah lain bagus\n", + "tempat sejuk unik ikan banyak bagus tiket masuk murah riah rute mudah cari maps\n", + "tempatnnya lumayan suasana alam desa sejuk rupa aset wisata daerah manfaat cuma jalan masuk lokasi kurang dukung utama kendara roda 4 bila papas extra hati hati sempit perlu perhati wenang\n", + "butuh banyak benah utama kerapihan bersih\n", + "tempat nyaman buat dan keluarga\n", + "tempat cukup indah bagus kolam renang\n", + "tempat bagus sekali kumpul sama keluarga tempat sangat sejuk mata tambah kolam ikan hias mandi nya mantap\n", + "tempat nya sangat bagus nyaman harga tiket msuk murah riah pokok nya recomended banget deh\n", + "tempat bagus pas kesini acara jadi bisa ambil foto bebas terlalu rame\n", + "kolam mulai kotor entah karna lumut kotor hujan\n", + "dekat sama rumah jadi kesini tiap hari dalam proses bangun lain2 tempat nyaman bersih minim jual\n", + "kolam dewasa kotor lumut ada rawat bersih\n", + "tempat bagus waktu kesana sudah kolam renang nya ngelihat anak kecil menuhin kolam canda ria bikin hati jadi bahagia saran nextnya kolam renang nya tambah biar gak desek an kalau penuh happy holiday\n", + "tempat tepat santai bareng keluarga lepas penat rutinitas kerja akhir pekan cuma kuliner perlu variasi lebih kopi arabica nya mantap \n", + "tempat nyaman bagus santa sama teman keluarga\n", + "kolam kotor perlu rawat kala\n", + "kolam renang anak nanti ayo libur sini\n", + "jalan tuju gazebo apung rusak banyak patah saja\n", + "sangat senang di tahun 2022 tirta masuk kategori 50 besar akademi desa wisata indonesia\n", + "tempa bagus sejuk sarana kamar mandi tempat ganti musolla cukup tidak tutup mungkin kembang lagi yang selalu ingat bersih selalu tetap jaga moga depan tirta agung tambah baik lebih baik lagi yang perlu benah akses jalan tuju tirta agung tunjuk arah sekali sukses terus tirta agung jangan segan minta bantu perintah daerah utama dinas pariwisata semangat semangat semangat\n", + "tempat renang cocok keluarga air dingin sayang lumut\n", + "tirta agung rupa tempat wisata letak desa sukosari lor dahulu tirta agung buah sawah tanam sayur mayur tirta agung nyaman tempat kumpul giat extra renang pokok bakal seru dehhh ayooo berkunjunggg\n", + "kolam renang kotor\n", + "bagus masya allah tempat sejuk dingin asri\n", + "kolam kotor lumut\n", + "tempat lumayan asyik buat anak renang\n", + "cocok banget buat rapat acara bagai\n", + "layan cukup bagus ramah muas\n", + "udara bersih sejuk suka banget\n", + "tempat enak nikmat suasana pagi ngopi pagi\n", + "indah tempat kalau senja tiba lebih indah\n", + "kamar mandi toilet bambu bau pesing banyak sampah sera dekat gazebo kelola sedia tempat sampah tiap pondok gazebo arah menghimbau wisatawan tidak buang sampah sembarang sangat sayang saya tempat indah sejuk jauh dari hirup pikuk kota ganggu kondisi tempat kotor kamar mandi bau pesing tingkat layan\n", + "objek desa wisata cukup rame kunjung warga tempat nyaman buat santa keluarga\n", + "tempat sejuk alami\n", + "parkir ga terlalu luas jual makan sedikit datang sore udah habis mending bawa rumah\n", + "wisata desa enak keluarga\n", + "tempat sejuk nyaman buat santa\n", + "bagus tempat nya keren mulai kembang cuma sedia ban bebe anak anak renang biar lebih lengkap\n", + "istimewa buat tempat nongkrong ngopi suasana landscape dukung\n", + "menu makan sering kosong\n", + "tempat nyaman enak buat ngumpul ngumpul sama keluarga temen rekan kerja dan menu makan a jugak lengkap ta lupa pandang a sangat bagus sejuk ehh satu lengkap sama kolam rennangnya air a ngalir langsung gunung asli\n", + "bagus buat destinasi wisata variasi warna ikannnya perlu tambah\n", + "salah satu potensi wisata kreatif bondowoso saat kelola cukup baik warga sekitar harga tiket standar beberapa bisa nikmat sana wisata kolam renang kolam koi pondok santai flying fox snack ringan baru tempat ngopi sore yang santai kala senja sering tempat dan gak bosennya moga bsa kembang lebih baik lagi\n", + "air dingin tempat alami seger mungkin banyak baik kena banjir beberapa waktu lalu \n", + "kolam kurang rawat\n", + "pandang bagus natural udara segar kuliner agam\n", + "pandang sangat alami kolam alami\n", + "kolam kotor sekali banyak lumut lantai licin jarang bersih satu yang kurang banyak tempat sampah tiap gazebo\n", + "banyak sampah kolam ikan untuk tempat makan menu makan kurang banyak\n", + "wisata desa benar benar asri bikin betah\n", + "tempat bagus cocok buat keluarga dar libur\n", + "tahap kembang yang laku sana kurang variasi lebih cocok jadi rumah makan\n", + "sangat bagus tempat sangat keren karna letak ada tengah sawah dan cocok buat tempat santai hirup udara segar\n", + "kolam renang kotor banyak lumut\n", + "tempat mandi asri sejuk ada camat sumber wringin bondowoso pandang sangat dingin mata jauh mata pandang warna hijau pohon areal sawah layan ramah harga tiket masuk murah tempat parkir luas untuk makan camil harga standard kita renang juga makan gazebo beri makan ikan kolam gazebonya ada atas kolam \n", + "tempatx kurang rawat\n", + "alam tentang tempat lumayan muas dapat kolam renang bagi jadi 2 bagi balita anak dapat kolam ikan pinggir dapat pondok unjung nikmat pandang nikmat makan tempat sebut saran tempat wisata perlu tingkat untuk bangun area sekitar karna banyak lahan kosong samping area kolam yng jadi taman bersih air kolam tingkat\n", + "relatif baru jarak tempuh lokasi lumayan jauh akses jalan beberapa tanah di awal2 masuk kawasan jalan lokasi sangat indah kebun tebu jalan kelok suasana bersih hijau kolam renang belum bening air nya fasilitas warung mck pada\n", + "tangan sampah kurang\n", + "sungguh asyik wisata kampung wisata tirta agung \n", + "tempat cocok santa nikmat udara sejuk gunung\n", + "menu makan sering kosong\n", + "tempat asri nyaman santa refreshing\n", + "tempat bagus layan bagus moga di tingkat lagi pelayananya moga ramah sama unjung beli makan\n", + "suasana desa cocok kesini pas sore hari udara segar kolam dingin\n", + "tempat nyaman htm sangat2 jangkau apalagi sodara orang asli situ free bayar parkir doang bisa sen kopi arabika asli dr bondowoso kenal gak nyesel dah situ\n", + "kamar mandi kurang rawat\n", + "lokasi sangat sesuai kumpul sama keluarga fasilitas parkir tempat makan pada waktu sesuai kunjung sore hari nikmat sunset sembari nikmat kudap memang piliham baik\n", + "tempat adem bagus pandang alami nya cocok tempat tenang diri pun lepas penat\n", + "wisata alam tirta agung desa sukosari kidul kec sukosari kab bondowoso jawa timur indonesia sangat asri nyaman jadi tempat kunjung wisata keluarga sejuk indah view nya dapat jangkau kendara roda empat bus kecil jauh kota tape bondowoso \n", + "bagus asri kamar mandi bersih air kolam alami kaporit gazebo kolam ikan bagus\n", + "bagus udara segar view sunset sawah sedia kolam ikan renang\n", + "bagus buat foto biaya masuk a murah banget aman kantong ajar pokok a bagus banget\n", + "tarik gak perlu jauh2 ngajak anak wisata\n", + "tempat wisata air baru kota bondowoso seperti dalam baik andai promosi tepat yakin tempat bakal rame unjung\n", + "tempat asri dingin jual makan juga saran beri daftar harga bersih kamar mandi jaga\n", + "tempat sejuk dan nyaman buat santai \n", + "tempat sampah kurang banyak\n", + "air sumber dingin emang gak tanding tambah suasana sunsetnya\n", + "warung tutup semua tempat kotor\n", + "bagus pandang mandi\n", + "banyak sampah sera\n", + "layan kurang ramah unjung\n", + "tempatx kumuh\n", + "harga tiket masuk per orang rp 2 000 pandang instagramable harga makan standar porsi banyak\n", + "tempat sejuk cocok hilang jenuh\n", + "suka renang view pandang alam alami yuk mampir tirta agung sunberwringin\n", + "tempat bagus suasana tenang akses sedikit susah ada beberapa jalan yang rusak\n", + "nyaman kumpul keluarga\n", + "keramik nya banyak pecah sangat bahaya unjung\n", + "cocok buat anak senja\n", + "kurang bersih rawat fasilitas\n", + "wisata alam seru\n", + "operator sering nyala music keras lalu speker buat unjung kalau bicara keras ganggu unjung sedeng terima telp \n", + "asik tempatx alami bingit air dingin dr sumber mata air asli\n", + "wisata tirta agung sepi lingkunganya tetap bersih indah\n", + "murah tidak murah layan muas\n", + "tirta agung sangat bagus indah damai aman walaupun datang musim hujan\n", + "wisata kolam renang paling tarik\n", + "air kolam kurang bersih kurang perhati\n", + "layan kurang baik\n", + "tempat sejuk enak anak keluarga harga sangat sahabat\n", + "nyaman ni tempat buat kumpul main sama temen\n", + "tempat makan suasana desa\n", + "banyak sampah sekitar kolam renang\n", + "pas banget refresing keluarga udara sejuk segar jauh hiruk pikuk suasana desa banget \n", + "speker putar lagu india buat ganggu telp atau ngobrol \n", + "lumayan buat nongkrong udara sejuk milir sepoi sepoi buat foto2 ok\n", + "kerennn mantap buat wisata keluarga\n", + "kenang indah tak lupa tunggu datang kembali \n", + "bersih kurang perhati\n", + "rawat kurang maksimal\n", + "kolam banyak lumut nya\n", + "fasilitas kamar mandi kotor bau\n", + "renang bisa ngasih makan ikan bisa mantaaapp\n", + "sampah ambang mana\n", + "bagus buat tempat relaksasi\n", + "murah riah hibur rakyat\n", + "rawat kolam kurang perhati\n", + "tempat wisata nyaman murah ramah \n", + "tempat nyaman enak foto bareng sama keluarga\n", + "udara sejuk padu keindahn alam jadi tempat sempurna libur sama keluarga\n", + "kolam renang keramik banyak pecah bahaya unjung\n", + "layan buruk\n", + "kurang rawat\n", + "tugas tiket kurang ramah\n", + "tempat pas buat nyantai\n", + "sampah sera kolam jadi kurang tarik di liat\n", + "cocok libur sama keluarga utara sejuk\n", + "kolam perlu rutin bersih \n", + "indah murah riah\n", + "tempat wisata ada wilayah ds sukosari kidul kec sumberwringin\n", + "kafe sangat unik kafe letak buah desa daerah bondowoso keliling pohon rindang\n", + "banyak rumput liar kumuh lihat\n", + "bagus buat foto2\n", + "taman rekreasi mini indah\n", + "lumayan menu nasi goreng atas ekpektasi\n", + "suasana desa alami\n", + "wisata alam tempat tongkrong di teman ikan koi\n", + "fasilitas banyak rusak\n", + "wisata baru sangat bagus indah\n", + "tempat nyaman indah sejuk\n", + "tempatx kotor banyak sampah pop mie\n", + "perlu kembang lebih lanjut lagi unjung jauh kecewa\n", + "tempatx kotor\n", + "tempat nyaman asri sayang kurang bersih\n", + "tempat sejuk indah\n", + "tugas kolam renang ada\n", + "tempat sampah kurang\n", + "tempat wisata bagus libur keluarga\n", + "cocok banget santa keluarga atau teman\n", + "bondowoso punya dengan nuansa desa sejuk yuk kunjung\n", + "tarik ingin unjung kayak asyik juga\n", + "kuliner kurang enak\n", + "kurang muas\n", + "bagus tempat asri pandang\n", + "bagus foto prewed lain bagai\n", + "buah langkah bagus tahap kembang\n", + "kolam kotor\n", + "tempat nyaman buat santai bareng keluarga\n", + "tempatx kumuh banyak sampah sera\n", + "wisata desa alami\n", + "warung tutup semua\n", + "nyaman kunjung keluarga\n", + "alami\n", + "mengasikkan rapat area wisata\n", + "nyaman alami\n", + "layan lambat\n", + "tugas sibuk main hp awas unjung\n", + "keren\n", + "wisata alam sejuk\n", + "tempat tak rawat\n", + "buat refresment biar stress kerja wkwkw\n", + "air kolam lumut lantai licin\n", + "jalan tuju gazebo apung rusak kurang perhati\n", + "kolam ikan kotor\n", + "tempat nyaman kunjung\n", + "kolam kurang rawat\n", + "senang sekali\n", + "layak main santa\n", + "tempat enak\n", + "kurang rawat kotor\n", + "ramai lengkap\n", + "suasana nyaman\n", + "banyak buang ingus ludah kolam renang jijik banget\n", + "wisata rekomendasi para keluarga\n", + "sangat bagus jual\n", + "banyak keramik pecah sangat membehayakan\n", + "malam minggu ramai\n", + "toilet bau pesing\n", + "bagus recomended\n", + "mantap gass teruss\n", + "kamar mandi kurang banyak\n", + "ada kesan\n", + "parkir sempit\n", + "harga tiket masuk terlalu mahal\n", + "bondowoso punya\n", + "sejuk kampung wisata tirta agung\n", + "destinasi wisata desa sukosari kidul\n", + "tugas kurang ramah\n", + "rekomendasi\n", + "tempat wisata baru\n", + "air jernih alami\n", + "alami suasana desa\n", + "banyak fasilitas rusak kurang rawat\n", + "tempat nyaman\n", + "cukup representatif\n", + "tirta agung 1 tahun hari\n", + "pandang indah\n", + "pandang indah\n", + "enak santa\n", + "tempat favorit\n", + "menginpirasi\n", + "tirta agung\n", + "kolam renang bersih jual makan ramah2 kamar mandi bersih parkir luas\n", + "very cheap and recommended place for family holiday need some improvement and promotion \n", + "best place to brings your family here outdoor landscape with pool and rice field \n", + "bersih sejuk\n", + "tirta agung sukosari kidul sumberwringin bondowoso\n", + "sejuuukkk segarrr\n", + "a complete facilities with the green nature concept ever\n", + "keren cantik sejuk asri\n", + "karyawan ramah tidak responsif\n", + "adem\n", + "sunset\n", + "kamar mandi bilas air sering mati\n", + "kolam renang kotor banyak keramik pecah\n", + "kolam renang banyak lumut keramik pecah sangat bahaya unjung\n", + "gazebo apung kurang rawat jalan patah semua banyak unjung jatuh perosok\n", + "tugas kurang sigap ada unjung jatuh\n", + "banyak sampah sera area kolam renang kurang enak lihat\n", + "menu makan habis semua sisa pakan ikan kecewa banget\n", + "kamar bilas banyak sampah\n", + "musollah kurang rawat\n", + "kafe kotor\n", + "makan kurang variasi\n", + "bau pesing toilet\n", + "datang hari libur nasional bayar tiket 5000 per orang datang pukul 14 00 sayang kolam renang bisa pakai warung nya ada buka jual minum makan ringan mie instan kedai kopi kala senja tutup jadi hanya foto2 sana sayang kalau kedai makan nya tutup semua\n", + "serba nanggung lokasi ok view lumayan dukung payah minimal makan ada tempat masuk jauh jalan utama orang mikir makan biar kenyang\n", + "udah jauh jauh kesini objek wisata buka sih makan tutup terus akhire kaya mau ngapain gitu- -\n", + "bagus meski mas proses bangun biasa tapi foto elok\n", + "butuh kembang sana sini fasilitas kurang lengkap pikir pikir dulu klo mau kunjung\n", + "tempat baru kurang fasilitas jauh kota\n", + "gak sesuai ekspektasi\n", + "kolam kotor kurang rekomendasi\n", + "saran bawa makan dr luar menu sering kosong \n", + "tampak\n", + "tempat kotor\n", + "sampah buanyaaak air kamar mandi gak\n", + "kolam renang kotor\n", + "karcis mahal\n", + "kode keras unjung\n", + "kurang muas\n", + "info tirta agung buka apa ga\n", + "indah sosial media d\n", + "tarik\n", + "biasa kalo siang\n", + "biasa aja\n", + "ada tarik\n", + "kurang indah\n", + "kecewa\n", + "spekernya sangat ganggu\n", + "layan kurang muas\n", + "terlalu ramai cocok santa\n", + "tempat terlalu jauh sulit akses\n", + "kotor jorok\n", + "layan kurang muas\n", + "tempatx kotor\n", + "harga tiket masuk terlalu mahal\n", + "layan kurang muas\n", + "tugas kurang ramah\n", + "kurang tata kelola jadi bengkalai\n", + "kolam kotor\n", + "tempat kurang rawat\n", + "tempat kotor\n", + "moga perhati rawat\n", + "tempat kotor warung tutup semua kecewaa banget pokok\n", + "salah satu kolam keramik bolong sebab kaki luka kamar mandi bisa kunci dapat baik fasilitas kolam unjung lebih nyaman\n", + "layan bagus\n", + "kurang bagus layan nya\n", + "tugas gak ramah\n", + "sirkulasi air kurang bagus jadi ga jernih\n", + "akses tuju lokasi rusak parah\n", + "bagus saja mulai kotor air\n", + "air keruh waktu pas kesana\n", + "agak beranta bagi luar mau masuk\n", + "kalau hari libur susah cari tempat teduh tempat istirahat kurang \n", + "yang dewasa yang suka dalam dsini sedia\n", + "seru sayang ada kolam dewasa\n", + "tambah wahana luas area\n", + "gazebo kurang akses jalan manuju lokasi beberapa rusak\n", + "kamar mandix kurang banyak\n", + "kurang tempat teduh\n", + "kamar mandi nya kurang bersih gak tempat kolam air hangat\n", + "tempat terlalu jauh sulit akses\n", + "kolam renang kurang cuma 2 kolam blm kolam buat orang dewasa dalam\n", + "tempat parkir di paving krn hujan becek sangat\n", + "jalan tuju tempat masih bilang kurang mulus karena banyak sekali jalan aspal bolong\n", + "layan kurang muas\n", + "harga masuk terlalu mahal\n", + "bagus murah riah fasilitas bagus\n", + "tempat nyaman buat libur\n", + "tempat oke buat libur\n", + "sangat puas\n", + "tarif sangat jangkau kolam bersih aman baik karna lengkap cctv sebar beberapa titik\n", + "mungkin navara perlu lengkap audio speaker layan apabila anggota rombong tinggal panggil lalu keras suara perlu putar2 cari anggota tinggal lebih2 rombong anak sd\n", + "tempat wisata sangat amanah percaya barang tinggal selalu kepada milik\n", + "murah riah\n", + "bagus benar harga tiket masuk nya murmer 10rb aja saja saat kesana semua jadi kolam nya kolam renang dewasa kolam arus dalam tahap baik but overall ok \n", + "kolam baik kota bondowoso\n", + "tempat bagus banyak kolam renang anak kecil lokasi alam desa siip cuma jalan akses kesana ada lubang jln aspal rusak parkir nya luas\n", + "air bersih gaada bau kaporit arti bener bersih serta unjung kolam arus seru di beberapa spot stagnan karna sumber air arus kurang rata banyak tempat waiting room keluarga lebar piknik sini seru \n", + "muurahhh banget sihh tiket masuk 10 rb ajahh per orang udah nikmatin fasilitas bagus kolam renang bersih kamar ganti baju banyak anak happy bgt lumayan rame karna betul hari minggu overall recommended lah refresh otak cara main air gk kudu nguras kantong \n", + "harga tiket masuk terlalu mahal\n", + "htm murah kolam banyak pilih utama ad pilih anak usia dini air seger bgt weekend rame sih masih nikmat\n", + "murah bersih luas\n", + "tempat bagus renang\n", + "rekomendasi tempat senang\n", + "tempat rekreasi wahana air keluarga fasilitas cukup baik ada banyak kolam renang dalam aman anak harga tiket masuk cukup jangkau\n", + "banyak buang ingus renang jijik banget\n", + "tempat rekreasi main anak cukup pada\n", + "tempat bagus nyaman bersih anak suka sekali main air sampe gak mau ajak pulang \n", + "tempat bagus parkir luas panas ada teduh tempat masih kembang kolam renang nya \n", + "water park bagus indah banyak macam kolam cocok kunjung sama keluarga bawa anak main wahana air air sangat jernih segar kamar mandi ruang ganti sangat bersih juga banyak\n", + "karcis sangat jangkau air kolam sangat bersih sangat puas\n", + "tempat wisata kolam renang anak dewasa\n", + "karyawan ramah\n", + "tempat cocok bahagia anak\n", + "fasilitas kamar mandi kotor bau\n", + "sangat seru senang\n", + "nyaman tempat\n", + "betul kunjung hari kerja jadi terlalu rame cocok kalau libur sama keluarga next bakal kunjung\n", + "tempat bagus tiket standar\n", + "ada kesan\n", + "bagus nyaman tempat banyak tempat buat santai spot foto\n", + "tiket masuk cuma 10 ribu bisa main water slides water boom sekal kolam busa tempat duduk kluarga banyak sedia sewa ban\n", + "tempat luas banyak macam kolam renang bersih tiket masuk 10 ribu\n", + "wisata air tepat keluarga harga tiket jangkau banyak wahana air kamar mandi banyak area awas cctv\n", + "moga tetap tahan lebih baik lg\n", + "ken kesana \n", + "tiket 10k\n", + "layan baik lokasi indah\n", + "tempat sangat bagus senang buat healing parkir sangat luas kurang satu tempat duduk keluarga kurang yang kunjung kesana sangat luar biasa \n", + "sangat senang murah tiket 10k sangat puas tempat wisata saran mohon area buat nyaman guna stroller but over all suka banget navara ga sabar tunggu kolam arus jadi insyaaallah kembali kesini sama keluarga \n", + "pandang indah\n", + "kamar mandi bau kotor\n", + "semua duduk lokal bondowoso tak usah pergi jauh2 untk cari senang buat anak kalian cukup kesini dah puas sekali sehat2 selalu buat kalian\n", + "htm 10k parkir 2k motor sewa ban 15k-25k \n", + "tempat parkir luas harga tiket murah mudah jangkau wahana lumayan bagus \n", + "bagus\n", + "cocok buat anak anak\n", + "parkir luas\n", + "water park tempat parkir mobil bus sangat luas\n", + "air keruh\n", + "tiket murah riah 10rb wahana air taman indah seni photograpy recomended tempat libur keluarga\n", + "parkir kendara roda 2 roda 4 cukup luas cukup enak buat rekreasi keluarga khusus kolang renang anan\n", + "tempat enak libur kumpul sama keluarga\n", + "cocok anak harga makan minum jangkau kolam perosot cukup aman parkir luas\n", + "view nya bagusss ramah segala usia karena masa bangun \n", + "tempat nya bagus banget\n", + "proses bangun beberapa wahana seru anak2 sayang bersih kurang jaga mungkin masih dalam tahap bangun moga depan jadi lebih baik\n", + "tempat bagus masih kembang tiket 10 000 rupiah parkir luas\n", + "bagus bersiih\n", + "bagus tempat bersih juga tugas ramah ramah bikin betah unjung \n", + "bagus tempat baru\n", + "bagus keren\n", + "tiket murah air bersih\n", + "wahana water park bagus sangat murah tiket moga makin ramai\n", + "makin bagus aman nyaman untuk keluarga yang harga karcis harga saudara bravo navara\n", + "kamar mandi kotor bau pesing\n", + "tempat cukup bagus air gak perih mata banyak main juga murah riah tiket masuk cuma 10rb per orang bisa main puas harga makan dalam murah kalau pas libur rame banget yang \n", + "tempat sangat cocok weekend sama keluarga\n", + "tempat wisata air bondowoso konsep bagus tunggu lanjut bangun wahana lain\n", + "seru buat keluarga sendiri\n", + "kolam renang baik\n", + "moga depan lebih indah lagi dan lebih lengkap wahana \n", + "mantap \n", + "tempat mandi anak-2 senang\n", + "bagus mantap\n", + "mantap acara keluarga aman parkir luas asri\n", + "tempat x strategis air bersih banget\n", + "sangat bagus\n", + "harga tiket masuk terlalu mahal\n", + "tempat bagus lengkap tarik saja mungkin unjung kurang sadar bersih sayang sekali tempat bagus ini unjung g ngedukung dg cara ngejaga bersih padahal bak sampah ada lho \n", + "good place cucok buat anak anak\n", + "kolam bersih bagus tempat teduh banyak pohon ada tempat rindang\n", + "kolam renang lagi viral viewnya cocok banget libur sama keluarga sahabat teman nih banyak spot foto bagus sedia 3kolam sesuai jangka umur 2 antara sangat luas lengkap main anak dong \n", + "tempat wisata bagus luas bersih tata bagus dan kamar ganti jumlah banyak\n", + "air bersih tempat nya bagus luas\n", + "harga lokasi tingkat terus \n", + "baru dibondowoso navara waterpark\n", + "bagus layan bersih\n", + "tempat wisata baru bondowoso\n", + "cukup bagus\n", + "tempat nya bagus tiket super duper jangkau\n", + "tempat nyaman rekreasi\n", + "tempat bagus bersih harga tiket masuk murah riah\n", + "bagus murah\n", + "tiket 10k parkir 2000k\n", + "kereen\n", + "destinasi wisata murah riah kolam renang luas cukup puas walaupun td kunjung tepat dengan anak sekolah tp msh nikmat air jernih sekali \n", + "bagus tempat main anak keren ban sana prem \n", + "dalam proses kembang cuman demikian sudah asa bagus murah parkir luas area kolam renang anak nyaman aman luar biasa kamar mandi sedia banyak tidak perlu \n", + "tiket masuk 10k parkir motor 2k parkir mobil 5k\n", + "moga terus kembang\n", + "tempat parkir panas\n", + "pertma buka tiket ekonomis skr naik bkalan jadi tasnan dua\n", + "seru seru tempat wisata\n", + "tempat bagus\n", + "tempat wisata tahun 2023 sangat tampil beda bondowoso titik lokasi dekat kota udara sejuk lahan parkir luas baik mobil maupun sepeda motor tidak panas fasilitas lengkap kamar mandi tempat ibadah muslim kena makan minum jamin murah\n", + "navara water park sangat bagus\n", + "indah nyaman\n", + "bagus strategis\n", + "ada kolam renang orang dewasa\n", + "bagus bersih nyaman\n", + "bagus tempat meski proses bisa guna sangat cocok buat acara kluarga ahir pekan\n", + "sangat cocok sobat cinta air\n", + "bagusss\n", + "cukup tarik walaupun baru buka\n", + "moga sukses selalu\n", + "pertama kali navara water part nyata gak rugi jauh dtng kesana selain air kolam bersih kamar mandi banyak gak antri an cuma saran saya untuk kamar mandi depan masih cowok masuk kamar mandi cewek tolong di baik masalah itu lebih itu ajib \n", + "taman air bagus senang anak kolam bersih\n", + "mantap bagus sekali wahana saya yskin mampu saing wahana di luar bondowoso ruang ganti sangat banyak jadi tidaj perlu antri meski unjung sangat bsnyak\n", + "wahana baru awal tahun 2023 kolam remang aman anak tk sd water park navara terus cantik diri\n", + "saran kelola untuk kolam dewasa beri main seperti kolam kota2 lain papan seluncur lmyan tinggi ada beda yang ada bondowoso\n", + "tempat bagus cocok healing sama keluarga karena banyak pandang indah\n", + "tempat bagus kami kunjung waktu ramai ramai\n", + "bagus rame banyak teman\n", + "alhamdulillah akhir tempat libur baru anak lokasi dekat rumah cukup 10 menit sampai lokasi tuju tempat bersih nyama banget lokasi desa tempat udah ok asri cocok buat \n", + "tempat wisata sejuk senang sangat cocok anak bawah 14 tahun dengan kondisi 3 kolam dangkal tak dalam\n", + "nyaman\n", + "sangat sejuk rame\n", + "layan loket ramah sangat tidak sopan ketika beri kembali lempar sayang sekali padahal kolam bagus\n", + "jalan sempit tuju lokasi wisata\n", + "jalan masukx jalan raya sempit klo bwa mobil jadi was takut salip tidak muat jalane \n", + "fasilitas kmar mndi perlu baik liciin\n", + "banyak anak jatuh area pinggir kolam selo kecil licin\n", + "harga makan jgn terlalu mahal dong\n", + "tempat bilas gak tempat sampah coba tempat sampah kecil aja ujung gtu jadi bekas shampo p ba t gak sera \n", + "parkir begitu luas panas\n", + "sampah mana\n", + "sadar unjung kurang buang sampah tempat\n", + "tempat bilas mungkin harus baik\n", + "tempat bilas ga cantol baju\n", + "kantin batas jadi antri cukup lama klo hari libur krn rame unjung\n", + "tempat parkir mobil kurang luas jalan masuk kurang lebar klo mobil saling papas jalan cukup sempit agak sulit\n", + "tempat enak cuma minus jajananya mahal\n", + "mantap minus akses sempit\n", + "tempatx kumuh air kotor\n", + "watashi suka sama kolam renang sayang watashi kesana pas lonetnya kan jadi gk asikk\n", + "kecewa sama layan\n", + "tempat bagus bersih air kurang amis air bilas suegerrrrrrr syukaa\n", + "banyak sampah \n", + "sesuai ekspektasi\n", + "kolam renang waktu tutup yang jaga atv nya udh gaada harga 5rb orang anak atas 3thn bayar tiker full\n", + "sempit klo hari2 libur\n", + "air kolam kotor susu coklat\n", + "tempat terlalu jauh sulit akses\n", + "harga tiket masuk terlalu mahal\n", + "pelayananx kurang muas\n", + "harga masuk terlalu mahal\n", + "kurang rawat kotor\n", + "layan kurang ramah\n", + "air kotor tidak segera ganti\n", + "bersih air perlu perhati lg\n", + "kurang staf rawat langgan sangat sepi sayang banget kalau depan tutup\n", + "fasilitas pada\n", + "tempat kotooooooooooooorrrrrrrr banyak lumut hih\n", + "karcis parkir nya mahal bokkk\n", + "bau kaporit sengat\n", + "kurang rawat tata\n", + "harga kurang ekonomis\n", + "saya kolam renang kharisma bau kaporit sangat sengat \n", + "mohon kurang kaporit\n", + "perlu renovasi tempat mandi bilas ruang ganti baju\n", + "kecewa renang renang bayar asal masuk\n", + "kumuh penuh sampah kotor kambing\n", + "ada baru objek tmpatx kumuh\n", + "harga tiket nya makin tambah sekarang harga tiket 15 000 mahal bangettz\n", + "layan kurang ramag\n", + "tulis buka saat nyampek tutup\n", + "terang buka jam 9 dari jam 9 smpe jam 10 nunggu ga buka perhati kalian semua kolam renang sudah tutup\n", + "kolam kotor kayak rawa tiket mahal gak sesuai parkir mahal pegawai kurang profesional\n", + "staff memberitahu unjung kolam ada rusak tidak di pake rugi bayar bisa renang\n", + "huft males kolam kotor banget\n", + "usut besar dapat luncur baik\n", + "parkir terlalu mahal\n", + "ada mau pipis mesti langsung pipis kolam itu air jadi bau\n", + "parkir mahal banget lah udah kolam banyak lumut wahana nya banyak rusak sangat kecewa sekali udah air nya banyak kaporit bikin pusing mungkin akhir kali renang karisma kecewa banget\n", + "jangan renang sini air gak pernah kuras banyak lumut kotor kamar mandi bau rusak layak guna waterboomnya banyak rusak layan kurang baik parkir nya 5 rb lebih baik renang tasnan kolam satu minggu 2 kali kuras air seger bikin pusing tidak renang karisma\n", + "kolam renang banyak lumut rumput wahana rusak kamar mandi banyak sampah karcis parkir mahal voss 1lagi kurang layan kurang\n", + "parkir mahal\n", + "air krg jernih taman bunga batas tempat teduh kurang sejuk\n", + "kolam banyak kandung kaporit\n", + "kolam renang anak harap sih masih licin\n", + "bersih kurang toilet berak brp hari g siram haduhhhhh tolong tingkat bersih \n", + "air lumayan keruh kalo udah rame banget udah kaya gak urus kamar mandi kadang2 kotor gabisa dipake bilas sampe bersih\n", + "layan kurang muas\n", + "air keruh tugas jaga misal ada yang tenggelam\n", + "kolam lumayan keruh seperti jarang bersih sore selalu siram kaporit banyak sekali tugas banyak buang air kecil kolam ketika renang kamar mandi rawat sangat jorok bau amis lokasi \n", + "toilet bau bangetttt\n", + "1 tiket masuk anak kecil umur 4 tahun kena tarif penuh orang dewasa 2 kamar mandi urus temu maaf balut kamar mandi\n", + "kalo rame kamar mandi gak urus ada tugas bersih nya air kotor sekali gak buat bilas badan\n", + "air kotor\n", + "toilet aman intip klo gak awas juga pelampung hilang pdhl tinggal noleh bentar bantu anak jatuh pelampung baru beli kharisma nya lapor tugas tanggap\n", + "habis renang kok gatel kayak\n", + "kurang perawatn kotor\n", + "layan kurang muas\n", + "harga tiket masuk terlalu mahal\n", + "fasilitas layak\n", + "karyawan kuramg ramah\n", + "kolam kurang bersih air kotorrr\n", + "air kolam kotor unjung datang jadi kecewa\n", + "kurang renovasi tempat nya kurang bersih\n", + "fasilitas kurang\n", + "ganggu adanx amen urak an dalam kolam renang\n", + "fasilitas kamar mandi kurang banyak antri lama ke kamar mandi\n", + "jalan licin banyak lumut sampah\n", + "kolam kurang luas\n", + "kamar mandi bilas kurang jadi antree lamaaaaaaaaaaaaaa\n", + "bersih kurang tempat kotor\n", + "tempat parkir mobil kurang pada\n", + "kolam kurang bersih tempat bilas kurang bersih\n", + "air kotor gaes\n", + "ubah tarif mahal\n", + "tutup\n", + "bersih kurang banyak tempat licin bahaya resiko jatuh anak anak\n", + "sangat kecewa air keruh sekali tidak taat protokol sehat sangat amat sangat kecewa \n", + "bersih kurang tugas gak jelas cuma mondar mandir\n", + "kurang nyaman kurang bersih\n", + "tempat sempit akibat kurang nyaman parkir sempit fasilitas kamar mandi kurang nyaman di kamar mandi ada gantung taruh baju handuk air kolam kadang muncul lumut\n", + "layan kurang muas\n", + "tempat senang fasilitas kurang pada\n", + "tempat kotor\n", + "tempat terlalu jauh sulit akses\n", + "palayanan kurang ramah\n", + "fasilitas parkir sedia parkir sepeda motor dpn loket masuk itu lahan sempit\n", + "fasilitas banyak rusak\n", + "air lumut\n", + "kurang bersih banyak ubin pecah kolam anak cukup bahaya\n", + "keramik nya banyak pecah\n", + "kramiknya tetap banyak pecah belum baik\n", + "wahana main spot foto kurang\n", + "main banyak rusak tidak rawat\n", + "kolam kotor\n", + "kamar mandi kurang rawat\n", + "tata taman tempat duduk kurang bagus\n", + "tempat kotor sampah sera mana\n", + "main tidak rawat karat bahaya\n", + "rawat kurang keramik bnyak pecah bahaya\n", + "banyak tempat kurang rawat\n", + "kamar mandi banyak sudah rusak\n", + "beberapa wahana rusak\n", + "air kurang bersih\n", + "kurang bersih\n", + "main banyak tidak rawat\n", + "susah sekali cari tempat sampah\n", + "tempat ruang ganti ruang bilas kumuh\n", + "kamar mandi kumuh cara signifikan kurang nyaman unjung mandi bila ramai sekali ada antri panjang ruang bilas\n", + "kurang area main juga bersih\n", + "tata kurang bagus\n", + "aman kurang makzimal anak kecil\n", + "tempat kurang bersih\n", + "tempat patkir kurang nyaman\n", + "ada tempat teduh \n", + "banyak pemuda suka goda cewek sedang jalan sangat ganggu\n", + "tempat sejarah kurang kelola baik olah pemda bondowoso\n", + "tempat mandi ganti baju kurang banyak\n", + "gk sempat masuk dr depan liat gk tarik maaf\n", + "wahana rekreasi keluarga bagus sayang rawat baik\n", + "sewa baju mahal\n", + "kurang muas tiket mahal dalem kurang rame dagang\n", + "air toilet mati\n", + "kolam renang khusus anak sangat kotor rawat\n", + "bersih kurang\n", + "gw gk suka sama ni kolam renang yakali harga makan gk ngotak\n", + "kalo cuman mau nyebur silah fasilitas kurang pada air jernih banyak dahan2 jatuh dalam\n", + "tempatx kotor banget \n", + "kurang rawat\n", + "mantap mandi bau mistis\n", + "bengkalai kotor padahal bagus nyaman tmpat wisata padahal bw naung hutan taman dong dikelolah kesan nya angker \n", + "banyak luka sobek salah satu anak ponakan juga salah satu unjung lumayan parah sebab krn keramik kolam renang tajam saya dokumentasi parah ada tugas jaga dan peduli korban\n", + "tidak renang tetap bayar 10rb dar lihat seperti tempat \n", + "biasa aja\n", + "tempat kotor kurang rawat \n", + "tempat b \n", + "kata orang orang tempat kenal angker banyak orang tinggal sini entah anak kecil maupun orang dewasa\n", + "sesuai harga tiket 10k saya minta perhati kondisi kolam rennag terkadang kolam licin keramik banyak minus jadi bahaya kita renang sembarang bisa luka\n", + "kotor mahal kurang tarik\n", + "kamar mandi showernya patah tolongg 1 1 1\n", + "kolam renang keramik banyak rusak jadi banyak renang kaki sobek krn pecah ramin\n", + "kurang terang malam hari\n", + "kurang bersih\n", + "sampah banyak sekali \n", + "kolam kurang rawat\n", + "selamat unjung kurang perhati pelihara kolam renang buruk\n", + "tempat kurang enak kunjung \n", + "ramah karyawannya \n", + "harga tiket masuk terlalu mahal\n", + "tempat terlalu jauh\n", + "kurang rawat kotor\n", + "layan kurang muas\n", + "fasilitas kurang pada banyak rusak\n", + "kolam renang tasnan kotor lumut banyak keramik pecah kolam sangat bahaya unjung\n", + "kurang rawat\n", + "tugas kurang ramah\n", + "kesini main pak kades hihi kolam sekarang makin besar makin luas pula wahana buat bocil jajan makin banyaakk sewa pelampung ban juga harga murah pula tiket masuk kalau ga salah 5-10k deh skrg moga pak kades keluarga seluruh kerja selalu lindung allah semua rezeki berkah aamiin\n", + "tempat renang recommended bondowoso kolam air bersih tugas bersih selalu moving luas bahkan kolam sangat untuk orang dewasa anak pilih kolam renang suka sesuai dalam tetap secure\n", + "cocok buat libur bareng keluarga\n", + "lumayan senang\n", + "tempat rupa kolam renang anak dan dewasa dapat tempat renang wahana banyak tempat santa para tunggu kamar mandi banyak meminimalisir antri lapar sedia \n", + "htm murah ramai unjung parkir pada \n", + "tempat asri layan ramah aman jamin sangat nyaman keluarga\n", + "tempat fasilitas oke\n", + "3 kolam anak2 remaja dewasa karaoke r3 trill mini siipp pokok dah\n", + "cocok tempat rekreasi anak anak\n", + "mantap\n", + "cukup luas bersih\n", + "kolam renang nya bersih view sangat indah ada desa keliling sawah desa bezzok prajekan kerren\n", + "tempat nya bagus kolam renang nya banyak suka banget air alami ad air alir jadi sirkulasi air tetap bersih tanpa kaporit pokok bagus suka banget keluarga serta harga sangat cocok kantong recommended banget \n", + "bagus banyak pilih kolam renang jadi pilih mana dalam mau dangkal\n", + "kolam renang wow kelabang\n", + "karyawan ramah\n", + "tempat nyaman kolam renang pisah sesuai kelas mulai kelas anak anak sampe dewasa kantin nya 2 tempat kamar mandi cukup banyak tempat tunggu nya sangat teduh tempat bersih tempat parkir luas harga tiket rakyat\n", + "kamar mandi bau pesing\n", + "tempat rekreasi nyaman keluarga\n", + "tempat parkirx kalau pas hujan becek tanahx jadi banyak peleset\n", + "istimewa\n", + "kolam renang luas bersih tempat bersih rawat\n", + "suasana sejuk spot selfie tarik\n", + "tempat asik libur keluarga renang kolam sewa atv 15rb 4 kali putar motor trill 10 ribu 4 kali putar\n", + "kurang tempat teduh\n", + "kurang tempat duduk tempat teduh\n", + "harga tiket masuk terlalu mahal\n", + "ada kesan\n", + "enak tempat anak jadi sukak renang murah riah\n", + "harga tiket masuk ini 10k orang tempat cukup nyaman tugas bersih gercep buat bersihin resin tempat teduh udah kosong unjung kolam sering cek bersih air dingin sih pokoke\n", + "kolam renang nyaman bersih air seger recommended banget buat keluarga wahana motor trail mini juga kamar mandi bersih kolam meski gak gede nyaman bikin betah tempat asri juga sedia warung jajan dekat pintu masuk\n", + "tempat nyaman libur sama keluarga\n", + "layan kurang ramah muas\n", + "tempat renang recomended lokasi dekat rumah hemat\n", + "bagus banyak tempat bisa sua foto\n", + "fasilitas kamar mandi kurang bersih\n", + "jajananya mahal\n", + "kamar kecil wc sangat kurang\n", + "suka sekali pandang kolam renang bayi sejak usia 6bln renang wow \n", + "kolam renang tempat bagus suasana senang kolam 3 ada kolam anak air kolam kaporit rekomended banget keluarga\n", + "teduh bossss nambah spot baru\n", + "bagus senang\n", + "bersih kurang perhati\n", + "tempat bagus nyaman fasilitas kamar mandi nya moga makin baik\n", + "kamar mandi kotor bau pesing\n", + "air bersih tempat nyaman banget kunjung keluarga hari libur toilet bersih juga banyak jadi gak perlu ngantri mau ganti pakai kurang sedikit wahana main \n", + "bener wow puas banget\n", + "tempat nya luas kolam nyaman banyak tempat spot foto tarik\n", + "tempat nya sejuk luas tenang asyik cocok buat lagi healing\n", + "air kolam lumut lantai licin\n", + "lingkung kolam renang bersih asri air kolam sueeegeeerrr langsung sumber\n", + "tempat nya asri satu indah alam sekitar\n", + "kolam renang wow tempat asri nyaman\n", + "air sumber jadi dingin banget dong\n", + "jalan sangat sempit\n", + "tempat renang nyaman anak anak\n", + "rekomendasi wisata kolam renang keluarga meski jauh kota tempat bersih luas kolam renang kaporit air rajin ganti beberapa kali minggu cmiiw banyak pilih kolam juga spot snack makan swafoto\n", + "kamar mandi kurang rawat\n", + "kolam bersih\n", + "tempat bagus bersih area renang cukup luas nyaman\n", + "lumayan murah riah sesuai harga lah\n", + "tempat bagus mudah jangkau fasilitas lengkap kolam sangat banyak cocok segala usia\n", + "cukup bagus\n", + "tempatx bagus kolam sedia anak dewasa tiket sangat jangkau \n", + "mantab muas\n", + "bersih kamar mandi kurang jaga\n", + "tempat bagus sedia tiga kolam renang kamar mandi bersih\n", + "tempat bagus cocok anak anak\n", + "sangat cocok anak murah tempat bagus juga kolam dewasa\n", + "cocok buat warga bondowoso libur deket\n", + "tempat bagus cocok buat anak renang\n", + "amazing gk nyangka tempat keren sini luar biasa \n", + "wisata alam muas\n", + "bersih banget\n", + "tempat cukup bagus perlu tambah kolam dan tambah ruang ganti\n", + "suasana nya sangat dukung buat refreshing\n", + "suasana kolam sejuk banyak tempat teduh senang\n", + "kolam bagus pemandanga \n", + "tempat bagus sangat rekomendasi wisata semua kalang san banyak stan foto tarik indah \n", + "etika jaga loket baik\n", + "tempat wisata air putra demang ada kawasan kota bondowoso letak x desa kelabang besuk tempat x bersih murah riah warga bondowoso g perlu keluar kota bisa libur nikmat wisata air dbondowoso skr banyak tempat wisata tarik jangkau\n", + "kolam renang dewasa anak2 air dingin seger area bersih tiket murah seperti kurang promosi saja klo tempat ada jember sudah ramai unjung buka jam 8 pagi hari tutup \n", + "bagus banget tempat bersih nyaman\n", + "waterpark arif lokal murah banyak pondok tempat keluarga makan bareng mantapp\n", + "lumayan laah untk alternatif destinasi wisata ng-refreshing pikir dn tmpat ank2 dolan banyu\n", + "wahana air beberapa kolam cocok main anak\n", + "tempat nyaman banyak pilih kolam renang anak2 dewasa ada full musik lagi keren pokok nyaman\n", + "tambah lengkap ada watterbomnya\n", + "bagus trmpatnya sejuk air betah santai santai dsana cocok libur\n", + "kolam renang luas nyaman\n", + "tempat wisata bagus di kunjung\n", + "mantap cocok bawa keluarga libur\n", + "terlalu ramai jadi enak renang jadi tenang saat covid\n", + "cukup bagus senang anak terima kasih moga depan tambah maju luas lokasi \n", + "tempat sulit jangkau meski jalan tuju lokasi lumayan sempit cukup butuh telaten kendara roda empat papas lokasi mandi enak utama anak anak usia balita alam asri udara sejuk tiket masuk jangkau\n", + "toiletx bau pesing\n", + "biasa jaga kolam standby sini standby terus murid hampir tenggelam tadi alhamdulillah bantu sukses buat wow\n", + "kamar mandi kotor\n", + " nambah 1 kolam waterboomnya anak jadi tmbh betah khusus 10 th bawah yaa \n", + "tempat nyaman air kolam bersih segar\n", + "tempat sejuk tarik cocok bwat anak muda jaman now mantap\n", + "air kolam mantap kaporit\n", + "banyak buang ingus ludah kolam renang\n", + "keren tempat parkir luas ada lindung panas yahh biar gak panas di kolam renang juga recomended sore aja pas hari kerja jadi begitu ramai makan minum harga sama air gak pke kaporit pake air tanah \n", + "lumayan bagus suasana sejuk main anak perlu tambah\n", + "tmptnya bagus bersih asri nyaman enak banget deh renang dsini murmer banget pula yuuukk jgn lupa mampir yaa tmn2 renang dsini \n", + "pertama kali kesini kecewa\n", + "kamar mandi licin kurang rawat\n", + "senang sekali rangka hibur keluarga\n", + "tempat asri banyak pohon rumput hijau manja mata sekali arena main anak sangat aman kolam renang luas bagi per arena sesuai usia sangat bantu \n", + "tempat bagus juga bersih recommended buat mau libur kesini\n", + "mantab tempat nyaman\n", + "tempat nya nyaman bawa anak banyak pilih juga tril mini atv jadi bukan kolam renang\n", + "pandang bagus tiket masuk murah rp 7500\n", + "parkir kurang luas\n", + "tempat bersih enak hemat buat weekend rekreasi keluarga\n", + "suka tempat karena bersih pandang luar langsung lihat dalam\n", + "asri suasana desa\n", + "gak bisa olahraga renang tempat saji taman cukup bagus ada atv juga lho\n", + "kolam renang apik bersih sini sedia banyak spot foto nuansa desa sangat kental cocok orang yang suntuk ramai kota padat rumah duduk\n", + "tempat rekreasi sejuk nyaman air bersih area parkir panas tiket masuk murah\n", + "sejuk asri murah nyaman acara keluarga\n", + "nyaman keluarga\n", + "tempat bagus\n", + "sangat bagus nyaman\n", + "viewnya bagus tiket murah akses jln raya strategis kolam bersih area alami tengah sawah hampar bunga warna warni \n", + "view mantab abis saran kalau malam sedia spot buat kongkow ngopi\n", + "bersih air kurang amis\n", + "tempat bagus bersih\n", + "tiket murah cuma 5k hari biasa 7 5k weekend lokasi luas pandang bagus air jernih kaporit terlalu banyak mantap lahh rekomended\n", + "tempat cukup nyaman santa asyik foto kolam renang 3 kelas harga makan kopi jangkau tiket murah \n", + "kolam renang mini banyak kolam spot2 selfie harga tiket murah harga makan minum tempat murah danyang paling penting tempat di bondowoso i love bondowoso\n", + "air jernih segar asli gunung\n", + "rekomendasi tempa wisata sedia kolam renang mas baru pandang bagus\n", + "kolam renangx ad 3 tempat suasana desa keliling sawah2 jdi betah dsni dan gasibu sedia\n", + "tempat nyaman karcis murah parkir luas\n", + "htm murah tempat nyaman sejuk\n", + "tempat layan nya bagus harga karcis murah bagus spot foto bareng temen pasang maupun keluarga\n", + "pandang desa bagus air kolam bersih beberapa spot foto \n", + "lumayan bagus buat kalian suka foto renang sana sedia arena sepeda cros ada kantin buat beli minum makan ringan\n", + "recomended buat acara kumpul bareng keluarga\n", + "bersih nyaman buat keluarga harga makan murah banyak kurang sadar bersih banyak buang sampah sembarang padahal tiap 3m tempat sampah tepi kolam banyak buang ingus ludah kolam renang\n", + "over all smua saran aja kamar mandi dtambah bak ember krena posisi kran terlalu mepet gedung jmlah kmar mandi dtambah soalny kl pas libur antrianny luarrr biasa balita bisa tambah kolam keceh yuk sgera rapat kesini libur murah sederhana happy \n", + "mandi pas banget kolam bersih air jernih alami tempat rindang penuh pohon taman- taman tiket murah tempat parkir luas pas banget libur keluarga \n", + "neng bgt tempat bersih bgt air bagus ga bau kaporit bersiiihhh pkoknya tempat baguss tata rapi\n", + "air kolam bersih alami tiket masuk murah riah cocok libur keluarga\n", + "sangat senang tempat ini bersih tempat mandi luas pandang indah tengah sawah ramah lingkung makan di saji sangat murah kopi 3 ribu rupiah sungguh senang\n", + "bagus cocok buat ajar renang recomend banget\n", + "samgat indah bersih\n", + "tempat rekreasi sangat jangkau bagai kalang milik view alami sawah tempat rindang kelola jaga bersih lihat kamar mandi bersih jumlah pada tidak \n", + "tmpatx mngcwakan smga tmbah bnyak pngunjngx\n", + "perlu tambah wahana main air\n", + "bersih pandangaxa bagus xaman petugasxa ramah\n", + "tempat asri murah kamar mandi banyak\n", + "bagus cocok keluarga tiket murah cuma 5k parkir 2k dekat jalan utama situbondo jember\n", + "tempat bilas kurang banyak\n", + "lumayan tata nya asri hijau banyak tempat teduh hanya perilaku unjung buang sampah pada tempat\n", + "tempat sampah kurang\n", + "baguus mandi anak anak\n", + "jalan tuju wisata sempit\n", + "murah riah enak buat anak kecil\n", + "lumayan daerah desa bersih air fasilitas bagus murah\n", + "mandi bersih tempat asri nyaman cocok santa libur keluarga teman sahabat lokasi cukup jangkau cuma masuk harga cukup murah 5k per orang dapat kamar ganti cukup banyak juga bersih\n", + "kurang muas\n", + "air wow dingin banget walaupun cuaca panas tengah hari air dinginnnnnnn bersih\n", + "tempat lumayan asyik tiket murah riah mungkin perlu tingkat bersih x\n", + "tempat asyiik dekat alam\n", + "belum rampung tempat bagus satu alam\n", + "kolam bersih no kaporit\n", + "baik manja putra putri di main air\n", + "dapat 3 kolam renang anak kolam dangkal remaja dewasa\n", + "ada kolam bosan\n", + "kolam renang ada daerah wonosari bondowoso\n", + "kotor\n", + "akses sempit\n", + "lebih baik cari tempat lain\n", + "harga tiket terlalu mahal\n", + "serba mahal\n", + "tempat untk santa sama keluarha renang doa toko makan ato camil\n", + "tempat enak santa sama keluarga\n", + "tmpatx kumuh air keruh\n", + "tiket masuk mahal harga makan mahal rekomendasi banget\n", + "bersih kurang perhati utama jalan antar kolam agak licin\n", + "tempat dekat berebang daerah wonosari bondowoso\n", + "gak banding jauh jalan akses lokasi tempat biasa saja\n", + "tiket masuk murah ada kolam renang khusus dasar usia\n", + "tempat nyaman buat anak renang\n", + "lumayan tempat hibur keluarga tempat nyaman keluarga renang sama mandi kolam sesuai umur\n", + "tempat mandi asyikkkk bareng keluarga\n", + "kolam renang keluarga 3 kolam renang pertama khusus balita dua anak tiga dewasa serta main anak tiap kolam fasilitas sewa ban 5ribu ban kamar mandi bilas cukup banyak \n", + "fasilitas cukup lengkap banyak pilih kolam mulai kolam anak dewasa\n", + "air kolam bau kaporit\n", + "tiket mahal gak sesuai\n", + "tempat rekreasi olahraga\n", + "tempat tarik bagus ada beberapa main waterbum lain\n", + "minggu2 gin enak renang kolam renang kharisma\n", + "alam kharisma ya mandi sama temen temen asik dan lebih asiknya mandi di temeni keluarga saya bpk ibuk\n", + "tempat wisata mandi waterboom nyaman\n", + "tempat nyaman aman buat anak rekomended banget buat mau libur bareng keluarga\n", + "bagus buat rekreasi tipis2\n", + "kharisma mantap\n", + "lebih suka renang sungai di sini\n", + "bagus dkat jalan umum\n", + "tulis buka saat nyampek tutup kecewa\n", + "kolam kotor kayak rawa\n", + "ada kesan\n", + "tepi jalan raya jln situbondo mudah jangkau unjung\n", + "banyak buang ingus ludah kolam renang\n", + "harga tiket masuk terlalu mahal\n", + "tempat bersih rapi sekali masuk bayar 10ribu tiket\n", + "tempat bagus renang sedia tiga kolam renang anak bawah 5 tahun atas dewasa ingin renang anda dapat nikmat pandang alam tempat bagus untuk berf \n", + "menyukuri alam hidup kita perolehdati dari\n", + "depan liat gk tarik\n", + "pas banget hoby renang dar refreshing cocok anak maupun dewasa sudah lengkap cafe butuh makan minum tinggal langsung pesan yang pasti nyaman santa sama pasang keluarga \n", + "tempat santai banget alami banget cucok buat santa sama keluarga bahkan baut dar me time sama orang cinta\n", + "akses tuju kesini sangat mudah parkir luas dapat taman warung makan prasarana lengkap mungkin perlu rawat khusus saran untuk tambah kolam area taman main anak keramik \n", + "enakkk \n", + "tempat rem\n", + "suasana tenang asri dan o segar\n", + "sangat senang air nya jernih kolam luas ada dalam ada rendah udara sejuk\n", + "pandang nya indah seru libur keluarga\n", + "kolam renang air langsung sumber mata air bersih nya perlu tingkat\n", + "air langsung alam dang hutan buat asri\n", + "sewa baju mahal tidak ramah\n", + "karyawan ramah tidak responsif\n", + "murah 10 ribu makan murah kolam dua satu dewasa satu kecil\n", + "fasilitas kurang baik\n", + "ingat memori 30th lalu masa kanak2 sayang papan loncat prosotannya tidak \n", + "wisata renang legendaris\n", + "tempat asik olahraga sekaligus lepas penat kerja cocok dah pokok\n", + "tempat sejuk jalan tuju lokasi mudah untuk giat outdoor gathering untuk kelompok besar bisa\n", + "lokasi nyaman rindang banget spot foto pandang cocok anak2 dewasa mau renang libur sama keluarga\n", + "salah satu wisata bondowoso bagus sekali\n", + "bagus sejuk nyaman yang penting orang malu harus lepas baju the best lah\n", + "air alami langsung sumber mata air pengunungan bersih tampa kaporit pandang indah\n", + "harga tiket masuk terlalu mahal\n", + "rindang siang\n", + "mandi legendaris bondowoso air segar asal mata air alami pandang indah restonya sangat cocok santa menu lezat dg harga jangkau yuuuuk datang tasnan \n", + "sabtu pagi serasa kolam sendiri \n", + "kotor banget\n", + "sejuk air asli awet\n", + "air jernih cocok libur keluarga deh\n", + "tempat sejuk cocok refreshing\n", + "air bersih segar kaporit pandang bagus natural tempat duduk dana fasilitas masih kurang\n", + "tempat mandi natural air kolam asli sumber mata air\n", + "sumber mata air nya alami seger air\n", + "mandi nyaman tidak bau kaporit\n", + "tempat asri banget banyak pohon bikin adem \n", + "bagus tempat asri\n", + "ada kesan\n", + "suasana alam asri kaya oxygen air kolam yabg jernih bersih sehat basuh kujur tubuh penat ayo datang mandi sumber air alam tasnan dadap bondowoso anda tagih pingin selalu sana\n", + "air segar langsung alam kaporit\n", + "suasana dingin\n", + "sippp dingiinn\n", + "suasana nyaman untk acara kluarga\n", + "susana sejuk nyaman\n", + "tata kurang\n", + "tempat bagus rindang cocok sport foto apik indah alam alami\n", + "pandang indah alami\n", + "wisata mandi tasnan cocok libur mersama keluarga cinta\n", + "tempat kotor jorok sekali\n", + "tempat bagus renang sedia tiga kolam renang anak bawah 5 tahun atas dewasa ingin renang anda dapat nikmat pandang alam tempat bagus untuk berf \n", + "harga tiket masuk mahal\n", + "pandang asri alami\n", + "yah lumayan buat wisata sama keluarga di taman mandi tasnan desa taman kec grujugan kab bondowoso moga depan lebih baik fasilitas\n", + "senang beautiful place\n", + "tempatx kumuh\n", + "mata air bersih seg \n", + "tasnan mandi rupa kolam renang asal alir air jernih alami tempat sangat historis tempat mulai bangun zaman belanda belum cerita rakyat tutur mandi tasnan tempat mandi raja zaman raja kuno kala\n", + "kolam renang sejuk nyaman air jernih ada kawasan hutan pinus\n", + "kolam renang air tawar sini sangat sejuk segar butuh rawat \n", + "tempat kumuh angker \n", + "sekarang lebih baik belum\n", + "dulu hampir tiap hari lewat tempat keren sejarah \n", + "kotor sekali\n", + "tempat prtama kali renang masih brusia kanak2\n", + "tempat sejuk nyaman bwt acara keluarga tambah dang fasilitas main ckp luas\n", + "tempat sejuk keliling pohon2 besar bisa jadi tempat kamping sama keluarga\n", + "enak buat renang asal gak hari minggu v\n", + "tempat sejuk tenang\n", + "jalan mudah akses banyak arah tetap mudah jangkau masyarakat sekitarny ramah tempatny sejuk asri sdah baru bnyak tempat santa\n", + "bersih kurang jaga banyak keramik pecah bahaya unjung\n", + "tempat lumayan rekreasi \n", + "pecah keramik banyak luka unjung\n", + "sungguh sangat suka banget sih gue mah\n", + "tempat wisata mandi kolam renang alami tasnan bondowoso\n", + "betul kesini waktu bulan puasa jadi sepi cuman keluarga pengunjungnua serasa resort sendiri kolam renang orang dewasa luas buat latih main2 enak yang dalam lebih 2 meter juga nilai plus kolam \n", + "kolam renang tinggal jaman belanda mata air alami nan bersih segar\n", + "air mata air masih alami segar masuk kolam mandi tua bondowoso dulu sempat jadi tempat ngehits sekitar tahun 80-an \n", + "tempat kotor\n", + "tempat cukup nyaman anak tiket terlalu mahal pandang indah\n", + "layan kurang muas\n", + "fasilitas banyak rusak\n", + "libur sini senang wahana permainanya bagus pandang bagus air kolam alami sumber obat\n", + "mulai baik maju belum\n", + "this place have an improvement than before cuma kolam renang alam sekarang tambah taman main wisata sempat ngetrend baru\n", + "mandi pertama kabupaten bondowoso\n", + "aku pernah pergi kesana seru sekali sama almarhum om seruuuuuuuuuuu\n", + "konon taman mandi tasnan sudah sejak jaman jajah belanda letak desa taman kurang lebih delapan kilometer arah selatan pusat kota hingga taman mandi tetap lestari sudah beberapa kali renovasi tempat teduh keliling hutan pinus jangan heran kalau air taman mandi sangat dingin karena air taman mandi ini asal sumber mata air gunung sangat cocok jadi tempat libur musim kemarau\n", + "cukup nyaman suasana ala puncak\n", + "kurang muas tiket mahal\n", + "salah satu tempat rekreasi mandi cukup tua akses cukup mudah air kolam sangat segar guna air langsung sumber mata air\n", + "tempat rekreasi kluarga sangat nyaman tenang sejuk taman tempat makan kolam renang\n", + "air kolam renang sangat jerni mata air asli pakai obat\n", + "pandang di kelola baik shingga asik lokasi foto prewed foto santai\n", + "air sumber dingin bagus pandang\n", + "semua fasilitas tampak usang\n", + "air toilet mati kotor\n", + "sekitar lokasi mandi keliling hutan pinus tambah asri pandang cocok rekreasi keluarga\n", + "sumber air alami segar\n", + "air langsung sumber mata air alami\n", + "alam masih jaga layan lumayan apik buat betah renang maupun piknik sini\n", + "cocok keluarga air bersih alami mutih bahan kimia lain\n", + "air bersih jernih langsung sumber mata air tak kaporit aman\n", + "siippp keren bangett \n", + "taman mandi tasnan letak desa taman camat grujugan tepat 8km kota bondowoso mandi milik nyaman aman unjung mudah kunjung guna transportasi umum tempat \n", + "harga tiket murah cocok buat latih renang anak cuma kurang luas aja\n", + "tempat bagus tiket pas kantong gak bikin kantong bolong \n", + "fasilitas kurang pada banyak rusak\n", + "anak renang sini sama rombong sekolah bagi kacamata renang hilang cari itu tidak ada dan ownernya sedia minta untuk cari nanti kolam bersih terimakasih banyak owner para karyawan kolam renang al amin \n", + "kolam keruh\n", + "tempat dekat rumah lumayan bikin anak senang kunjung kesini hari weekend air kolam renang bersih tiket masuk sangat jangkau\n", + "mulai sepi dr langgan\n", + "tiket murce air jernih cocok anak anak karna kolam renang nya terlalu\n", + "tempat luas bagus anak anak krn kolam banyak tidak begitu dalam\n", + "tempat kurang luas\n", + "layan kurang ramah \n", + "fasilitas msh kurang \n", + "tempat luas air bersih\n", + "lokasi kurang rawat banyak tempat rusak\n", + "bersih kurang tata rapi area main kurang safety kotor\n", + "lokasi kotor buruk\n", + "biaya tiket masuk 5 ribu sudah renang puasa sama keluarga teman kerabat tempat luas banyak pilih kolam renang anak renpatbramah anak bersih tetap jaga tugas nya sigap ada sampah \n", + "kurang pada\n", + "murah nyaman buat renang anak\n", + "kurang tempat sampah\n", + "kurang ramah\n", + "kurang bersih air\n", + "kolam renang selalu ramai weekend\n", + "kolam renang recomended skali ank ank tuket masuk murah cm 5 000 hanya sj isi air kolam krg pagi\n", + "senang sekali kemarin kesana seru banget\n", + "bagus lumayan buat hibur ank cinta\n", + "kurang luas\n", + "kamar mandi kotor\n", + "tempat main sgala usia cocok buat santai sama kluarga tarif menjakau sgala golong\n", + "kamar mandi kotor jelek\n", + "yg kolam timur cobak pakek jugak kan lebih enak\n", + "bagus murah saja kamar mandi mungkin lebih perhati\n", + "enak nyaman sejuk\n", + "murah cocok yang suka renang\n", + "ada kesan\n", + "kamar mandi kotor kurang rawat\n", + "tempat bersih air bersih ga nyesel kesana ken kesana\n", + "kolam kurang luas jelek banget\n", + "air keruh kolam kurang luas\n", + "kolam renang murah riah suka anak\n", + "cari suasana santai keluarga\n", + "kadang air kolam kotor\n", + "sangat senang ign kmbli lgi ksna\n", + "tempat parkir mobil kurang sip\n", + "tempat nyaman aman buat keluarga moga bs ksna \n", + "tempat mandi ga gantung baju jadi basah semua baju\n", + "kamar mandi lebih perhati gantung baju ga ada bau pesing\n", + "air kotor tempat kurang luas\n", + "tempat nyaman buat anak betah recommended\n", + "tempat renang cocok kluarga siiip\n", + "kolam renang dg suasana nyaman harga tiket masuk 5 ribu per orang banyak gazebo kolam renang trsedia mulai dalam anak smpai ukur dewasa kantin dg harga standart \n", + "kolam kurang bersih tempat bilas kurang bersih\n", + "cukup senang buat anak2 kolam banyak bersih tiket murah cuma 5k hari libur unjung buanyak rata2 akamsi\n", + "layan kurang muas\n", + "tempat ganti baju ga gantung baju\n", + "tempat bilas kurang rawat\n", + "kurang rawat air kolam\n", + "air kolam kotor banyak sampah\n", + "kamar bilas bau\n", + "kolam renang bagus bersih nyaman cocok buat anak - anak\n", + "tempat sejuk nyaman santa\n", + "sangat bagus rekreasi tiket masuk nya pas kantong terjangkaw\n", + "kurang tata\n", + "kurang tempat teduh panas\n", + "kolam luas beberapa kolam anak 1 kolam dewasa masuk kolam cukup bayar 5 000 bisa renang puas sekitar kolam dapat jual makan sewa ban renang\n", + "wahana libur keluarga kolam renang al amin\n", + "air keruh warna coklat\n", + "kurang pada\n", + "fasilitas kurang rawat jelek buruk\n", + "bersih kurang tata rapi area main kurang safety kotor\n", + "coba aja di malam hari cafe2an tempatny bagus mlam hari \n", + "harga tiket masuk terlalu mahal tempat jelek\n", + "kolam renang murah riah lokasi tidak jauh pusat kota\n", + "nyaman unjung kurang perhati\n", + "kurang rapi kurang bersih\n", + "bagus sedia buat anak dan sangat nyaman\n", + "sangat cocok anak kecil karena kolam memang banyak tidak dalam insyaallah aman\n", + "mantap derita asma sembuh kalau rutin\n", + "banyak varian kolam dalam sedang dangkal\n", + "kurang tempat sampah\n", + "fasilitas kamar mandi bau kurang bersih\n", + "gak yang jual makan\n", + "kamar mandi kurang rawat\n", + "sirkulasi air kurang bagus jadi ga jernih\n", + "fasilitas sesuai lah dg tiket masuk murce marice \n", + "kurang rawat\n", + "murah riah\n", + "karyawan ramah\n", + "air bersih tiket masuk murah\n", + "enak situ jugak deket rumah aki sana tempat mandi anak umur 1 5 tn sama sd smp smk baggus banget\n", + "mau bilas abis air mati alhasill ngga bilasss\n", + "rekreasi murah riah anak\n", + "saya bagus air bersih\n", + "playananx gak ramah sama skali fasilitas kurang bgt\n", + "kurang ramah tempat jelek\n", + "kolam baguss bersih juga tempat nyaman\n", + "kolam renang kurang bersih\n", + "kolam renang smua usia\n", + "layan profesional tempat jelek\n", + "pandang bagus segar cocok a \n", + "layan kurang\n", + "kurang terawatx\n", + "kamar mandi bau\n", + "kolam bagus cocok anak anak untuk tempat mandi mohon gantung baju\n", + "tiket terlalu mahal\n", + "air kotor\n", + "lokasi bagus tempat parkir mobil kurang sip\n", + "kolam renang kurang rawat\n", + "toiletx bau pesing\n", + "air keruh\n", + "tempat bersih mudah jangkau senang\n", + "bersih segar baru cukup 5 ribu\n", + "tempatx asik cocok wisata ama kluarga\n", + "kolam renang terlalu dangkal\n", + "layan kurang ramah\n", + "gak da kembang\n", + "pertama kali cukup muas perlu kembang\n", + "murah riah fasilitas sesuai harga tiket masuk\n", + "kolam renang cocok buat anak kluarga fasilitas lumayan\n", + "layan kurang ramah\n", + "makan minum mahal banget\n", + "layan kurang ramah\n", + "sekarang tutup total miris sekali\n", + "toiletx bau pesing\n", + "kolam renang bau kaporit\n", + "perhati kalian semua kolam renang sudah tutup\n", + "terang buka jam 9 dari jam 9 smpe jam 10 nunggu ga buka\n", + "karyawan memberitahu unjung kolam ada rusak tidak di pake\n", + "karyawan sibuk main hp pada jaga selamat unjung\n", + "tiket mahal gak sesuai\n", + "kolamx kotor air bau\n", + "jangan renang sini air gak pernah kuras banyak lumut kotor\n", + "kamar mandi bau rusak layak guna\n", + "waterboomnya banyak rusak\n", + "layan kurang baik\n", + "kolam renang banyak lumut rumput\n", + "wahana rusak\n", + "kamar mandi banyak sampah\n", + "karcis parkir mahal voss\n", + "layan kurang\n", + "kolam banyak lumut wahana nya banyak rusak sangat kecewa sekali\n", + "kolam renang anak licin bahaya\n", + "tulis buka saat nyampek tutup\n", + "kolam banyak kandung kaporit\n", + "parkir mahal\n", + "kamar mandi gak urus ada tugas bersih nya\n", + "kamar mandi air kotor sekali gak buat bilas badan\n", + "kamar mandi urus temu maaf balut kamar mandi\n", + "bersih kurang toilet berak haduhhhhh \n", + "habis renang kok gatel\n", + "parkir terlalu mahal\n", + "layan buruk kurang muas tempat jelek banget\n", + "air kotor\n", + "kamar mandi rawat sangat jorok bau amis\n", + "tempat milik pandang alam pukau meski akses sulit pandang saji sangat muas\n", + "kunjung tempat sama keluarga semua nikmat waktu kami di sini meski sedikit ramai fasilitas umum cukup pada\n", + "tempat milik nilai sejarah tinggi beberapa area perlu pelihara lebih lanjut namun rasa alam kunjung tetap kesan\n", + "suasana tempat sangat tenang tenang cocok mereka ingin istirahat jenak hidup kota sibuk\n", + "meski tiket masuk mahal pandang saji tempat sangat indah padan harga bayar\n", + "kelola tempat bisa tingkat untuk pasti bersih nyaman unjung namun atraksi tawar cukup tarik\n", + "sangat kes ragam budaya saji tempat ini sangat tarik ajar sejarah budaya lokal\n", + "meski cuaca kurang sahabat kunjung saya pandang lihat cukup takjub\n", + "nikmat tualang tempat ini bagai giat tawar buat rasa hibur panjang waktu\n", + "tempat milik fasilitas cukup lengkap keluarga cocok libur sama anak\n", + "ramah duduk lokal sangat pesona ramah selalu siap bantu wisatawan\n", + "upaya lestari alam laku tempat ini semua pihak libat jaga lestari lingkung\n", + "makan sekitar tempat sangat lezat muas wisata kuliner sini sangat rekomendasi\n", + "kecewa fasilitas umum kurang rawat tempat ini namun pandang alam pukau\n", + "tunjuk arah sekitar tempat cukup jelas buat jalan jadi lebih mudah nyaman\n", + "temu banyak spot foto instagramable tempat ini cocok para cinta fotografi\n", + "banyak giat outdoor bisa nikmat tempat ini mulai hiking hingga sepeda\n", + "terlalu singkat eksplorasi semua tawar tempat ini akan lagi\n", + "fasilitas akomodasi sekitar tempat cukup agam mulai hotel hingga inap murah\n", + "beberapa tempat makan tawar hidang khas lokal lezat sungguh alam kuliner muas\n", + "kecewa kurang informasi sedia wisatawan tempat ini informasi lebih jelas sangat bantu unjung\n", + "pandu wisata dapat sangat informatif ramah buat alam kami jadi lebih arti\n", + "sangat nikmat giat air tempat ini sangat cocok renang\n", + "banyak fasilitas tunjang sekitar tempat ini indah alam buat semua lupa\n", + "tempat sangat cocok piknik keluarga banyak spot nyaman santa\n", + "harga tiket masuk sedikit terlalu mahal apa tawar namun alam seluruh patut nikmat\n", + "suasana malam tempat sangat romantis cocok pasang ingin habis waktu kualitas sama\n", + "rasa pesona seni budaya lokal tonton tempat ini sungguh alam didik hibur\n", + "akses transportasi tempat cukup mudah jangkau buat jalan jadi lebih lancar\n", + "kes agam flora fauna dapat temu sekitar tempat\n", + "suasana lokal sekitar tempat sangat hidup mikat sangat senang interaksi duduk tempat\n", + "banyak toko suvenir jual barang unik sekitar tempat ini cocok cari oleh khas\n", + "sangat nikmat acara budaya ada tempat ini buat lebih paham tradisi lokal\n", + "meski cuaca kurang sahabat kunjung saya pandang saji sangat pesona\n", + "temu beberapa spot kurang rawat tempat ini seluruh alam tetap positif\n", + "banyak tempat makan tawar hidang lezat sekitar tempat ini sangat rekomendasi coba makan lokal\n", + "rasa pesona indah alam bisa nikmat tempat ini sangat cocok para cinta alam\n", + "banyak aktivitas dapat nikmat tempat ini mulai wisata sejarah hingga tualang alam\n", + "fasilitas umum tempat cukup pada butuh wisatawan namun perlu sedikit baik nyaman maksimal\n", + "tempat milik suasana tenang damai cocok hilang stres penat hari\n", + "banyak tempat belanja tarik sekitar tempat ini sangat cocok cari oleh souvenir\n", + "pandang matahari benam tempat sangat pesona boleh lewat para gemar fotografi\n", + "banyak giat edukatif tawar tempat ini cocok libur keluarga manfaat\n", + "kes bersih indah alam jaga baik tempat ini\n", + "rasa inspirasi komitmen kelola tempat dalam lestari lingkung budaya lokal\n", + "tempat parkir cukup batas sekitar tempat ini namun tetap nikmat alam kunjung\n", + "tempat milik agam giat cocok semua usia sangat ramah keluarga\n", + "kes ramah duduk lokal beri saran tips harga jajah tempat ini\n", + "pandang sekitar tempat sangat takjub rasa hubung alam\n", + "banyak spot foto instagramable sekitar tempat ini cocok abadi momen libur\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", + " if dt == \"awat\":\n", + " dt = \"rawat\"\n", + " do.append(dt)\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/dataset_wisata 3.csv', index=False)\n", + "data_clean = pd.read_csv('/content/drive/MyDrive/Data/dataset_wisata 3.csv', encoding='latin1')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "L0NX205absQe", + "outputId": "68c872f6-412d-4eb9-8494-b947078431e9" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "No 0\n", + "Komentar 0\n", + "Label 0\n", + "Wisata 0\n", + "dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 34 + } + ], + "source": [ + "data.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "JArY9sZpbtHJ", + "outputId": "7e783e1f-d06e-4419-c781-605708d0f44f" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Komentar Label\n", + "0 tempat bagus indah cocok buat santa cari tenan... Positif\n", + "1 tempat nyaman rekreasi keluarga kolam renang l... Positif\n", + "2 lokasi desa nuansa alami meski akses jalan kur... Netral\n", + "3 buat orang kota bosen lihat gedung tarik sih h... Netral\n", + "4 kuliner kurang pilih Negatif" + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
KomentarLabel
0tempat bagus indah cocok buat santa cari tenan...Positif
1tempat nyaman rekreasi keluarga kolam renang l...Positif
2lokasi desa nuansa alami meski akses jalan kur...Netral
3buat orang kota bosen lihat gedung tarik sih h...Netral
4kuliner kurang pilihNegatif
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "variable_name": "data_clean", + "summary": "{\n \"name\": \"data_clean\",\n \"rows\": 1150,\n \"fields\": [\n {\n \"column\": \"Komentar\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1058,\n \"samples\": [\n \"sesuai ekspektasi\",\n \"layan bagus\",\n \"murah bersih luas\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Label\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"Positif\",\n \"Netral\",\n \"Negatif\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 35 + } + ], + "source": [ + "# Menggabungkan Data\n", + "at1 = pd.read_csv('/content/drive/MyDrive/Data/dataset_wisata 3.csv') # Data yang sudah bersih\n", + "at2 = pd.read_excel('/content/drive/MyDrive/Data/dataset_wisata 3.xlsx') # Data lama untuk dipanggil kolom Labelnya\n", + "att2 = at2['Label']\n", + "\n", + "data_clean = pd.concat([at1, att2], axis=1)\n", + "data_clean.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "0GuVRbPrb8-A", + "outputId": "b63caf68-1a75-4950-8192-fd311c465811" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Komentar Label\n", + "0 tempat bagus indah cocok buat santa cari tenan... 1\n", + "1 tempat nyaman rekreasi keluarga kolam renang l... 1\n", + "2 lokasi desa nuansa alami meski akses jalan kur... 2\n", + "3 buat orang kota bosen lihat gedung tarik sih h... 2\n", + "4 kuliner kurang pilih 0" + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
KomentarLabel
0tempat bagus indah cocok buat santa cari tenan...1
1tempat nyaman rekreasi keluarga kolam renang l...1
2lokasi desa nuansa alami meski akses jalan kur...2
3buat orang kota bosen lihat gedung tarik sih h...2
4kuliner kurang pilih0
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "variable_name": "data_clean", + "summary": "{\n \"name\": \"data_clean\",\n \"rows\": 1150,\n \"fields\": [\n {\n \"column\": \"Komentar\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1058,\n \"samples\": [\n \"sesuai ekspektasi\",\n \"layan bagus\",\n \"murah bersih luas\"\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\": 2,\n \"num_unique_values\": 3,\n \"samples\": [\n 1,\n 2,\n 0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 36 + } + ], + "source": [ + "# Pemberian bobot pada data\n", + "data_clean = data_clean.replace({'Positif' :1, 'Negatif' :0, 'Netral' :2})\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]\n", + "data_netral = data_clean[data_clean['Label'] == 2]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 521 + }, + "id": "355w3b6ScJNP", + "outputId": "993142ea-375d-49b4-ef42-7d9e8843dda6" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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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": "cbbc2b62-9df5-4d93-ffe9-fb66b059994d" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ], + "source": [ + "# Untuk Visualisasi kata Positif\n", + "all_text_L1 = ' '.join(word for word in data_positif[\"Komentar\"])\n", + "wordcloud = WordCloud(colormap='Greens', 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", + "source": [ + "# Untuk Visualisasi kata Netral\n", + "all_text_L2 = ' '.join(word for word in data_netral[\"Komentar\"])\n", + "wordcloud = WordCloud(colormap='Blues', width=1000, height=1000, mode='RGBA', background_color=\"white\").generate(all_text_L2)\n", + "plt.figure(figsize=(9, 6))\n", + "plt.imshow(wordcloud, interpolation='bilinear')\n", + "plt.axis('off')\n", + "plt.title(\"Visualisasi Kata Netral\")\n", + "plt.margins(x=0, y=0)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 521 + }, + "id": "mQgI1Qe9HHrV", + "outputId": "ac05671c-17d7-4472-e80d-a59efb90e219" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "RILkqV46cPP3", + "outputId": "fd8882cb-a1c1-4cf5-c852-cc1bd16ee4f1" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "1 548\n", + "0 490\n", + "2 112\n", + "Name: Label, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 41 + } + ], + "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": "f810eafc-10a6-4d82-cb96-6acba7a81fe4" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Komentar Label\n", + "0 tempat bagus indah cocok buat santa cari tenan... 1\n", + "1 tempat nyaman rekreasi keluarga kolam renang l... 1\n", + "2 lokasi desa nuansa alami meski akses jalan kur... 2\n", + "3 buat orang kota bosen lihat gedung tarik sih h... 2\n", + "4 kuliner kurang pilih 0" + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
KomentarLabel
0tempat bagus indah cocok buat santa cari tenan...1
1tempat nyaman rekreasi keluarga kolam renang l...1
2lokasi desa nuansa alami meski akses jalan kur...2
3buat orang kota bosen lihat gedung tarik sih h...2
4kuliner kurang pilih0
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "variable_name": "data_clean", + "summary": "{\n \"name\": \"data_clean\",\n \"rows\": 1150,\n \"fields\": [\n {\n \"column\": \"Komentar\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1058,\n \"samples\": [\n \"sesuai ekspektasi\",\n \"layan bagus\",\n \"murah bersih luas\"\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\": 2,\n \"num_unique_values\": 3,\n \"samples\": [\n 1,\n 2,\n 0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 42 + } + ], + "source": [ + "data_clean.head()" + ] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(5, 3))\n", + "sns.countplot(data=data, x='Label')\n", + "plt.title('Visualisasi Sentimen Positif, Negatif, Netral')\n", + "plt.xlabel('Sentimen')\n", + "plt.ylabel('Jumlah')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 333 + }, + "id": "91IyLCP9Ozvu", + "outputId": "6daa8cf5-0264-4966-81a6-542340b656ce" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 333 + }, + "id": "6xTMrfS7ceSo", + "outputId": "806d0a19-d359-408f-b63c-7e40ccd57518" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\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, Negatif, Netral')\n", + "plt.xlabel('Sentimen')\n", + "plt.ylabel('Jumlah')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "h1MOlZ4VdJUI", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "c78a7b12-9bdf-42af-fd51-aa0d6f9070e1" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "x_train = 977\n", + "x_test = 173\n", + "y_train = 977\n", + "y_test = 173\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=0.15, random_state=123) # Disini data dipisah menjadi 15% data testing dan 80 % 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=123)\n", + "x_train_resampled, y_train_resampled = smote.fit_resample(x_train_vec, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Q3YNIy2JddU0" + }, + "outputs": [], + "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, ['Negatif', 'Positif', 'Netral'])\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": 75 + }, + "id": "dqaSvNY-djOk", + "outputId": "1bb9a88d-c348-490c-db6a-3a008778f071" + }, + "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": 49 + } + ], + "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", + "source": [ + "# Menampilkan hasil prediksi probabilitas\n", + "#naive_bayes.predict_proba(x_test_vec)" + ], + "metadata": { + "id": "3lLxRau3JtsK" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Menguji Kinerja Model\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', 'Netral'], yticklabels=['Negatif', 'Positif', 'Netral'])\n", + "plt.xlabel('Prediksi')\n", + "plt.ylabel('Aktual')\n", + "plt.title('Confusion Matrix')\n", + "plt.show()" + ], + "metadata": { + "id": "jlix7iSKvHxo", + "outputId": "ea174621-3424-4f0e-be93-c38d8495b1e7", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 410 + } + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Evaluasi Model\n", + "from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score, classification_report, confusion_matrix\n", + "\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "classification_rep = classification_report(y_test, y_pred, target_names=['Negatif', 'Positif', 'Netral'])\n", + "\n", + "# Calculate precision, recall, and f1-score\n", + "precision = precision_score(y_test, y_pred, average='weighted')\n", + "recall = recall_score(y_test, y_pred, average='weighted')\n", + "f1 = f1_score(y_test, y_pred, average='weighted')\n", + "\n", + "# Print accuracy and classification report\n", + "print('Akurasi Model Naive Bayes :', '{:.2f}%'.format(accuracy * 100))\n", + "print('Rata-Rata Precision :', '{:.2f}%'.format(precision * 100))\n", + "print('Rata-Rata Recall :', '{:.2f}%'.format(recall * 100))\n", + "print('Rata-Rata F1-Score :', '{:.2f}%'.format(f1 * 100))\n", + "print(\"\\nLaporan Klasifikasi :\\n\", classification_rep)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "j6xNn_W75Mad", + "outputId": "bc9fdd4f-e3c4-4e33-e3f1-f00d217ca988" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Akurasi Model Naive Bayes : 82.08%\n", + "Rata-Rata Precision : 84.72%\n", + "Rata-Rata Recall : 82.08%\n", + "Rata-Rata F1-Score : 83.04%\n", + "\n", + "Laporan Klasifikasi :\n", + " precision recall f1-score support\n", + "\n", + " Negatif 0.94 0.83 0.88 88\n", + " Positif 0.83 0.86 0.85 70\n", + " Netral 0.39 0.60 0.47 15\n", + "\n", + " accuracy 0.82 173\n", + " macro avg 0.72 0.76 0.73 173\n", + "weighted avg 0.85 0.82 0.83 173\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + " new_text = input(\"\\nMasukkan teks baru: \") # Mengambil input teks baru dari pengguna\n", + "new_text_vec = vectorizer.transform([new_text]) # Mengubah teks menjadi vektor fitur menggunakan objek vectorizer yang telah dibuat sebelumnya\n", + "predicted_sentimen = naive_bayes.predict(new_text_vec) # Memprediksi sentimen teks menggunakan model naive bayes yang telah dilatih\n", + "\n", + "# Mengubah hasil prediksi menjadi label sentimen yang sesuai\n", + "if predicted_sentimen[0] == 1:\n", + " sentiment_label = \"Positif\"\n", + "elif predicted_sentimen[0] == 0:\n", + " sentiment_label = \"Negatif\"\n", + "else: # Jika nilai prediksi bukan 1 atau 0, diasumsikan sebagai Netral\n", + " sentiment_label = \"Netral\"\n", + "\n", + "print(\"Hasil Analisis Sentimen untuk Teks Baru :\", sentiment_label) # Mencetak hasil analisis sentimen\n" + ], + "metadata": { + "id": "1g4BLlXxBRw3", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "9cffd91d-7dd2-41ae-9172-2122bcb1225e" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Masukkan teks baru: tempat jelek\n", + "Hasil Analisis Sentimen untuk Teks Baru : Negatif\n" + ] + } + ] + } + ], + "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